FileBase /isis1/Yuta/YutaData/YutaMouse32-150323/YutaMouse32-150323 ElecNo 2 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 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 5.69 and 8.54 GB of RAM. Memory request: 2.85 GB would take us to total of 2.85 GB. ---------------------------------------------------------- Loaded 1526915 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.95 GB would take us to total of 3.79 GB. ------ Running on subset of 508971 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 1 (136 points): Lose 145.011553 but Gain 3258.756287 Iteration 0F (51.960000 sec): 19 clusters Score: Raw -62224619.513858 + Penalty 58657.613170 = -62165961.900688 nChanged 482412 Deleting Class 6 (231 points): Lose 1264.043092 but Gain 3258.756287 Iteration 1F (76.520000 sec): 18 clusters Score: Raw -70548417.646657 + Penalty 55398.856883 = -70493018.789774 nChanged 90095 Iteration 2F (95.320000 sec): 18 clusters Score: Raw -70997374.065907 + Penalty 55398.856883 = -70941975.209024 nChanged 77982 Iteration 3F (117.630000 sec): 18 clusters Score: Raw -71357958.538799 + Penalty 55398.856883 = -71302559.681917 nChanged 54251 Iteration 4F (135.250000 sec): 18 clusters Score: Raw -71515827.236729 + Penalty 55398.856883 = -71460428.379847 nChanged 33088 Iteration 5F (152.900000 sec): 18 clusters Score: Raw -71570331.993637 + Penalty 55398.856883 = -71514933.136755 nChanged 19553 Iteration 6Q (165.780000 sec): 18 clusters Score: Raw -71592053.179116 + Penalty 55398.856883 = -71536654.322233 nChanged 13239 Iteration 7Q (177.730000 sec): 18 clusters Score: Raw -71602313.119654 + Penalty 55398.856883 = -71546914.262771 nChanged 9571 Iteration 8Q (189.480000 sec): 18 clusters Score: Raw -71608163.064213 + Penalty 55398.856883 = -71552764.207330 nChanged 7487 Iteration 9Q (201.010000 sec): 18 clusters Score: Raw -71612461.610807 + Penalty 55398.856883 = -71557062.753924 nChanged 5995 Iteration 10Q (213.030000 sec): 18 clusters Score: Raw -71615829.052315 + Penalty 55398.856883 = -71560430.195432 nChanged 5264 Iteration 11Q (224.210000 sec): 18 clusters Score: Raw -71618636.590460 + Penalty 55398.856883 = -71563237.733577 nChanged 4777 Iteration 12Q (236.610000 sec): 18 clusters Score: Raw -71621118.443796 + Penalty 55398.856883 = -71565719.586914 nChanged 4586 Iteration 13Q (248.560000 sec): 18 clusters Score: Raw -71623692.147398 + Penalty 55398.856883 = -71568293.290516 nChanged 4645 Iteration 14Q (260.140000 sec): 18 clusters Score: Raw -71626689.626131 + Penalty 55398.856883 = -71571290.769248 nChanged 5005 Iteration 15Q (272.380000 sec): 18 clusters Score: Raw -71631288.616006 + Penalty 55398.856883 = -71575889.759124 nChanged 5998 Iteration 16Q (284.040000 sec): 18 clusters Score: Raw -71638516.268772 + Penalty 55398.856883 = -71583117.411890 nChanged 7797 Iteration 17Q (297.300000 sec): 18 clusters Score: Raw -71651576.471326 + Penalty 55398.856883 = -71596177.614443 nChanged 9925 Iteration 18Q (308.510000 sec): 18 clusters Score: Raw -71671571.893365 + Penalty 55398.856883 = -71616173.036482 nChanged 9905 Iteration 19Q (321.160000 sec): 18 clusters Score: Raw -71686790.790122 + Penalty 55398.856883 = -71631391.933239 nChanged 7913 Writing temp clu file Because OldScore, -71616173.036482, is greater than current (better) Score,-71631391.933239 Compute initial score before splitting: Score: Raw -71686790.790122 + Penalty 55398.856883 = -71631391.933239 Memory request: 0.01 GB would take us to total of 3.80 GB. Trying to split cluster 2 (2951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (321.360000 sec): 2 clusters Score: Raw -419768.455964 + Penalty 1981.495045 = -417786.960919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (321.540000 sec): 3 clusters Score: Raw -418558.272537 + Penalty 3962.990090 = -414595.282447 nChanged 1011 SP:Iteration 1F (321.750000 sec): 3 clusters Score: Raw -419258.054680 + Penalty 3962.990090 = -415295.064590 nChanged 205 SP:Iteration 2F (321.920000 sec): 3 clusters Score: Raw -419415.937375 + Penalty 3962.990090 = -415452.947285 nChanged 136 SP:Iteration 3Q (322.100000 sec): 3 clusters Score: Raw -419521.253625 + Penalty 3962.990090 = -415558.263535 nChanged 95 SP:Iteration 4Q (322.260000 sec): 3 clusters Score: Raw -419591.285601 + Penalty 3962.990090 = -415628.295511 nChanged 77 SP:Iteration 5Q (322.490000 sec): 3 clusters Score: Raw -419651.519535 + Penalty 3962.990090 = -415688.529445 nChanged 71 SP:Iteration 6Q (322.680000 sec): 3 clusters Score: Raw -419702.068022 + Penalty 3962.990090 = -415739.077932 nChanged 51 SP:Iteration 7Q (322.850000 sec): 3 clusters Score: Raw -419739.295037 + Penalty 3962.990090 = -415776.304947 nChanged 50 SP:Iteration 8Q (323.030000 sec): 3 clusters Score: Raw -419776.433450 + Penalty 3962.990090 = -415813.443360 nChanged 47 SP:Iteration 9Q (323.250000 sec): 3 clusters Score: Raw -419810.174371 + Penalty 3962.990090 = -415847.184281 nChanged 49 SP:Iteration 10Q (323.450000 sec): 3 clusters Score: Raw -419852.221454 + Penalty 3962.990090 = -415889.231364 nChanged 54 SP:Iteration 11Q (323.590000 sec): 3 clusters Score: Raw -419911.572987 + Penalty 3962.990090 = -415948.582897 nChanged 59 SP:Iteration 12Q (323.790000 sec): 3 clusters Score: Raw -419968.114308 + Penalty 3962.990090 = -416005.124218 nChanged 56 SP:Iteration 13Q (324.020000 sec): 3 clusters Score: Raw -420023.039496 + Penalty 3962.990090 = -416060.049406 nChanged 65 SP:Iteration 14Q (324.180000 sec): 3 clusters Score: Raw -420099.338718 + Penalty 3962.990090 = -416136.348628 nChanged 81 SP:Iteration 15Q (324.370000 sec): 3 clusters Score: Raw -420177.749168 + Penalty 3962.990090 = -416214.759078 nChanged 71 SP:Iteration 16Q (324.560000 sec): 3 clusters Score: Raw -420241.208618 + Penalty 3962.990090 = -416278.218528 nChanged 71 SP:Iteration 17Q (324.760000 sec): 3 clusters Score: Raw -420290.969021 + Penalty 3962.990090 = -416327.978931 nChanged 45 SP:Iteration 18Q (324.940000 sec): 3 clusters Score: Raw -420321.811377 + Penalty 3962.990090 = -416358.821287 nChanged 38 SP:Iteration 19Q (325.140000 sec): 3 clusters Score: Raw -420357.260300 + Penalty 3962.990090 = -416394.270210 nChanged 51 SP:Iteration 20F (325.290000 sec): 3 clusters Score: Raw -420398.342395 + Penalty 3962.990090 = -416435.352305 nChanged 48 SP:Iteration 21Q (325.500000 sec): 3 clusters Score: Raw -420436.644102 + Penalty 3962.990090 = -416473.654012 nChanged 42 SP:Iteration 22Q (325.680000 sec): 3 clusters Score: Raw -420478.147852 + Penalty 3962.990090 = -416515.157762 nChanged 50 SP:Iteration 23Q (325.880000 sec): 3 clusters Score: Raw -420534.606210 + Penalty 3962.990090 = -416571.616120 nChanged 60 SP:Iteration 24Q (326.070000 sec): 3 clusters Score: Raw -420609.262937 + Penalty 3962.990090 = -416646.272847 nChanged 63 SP:Iteration 25Q (326.310000 sec): 3 clusters Score: Raw -420685.642401 + Penalty 3962.990090 = -416722.652311 nChanged 52 SP:Iteration 26Q (326.490000 sec): 3 clusters Score: Raw -420739.814713 + Penalty 3962.990090 = -416776.824623 nChanged 34 SP:Iteration 27Q (326.710000 sec): 3 clusters Score: Raw -420771.895295 + Penalty 3962.990090 = -416808.905205 nChanged 22 SP:Iteration 28Q (326.890000 sec): 3 clusters Score: Raw -420789.502669 + Penalty 3962.990090 = -416826.512579 nChanged 15 SP:Iteration 29Q (327.090000 sec): 3 clusters Score: Raw -420797.756788 + Penalty 3962.990090 = -416834.766698 nChanged 16 SP:Iteration 30Q (327.300000 sec): 3 clusters Score: Raw -420809.158850 + Penalty 3962.990090 = -416846.168760 nChanged 15 SP:Iteration 31Q (327.460000 sec): 3 clusters Score: Raw -420819.409843 + Penalty 3962.990090 = -416856.419753 nChanged 6 SP:Iteration 32Q (327.660000 sec): 3 clusters Score: Raw -420825.098338 + Penalty 3962.990090 = -416862.108248 nChanged 12 SP:Iteration 33Q (327.890000 sec): 3 clusters Score: Raw -420835.450567 + Penalty 3962.990090 = -416872.460477 nChanged 8 SP:Iteration 34Q (328.060000 sec): 3 clusters Score: Raw -420842.330061 + Penalty 3962.990090 = -416879.339971 nChanged 10 SP:Iteration 35Q (328.240000 sec): 3 clusters Score: Raw -420850.086462 + Penalty 3962.990090 = -416887.096372 nChanged 8 SP:Iteration 36Q (328.420000 sec): 3 clusters Score: Raw -420854.580652 + Penalty 3962.990090 = -416891.590562 nChanged 10 SP:Iteration 37Q (328.580000 sec): 3 clusters Score: Raw -420865.507935 + Penalty 3962.990090 = -416902.517845 nChanged 10 SP:Iteration 38Q (328.800000 sec): 3 clusters Score: Raw -420872.475531 + Penalty 3962.990090 = -416909.485441 nChanged 3 SP:Iteration 39Q (328.980000 sec): 3 clusters Score: Raw -420875.600135 + Penalty 3962.990090 = -416912.610045 nChanged 3 SP:Iteration 40F (329.210000 sec): 3 clusters Score: Raw -420878.044720 + Penalty 3962.990090 = -416915.054630 nChanged 2 SP:Iteration 41Q (329.390000 sec): 3 clusters Score: Raw -420879.691947 + Penalty 3962.990090 = -416916.701857 nChanged 0 SP:Iteration 42F (329.560000 sec): 3 clusters Score: Raw -420879.691947 + Penalty 3962.990090 = -416916.701857 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 3 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.700000 sec): 2 clusters Score: Raw -120034.218967 + Penalty 1690.006639 = -118344.212329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.870000 sec): 3 clusters Score: Raw -120098.495324 + Penalty 3380.013277 = -116718.482047 nChanged 264 SP:Iteration 1F (330.060000 sec): 3 clusters Score: Raw -120798.415804 + Penalty 3380.013277 = -117418.402527 nChanged 98 SP:Iteration 2F (330.230000 sec): 3 clusters Score: Raw -121263.015465 + Penalty 3380.013277 = -117883.002188 nChanged 117 SP:Iteration 3F (330.370000 sec): 3 clusters Score: Raw -121949.714463 + Penalty 3380.013277 = -118569.701186 nChanged 118 SP:Iteration 4F (330.540000 sec): 3 clusters Score: Raw -123245.814646 + Penalty 3380.013277 = -119865.801369 nChanged 64 SP:Iteration 5F (330.720000 sec): 3 clusters Score: Raw -124080.822587 + Penalty 3380.013277 = -120700.809310 nChanged 35 SP:Iteration 6Q (330.920000 sec): 3 clusters Score: Raw -125245.845466 + Penalty 3380.013277 = -121865.832189 nChanged 13 SP:Iteration 7Q (331.080000 sec): 3 clusters Score: Raw -126593.449234 + Penalty 3380.013277 = -123213.435957 nChanged 5 SP:Iteration 8Q (331.220000 sec): 3 clusters Score: Raw -127199.575139 + Penalty 3380.013277 = -123819.561862 nChanged 2 SP:Iteration 9Q (331.370000 sec): 3 clusters Score: Raw -127250.764357 + Penalty 3380.013277 = -123870.751080 nChanged 1 SP:Iteration 10Q (331.540000 sec): 3 clusters Score: Raw -127365.398402 + Penalty 3380.013277 = -123985.385125 nChanged 0 SP:Iteration 11F (331.730000 sec): 3 clusters Score: Raw -127365.398402 + Penalty 3380.013277 = -123985.385125 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 3.80 GB. Trying to split cluster 4 (19969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (331.960000 sec): 2 clusters Score: Raw -2764952.573039 + Penalty 2455.680215 = -2762496.892824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.270000 sec): 3 clusters Score: Raw -2753467.459953 + Penalty 4911.360430 = -2748556.099523 nChanged 8812 SP:Iteration 1F (332.580000 sec): 3 clusters Score: Raw -2758631.013373 + Penalty 4911.360430 = -2753719.652944 nChanged 1403 SP:Iteration 2F (332.890000 sec): 3 clusters Score: Raw -2759580.399468 + Penalty 4911.360430 = -2754669.039038 nChanged 1491 SP:Iteration 3F (333.150000 sec): 3 clusters Score: Raw -2760676.514495 + Penalty 4911.360430 = -2755765.154065 nChanged 1480 SP:Iteration 4F (333.480000 sec): 3 clusters Score: Raw -2761815.270760 + Penalty 4911.360430 = -2756903.910330 nChanged 1431 SP:Iteration 5F (333.790000 sec): 3 clusters Score: Raw -2762802.626123 + Penalty 4911.360430 = -2757891.265693 nChanged 1200 SP:Iteration 6F (334.100000 sec): 3 clusters Score: Raw -2763494.667779 + Penalty 4911.360430 = -2758583.307349 nChanged 918 SP:Iteration 7Q (334.450000 sec): 3 clusters Score: Raw -2763974.874380 + Penalty 4911.360430 = -2759063.513950 nChanged 770 SP:Iteration 8Q (334.740000 sec): 3 clusters Score: Raw -2764374.652347 + Penalty 4911.360430 = -2759463.291918 nChanged 663 SP:Iteration 9Q (335.030000 sec): 3 clusters Score: Raw -2764710.593834 + Penalty 4911.360430 = -2759799.233405 nChanged 613 SP:Iteration 10Q (335.390000 sec): 3 clusters Score: Raw -2765021.133125 + Penalty 4911.360430 = -2760109.772695 nChanged 571 SP:Iteration 11Q (335.630000 sec): 3 clusters Score: Raw -2765327.798825 + Penalty 4911.360430 = -2760416.438395 nChanged 569 SP:Iteration 12Q (335.940000 sec): 3 clusters Score: Raw -2765646.076410 + Penalty 4911.360430 = -2760734.715980 nChanged 503 SP:Iteration 13Q (336.200000 sec): 3 clusters Score: Raw -2765925.588682 + Penalty 4911.360430 = -2761014.228253 nChanged 429 SP:Iteration 14Q (336.490000 sec): 3 clusters Score: Raw -2766154.788998 + Penalty 4911.360430 = -2761243.428568 nChanged 344 SP:Iteration 15Q (336.810000 sec): 3 clusters Score: Raw -2766327.001115 + Penalty 4911.360430 = -2761415.640685 nChanged 265 SP:Iteration 16Q (337.140000 sec): 3 clusters Score: Raw -2766450.911627 + Penalty 4911.360430 = -2761539.551197 nChanged 195 SP:Iteration 17Q (337.460000 sec): 3 clusters Score: Raw -2766541.432065 + Penalty 4911.360430 = -2761630.071636 nChanged 158 SP:Iteration 18Q (337.720000 sec): 3 clusters Score: Raw -2766611.718200 + Penalty 4911.360430 = -2761700.357770 nChanged 117 SP:Iteration 19Q (338.090000 sec): 3 clusters Score: Raw -2766653.828074 + Penalty 4911.360430 = -2761742.467645 nChanged 71 SP:Iteration 20F (338.340000 sec): 3 clusters Score: Raw -2766677.155328 + Penalty 4911.360430 = -2761765.794899 nChanged 61 SP:Iteration 21Q (338.630000 sec): 3 clusters Score: Raw -2766696.780760 + Penalty 4911.360430 = -2761785.420331 nChanged 52 SP:Iteration 22Q (338.960000 sec): 3 clusters Score: Raw -2766713.801650 + Penalty 4911.360430 = -2761802.441221 nChanged 49 SP:Iteration 23Q (339.270000 sec): 3 clusters Score: Raw -2766729.807656 + Penalty 4911.360430 = -2761818.447226 nChanged 43 SP:Iteration 24Q (339.590000 sec): 3 clusters Score: Raw -2766743.103976 + Penalty 4911.360430 = -2761831.743547 nChanged 29 SP:Iteration 25Q (339.920000 sec): 3 clusters Score: Raw -2766751.583293 + Penalty 4911.360430 = -2761840.222864 nChanged 24 SP:Iteration 26Q (340.190000 sec): 3 clusters Score: Raw -2766758.218758 + Penalty 4911.360430 = -2761846.858328 nChanged 21 SP:Iteration 27Q (340.490000 sec): 3 clusters Score: Raw -2766763.580178 + Penalty 4911.360430 = -2761852.219748 nChanged 17 SP:Iteration 28Q (340.760000 sec): 3 clusters Score: Raw -2766769.750063 + Penalty 4911.360430 = -2761858.389634 nChanged 27 SP:Iteration 29Q (341.090000 sec): 3 clusters Score: Raw -2766776.675372 + Penalty 4911.360430 = -2761865.314942 nChanged 10 SP:Iteration 30Q (341.380000 sec): 3 clusters Score: Raw -2766778.253839 + Penalty 4911.360430 = -2761866.893410 nChanged 5 SP:Iteration 31Q (341.660000 sec): 3 clusters Score: Raw -2766779.355369 + Penalty 4911.360430 = -2761867.994939 nChanged 5 SP:Iteration 32Q (341.970000 sec): 3 clusters Score: Raw -2766780.447231 + Penalty 4911.360430 = -2761869.086801 nChanged 4 SP:Iteration 33Q (342.260000 sec): 3 clusters Score: Raw -2766781.634710 + Penalty 4911.360430 = -2761870.274281 nChanged 7 SP:Iteration 34Q (342.550000 sec): 3 clusters Score: Raw -2766782.989030 + Penalty 4911.360430 = -2761871.628600 nChanged 4 SP:Iteration 35Q (342.890000 sec): 3 clusters Score: Raw -2766783.665315 + Penalty 4911.360430 = -2761872.304885 nChanged 6 SP:Iteration 36Q (343.190000 sec): 3 clusters Score: Raw -2766784.789386 + Penalty 4911.360430 = -2761873.428957 nChanged 3 SP:Iteration 37Q (343.430000 sec): 3 clusters Score: Raw -2766785.322030 + Penalty 4911.360430 = -2761873.961600 nChanged 4 SP:Iteration 38Q (343.730000 sec): 3 clusters Score: Raw -2766786.000203 + Penalty 4911.360430 = -2761874.639774 nChanged 4 SP:Iteration 39Q (344.010000 sec): 3 clusters Score: Raw -2766787.181200 + Penalty 4911.360430 = -2761875.820771 nChanged 2 SP:Iteration 40F (344.310000 sec): 3 clusters Score: Raw -2766787.647553 + Penalty 4911.360430 = -2761876.287123 nChanged 1 SP:Iteration 41Q (344.600000 sec): 3 clusters Score: Raw -2766787.740719 + Penalty 4911.360430 = -2761876.380290 nChanged 0 SP:Iteration 42F (344.920000 sec): 3 clusters Score: Raw -2766787.740719 + Penalty 4911.360430 = -2761876.380290 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 5 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.020000 sec): 2 clusters Score: Raw -245441.187934 + Penalty 1859.032142 = -243582.155792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.180000 sec): 3 clusters Score: Raw -244989.616364 + Penalty 3718.064283 = -241271.552080 nChanged 612 SP:Iteration 1F (345.330000 sec): 3 clusters Score: Raw -245798.256432 + Penalty 3718.064283 = -242080.192149 nChanged 265 SP:Iteration 2F (345.510000 sec): 3 clusters Score: Raw -246519.767330 + Penalty 3718.064283 = -242801.703047 nChanged 215 SP:Iteration 3F (345.730000 sec): 3 clusters Score: Raw -247449.023640 + Penalty 3718.064283 = -243730.959357 nChanged 155 SP:Iteration 4F (345.890000 sec): 3 clusters Score: Raw -247920.143097 + Penalty 3718.064283 = -244202.078814 nChanged 73 SP:Iteration 5Q (346.090000 sec): 3 clusters Score: Raw -248066.332426 + Penalty 3718.064283 = -244348.268143 nChanged 37 SP:Iteration 6Q (346.320000 sec): 3 clusters Score: Raw -248144.530948 + Penalty 3718.064283 = -244426.466665 nChanged 17 SP:Iteration 7Q (346.490000 sec): 3 clusters Score: Raw -248165.668738 + Penalty 3718.064283 = -244447.604455 nChanged 8 SP:Iteration 8Q (346.640000 sec): 3 clusters Score: Raw -248180.051740 + Penalty 3718.064283 = -244461.987457 nChanged 6 SP:Iteration 9Q (346.840000 sec): 3 clusters Score: Raw -248190.669994 + Penalty 3718.064283 = -244472.605710 nChanged 5 SP:Iteration 10Q (347.010000 sec): 3 clusters Score: Raw -248197.051643 + Penalty 3718.064283 = -244478.987360 nChanged 2 SP:Iteration 11Q (347.220000 sec): 3 clusters Score: Raw -248199.750693 + Penalty 3718.064283 = -244481.686410 nChanged 1 SP:Iteration 12Q (347.400000 sec): 3 clusters Score: Raw -248200.937435 + Penalty 3718.064283 = -244482.873152 nChanged 0 SP:Iteration 13F (347.580000 sec): 3 clusters Score: Raw -248200.937435 + Penalty 3718.064283 = -244482.873152 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 3.80 GB. Trying to split cluster 7 (13651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (347.780000 sec): 2 clusters Score: Raw -1927239.317667 + Penalty 2361.348878 = -1924877.968788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (348.060000 sec): 3 clusters Score: Raw -1919654.334935 + Penalty 4722.697757 = -1914931.637178 nChanged 5839 SP:Iteration 1F (348.330000 sec): 3 clusters Score: Raw -1922946.001763 + Penalty 4722.697757 = -1918223.304006 nChanged 992 SP:Iteration 2F (348.580000 sec): 3 clusters Score: Raw -1923649.217487 + Penalty 4722.697757 = -1918926.519730 nChanged 1002 SP:Iteration 3F (348.830000 sec): 3 clusters Score: Raw -1924551.116291 + Penalty 4722.697757 = -1919828.418534 nChanged 1045 SP:Iteration 4F (349.110000 sec): 3 clusters Score: Raw -1925477.221207 + Penalty 4722.697757 = -1920754.523451 nChanged 944 SP:Iteration 5F (349.380000 sec): 3 clusters Score: Raw -1926181.611308 + Penalty 4722.697757 = -1921458.913551 nChanged 759 SP:Iteration 6F (349.640000 sec): 3 clusters Score: Raw -1926606.886128 + Penalty 4722.697757 = -1921884.188372 nChanged 585 SP:Iteration 7Q (349.880000 sec): 3 clusters Score: Raw -1926864.767083 + Penalty 4722.697757 = -1922142.069327 nChanged 422 SP:Iteration 8Q (350.140000 sec): 3 clusters Score: Raw -1927012.027181 + Penalty 4722.697757 = -1922289.329424 nChanged 297 SP:Iteration 9Q (350.370000 sec): 3 clusters Score: Raw -1927105.649641 + Penalty 4722.697757 = -1922382.951884 nChanged 248 SP:Iteration 10Q (350.620000 sec): 3 clusters Score: Raw -1927180.670143 + Penalty 4722.697757 = -1922457.972386 nChanged 188 SP:Iteration 11Q (350.920000 sec): 3 clusters Score: Raw -1927233.188352 + Penalty 4722.697757 = -1922510.490595 nChanged 175 SP:Iteration 12Q (351.160000 sec): 3 clusters Score: Raw -1927279.645923 + Penalty 4722.697757 = -1922556.948167 nChanged 153 SP:Iteration 13Q (351.400000 sec): 3 clusters Score: Raw -1927318.874706 + Penalty 4722.697757 = -1922596.176949 nChanged 146 SP:Iteration 14Q (351.700000 sec): 3 clusters Score: Raw -1927357.975024 + Penalty 4722.697757 = -1922635.277267 nChanged 131 SP:Iteration 15Q (351.980000 sec): 3 clusters Score: Raw -1927393.472409 + Penalty 4722.697757 = -1922670.774652 nChanged 131 SP:Iteration 16Q (352.270000 sec): 3 clusters Score: Raw -1927427.765387 + Penalty 4722.697757 = -1922705.067630 nChanged 121 SP:Iteration 17Q (352.500000 sec): 3 clusters Score: Raw -1927457.604672 + Penalty 4722.697757 = -1922734.906915 nChanged 106 SP:Iteration 18Q (352.760000 sec): 3 clusters Score: Raw -1927486.841230 + Penalty 4722.697757 = -1922764.143473 nChanged 117 SP:Iteration 19Q (352.980000 sec): 3 clusters Score: Raw -1927521.180253 + Penalty 4722.697757 = -1922798.482497 nChanged 118 SP:Iteration 20F (353.240000 sec): 3 clusters Score: Raw -1927555.643745 + Penalty 4722.697757 = -1922832.945988 nChanged 131 SP:Iteration 21Q (353.480000 sec): 3 clusters Score: Raw -1927597.177357 + Penalty 4722.697757 = -1922874.479600 nChanged 138 SP:Iteration 22Q (353.700000 sec): 3 clusters Score: Raw -1927649.685530 + Penalty 4722.697757 = -1922926.987774 nChanged 167 SP:Iteration 23Q (354.020000 sec): 3 clusters Score: Raw -1927718.570945 + Penalty 4722.697757 = -1922995.873188 nChanged 182 SP:Iteration 24Q (354.320000 sec): 3 clusters Score: Raw -1927793.248410 + Penalty 4722.697757 = -1923070.550654 nChanged 194 SP:Iteration 25Q (354.560000 sec): 3 clusters Score: Raw -1927877.245021 + Penalty 4722.697757 = -1923154.547264 nChanged 205 SP:Iteration 26Q (354.800000 sec): 3 clusters Score: Raw -1927973.463346 + Penalty 4722.697757 = -1923250.765590 nChanged 193 SP:Iteration 27Q (355.060000 sec): 3 clusters Score: Raw -1928062.527484 + Penalty 4722.697757 = -1923339.829727 nChanged 183 SP:Iteration 28Q (355.310000 sec): 3 clusters Score: Raw -1928142.868880 + Penalty 4722.697757 = -1923420.171123 nChanged 159 SP:Iteration 29Q (355.590000 sec): 3 clusters Score: Raw -1928217.535766 + Penalty 4722.697757 = -1923494.838009 nChanged 155 SP:Iteration 30Q (355.870000 sec): 3 clusters Score: Raw -1928282.727077 + Penalty 4722.697757 = -1923560.029320 nChanged 136 SP:Iteration 31Q (356.110000 sec): 3 clusters Score: Raw -1928336.643611 + Penalty 4722.697757 = -1923613.945854 nChanged 113 SP:Iteration 32Q (356.360000 sec): 3 clusters Score: Raw -1928385.846424 + Penalty 4722.697757 = -1923663.148667 nChanged 114 SP:Iteration 33Q (356.610000 sec): 3 clusters Score: Raw -1928432.609174 + Penalty 4722.697757 = -1923709.911418 nChanged 94 SP:Iteration 34Q (356.890000 sec): 3 clusters Score: Raw -1928467.009953 + Penalty 4722.697757 = -1923744.312196 nChanged 72 SP:Iteration 35Q (357.100000 sec): 3 clusters Score: Raw -1928492.410183 + Penalty 4722.697757 = -1923769.712426 nChanged 54 SP:Iteration 36Q (357.360000 sec): 3 clusters Score: Raw -1928508.901014 + Penalty 4722.697757 = -1923786.203257 nChanged 34 SP:Iteration 37Q (357.610000 sec): 3 clusters Score: Raw -1928517.386175 + Penalty 4722.697757 = -1923794.688419 nChanged 21 SP:Iteration 38Q (357.880000 sec): 3 clusters Score: Raw -1928522.676643 + Penalty 4722.697757 = -1923799.978886 nChanged 21 SP:Iteration 39Q (358.160000 sec): 3 clusters Score: Raw -1928527.479752 + Penalty 4722.697757 = -1923804.781995 nChanged 16 SP:Iteration 40F (358.440000 sec): 3 clusters Score: Raw -1928530.720866 + Penalty 4722.697757 = -1923808.023110 nChanged 13 SP:Iteration 41Q (358.810000 sec): 3 clusters Score: Raw -1928533.387697 + Penalty 4722.697757 = -1923810.689940 nChanged 7 SP:Iteration 42Q (359.100000 sec): 3 clusters Score: Raw -1928534.526378 + Penalty 4722.697757 = -1923811.828621 nChanged 4 SP:Iteration 43Q (359.360000 sec): 3 clusters Score: Raw -1928535.560952 + Penalty 4722.697757 = -1923812.863195 nChanged 6 SP:Iteration 44Q (359.640000 sec): 3 clusters Score: Raw -1928536.980928 + Penalty 4722.697757 = -1923814.283171 nChanged 6 SP:Iteration 45Q (359.910000 sec): 3 clusters Score: Raw -1928538.467975 + Penalty 4722.697757 = -1923815.770218 nChanged 6 SP:Iteration 46Q (360.220000 sec): 3 clusters Score: Raw -1928539.800076 + Penalty 4722.697757 = -1923817.102319 nChanged 7 SP:Iteration 47Q (360.440000 sec): 3 clusters Score: Raw -1928541.386721 + Penalty 4722.697757 = -1923818.688964 nChanged 9 SP:Iteration 48Q (360.690000 sec): 3 clusters Score: Raw -1928543.649790 + Penalty 4722.697757 = -1923820.952034 nChanged 6 SP:Iteration 49Q (360.890000 sec): 3 clusters Score: Raw -1928545.251752 + Penalty 4722.697757 = -1923822.553995 nChanged 11 SP:Iteration 50Q (361.180000 sec): 3 clusters Score: Raw -1928547.861082 + Penalty 4722.697757 = -1923825.163325 nChanged 9 SP:Iteration 51Q (361.460000 sec): 3 clusters Score: Raw -1928550.479836 + Penalty 4722.697757 = -1923827.782079 nChanged 11 SP:Iteration 52Q (361.760000 sec): 3 clusters Score: Raw -1928553.682892 + Penalty 4722.697757 = -1923830.985135 nChanged 14 SP:Iteration 53Q (362.050000 sec): 3 clusters Score: Raw -1928557.277399 + Penalty 4722.697757 = -1923834.579643 nChanged 12 SP:Iteration 54Q (362.310000 sec): 3 clusters Score: Raw -1928560.304968 + Penalty 4722.697757 = -1923837.607211 nChanged 14 SP:Iteration 55Q (362.580000 sec): 3 clusters Score: Raw -1928563.245999 + Penalty 4722.697757 = -1923840.548242 nChanged 10 SP:Iteration 56Q (362.840000 sec): 3 clusters Score: Raw -1928565.804945 + Penalty 4722.697757 = -1923843.107189 nChanged 3 SP:Iteration 57Q (363.100000 sec): 3 clusters Score: Raw -1928566.544802 + Penalty 4722.697757 = -1923843.847045 nChanged 1 SP:Iteration 58Q (363.370000 sec): 3 clusters Score: Raw -1928566.833688 + Penalty 4722.697757 = -1923844.135931 nChanged 3 SP:Iteration 59Q (363.640000 sec): 3 clusters Score: Raw -1928567.309692 + Penalty 4722.697757 = -1923844.611935 nChanged 1 SP:Iteration 60F (363.890000 sec): 3 clusters Score: Raw -1928567.497284 + Penalty 4722.697757 = -1923844.799527 nChanged 1 SP:Iteration 61Q (364.140000 sec): 3 clusters Score: Raw -1928567.538762 + Penalty 4722.697757 = -1923844.841005 nChanged 1 SP:Iteration 62Q (364.420000 sec): 3 clusters Score: Raw -1928567.694146 + Penalty 4722.697757 = -1923844.996389 nChanged 0 SP:Iteration 63F (364.700000 sec): 3 clusters Score: Raw -1928567.694146 + Penalty 4722.697757 = -1923844.996389 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 8 (23329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.040000 sec): 2 clusters Score: Raw -3456886.176522 + Penalty 2494.248220 = -3454391.928302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (365.330000 sec): 3 clusters Score: Raw -3443307.603038 + Penalty 4988.496440 = -3438319.106597 nChanged 10311 SP:Iteration 1F (365.600000 sec): 3 clusters Score: Raw -3448922.786646 + Penalty 4988.496440 = -3443934.290206 nChanged 1375 SP:Iteration 2F (365.910000 sec): 3 clusters Score: Raw -3449621.751232 + Penalty 4988.496440 = -3444633.254791 nChanged 1482 SP:Iteration 3F (366.240000 sec): 3 clusters Score: Raw -3450567.090303 + Penalty 4988.496440 = -3445578.593862 nChanged 1718 SP:Iteration 4F (366.600000 sec): 3 clusters Score: Raw -3451893.970345 + Penalty 4988.496440 = -3446905.473904 nChanged 1887 SP:Iteration 5F (366.860000 sec): 3 clusters Score: Raw -3453406.544144 + Penalty 4988.496440 = -3448418.047703 nChanged 1739 SP:Iteration 6F (367.210000 sec): 3 clusters Score: Raw -3454681.403343 + Penalty 4988.496440 = -3449692.906902 nChanged 1401 SP:Iteration 7F (367.550000 sec): 3 clusters Score: Raw -3455551.000014 + Penalty 4988.496440 = -3450562.503573 nChanged 1006 SP:Iteration 8Q (367.850000 sec): 3 clusters Score: Raw -3456047.222935 + Penalty 4988.496440 = -3451058.726494 nChanged 733 SP:Iteration 9Q (368.230000 sec): 3 clusters Score: Raw -3456328.657635 + Penalty 4988.496440 = -3451340.161195 nChanged 508 SP:Iteration 10Q (368.600000 sec): 3 clusters Score: Raw -3456484.705563 + Penalty 4988.496440 = -3451496.209123 nChanged 345 SP:Iteration 11Q (368.930000 sec): 3 clusters Score: Raw -3456575.426657 + Penalty 4988.496440 = -3451586.930217 nChanged 245 SP:Iteration 12Q (369.270000 sec): 3 clusters Score: Raw -3456627.495437 + Penalty 4988.496440 = -3451638.998996 nChanged 213 SP:Iteration 13Q (369.650000 sec): 3 clusters Score: Raw -3456669.578196 + Penalty 4988.496440 = -3451681.081756 nChanged 171 SP:Iteration 14Q (369.980000 sec): 3 clusters Score: Raw -3456699.365723 + Penalty 4988.496440 = -3451710.869283 nChanged 131 SP:Iteration 15Q (370.310000 sec): 3 clusters Score: Raw -3456723.069235 + Penalty 4988.496440 = -3451734.572795 nChanged 112 SP:Iteration 16Q (370.650000 sec): 3 clusters Score: Raw -3456739.383744 + Penalty 4988.496440 = -3451750.887304 nChanged 88 SP:Iteration 17Q (371.030000 sec): 3 clusters Score: Raw -3456750.250155 + Penalty 4988.496440 = -3451761.753715 nChanged 72 SP:Iteration 18Q (371.350000 sec): 3 clusters Score: Raw -3456758.377013 + Penalty 4988.496440 = -3451769.880572 nChanged 41 SP:Iteration 19Q (371.670000 sec): 3 clusters Score: Raw -3456762.307570 + Penalty 4988.496440 = -3451773.811130 nChanged 28 SP:Iteration 20F (372.020000 sec): 3 clusters Score: Raw -3456765.385978 + Penalty 4988.496440 = -3451776.889538 nChanged 28 SP:Iteration 21Q (372.410000 sec): 3 clusters Score: Raw -3456768.146273 + Penalty 4988.496440 = -3451779.649833 nChanged 32 SP:Iteration 22Q (372.740000 sec): 3 clusters Score: Raw -3456771.102168 + Penalty 4988.496440 = -3451782.605727 nChanged 36 SP:Iteration 23Q (373.060000 sec): 3 clusters Score: Raw -3456774.256773 + Penalty 4988.496440 = -3451785.760332 nChanged 38 SP:Iteration 24Q (373.430000 sec): 3 clusters Score: Raw -3456778.069380 + Penalty 4988.496440 = -3451789.572940 nChanged 37 SP:Iteration 25Q (373.820000 sec): 3 clusters Score: Raw -3456782.090933 + Penalty 4988.496440 = -3451793.594493 nChanged 38 SP:Iteration 26Q (374.160000 sec): 3 clusters Score: Raw -3456785.929983 + Penalty 4988.496440 = -3451797.433543 nChanged 39 SP:Iteration 27Q (374.530000 sec): 3 clusters Score: Raw -3456789.498492 + Penalty 4988.496440 = -3451801.002052 nChanged 26 SP:Iteration 28Q (374.840000 sec): 3 clusters Score: Raw -3456791.866726 + Penalty 4988.496440 = -3451803.370286 nChanged 26 SP:Iteration 29Q (375.230000 sec): 3 clusters Score: Raw -3456794.453645 + Penalty 4988.496440 = -3451805.957205 nChanged 23 SP:Iteration 30Q (375.610000 sec): 3 clusters Score: Raw -3456796.674222 + Penalty 4988.496440 = -3451808.177781 nChanged 26 SP:Iteration 31Q (375.910000 sec): 3 clusters Score: Raw -3456799.261506 + Penalty 4988.496440 = -3451810.765066 nChanged 25 SP:Iteration 32Q (376.270000 sec): 3 clusters Score: Raw -3456801.413371 + Penalty 4988.496440 = -3451812.916931 nChanged 19 SP:Iteration 33Q (376.550000 sec): 3 clusters Score: Raw -3456803.029613 + Penalty 4988.496440 = -3451814.533172 nChanged 27 SP:Iteration 34Q (376.920000 sec): 3 clusters Score: Raw -3456805.399263 + Penalty 4988.496440 = -3451816.902822 nChanged 29 SP:Iteration 35Q (377.220000 sec): 3 clusters Score: Raw -3456808.100691 + Penalty 4988.496440 = -3451819.604250 nChanged 18 SP:Iteration 36Q (377.520000 sec): 3 clusters Score: Raw -3456809.604487 + Penalty 4988.496440 = -3451821.108046 nChanged 11 SP:Iteration 37Q (377.870000 sec): 3 clusters Score: Raw -3456810.533213 + Penalty 4988.496440 = -3451822.036773 nChanged 14 SP:Iteration 38Q (378.160000 sec): 3 clusters Score: Raw -3456811.845926 + Penalty 4988.496440 = -3451823.349486 nChanged 12 SP:Iteration 39Q (378.460000 sec): 3 clusters Score: Raw -3456812.924996 + Penalty 4988.496440 = -3451824.428556 nChanged 6 SP:Iteration 40F (378.750000 sec): 3 clusters Score: Raw -3456813.610762 + Penalty 4988.496440 = -3451825.114322 nChanged 7 SP:Iteration 41Q (379.110000 sec): 3 clusters Score: Raw -3456814.510114 + Penalty 4988.496440 = -3451826.013673 nChanged 12 SP:Iteration 42Q (379.450000 sec): 3 clusters Score: Raw -3456815.622825 + Penalty 4988.496440 = -3451827.126385 nChanged 16 SP:Iteration 43Q (379.780000 sec): 3 clusters Score: Raw -3456817.351034 + Penalty 4988.496440 = -3451828.854594 nChanged 15 SP:Iteration 44Q (380.090000 sec): 3 clusters Score: Raw -3456818.531689 + Penalty 4988.496440 = -3451830.035248 nChanged 7 SP:Iteration 45Q (380.440000 sec): 3 clusters Score: Raw -3456819.023543 + Penalty 4988.496440 = -3451830.527102 nChanged 7 SP:Iteration 46Q (380.780000 sec): 3 clusters Score: Raw -3456819.677856 + Penalty 4988.496440 = -3451831.181416 nChanged 9 SP:Iteration 47Q (381.120000 sec): 3 clusters Score: Raw -3456820.333302 + Penalty 4988.496440 = -3451831.836862 nChanged 7 SP:Iteration 48Q (381.410000 sec): 3 clusters Score: Raw -3456820.783869 + Penalty 4988.496440 = -3451832.287428 nChanged 6 SP:Iteration 49Q (381.750000 sec): 3 clusters Score: Raw -3456821.175563 + Penalty 4988.496440 = -3451832.679122 nChanged 7 SP:Iteration 50Q (382.100000 sec): 3 clusters Score: Raw -3456821.726670 + Penalty 4988.496440 = -3451833.230229 nChanged 7 SP:Iteration 51Q (382.490000 sec): 3 clusters Score: Raw -3456822.442011 + Penalty 4988.496440 = -3451833.945571 nChanged 7 SP:Iteration 52Q (382.870000 sec): 3 clusters Score: Raw -3456823.075668 + Penalty 4988.496440 = -3451834.579228 nChanged 10 SP:Iteration 53Q (383.200000 sec): 3 clusters Score: Raw -3456824.134518 + Penalty 4988.496440 = -3451835.638077 nChanged 11 SP:Iteration 54Q (383.550000 sec): 3 clusters Score: Raw -3456824.869340 + Penalty 4988.496440 = -3451836.372899 nChanged 11 SP:Iteration 55Q (383.930000 sec): 3 clusters Score: Raw -3456825.909312 + Penalty 4988.496440 = -3451837.412871 nChanged 12 SP:Iteration 56Q (384.200000 sec): 3 clusters Score: Raw -3456826.866818 + Penalty 4988.496440 = -3451838.370378 nChanged 11 SP:Iteration 57Q (384.590000 sec): 3 clusters Score: Raw -3456827.744828 + Penalty 4988.496440 = -3451839.248388 nChanged 15 SP:Iteration 58Q (384.960000 sec): 3 clusters Score: Raw -3456829.294424 + Penalty 4988.496440 = -3451840.797984 nChanged 14 SP:Iteration 59Q (385.290000 sec): 3 clusters Score: Raw -3456830.625139 + Penalty 4988.496440 = -3451842.128699 nChanged 17 SP:Iteration 60F (385.590000 sec): 3 clusters Score: Raw -3456832.161008 + Penalty 4988.496440 = -3451843.664568 nChanged 14 SP:Iteration 61Q (385.900000 sec): 3 clusters Score: Raw -3456833.431019 + Penalty 4988.496440 = -3451844.934579 nChanged 9 SP:Iteration 62Q (386.250000 sec): 3 clusters Score: Raw -3456834.212020 + Penalty 4988.496440 = -3451845.715580 nChanged 5 SP:Iteration 63Q (386.590000 sec): 3 clusters Score: Raw -3456834.661820 + Penalty 4988.496440 = -3451846.165379 nChanged 4 SP:Iteration 64Q (386.980000 sec): 3 clusters Score: Raw -3456835.029677 + Penalty 4988.496440 = -3451846.533236 nChanged 4 SP:Iteration 65Q (387.320000 sec): 3 clusters Score: Raw -3456835.326084 + Penalty 4988.496440 = -3451846.829643 nChanged 2 SP:Iteration 66Q (387.640000 sec): 3 clusters Score: Raw -3456835.417727 + Penalty 4988.496440 = -3451846.921286 nChanged 1 SP:Iteration 67Q (387.960000 sec): 3 clusters Score: Raw -3456835.488105 + Penalty 4988.496440 = -3451846.991665 nChanged 1 SP:Iteration 68Q (388.280000 sec): 3 clusters Score: Raw -3456835.548605 + Penalty 4988.496440 = -3451847.052165 nChanged 1 SP:Iteration 69Q (388.640000 sec): 3 clusters Score: Raw -3456835.624238 + Penalty 4988.496440 = -3451847.127798 nChanged 0 SP:Iteration 70F (389.010000 sec): 3 clusters Score: Raw -3456835.624238 + Penalty 4988.496440 = -3451847.127798 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 9 (256591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (390.800000 sec): 2 clusters Score: Raw -37244505.011547 + Penalty 3088.899187 = -37241416.112360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (392.540000 sec): 3 clusters Score: Raw -37075026.096877 + Penalty 6177.798374 = -37068848.298503 nChanged 124032 SP:Iteration 1F (394.320000 sec): 3 clusters Score: Raw -37151458.824310 + Penalty 6177.798374 = -37145281.025937 nChanged 12523 SP:Iteration 2Q (396.130000 sec): 3 clusters Score: Raw -37158925.963510 + Penalty 6177.798374 = -37152748.165136 nChanged 17352 SP:Iteration 3F (397.670000 sec): 3 clusters Score: Raw -37175408.702970 + Penalty 6177.798374 = -37169230.904596 nChanged 23637 SP:Iteration 4F (399.250000 sec): 3 clusters Score: Raw -37202723.859388 + Penalty 6177.798374 = -37196546.061014 nChanged 25856 SP:Iteration 5F (400.680000 sec): 3 clusters Score: Raw -37231206.579513 + Penalty 6177.798374 = -37225028.781139 nChanged 20736 SP:Iteration 6F (402.260000 sec): 3 clusters Score: Raw -37253100.607295 + Penalty 6177.798374 = -37246922.808921 nChanged 13098 SP:Iteration 7F (403.790000 sec): 3 clusters Score: Raw -37268178.025553 + Penalty 6177.798374 = -37262000.227180 nChanged 8202 SP:Iteration 8Q (405.550000 sec): 3 clusters Score: Raw -37279956.215492 + Penalty 6177.798374 = -37273778.417119 nChanged 5386 SP:Iteration 9Q (407.540000 sec): 3 clusters Score: Raw -37287895.202231 + Penalty 6177.798374 = -37281717.403858 nChanged 3665 SP:Iteration 10Q (409.230000 sec): 3 clusters Score: Raw -37291877.180435 + Penalty 6177.798374 = -37285699.382061 nChanged 2484 SP:Iteration 11Q (410.750000 sec): 3 clusters Score: Raw -37293733.146648 + Penalty 6177.798374 = -37287555.348275 nChanged 1776 SP:Iteration 12Q (412.150000 sec): 3 clusters Score: Raw -37294658.161785 + Penalty 6177.798374 = -37288480.363412 nChanged 1171 SP:Iteration 13Q (413.590000 sec): 3 clusters Score: Raw -37295093.666646 + Penalty 6177.798374 = -37288915.868273 nChanged 817 SP:Iteration 14Q (415.010000 sec): 3 clusters Score: Raw -37295313.730225 + Penalty 6177.798374 = -37289135.931851 nChanged 591 SP:Iteration 15Q (416.780000 sec): 3 clusters Score: Raw -37295422.960721 + Penalty 6177.798374 = -37289245.162347 nChanged 384 SP:Iteration 16Q (418.610000 sec): 3 clusters Score: Raw -37295470.178896 + Penalty 6177.798374 = -37289292.380522 nChanged 244 SP:Iteration 17Q (420.330000 sec): 3 clusters Score: Raw -37295491.237301 + Penalty 6177.798374 = -37289313.438928 nChanged 173 SP:Iteration 18Q (421.850000 sec): 3 clusters Score: Raw -37295502.090563 + Penalty 6177.798374 = -37289324.292190 nChanged 119 SP:Iteration 19Q (423.240000 sec): 3 clusters Score: Raw -37295508.016265 + Penalty 6177.798374 = -37289330.217892 nChanged 79 SP:Iteration 20F (424.910000 sec): 3 clusters Score: Raw -37295511.167944 + Penalty 6177.798374 = -37289333.369571 nChanged 46 SP:Iteration 21Q (426.520000 sec): 3 clusters Score: Raw -37295512.592095 + Penalty 6177.798374 = -37289334.793722 nChanged 38 SP:Iteration 22Q (428.550000 sec): 3 clusters Score: Raw -37295513.541590 + Penalty 6177.798374 = -37289335.743216 nChanged 29 SP:Iteration 23Q (430.320000 sec): 3 clusters Score: Raw -37295514.164674 + Penalty 6177.798374 = -37289336.366300 nChanged 26 SP:Iteration 24Q (432.050000 sec): 3 clusters Score: Raw -37295514.795300 + Penalty 6177.798374 = -37289336.996926 nChanged 27 SP:Iteration 25Q (433.830000 sec): 3 clusters Score: Raw -37295515.385754 + Penalty 6177.798374 = -37289337.587381 nChanged 16 SP:Iteration 26Q (435.300000 sec): 3 clusters Score: Raw -37295515.656307 + Penalty 6177.798374 = -37289337.857934 nChanged 10 SP:Iteration 27Q (436.730000 sec): 3 clusters Score: Raw -37295515.805220 + Penalty 6177.798374 = -37289338.006847 nChanged 7 SP:Iteration 28Q (438.260000 sec): 3 clusters Score: Raw -37295515.919568 + Penalty 6177.798374 = -37289338.121194 nChanged 5 SP:Iteration 29Q (439.910000 sec): 3 clusters Score: Raw -37295516.013932 + Penalty 6177.798374 = -37289338.215558 nChanged 2 SP:Iteration 30Q (441.810000 sec): 3 clusters Score: Raw -37295516.057708 + Penalty 6177.798374 = -37289338.259334 nChanged 1 SP:Iteration 31Q (443.320000 sec): 3 clusters Score: Raw -37295516.072730 + Penalty 6177.798374 = -37289338.274357 nChanged 0 SP:Iteration 32F (444.820000 sec): 3 clusters Score: Raw -37295516.072730 + Penalty 6177.798374 = -37289338.274357 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 10 (8526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (445.040000 sec): 2 clusters Score: Raw -1150413.941481 + Penalty 2244.617148 = -1148169.324333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (445.280000 sec): 3 clusters Score: Raw -1146061.896302 + Penalty 4489.234296 = -1141572.662005 nChanged 3490 SP:Iteration 1F (445.500000 sec): 3 clusters Score: Raw -1148439.675213 + Penalty 4489.234296 = -1143950.440917 nChanged 918 SP:Iteration 2F (445.750000 sec): 3 clusters Score: Raw -1149633.987040 + Penalty 4489.234296 = -1145144.752743 nChanged 874 SP:Iteration 3F (445.950000 sec): 3 clusters Score: Raw -1150751.062370 + Penalty 4489.234296 = -1146261.828074 nChanged 739 SP:Iteration 4F (446.150000 sec): 3 clusters Score: Raw -1151550.152772 + Penalty 4489.234296 = -1147060.918476 nChanged 543 SP:Iteration 5F (446.370000 sec): 3 clusters Score: Raw -1152023.401258 + Penalty 4489.234296 = -1147534.166962 nChanged 367 SP:Iteration 6Q (446.630000 sec): 3 clusters Score: Raw -1152266.486516 + Penalty 4489.234296 = -1147777.252219 nChanged 246 SP:Iteration 7Q (446.880000 sec): 3 clusters Score: Raw -1152403.088420 + Penalty 4489.234296 = -1147913.854124 nChanged 182 SP:Iteration 8Q (447.130000 sec): 3 clusters Score: Raw -1152482.715285 + Penalty 4489.234296 = -1147993.480988 nChanged 126 SP:Iteration 9Q (447.360000 sec): 3 clusters Score: Raw -1152529.101492 + Penalty 4489.234296 = -1148039.867196 nChanged 107 SP:Iteration 10Q (447.590000 sec): 3 clusters Score: Raw -1152569.698497 + Penalty 4489.234296 = -1148080.464201 nChanged 92 SP:Iteration 11Q (447.810000 sec): 3 clusters Score: Raw -1152609.163349 + Penalty 4489.234296 = -1148119.929053 nChanged 97 SP:Iteration 12Q (448.030000 sec): 3 clusters Score: Raw -1152651.097443 + Penalty 4489.234296 = -1148161.863147 nChanged 86 SP:Iteration 13Q (448.240000 sec): 3 clusters Score: Raw -1152688.548465 + Penalty 4489.234296 = -1148199.314169 nChanged 93 SP:Iteration 14Q (448.450000 sec): 3 clusters Score: Raw -1152730.677727 + Penalty 4489.234296 = -1148241.443430 nChanged 81 SP:Iteration 15Q (448.660000 sec): 3 clusters Score: Raw -1152765.911408 + Penalty 4489.234296 = -1148276.677112 nChanged 72 SP:Iteration 16Q (448.900000 sec): 3 clusters Score: Raw -1152799.107717 + Penalty 4489.234296 = -1148309.873420 nChanged 75 SP:Iteration 17Q (449.150000 sec): 3 clusters Score: Raw -1152834.030701 + Penalty 4489.234296 = -1148344.796405 nChanged 69 SP:Iteration 18Q (449.350000 sec): 3 clusters Score: Raw -1152868.613846 + Penalty 4489.234296 = -1148379.379550 nChanged 97 SP:Iteration 19Q (449.590000 sec): 3 clusters Score: Raw -1152923.000977 + Penalty 4489.234296 = -1148433.766681 nChanged 109 SP:Iteration 20F (449.860000 sec): 3 clusters Score: Raw -1152981.576212 + Penalty 4489.234296 = -1148492.341916 nChanged 108 SP:Iteration 21Q (450.070000 sec): 3 clusters Score: Raw -1153048.453160 + Penalty 4489.234296 = -1148559.218864 nChanged 126 SP:Iteration 22Q (450.200000 sec): 3 clusters Score: Raw -1153136.515574 + Penalty 4489.234296 = -1148647.281278 nChanged 148 SP:Iteration 23Q (450.440000 sec): 3 clusters Score: Raw -1153244.853926 + Penalty 4489.234296 = -1148755.619630 nChanged 142 SP:Iteration 24Q (450.640000 sec): 3 clusters Score: Raw -1153336.899727 + Penalty 4489.234296 = -1148847.665431 nChanged 128 SP:Iteration 25Q (450.860000 sec): 3 clusters Score: Raw -1153413.442928 + Penalty 4489.234296 = -1148924.208632 nChanged 119 SP:Iteration 26Q (451.060000 sec): 3 clusters Score: Raw -1153478.795404 + Penalty 4489.234296 = -1148989.561108 nChanged 99 SP:Iteration 27Q (451.270000 sec): 3 clusters Score: Raw -1153529.163243 + Penalty 4489.234296 = -1149039.928947 nChanged 92 SP:Iteration 28Q (451.470000 sec): 3 clusters Score: Raw -1153581.448013 + Penalty 4489.234296 = -1149092.213717 nChanged 104 SP:Iteration 29Q (451.760000 sec): 3 clusters Score: Raw -1153648.002392 + Penalty 4489.234296 = -1149158.768096 nChanged 110 SP:Iteration 30Q (452.010000 sec): 3 clusters Score: Raw -1153735.174547 + Penalty 4489.234296 = -1149245.940251 nChanged 102 SP:Iteration 31Q (452.210000 sec): 3 clusters Score: Raw -1153815.053669 + Penalty 4489.234296 = -1149325.819373 nChanged 89 SP:Iteration 32Q (452.430000 sec): 3 clusters Score: Raw -1153879.230622 + Penalty 4489.234296 = -1149389.996326 nChanged 73 SP:Iteration 33Q (452.620000 sec): 3 clusters Score: Raw -1153921.956799 + Penalty 4489.234296 = -1149432.722503 nChanged 54 SP:Iteration 34Q (452.760000 sec): 3 clusters Score: Raw -1153943.720206 + Penalty 4489.234296 = -1149454.485909 nChanged 34 SP:Iteration 35Q (452.990000 sec): 3 clusters Score: Raw -1153956.278871 + Penalty 4489.234296 = -1149467.044575 nChanged 27 SP:Iteration 36Q (453.210000 sec): 3 clusters Score: Raw -1153966.494959 + Penalty 4489.234296 = -1149477.260663 nChanged 25 SP:Iteration 37Q (453.370000 sec): 3 clusters Score: Raw -1153975.485570 + Penalty 4489.234296 = -1149486.251274 nChanged 21 SP:Iteration 38Q (453.600000 sec): 3 clusters Score: Raw -1153982.082681 + Penalty 4489.234296 = -1149492.848385 nChanged 14 SP:Iteration 39Q (453.860000 sec): 3 clusters Score: Raw -1153986.710758 + Penalty 4489.234296 = -1149497.476462 nChanged 8 SP:Iteration 40F (454.060000 sec): 3 clusters Score: Raw -1153989.166489 + Penalty 4489.234296 = -1149499.932193 nChanged 6 SP:Iteration 41Q (454.300000 sec): 3 clusters Score: Raw -1153990.615202 + Penalty 4489.234296 = -1149501.380906 nChanged 5 SP:Iteration 42Q (454.570000 sec): 3 clusters Score: Raw -1153991.993015 + Penalty 4489.234296 = -1149502.758719 nChanged 4 SP:Iteration 43Q (454.810000 sec): 3 clusters Score: Raw -1153992.663564 + Penalty 4489.234296 = -1149503.429268 nChanged 2 SP:Iteration 44Q (455.020000 sec): 3 clusters Score: Raw -1153993.047329 + Penalty 4489.234296 = -1149503.813033 nChanged 2 SP:Iteration 45Q (455.220000 sec): 3 clusters Score: Raw -1153993.483335 + Penalty 4489.234296 = -1149504.249039 nChanged 2 SP:Iteration 46Q (455.430000 sec): 3 clusters Score: Raw -1153993.893862 + Penalty 4489.234296 = -1149504.659566 nChanged 1 SP:Iteration 47Q (455.670000 sec): 3 clusters Score: Raw -1153994.090500 + Penalty 4489.234296 = -1149504.856204 nChanged 0 SP:Iteration 48F (455.880000 sec): 3 clusters Score: Raw -1153994.090500 + Penalty 4489.234296 = -1149504.856204 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 11 (1120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.050000 sec): 2 clusters Score: Raw -128492.244284 + Penalty 1741.228823 = -126751.015461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.200000 sec): 3 clusters Score: Raw -128677.553096 + Penalty 3482.457646 = -125195.095450 nChanged 373 SP:Iteration 1F (456.400000 sec): 3 clusters Score: Raw -131721.433397 + Penalty 3482.457646 = -128238.975751 nChanged 187 SP:Iteration 2F (456.620000 sec): 3 clusters Score: Raw -134940.357116 + Penalty 3482.457646 = -131457.899470 nChanged 149 SP:Iteration 3F (456.800000 sec): 3 clusters Score: Raw -137483.052503 + Penalty 3482.457646 = -134000.594856 nChanged 76 SP:Iteration 4F (456.980000 sec): 3 clusters Score: Raw -138508.414137 + Penalty 3482.457646 = -135025.956491 nChanged 4 SP:Iteration 5Q (457.200000 sec): 3 clusters Score: Raw -138605.500205 + Penalty 3482.457646 = -135123.042558 nChanged 3 SP:Iteration 6Q (457.350000 sec): 3 clusters Score: Raw -138611.224041 + Penalty 3482.457646 = -135128.766395 nChanged 2 SP:Iteration 7Q (457.520000 sec): 3 clusters Score: Raw -138613.801483 + Penalty 3482.457646 = -135131.343837 nChanged 0 SP:Iteration 8F (457.680000 sec): 3 clusters Score: Raw -138613.801483 + Penalty 3482.457646 = -135131.343837 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 12 (63442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (458.100000 sec): 2 clusters Score: Raw -8828199.992693 + Penalty 2742.354583 = -8825457.638110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (458.640000 sec): 3 clusters Score: Raw -8788474.552328 + Penalty 5484.709165 = -8782989.843163 nChanged 29595 SP:Iteration 1F (459.160000 sec): 3 clusters Score: Raw -8806921.116834 + Penalty 5484.709165 = -8801436.407669 nChanged 4474 SP:Iteration 2F (459.720000 sec): 3 clusters Score: Raw -8811225.128898 + Penalty 5484.709165 = -8805740.419733 nChanged 5521 SP:Iteration 3F (460.340000 sec): 3 clusters Score: Raw -8818190.401413 + Penalty 5484.709165 = -8812705.692248 nChanged 6366 SP:Iteration 4F (460.920000 sec): 3 clusters Score: Raw -8826339.259985 + Penalty 5484.709165 = -8820854.550820 nChanged 5731 SP:Iteration 5F (461.460000 sec): 3 clusters Score: Raw -8832312.261758 + Penalty 5484.709165 = -8826827.552592 nChanged 4185 SP:Iteration 6F (462.020000 sec): 3 clusters Score: Raw -8835444.657056 + Penalty 5484.709165 = -8829959.947890 nChanged 2954 SP:Iteration 7Q (462.600000 sec): 3 clusters Score: Raw -8837309.523298 + Penalty 5484.709165 = -8831824.814133 nChanged 2175 SP:Iteration 8Q (463.170000 sec): 3 clusters Score: Raw -8838751.777276 + Penalty 5484.709165 = -8833267.068111 nChanged 1863 SP:Iteration 9Q (463.820000 sec): 3 clusters Score: Raw -8840117.473230 + Penalty 5484.709165 = -8834632.764065 nChanged 1712 SP:Iteration 10Q (464.420000 sec): 3 clusters Score: Raw -8841547.403054 + Penalty 5484.709165 = -8836062.693889 nChanged 1629 SP:Iteration 11Q (465.020000 sec): 3 clusters Score: Raw -8843243.894261 + Penalty 5484.709165 = -8837759.185096 nChanged 1489 SP:Iteration 12Q (465.580000 sec): 3 clusters Score: Raw -8845241.071751 + Penalty 5484.709165 = -8839756.362586 nChanged 1224 SP:Iteration 13Q (466.130000 sec): 3 clusters Score: Raw -8846892.390569 + Penalty 5484.709165 = -8841407.681403 nChanged 697 SP:Iteration 14Q (466.640000 sec): 3 clusters Score: Raw -8847521.534497 + Penalty 5484.709165 = -8842036.825332 nChanged 417 SP:Iteration 15Q (467.130000 sec): 3 clusters Score: Raw -8847772.228225 + Penalty 5484.709165 = -8842287.519060 nChanged 270 SP:Iteration 16Q (467.690000 sec): 3 clusters Score: Raw -8847928.926066 + Penalty 5484.709165 = -8842444.216901 nChanged 228 SP:Iteration 17Q (468.160000 sec): 3 clusters Score: Raw -8848052.473556 + Penalty 5484.709165 = -8842567.764391 nChanged 185 SP:Iteration 18Q (468.650000 sec): 3 clusters Score: Raw -8848155.430482 + Penalty 5484.709165 = -8842670.721316 nChanged 181 SP:Iteration 19Q (469.080000 sec): 3 clusters Score: Raw -8848266.478767 + Penalty 5484.709165 = -8842781.769602 nChanged 185 SP:Iteration 20F (469.660000 sec): 3 clusters Score: Raw -8848381.280693 + Penalty 5484.709165 = -8842896.571527 nChanged 169 SP:Iteration 21Q (470.140000 sec): 3 clusters Score: Raw -8848481.679686 + Penalty 5484.709165 = -8842996.970521 nChanged 152 SP:Iteration 22Q (470.650000 sec): 3 clusters Score: Raw -8848560.257398 + Penalty 5484.709165 = -8843075.548233 nChanged 126 SP:Iteration 23Q (471.170000 sec): 3 clusters Score: Raw -8848618.549695 + Penalty 5484.709165 = -8843133.840529 nChanged 115 SP:Iteration 24Q (471.670000 sec): 3 clusters Score: Raw -8848661.287956 + Penalty 5484.709165 = -8843176.578791 nChanged 83 SP:Iteration 25Q (472.170000 sec): 3 clusters Score: Raw -8848688.312988 + Penalty 5484.709165 = -8843203.603823 nChanged 64 SP:Iteration 26Q (472.630000 sec): 3 clusters Score: Raw -8848700.817776 + Penalty 5484.709165 = -8843216.108610 nChanged 49 SP:Iteration 27Q (473.120000 sec): 3 clusters Score: Raw -8848707.765237 + Penalty 5484.709165 = -8843223.056072 nChanged 41 SP:Iteration 28Q (473.610000 sec): 3 clusters Score: Raw -8848712.723295 + Penalty 5484.709165 = -8843228.014130 nChanged 29 SP:Iteration 29Q (474.160000 sec): 3 clusters Score: Raw -8848716.854956 + Penalty 5484.709165 = -8843232.145790 nChanged 26 SP:Iteration 30Q (474.690000 sec): 3 clusters Score: Raw -8848719.537593 + Penalty 5484.709165 = -8843234.828428 nChanged 15 SP:Iteration 31Q (475.240000 sec): 3 clusters Score: Raw -8848720.354454 + Penalty 5484.709165 = -8843235.645288 nChanged 7 SP:Iteration 32Q (475.720000 sec): 3 clusters Score: Raw -8848720.700871 + Penalty 5484.709165 = -8843235.991705 nChanged 3 SP:Iteration 33Q (476.220000 sec): 3 clusters Score: Raw -8848720.747586 + Penalty 5484.709165 = -8843236.038421 nChanged 0 SP:Iteration 34F (476.800000 sec): 3 clusters Score: Raw -8848720.747586 + Penalty 5484.709165 = -8843236.038421 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 13 (1780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (476.890000 sec): 2 clusters Score: Raw -232588.191360 + Penalty 1856.123424 = -230732.067937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (477.070000 sec): 3 clusters Score: Raw -232525.149989 + Penalty 3712.246847 = -228812.903142 nChanged 666 SP:Iteration 1F (477.240000 sec): 3 clusters Score: Raw -234759.714467 + Penalty 3712.246847 = -231047.467620 nChanged 373 SP:Iteration 2F (477.420000 sec): 3 clusters Score: Raw -237744.265367 + Penalty 3712.246847 = -234032.018520 nChanged 154 SP:Iteration 3F (477.610000 sec): 3 clusters Score: Raw -239720.941310 + Penalty 3712.246847 = -236008.694463 nChanged 116 SP:Iteration 4F (477.790000 sec): 3 clusters Score: Raw -240696.957813 + Penalty 3712.246847 = -236984.710966 nChanged 64 SP:Iteration 5Q (477.940000 sec): 3 clusters Score: Raw -240977.121451 + Penalty 3712.246847 = -237264.874604 nChanged 50 SP:Iteration 6Q (478.090000 sec): 3 clusters Score: Raw -241174.729495 + Penalty 3712.246847 = -237462.482648 nChanged 36 SP:Iteration 7Q (478.240000 sec): 3 clusters Score: Raw -241268.764776 + Penalty 3712.246847 = -237556.517929 nChanged 31 SP:Iteration 8Q (478.430000 sec): 3 clusters Score: Raw -241353.007065 + Penalty 3712.246847 = -237640.760218 nChanged 26 SP:Iteration 9Q (478.640000 sec): 3 clusters Score: Raw -241407.934134 + Penalty 3712.246847 = -237695.687287 nChanged 15 SP:Iteration 10Q (478.800000 sec): 3 clusters Score: Raw -241437.124891 + Penalty 3712.246847 = -237724.878044 nChanged 9 SP:Iteration 11Q (478.980000 sec): 3 clusters Score: Raw -241453.970947 + Penalty 3712.246847 = -237741.724099 nChanged 5 SP:Iteration 12Q (479.170000 sec): 3 clusters Score: Raw -241463.033711 + Penalty 3712.246847 = -237750.786864 nChanged 5 SP:Iteration 13Q (479.350000 sec): 3 clusters Score: Raw -241471.124328 + Penalty 3712.246847 = -237758.877481 nChanged 4 SP:Iteration 14Q (479.490000 sec): 3 clusters Score: Raw -241479.921699 + Penalty 3712.246847 = -237767.674852 nChanged 4 SP:Iteration 15Q (479.680000 sec): 3 clusters Score: Raw -241487.192083 + Penalty 3712.246847 = -237774.945236 nChanged 4 SP:Iteration 16Q (479.870000 sec): 3 clusters Score: Raw -241501.558481 + Penalty 3712.246847 = -237789.311634 nChanged 8 SP:Iteration 17Q (480.070000 sec): 3 clusters Score: Raw -241563.065627 + Penalty 3712.246847 = -237850.818780 nChanged 9 SP:Iteration 18Q (480.240000 sec): 3 clusters Score: Raw -241628.456359 + Penalty 3712.246847 = -237916.209512 nChanged 8 SP:Iteration 19Q (480.380000 sec): 3 clusters Score: Raw -241676.003574 + Penalty 3712.246847 = -237963.756727 nChanged 6 SP:Iteration 20F (480.570000 sec): 3 clusters Score: Raw -241685.205128 + Penalty 3712.246847 = -237972.958281 nChanged 1 SP:Iteration 21Q (480.750000 sec): 3 clusters Score: Raw -241686.016275 + Penalty 3712.246847 = -237973.769428 nChanged 0 SP:Iteration 22F (480.910000 sec): 3 clusters Score: Raw -241686.016275 + Penalty 3712.246847 = -237973.769428 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 14 (44111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.270000 sec): 2 clusters Score: Raw -6372817.021144 + Penalty 2652.227187 = -6370164.793957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.750000 sec): 3 clusters Score: Raw -6345710.466815 + Penalty 5304.454374 = -6340406.012441 nChanged 20397 SP:Iteration 1F (482.200000 sec): 3 clusters Score: Raw -6358171.225457 + Penalty 5304.454374 = -6352866.771083 nChanged 2618 SP:Iteration 2F (482.650000 sec): 3 clusters Score: Raw -6360660.440609 + Penalty 5304.454374 = -6355355.986236 nChanged 3698 SP:Iteration 3F (483.070000 sec): 3 clusters Score: Raw -6364466.907199 + Penalty 5304.454374 = -6359162.452825 nChanged 4958 SP:Iteration 4F (483.480000 sec): 3 clusters Score: Raw -6370924.946026 + Penalty 5304.454374 = -6365620.491652 nChanged 5306 SP:Iteration 5F (483.960000 sec): 3 clusters Score: Raw -6378034.373973 + Penalty 5304.454374 = -6372729.919599 nChanged 4153 SP:Iteration 6F (484.420000 sec): 3 clusters Score: Raw -6382091.996685 + Penalty 5304.454374 = -6376787.542311 nChanged 2565 SP:Iteration 7F (484.860000 sec): 3 clusters Score: Raw -6383579.647873 + Penalty 5304.454374 = -6378275.193499 nChanged 1402 SP:Iteration 8Q (485.360000 sec): 3 clusters Score: Raw -6384099.009154 + Penalty 5304.454374 = -6378794.554780 nChanged 832 SP:Iteration 9Q (485.850000 sec): 3 clusters Score: Raw -6384309.603140 + Penalty 5304.454374 = -6379005.148766 nChanged 501 SP:Iteration 10Q (486.360000 sec): 3 clusters Score: Raw -6384399.085548 + Penalty 5304.454374 = -6379094.631174 nChanged 317 SP:Iteration 11Q (486.820000 sec): 3 clusters Score: Raw -6384443.414831 + Penalty 5304.454374 = -6379138.960457 nChanged 225 SP:Iteration 12Q (487.320000 sec): 3 clusters Score: Raw -6384470.180913 + Penalty 5304.454374 = -6379165.726539 nChanged 161 SP:Iteration 13Q (487.730000 sec): 3 clusters Score: Raw -6384486.855845 + Penalty 5304.454374 = -6379182.401471 nChanged 120 SP:Iteration 14Q (488.160000 sec): 3 clusters Score: Raw -6384496.889578 + Penalty 5304.454374 = -6379192.435204 nChanged 92 SP:Iteration 15Q (488.610000 sec): 3 clusters Score: Raw -6384504.099489 + Penalty 5304.454374 = -6379199.645115 nChanged 71 SP:Iteration 16Q (489.020000 sec): 3 clusters Score: Raw -6384509.476896 + Penalty 5304.454374 = -6379205.022522 nChanged 64 SP:Iteration 17Q (489.470000 sec): 3 clusters Score: Raw -6384514.133133 + Penalty 5304.454374 = -6379209.678759 nChanged 42 SP:Iteration 18Q (489.850000 sec): 3 clusters Score: Raw -6384516.329371 + Penalty 5304.454374 = -6379211.874997 nChanged 24 SP:Iteration 19Q (490.310000 sec): 3 clusters Score: Raw -6384517.718274 + Penalty 5304.454374 = -6379213.263900 nChanged 17 SP:Iteration 20F (490.740000 sec): 3 clusters Score: Raw -6384518.455550 + Penalty 5304.454374 = -6379214.001176 nChanged 13 SP:Iteration 21Q (491.180000 sec): 3 clusters Score: Raw -6384518.981830 + Penalty 5304.454374 = -6379214.527456 nChanged 9 SP:Iteration 22Q (491.640000 sec): 3 clusters Score: Raw -6384519.412102 + Penalty 5304.454374 = -6379214.957729 nChanged 6 SP:Iteration 23Q (492.070000 sec): 3 clusters Score: Raw -6384519.628985 + Penalty 5304.454374 = -6379215.174611 nChanged 4 SP:Iteration 24Q (492.550000 sec): 3 clusters Score: Raw -6384519.773023 + Penalty 5304.454374 = -6379215.318649 nChanged 3 SP:Iteration 25Q (493.000000 sec): 3 clusters Score: Raw -6384519.870266 + Penalty 5304.454374 = -6379215.415892 nChanged 3 SP:Iteration 26Q (493.460000 sec): 3 clusters Score: Raw -6384520.000312 + Penalty 5304.454374 = -6379215.545938 nChanged 3 SP:Iteration 27Q (493.920000 sec): 3 clusters Score: Raw -6384520.125808 + Penalty 5304.454374 = -6379215.671434 nChanged 3 SP:Iteration 28Q (494.380000 sec): 3 clusters Score: Raw -6384520.259363 + Penalty 5304.454374 = -6379215.804989 nChanged 4 SP:Iteration 29Q (494.880000 sec): 3 clusters Score: Raw -6384520.407774 + Penalty 5304.454374 = -6379215.953400 nChanged 2 SP:Iteration 30Q (495.240000 sec): 3 clusters Score: Raw -6384520.457400 + Penalty 5304.454374 = -6379216.003026 nChanged 0 SP:Iteration 31F (495.630000 sec): 3 clusters Score: Raw -6384520.457400 + Penalty 5304.454374 = -6379216.003026 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 15 (56690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.030000 sec): 2 clusters Score: Raw -8287886.222694 + Penalty 2714.447571 = -8285171.775123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.510000 sec): 3 clusters Score: Raw -8252297.344884 + Penalty 5428.895141 = -8246868.449743 nChanged 26473 SP:Iteration 1F (496.990000 sec): 3 clusters Score: Raw -8268051.917374 + Penalty 5428.895141 = -8262623.022233 nChanged 3135 SP:Iteration 2F (497.490000 sec): 3 clusters Score: Raw -8269601.053477 + Penalty 5428.895141 = -8264172.158336 nChanged 3452 SP:Iteration 3F (498.010000 sec): 3 clusters Score: Raw -8271394.148695 + Penalty 5428.895141 = -8265965.253554 nChanged 3664 SP:Iteration 4F (498.550000 sec): 3 clusters Score: Raw -8273488.656002 + Penalty 5428.895141 = -8268059.760861 nChanged 3783 SP:Iteration 5F (499.030000 sec): 3 clusters Score: Raw -8275861.256059 + Penalty 5428.895141 = -8270432.360918 nChanged 3627 SP:Iteration 6F (499.540000 sec): 3 clusters Score: Raw -8278440.453319 + Penalty 5428.895141 = -8273011.558178 nChanged 3345 SP:Iteration 7F (500.040000 sec): 3 clusters Score: Raw -8280921.262366 + Penalty 5428.895141 = -8275492.367225 nChanged 2836 SP:Iteration 8F (500.570000 sec): 3 clusters Score: Raw -8283024.599541 + Penalty 5428.895141 = -8277595.704400 nChanged 2342 SP:Iteration 9Q (501.100000 sec): 3 clusters Score: Raw -8284771.038489 + Penalty 5428.895141 = -8279342.143348 nChanged 1875 SP:Iteration 10Q (501.640000 sec): 3 clusters Score: Raw -8286118.600671 + Penalty 5428.895141 = -8280689.705530 nChanged 1423 SP:Iteration 11Q (502.170000 sec): 3 clusters Score: Raw -8287048.050858 + Penalty 5428.895141 = -8281619.155717 nChanged 1114 SP:Iteration 12Q (502.680000 sec): 3 clusters Score: Raw -8287765.369272 + Penalty 5428.895141 = -8282336.474131 nChanged 890 SP:Iteration 13Q (503.250000 sec): 3 clusters Score: Raw -8288337.290095 + Penalty 5428.895141 = -8282908.394954 nChanged 619 SP:Iteration 14Q (503.800000 sec): 3 clusters Score: Raw -8288674.204200 + Penalty 5428.895141 = -8283245.309059 nChanged 446 SP:Iteration 15Q (504.260000 sec): 3 clusters Score: Raw -8288866.536454 + Penalty 5428.895141 = -8283437.641313 nChanged 317 SP:Iteration 16Q (504.740000 sec): 3 clusters Score: Raw -8288975.252647 + Penalty 5428.895141 = -8283546.357506 nChanged 213 SP:Iteration 17Q (505.210000 sec): 3 clusters Score: Raw -8289037.172772 + Penalty 5428.895141 = -8283608.277631 nChanged 159 SP:Iteration 18Q (505.590000 sec): 3 clusters Score: Raw -8289080.872576 + Penalty 5428.895141 = -8283651.977435 nChanged 135 SP:Iteration 19Q (506.110000 sec): 3 clusters Score: Raw -8289121.563639 + Penalty 5428.895141 = -8283692.668498 nChanged 124 SP:Iteration 20F (506.670000 sec): 3 clusters Score: Raw -8289155.521274 + Penalty 5428.895141 = -8283726.626133 nChanged 102 SP:Iteration 21Q (507.090000 sec): 3 clusters Score: Raw -8289181.282469 + Penalty 5428.895141 = -8283752.387328 nChanged 88 SP:Iteration 22Q (507.670000 sec): 3 clusters Score: Raw -8289200.299453 + Penalty 5428.895141 = -8283771.404311 nChanged 65 SP:Iteration 23Q (508.150000 sec): 3 clusters Score: Raw -8289214.936787 + Penalty 5428.895141 = -8283786.041646 nChanged 66 SP:Iteration 24Q (508.550000 sec): 3 clusters Score: Raw -8289228.643678 + Penalty 5428.895141 = -8283799.748536 nChanged 50 SP:Iteration 25Q (509.020000 sec): 3 clusters Score: Raw -8289238.883715 + Penalty 5428.895141 = -8283809.988574 nChanged 40 SP:Iteration 26Q (509.420000 sec): 3 clusters Score: Raw -8289247.192603 + Penalty 5428.895141 = -8283818.297461 nChanged 29 SP:Iteration 27Q (509.900000 sec): 3 clusters Score: Raw -8289252.012922 + Penalty 5428.895141 = -8283823.117781 nChanged 24 SP:Iteration 28Q (510.410000 sec): 3 clusters Score: Raw -8289255.900066 + Penalty 5428.895141 = -8283827.004925 nChanged 16 SP:Iteration 29Q (510.850000 sec): 3 clusters Score: Raw -8289258.791834 + Penalty 5428.895141 = -8283829.896692 nChanged 19 SP:Iteration 30Q (511.300000 sec): 3 clusters Score: Raw -8289261.352896 + Penalty 5428.895141 = -8283832.457754 nChanged 18 SP:Iteration 31Q (511.770000 sec): 3 clusters Score: Raw -8289264.485660 + Penalty 5428.895141 = -8283835.590519 nChanged 16 SP:Iteration 32Q (512.310000 sec): 3 clusters Score: Raw -8289267.629992 + Penalty 5428.895141 = -8283838.734850 nChanged 20 SP:Iteration 33Q (512.720000 sec): 3 clusters Score: Raw -8289271.965208 + Penalty 5428.895141 = -8283843.070067 nChanged 19 SP:Iteration 34Q (513.160000 sec): 3 clusters Score: Raw -8289276.153008 + Penalty 5428.895141 = -8283847.257867 nChanged 18 SP:Iteration 35Q (513.570000 sec): 3 clusters Score: Raw -8289280.641876 + Penalty 5428.895141 = -8283851.746735 nChanged 26 SP:Iteration 36Q (514.000000 sec): 3 clusters Score: Raw -8289286.851273 + Penalty 5428.895141 = -8283857.956132 nChanged 23 SP:Iteration 37Q (514.480000 sec): 3 clusters Score: Raw -8289293.134776 + Penalty 5428.895141 = -8283864.239635 nChanged 28 SP:Iteration 38Q (514.900000 sec): 3 clusters Score: Raw -8289299.866984 + Penalty 5428.895141 = -8283870.971843 nChanged 25 SP:Iteration 39Q (515.270000 sec): 3 clusters Score: Raw -8289305.376657 + Penalty 5428.895141 = -8283876.481515 nChanged 28 SP:Iteration 40F (515.840000 sec): 3 clusters Score: Raw -8289312.160763 + Penalty 5428.895141 = -8283883.265621 nChanged 22 SP:Iteration 41Q (516.300000 sec): 3 clusters Score: Raw -8289317.408357 + Penalty 5428.895141 = -8283888.513216 nChanged 17 SP:Iteration 42Q (516.720000 sec): 3 clusters Score: Raw -8289321.453003 + Penalty 5428.895141 = -8283892.557861 nChanged 21 SP:Iteration 43Q (517.160000 sec): 3 clusters Score: Raw -8289326.150429 + Penalty 5428.895141 = -8283897.255288 nChanged 22 SP:Iteration 44Q (517.640000 sec): 3 clusters Score: Raw -8289330.731161 + Penalty 5428.895141 = -8283901.836019 nChanged 14 SP:Iteration 45Q (518.040000 sec): 3 clusters Score: Raw -8289332.846104 + Penalty 5428.895141 = -8283903.950963 nChanged 7 SP:Iteration 46Q (518.510000 sec): 3 clusters Score: Raw -8289333.790531 + Penalty 5428.895141 = -8283904.895390 nChanged 6 SP:Iteration 47Q (519.000000 sec): 3 clusters Score: Raw -8289334.837799 + Penalty 5428.895141 = -8283905.942658 nChanged 4 SP:Iteration 48Q (519.480000 sec): 3 clusters Score: Raw -8289335.301058 + Penalty 5428.895141 = -8283906.405917 nChanged 7 SP:Iteration 49Q (519.950000 sec): 3 clusters Score: Raw -8289336.810638 + Penalty 5428.895141 = -8283907.915497 nChanged 7 SP:Iteration 50Q (520.410000 sec): 3 clusters Score: Raw -8289338.775867 + Penalty 5428.895141 = -8283909.880726 nChanged 8 SP:Iteration 51Q (520.890000 sec): 3 clusters Score: Raw -8289340.243868 + Penalty 5428.895141 = -8283911.348727 nChanged 3 SP:Iteration 52Q (521.370000 sec): 3 clusters Score: Raw -8289341.180680 + Penalty 5428.895141 = -8283912.285538 nChanged 5 SP:Iteration 53Q (521.810000 sec): 3 clusters Score: Raw -8289342.127505 + Penalty 5428.895141 = -8283913.232364 nChanged 3 SP:Iteration 54Q (522.230000 sec): 3 clusters Score: Raw -8289342.539370 + Penalty 5428.895141 = -8283913.644229 nChanged 3 SP:Iteration 55Q (522.690000 sec): 3 clusters Score: Raw -8289343.059118 + Penalty 5428.895141 = -8283914.163977 nChanged 4 SP:Iteration 56Q (523.220000 sec): 3 clusters Score: Raw -8289343.710427 + Penalty 5428.895141 = -8283914.815285 nChanged 3 SP:Iteration 57Q (523.690000 sec): 3 clusters Score: Raw -8289344.360924 + Penalty 5428.895141 = -8283915.465783 nChanged 3 SP:Iteration 58Q (524.190000 sec): 3 clusters Score: Raw -8289345.242768 + Penalty 5428.895141 = -8283916.347627 nChanged 3 SP:Iteration 59Q (524.660000 sec): 3 clusters Score: Raw -8289345.599125 + Penalty 5428.895141 = -8283916.703983 nChanged 2 SP:Iteration 60F (525.220000 sec): 3 clusters Score: Raw -8289345.983748 + Penalty 5428.895141 = -8283917.088607 nChanged 1 SP:Iteration 61Q (525.680000 sec): 3 clusters Score: Raw -8289346.101902 + Penalty 5428.895141 = -8283917.206760 nChanged 0 SP:Iteration 62F (526.240000 sec): 3 clusters Score: Raw -8289346.101902 + Penalty 5428.895141 = -8283917.206760 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 16 (837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.300000 sec): 2 clusters Score: Raw -116812.630199 + Penalty 1668.996369 = -115143.633829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.450000 sec): 3 clusters Score: Raw -116824.942973 + Penalty 3337.992739 = -113486.950234 nChanged 245 SP:Iteration 1F (526.590000 sec): 3 clusters Score: Raw -117234.025549 + Penalty 3337.992739 = -113896.032810 nChanged 59 SP:Iteration 2F (526.730000 sec): 3 clusters Score: Raw -117397.595514 + Penalty 3337.992739 = -114059.602775 nChanged 55 SP:Iteration 3F (526.880000 sec): 3 clusters Score: Raw -117598.115052 + Penalty 3337.992739 = -114260.122313 nChanged 64 SP:Iteration 4F (527.080000 sec): 3 clusters Score: Raw -117795.782600 + Penalty 3337.992739 = -114457.789861 nChanged 61 SP:Iteration 5F (527.270000 sec): 3 clusters Score: Raw -118025.009314 + Penalty 3337.992739 = -114687.016575 nChanged 46 SP:Iteration 6F (527.400000 sec): 3 clusters Score: Raw -118370.628364 + Penalty 3337.992739 = -115032.635625 nChanged 38 SP:Iteration 7Q (527.580000 sec): 3 clusters Score: Raw -118859.494171 + Penalty 3337.992739 = -115521.501432 nChanged 27 SP:Iteration 8Q (527.810000 sec): 3 clusters Score: Raw -119655.852542 + Penalty 3337.992739 = -116317.859803 nChanged 17 SP:Iteration 9Q (527.980000 sec): 3 clusters Score: Raw -119713.710805 + Penalty 3337.992739 = -116375.718066 nChanged 13 SP:Iteration 10Q (528.240000 sec): 3 clusters Score: Raw -119746.434658 + Penalty 3337.992739 = -116408.441919 nChanged 7 SP:Iteration 11Q (528.480000 sec): 3 clusters Score: Raw -119764.311004 + Penalty 3337.992739 = -116426.318265 nChanged 8 SP:Iteration 12Q (528.640000 sec): 3 clusters Score: Raw -119799.382539 + Penalty 3337.992739 = -116461.389800 nChanged 7 SP:Iteration 13Q (528.790000 sec): 3 clusters Score: Raw -119841.833839 + Penalty 3337.992739 = -116503.841100 nChanged 4 SP:Iteration 14Q (528.980000 sec): 3 clusters Score: Raw -119885.088584 + Penalty 3337.992739 = -116547.095845 nChanged 5 SP:Iteration 15Q (529.100000 sec): 3 clusters Score: Raw -119922.093098 + Penalty 3337.992739 = -116584.100360 nChanged 1 SP:Iteration 16Q (529.260000 sec): 3 clusters Score: Raw -119925.703125 + Penalty 3337.992739 = -116587.710386 nChanged 0 SP:Iteration 17F (529.390000 sec): 3 clusters Score: Raw -119925.703125 + Penalty 3337.992739 = -116587.710386 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 17 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (529.460000 sec): 2 clusters Score: Raw -104274.432919 + Penalty 1663.907476 = -102610.525443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (529.610000 sec): 3 clusters Score: Raw -104334.535836 + Penalty 3327.814953 = -101006.720883 nChanged 214 SP:Iteration 1F (529.750000 sec): 3 clusters Score: Raw -105108.066157 + Penalty 3327.814953 = -101780.251205 nChanged 105 SP:Iteration 2F (529.900000 sec): 3 clusters Score: Raw -105478.243354 + Penalty 3327.814953 = -102150.428402 nChanged 63 SP:Iteration 3F (530.040000 sec): 3 clusters Score: Raw -105681.870483 + Penalty 3327.814953 = -102354.055531 nChanged 37 SP:Iteration 4Q (530.180000 sec): 3 clusters Score: Raw -105845.842004 + Penalty 3327.814953 = -102518.027051 nChanged 18 SP:Iteration 5Q (530.330000 sec): 3 clusters Score: Raw -105895.897169 + Penalty 3327.814953 = -102568.082216 nChanged 9 SP:Iteration 6Q (530.480000 sec): 3 clusters Score: Raw -105919.059384 + Penalty 3327.814953 = -102591.244431 nChanged 9 SP:Iteration 7Q (530.660000 sec): 3 clusters Score: Raw -105945.512173 + Penalty 3327.814953 = -102617.697220 nChanged 9 SP:Iteration 8Q (530.840000 sec): 3 clusters Score: Raw -105985.263634 + Penalty 3327.814953 = -102657.448681 nChanged 10 SP:Iteration 9Q (531.020000 sec): 3 clusters Score: Raw -106031.198449 + Penalty 3327.814953 = -102703.383496 nChanged 11 SP:Iteration 10Q (531.200000 sec): 3 clusters Score: Raw -106097.224162 + Penalty 3327.814953 = -102769.409210 nChanged 4 SP:Iteration 11Q (531.340000 sec): 3 clusters Score: Raw -106120.317464 + Penalty 3327.814953 = -102792.502512 nChanged 2 SP:Iteration 12Q (531.480000 sec): 3 clusters Score: Raw -106138.097904 + Penalty 3327.814953 = -102810.282951 nChanged 7 SP:Iteration 13Q (531.630000 sec): 3 clusters Score: Raw -106180.111088 + Penalty 3327.814953 = -102852.296135 nChanged 5 SP:Iteration 14Q (531.770000 sec): 3 clusters Score: Raw -106196.110363 + Penalty 3327.814953 = -102868.295410 nChanged 5 SP:Iteration 15Q (531.920000 sec): 3 clusters Score: Raw -106216.277262 + Penalty 3327.814953 = -102888.462309 nChanged 5 SP:Iteration 16Q (532.060000 sec): 3 clusters Score: Raw -106231.953536 + Penalty 3327.814953 = -102904.138583 nChanged 0 SP:Iteration 17F (532.200000 sec): 3 clusters Score: Raw -106231.953536 + Penalty 3327.814953 = -102904.138583 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 18 (1421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (532.290000 sec): 2 clusters Score: Raw -174700.144799 + Penalty 1800.260800 = -172899.884000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (532.500000 sec): 3 clusters Score: Raw -174624.867582 + Penalty 3600.521600 = -171024.345982 nChanged 460 SP:Iteration 1F (532.700000 sec): 3 clusters Score: Raw -175756.463673 + Penalty 3600.521600 = -172155.942074 nChanged 187 SP:Iteration 2F (532.840000 sec): 3 clusters Score: Raw -176615.095238 + Penalty 3600.521600 = -173014.573639 nChanged 200 SP:Iteration 3F (533.000000 sec): 3 clusters Score: Raw -178030.124830 + Penalty 3600.521600 = -174429.603230 nChanged 159 SP:Iteration 4F (533.120000 sec): 3 clusters Score: Raw -178957.150549 + Penalty 3600.521600 = -175356.628950 nChanged 61 SP:Iteration 5Q (533.240000 sec): 3 clusters Score: Raw -179279.415758 + Penalty 3600.521600 = -175678.894159 nChanged 32 SP:Iteration 6Q (533.370000 sec): 3 clusters Score: Raw -179383.829994 + Penalty 3600.521600 = -175783.308394 nChanged 24 SP:Iteration 7Q (533.490000 sec): 3 clusters Score: Raw -179466.284100 + Penalty 3600.521600 = -175865.762501 nChanged 20 SP:Iteration 8Q (533.610000 sec): 3 clusters Score: Raw -179527.267942 + Penalty 3600.521600 = -175926.746342 nChanged 7 SP:Iteration 9Q (533.730000 sec): 3 clusters Score: Raw -179537.836817 + Penalty 3600.521600 = -175937.315218 nChanged 5 SP:Iteration 10Q (533.860000 sec): 3 clusters Score: Raw -179547.023867 + Penalty 3600.521600 = -175946.502267 nChanged 3 SP:Iteration 11Q (534.040000 sec): 3 clusters Score: Raw -179549.548393 + Penalty 3600.521600 = -175949.026794 nChanged 1 SP:Iteration 12Q (534.230000 sec): 3 clusters Score: Raw -179550.025252 + Penalty 3600.521600 = -175949.503653 nChanged 0 SP:Iteration 13F (534.400000 sec): 3 clusters Score: Raw -179550.025252 + Penalty 3600.521600 = -175949.503653 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 19 (7226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (534.530000 sec): 2 clusters Score: Raw -992750.009447 + Penalty 2203.589346 = -990546.420101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (534.740000 sec): 3 clusters Score: Raw -989108.350858 + Penalty 4407.178692 = -984701.172166 nChanged 2838 SP:Iteration 1F (534.930000 sec): 3 clusters Score: Raw -990851.547223 + Penalty 4407.178692 = -986444.368530 nChanged 643 SP:Iteration 2F (535.110000 sec): 3 clusters Score: Raw -991460.380260 + Penalty 4407.178692 = -987053.201568 nChanged 567 SP:Iteration 3F (535.300000 sec): 3 clusters Score: Raw -992059.153052 + Penalty 4407.178692 = -987651.974360 nChanged 494 SP:Iteration 4F (535.480000 sec): 3 clusters Score: Raw -992577.605190 + Penalty 4407.178692 = -988170.426498 nChanged 437 SP:Iteration 5F (535.720000 sec): 3 clusters Score: Raw -993002.724339 + Penalty 4407.178692 = -988595.545647 nChanged 385 SP:Iteration 6F (535.890000 sec): 3 clusters Score: Raw -993351.009244 + Penalty 4407.178692 = -988943.830552 nChanged 346 SP:Iteration 7Q (536.120000 sec): 3 clusters Score: Raw -993645.412514 + Penalty 4407.178692 = -989238.233822 nChanged 284 SP:Iteration 8Q (536.340000 sec): 3 clusters Score: Raw -993839.570794 + Penalty 4407.178692 = -989432.392102 nChanged 216 SP:Iteration 9Q (536.500000 sec): 3 clusters Score: Raw -993966.900193 + Penalty 4407.178692 = -989559.721501 nChanged 186 SP:Iteration 10Q (536.710000 sec): 3 clusters Score: Raw -994062.739936 + Penalty 4407.178692 = -989655.561243 nChanged 127 SP:Iteration 11Q (536.940000 sec): 3 clusters Score: Raw -994109.652434 + Penalty 4407.178692 = -989702.473741 nChanged 93 SP:Iteration 12Q (537.150000 sec): 3 clusters Score: Raw -994140.173116 + Penalty 4407.178692 = -989732.994424 nChanged 70 SP:Iteration 13Q (537.290000 sec): 3 clusters Score: Raw -994160.115565 + Penalty 4407.178692 = -989752.936873 nChanged 43 SP:Iteration 14Q (537.500000 sec): 3 clusters Score: Raw -994172.565721 + Penalty 4407.178692 = -989765.387029 nChanged 43 SP:Iteration 15Q (537.730000 sec): 3 clusters Score: Raw -994186.156191 + Penalty 4407.178692 = -989778.977499 nChanged 36 SP:Iteration 16Q (537.960000 sec): 3 clusters Score: Raw -994196.279573 + Penalty 4407.178692 = -989789.100881 nChanged 34 SP:Iteration 17Q (538.150000 sec): 3 clusters Score: Raw -994204.799075 + Penalty 4407.178692 = -989797.620383 nChanged 23 SP:Iteration 18Q (538.340000 sec): 3 clusters Score: Raw -994210.732370 + Penalty 4407.178692 = -989803.553677 nChanged 21 SP:Iteration 19Q (538.590000 sec): 3 clusters Score: Raw -994214.824770 + Penalty 4407.178692 = -989807.646078 nChanged 18 SP:Iteration 20F (538.790000 sec): 3 clusters Score: Raw -994217.575421 + Penalty 4407.178692 = -989810.396729 nChanged 10 SP:Iteration 21Q (538.970000 sec): 3 clusters Score: Raw -994219.458402 + Penalty 4407.178692 = -989812.279710 nChanged 4 SP:Iteration 22Q (539.240000 sec): 3 clusters Score: Raw -994220.470032 + Penalty 4407.178692 = -989813.291340 nChanged 2 SP:Iteration 23Q (539.440000 sec): 3 clusters Score: Raw -994220.695473 + Penalty 4407.178692 = -989813.516781 nChanged 1 SP:Iteration 24Q (539.660000 sec): 3 clusters Score: Raw -994220.769836 + Penalty 4407.178692 = -989813.591143 nChanged 0 SP:Iteration 25F (539.860000 sec): 3 clusters Score: Raw -994220.769836 + Penalty 4407.178692 = -989813.591143 nChanged 0 Iteration 20F (572.630000 sec): 29 clusters Score: Raw -71840820.254708 + Penalty 91245.176042 = -71749575.078665 nChanged 22438 Iteration 21Q (592.930000 sec): 29 clusters Score: Raw -71858637.558459 + Penalty 91245.176042 = -71767392.382416 nChanged 12668 Iteration 22Q (612.650000 sec): 29 clusters Score: Raw -71867732.484641 + Penalty 91245.176042 = -71776487.308599 nChanged 10725 Iteration 23Q (633.390000 sec): 29 clusters Score: Raw -71874650.936879 + Penalty 91245.176042 = -71783405.760836 nChanged 9844 Iteration 24Q (653.540000 sec): 29 clusters Score: Raw -71879764.710043 + Penalty 91245.176042 = -71788519.534000 nChanged 9216 Iteration 25Q (673.760000 sec): 29 clusters Score: Raw -71884042.437366 + Penalty 91245.176042 = -71792797.261324 nChanged 8900 Iteration 26Q (691.110000 sec): 29 clusters Score: Raw -71887773.640297 + Penalty 91245.176042 = -71796528.464254 nChanged 8839 Iteration 27Q (711.140000 sec): 29 clusters Score: Raw -71891697.751721 + Penalty 91245.176042 = -71800452.575678 nChanged 9180 Iteration 28Q (731.080000 sec): 29 clusters Score: Raw -71895627.313667 + Penalty 91245.176042 = -71804382.137625 nChanged 9592 Iteration 29Q (751.210000 sec): 29 clusters Score: Raw -71899887.695218 + Penalty 91245.176042 = -71808642.519176 nChanged 10178 Iteration 30Q (770.920000 sec): 29 clusters Score: Raw -71904343.239401 + Penalty 91245.176042 = -71813098.063359 nChanged 11035 Iteration 31Q (791.000000 sec): 29 clusters Score: Raw -71909496.010550 + Penalty 91245.176042 = -71818250.834508 nChanged 11969 Iteration 32Q (811.650000 sec): 29 clusters Score: Raw -71915565.824896 + Penalty 91245.176042 = -71824320.648854 nChanged 13270 Iteration 33Q (831.210000 sec): 29 clusters Score: Raw -71922898.422314 + Penalty 91245.176042 = -71831653.246271 nChanged 14454 Iteration 34Q (851.010000 sec): 29 clusters Score: Raw -71931483.719604 + Penalty 91245.176042 = -71840238.543562 nChanged 15697 Iteration 35Q (870.530000 sec): 29 clusters Score: Raw -71941596.915110 + Penalty 91245.176042 = -71850351.739067 nChanged 16711 Iteration 36Q (890.440000 sec): 29 clusters Score: Raw -71952832.708555 + Penalty 91245.176042 = -71861587.532512 nChanged 16948 Iteration 37Q (909.780000 sec): 29 clusters Score: Raw -71964654.304138 + Penalty 91245.176042 = -71873409.128096 nChanged 16839 Iteration 38Q (931.230000 sec): 29 clusters Score: Raw -71976581.080588 + Penalty 91245.176042 = -71885335.904546 nChanged 15800 Iteration 39Q (949.090000 sec): 29 clusters Score: Raw -71987887.665744 + Penalty 91245.176042 = -71896642.489702 nChanged 14142 Iteration 40F (981.240000 sec): 29 clusters Score: Raw -72003028.832925 + Penalty 91245.176042 = -71911783.656883 nChanged 14841 Iteration 41Q (997.850000 sec): 29 clusters Score: Raw -72017269.232006 + Penalty 91245.176042 = -71926024.055963 nChanged 13287 Iteration 42Q (1018.780000 sec): 29 clusters Score: Raw -72027891.210683 + Penalty 91245.176042 = -71936646.034641 nChanged 11113 Iteration 43Q (1038.960000 sec): 29 clusters Score: Raw -72035223.375111 + Penalty 91245.176042 = -71943978.199068 nChanged 8808 Iteration 44Q (1056.970000 sec): 29 clusters Score: Raw -72040074.191971 + Penalty 91245.176042 = -71948829.015929 nChanged 6971 Iteration 45Q (1074.770000 sec): 29 clusters Score: Raw -72043323.174819 + Penalty 91245.176042 = -71952077.998777 nChanged 5464 Iteration 46Q (1093.810000 sec): 29 clusters Score: Raw -72045566.636735 + Penalty 91245.176042 = -71954321.460693 nChanged 4375 Deleting Class 20 (2709 points): Lose 3121.661821 but Gain 3258.756287 Iteration 47Q (1115.020000 sec): 28 clusters Score: Raw -72044099.905679 + Penalty 87986.419755 = -71956113.485924 nChanged 6136 Iteration 48Q (1130.510000 sec): 28 clusters Score: Raw -72049150.733767 + Penalty 87986.419755 = -71961164.314012 nChanged 2585 Iteration 49Q (1145.730000 sec): 28 clusters Score: Raw -72049852.565008 + Penalty 87986.419755 = -71961866.145253 nChanged 2019 Iteration 50Q (1162.770000 sec): 28 clusters Score: Raw -72050176.973930 + Penalty 87986.419755 = -71962190.554175 nChanged 1613 Iteration 51Q (1177.760000 sec): 28 clusters Score: Raw -72050398.907273 + Penalty 87986.419755 = -71962412.487518 nChanged 1301 Iteration 52Q (1193.840000 sec): 28 clusters Score: Raw -72050557.155915 + Penalty 87986.419755 = -71962570.736160 nChanged 1049 Iteration 53Q (1212.480000 sec): 28 clusters Score: Raw -72050666.730803 + Penalty 87986.419755 = -71962680.311048 nChanged 862 Iteration 54Q (1227.630000 sec): 28 clusters Score: Raw -72050747.999386 + Penalty 87986.419755 = -71962761.579631 nChanged 709 Iteration 55Q (1242.770000 sec): 28 clusters Score: Raw -72050814.457823 + Penalty 87986.419755 = -71962828.038068 nChanged 542 Iteration 56Q (1259.180000 sec): 28 clusters Score: Raw -72050870.124665 + Penalty 87986.419755 = -71962883.704910 nChanged 490 Iteration 57Q (1275.500000 sec): 28 clusters Score: Raw -72050947.143356 + Penalty 87986.419755 = -71962960.723601 nChanged 462 Iteration 58Q (1291.880000 sec): 28 clusters Score: Raw -72051030.226087 + Penalty 87986.419755 = -71963043.806332 nChanged 409 Writing temp clu file Because OldScore, -71962960.723601, is greater than current (better) Score,-71963043.806332 Compute initial score before splitting: Score: Raw -72051030.226087 + Penalty 87986.419755 = -71963043.806332 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 1 (1143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1292.100000 sec): 2 clusters Score: Raw -160744.511357 + Penalty 1746.270093 = -158998.241265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1292.230000 sec): 3 clusters Score: Raw -160495.343237 + Penalty 3492.540185 = -157002.803052 nChanged 317 SP:Iteration 1F (1292.440000 sec): 3 clusters Score: Raw -160822.685333 + Penalty 3492.540185 = -157330.145147 nChanged 86 SP:Iteration 2F (1292.600000 sec): 3 clusters Score: Raw -160936.162342 + Penalty 3492.540185 = -157443.622157 nChanged 53 SP:Iteration 3Q (1292.810000 sec): 3 clusters Score: Raw -161011.459179 + Penalty 3492.540185 = -157518.918993 nChanged 30 SP:Iteration 4Q (1292.970000 sec): 3 clusters Score: Raw -161050.865805 + Penalty 3492.540185 = -157558.325620 nChanged 26 SP:Iteration 5Q (1293.160000 sec): 3 clusters Score: Raw -161086.025775 + Penalty 3492.540185 = -157593.485590 nChanged 24 SP:Iteration 6Q (1293.370000 sec): 3 clusters Score: Raw -161119.699973 + Penalty 3492.540185 = -157627.159788 nChanged 23 SP:Iteration 7Q (1293.560000 sec): 3 clusters Score: Raw -161149.290529 + Penalty 3492.540185 = -157656.750343 nChanged 21 SP:Iteration 8Q (1293.740000 sec): 3 clusters Score: Raw -161170.433358 + Penalty 3492.540185 = -157677.893173 nChanged 19 SP:Iteration 9Q (1293.900000 sec): 3 clusters Score: Raw -161188.907971 + Penalty 3492.540185 = -157696.367785 nChanged 18 SP:Iteration 10Q (1294.090000 sec): 3 clusters Score: Raw -161208.917790 + Penalty 3492.540185 = -157716.377605 nChanged 11 SP:Iteration 11Q (1294.330000 sec): 3 clusters Score: Raw -161223.335916 + Penalty 3492.540185 = -157730.795730 nChanged 12 SP:Iteration 12Q (1294.560000 sec): 3 clusters Score: Raw -161237.734082 + Penalty 3492.540185 = -157745.193897 nChanged 11 SP:Iteration 13Q (1294.720000 sec): 3 clusters Score: Raw -161247.071265 + Penalty 3492.540185 = -157754.531079 nChanged 10 SP:Iteration 14Q (1294.880000 sec): 3 clusters Score: Raw -161258.202270 + Penalty 3492.540185 = -157765.662085 nChanged 6 SP:Iteration 15Q (1295.080000 sec): 3 clusters Score: Raw -161266.576376 + Penalty 3492.540185 = -157774.036191 nChanged 5 SP:Iteration 16Q (1295.230000 sec): 3 clusters Score: Raw -161272.918616 + Penalty 3492.540185 = -157780.378431 nChanged 3 SP:Iteration 17Q (1295.380000 sec): 3 clusters Score: Raw -161274.849128 + Penalty 3492.540185 = -157782.308943 nChanged 1 SP:Iteration 18Q (1295.570000 sec): 3 clusters Score: Raw -161275.808626 + Penalty 3492.540185 = -157783.268441 nChanged 0 SP:Iteration 19F (1295.710000 sec): 3 clusters Score: Raw -161275.808626 + Penalty 3492.540185 = -157783.268441 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 2 (4760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1295.860000 sec): 2 clusters Score: Raw -665448.422984 + Penalty 2100.064731 = -663348.358254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1296.110000 sec): 3 clusters Score: Raw -663155.603670 + Penalty 4200.129462 = -658955.474209 nChanged 1786 SP:Iteration 1F (1296.290000 sec): 3 clusters Score: Raw -664247.023609 + Penalty 4200.129462 = -660046.894147 nChanged 455 SP:Iteration 2F (1296.520000 sec): 3 clusters Score: Raw -664767.612451 + Penalty 4200.129462 = -660567.482989 nChanged 390 SP:Iteration 3F (1296.770000 sec): 3 clusters Score: Raw -665254.126223 + Penalty 4200.129462 = -661053.996761 nChanged 325 SP:Iteration 4F (1296.950000 sec): 3 clusters Score: Raw -665627.749885 + Penalty 4200.129462 = -661427.620423 nChanged 309 SP:Iteration 5F (1297.220000 sec): 3 clusters Score: Raw -666021.079258 + Penalty 4200.129462 = -661820.949796 nChanged 277 SP:Iteration 6F (1297.420000 sec): 3 clusters Score: Raw -666359.030783 + Penalty 4200.129462 = -662158.901321 nChanged 253 SP:Iteration 7F (1297.600000 sec): 3 clusters Score: Raw -666704.168543 + Penalty 4200.129462 = -662504.039081 nChanged 216 SP:Iteration 8Q (1297.840000 sec): 3 clusters Score: Raw -666950.635865 + Penalty 4200.129462 = -662750.506403 nChanged 171 SP:Iteration 9Q (1298.070000 sec): 3 clusters Score: Raw -667114.370581 + Penalty 4200.129462 = -662914.241119 nChanged 111 SP:Iteration 10Q (1298.260000 sec): 3 clusters Score: Raw -667206.827020 + Penalty 4200.129462 = -663006.697558 nChanged 75 SP:Iteration 11Q (1298.470000 sec): 3 clusters Score: Raw -667247.440939 + Penalty 4200.129462 = -663047.311477 nChanged 43 SP:Iteration 12Q (1298.650000 sec): 3 clusters Score: Raw -667267.564339 + Penalty 4200.129462 = -663067.434877 nChanged 30 SP:Iteration 13Q (1298.840000 sec): 3 clusters Score: Raw -667287.431872 + Penalty 4200.129462 = -663087.302410 nChanged 17 SP:Iteration 14Q (1299.020000 sec): 3 clusters Score: Raw -667302.858890 + Penalty 4200.129462 = -663102.729429 nChanged 20 SP:Iteration 15Q (1299.200000 sec): 3 clusters Score: Raw -667313.039209 + Penalty 4200.129462 = -663112.909747 nChanged 15 SP:Iteration 16Q (1299.400000 sec): 3 clusters Score: Raw -667320.318127 + Penalty 4200.129462 = -663120.188665 nChanged 11 SP:Iteration 17Q (1299.640000 sec): 3 clusters Score: Raw -667326.043644 + Penalty 4200.129462 = -663125.914182 nChanged 11 SP:Iteration 18Q (1299.830000 sec): 3 clusters Score: Raw -667330.695524 + Penalty 4200.129462 = -663130.566062 nChanged 10 SP:Iteration 19Q (1300.060000 sec): 3 clusters Score: Raw -667334.425140 + Penalty 4200.129462 = -663134.295678 nChanged 5 SP:Iteration 20F (1300.250000 sec): 3 clusters Score: Raw -667336.003187 + Penalty 4200.129462 = -663135.873725 nChanged 3 SP:Iteration 21Q (1300.480000 sec): 3 clusters Score: Raw -667336.812642 + Penalty 4200.129462 = -663136.683180 nChanged 1 SP:Iteration 22Q (1300.680000 sec): 3 clusters Score: Raw -667337.090061 + Penalty 4200.129462 = -663136.960599 nChanged 1 SP:Iteration 23Q (1300.960000 sec): 3 clusters Score: Raw -667337.331884 + Penalty 4200.129462 = -663137.202423 nChanged 0 SP:Iteration 24F (1301.160000 sec): 3 clusters Score: Raw -667337.331884 + Penalty 4200.129462 = -663137.202423 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 3 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1301.280000 sec): 2 clusters Score: Raw -14185.361284 + Penalty 1158.861551 = -13026.499733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1301.460000 sec): 3 clusters Score: Raw -14713.771535 + Penalty 2317.723102 = -12396.048433 nChanged 3 SP:Iteration 1Q (1301.610000 sec): 3 clusters Score: Raw -14736.644767 + Penalty 2317.723102 = -12418.921666 nChanged 0 SP:Iteration 2F (1301.810000 sec): 3 clusters Score: Raw -14736.644767 + Penalty 2317.723102 = -12418.921666 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 4 (17072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.010000 sec): 2 clusters Score: Raw -2357762.785229 + Penalty 2416.808353 = -2355345.976876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.320000 sec): 3 clusters Score: Raw -2348052.796015 + Penalty 4833.616707 = -2343219.179308 nChanged 7457 SP:Iteration 1F (1302.630000 sec): 3 clusters Score: Raw -2352465.084884 + Penalty 4833.616707 = -2347631.468177 nChanged 1268 SP:Iteration 2F (1303.000000 sec): 3 clusters Score: Raw -2353259.419485 + Penalty 4833.616707 = -2348425.802778 nChanged 1205 SP:Iteration 3F (1303.320000 sec): 3 clusters Score: Raw -2354062.702300 + Penalty 4833.616707 = -2349229.085593 nChanged 1142 SP:Iteration 4F (1303.600000 sec): 3 clusters Score: Raw -2354846.976082 + Penalty 4833.616707 = -2350013.359375 nChanged 1077 SP:Iteration 5F (1303.860000 sec): 3 clusters Score: Raw -2355549.005299 + Penalty 4833.616707 = -2350715.388592 nChanged 907 SP:Iteration 6F (1304.210000 sec): 3 clusters Score: Raw -2356076.948750 + Penalty 4833.616707 = -2351243.332044 nChanged 765 SP:Iteration 7Q (1304.520000 sec): 3 clusters Score: Raw -2356467.327997 + Penalty 4833.616707 = -2351633.711290 nChanged 593 SP:Iteration 8Q (1304.870000 sec): 3 clusters Score: Raw -2356751.821130 + Penalty 4833.616707 = -2351918.204423 nChanged 476 SP:Iteration 9Q (1305.130000 sec): 3 clusters Score: Raw -2356985.194969 + Penalty 4833.616707 = -2352151.578263 nChanged 425 SP:Iteration 10Q (1305.440000 sec): 3 clusters Score: Raw -2357220.511873 + Penalty 4833.616707 = -2352386.895167 nChanged 454 SP:Iteration 11Q (1305.750000 sec): 3 clusters Score: Raw -2357541.800942 + Penalty 4833.616707 = -2352708.184235 nChanged 514 SP:Iteration 12Q (1306.090000 sec): 3 clusters Score: Raw -2358000.958811 + Penalty 4833.616707 = -2353167.342104 nChanged 638 SP:Iteration 13Q (1306.520000 sec): 3 clusters Score: Raw -2358738.068893 + Penalty 4833.616707 = -2353904.452186 nChanged 765 SP:Iteration 14Q (1306.770000 sec): 3 clusters Score: Raw -2359829.440460 + Penalty 4833.616707 = -2354995.823753 nChanged 768 SP:Iteration 15Q (1307.070000 sec): 3 clusters Score: Raw -2361113.456936 + Penalty 4833.616707 = -2356279.840230 nChanged 613 SP:Iteration 16Q (1307.440000 sec): 3 clusters Score: Raw -2361906.194933 + Penalty 4833.616707 = -2357072.578226 nChanged 350 SP:Iteration 17Q (1307.690000 sec): 3 clusters Score: Raw -2362249.440420 + Penalty 4833.616707 = -2357415.823714 nChanged 214 SP:Iteration 18Q (1307.970000 sec): 3 clusters Score: Raw -2362475.900086 + Penalty 4833.616707 = -2357642.283379 nChanged 123 SP:Iteration 19Q (1308.340000 sec): 3 clusters Score: Raw -2362575.970721 + Penalty 4833.616707 = -2357742.354014 nChanged 85 SP:Iteration 20F (1308.620000 sec): 3 clusters Score: Raw -2362633.180592 + Penalty 4833.616707 = -2357799.563885 nChanged 61 SP:Iteration 21Q (1308.900000 sec): 3 clusters Score: Raw -2362653.393966 + Penalty 4833.616707 = -2357819.777260 nChanged 42 SP:Iteration 22Q (1309.130000 sec): 3 clusters Score: Raw -2362662.797243 + Penalty 4833.616707 = -2357829.180536 nChanged 33 SP:Iteration 23Q (1309.410000 sec): 3 clusters Score: Raw -2362670.028100 + Penalty 4833.616707 = -2357836.411393 nChanged 33 SP:Iteration 24Q (1309.720000 sec): 3 clusters Score: Raw -2362675.637306 + Penalty 4833.616707 = -2357842.020599 nChanged 21 SP:Iteration 25Q (1310.010000 sec): 3 clusters Score: Raw -2362678.657951 + Penalty 4833.616707 = -2357845.041244 nChanged 14 SP:Iteration 26Q (1310.310000 sec): 3 clusters Score: Raw -2362680.285569 + Penalty 4833.616707 = -2357846.668862 nChanged 7 SP:Iteration 27Q (1310.640000 sec): 3 clusters Score: Raw -2362680.831773 + Penalty 4833.616707 = -2357847.215066 nChanged 4 SP:Iteration 28Q (1310.900000 sec): 3 clusters Score: Raw -2362681.052638 + Penalty 4833.616707 = -2357847.435931 nChanged 1 SP:Iteration 29Q (1311.180000 sec): 3 clusters Score: Raw -2362681.078744 + Penalty 4833.616707 = -2357847.462037 nChanged 3 SP:Iteration 30Q (1311.470000 sec): 3 clusters Score: Raw -2362681.271849 + Penalty 4833.616707 = -2357847.655142 nChanged 0 SP:Iteration 31F (1311.800000 sec): 3 clusters Score: Raw -2362681.271849 + Penalty 4833.616707 = -2357847.655142 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 5 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1311.940000 sec): 2 clusters Score: Raw -38309.909465 + Penalty 1414.538054 = -36895.371411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.110000 sec): 3 clusters Score: Raw -38578.282107 + Penalty 2829.076107 = -35749.206000 nChanged 53 SP:Iteration 1F (1312.310000 sec): 3 clusters Score: Raw -38736.929122 + Penalty 2829.076107 = -35907.853015 nChanged 13 SP:Iteration 2Q (1312.480000 sec): 3 clusters Score: Raw -38797.488236 + Penalty 2829.076107 = -35968.412129 nChanged 3 SP:Iteration 3Q (1312.640000 sec): 3 clusters Score: Raw -38809.634647 + Penalty 2829.076107 = -35980.558539 nChanged 4 SP:Iteration 4Q (1312.840000 sec): 3 clusters Score: Raw -38823.876182 + Penalty 2829.076107 = -35994.800075 nChanged 4 SP:Iteration 5Q (1313.020000 sec): 3 clusters Score: Raw -38832.777179 + Penalty 2829.076107 = -36003.701071 nChanged 4 SP:Iteration 6Q (1313.260000 sec): 3 clusters Score: Raw -38843.996140 + Penalty 2829.076107 = -36014.920033 nChanged 3 SP:Iteration 7Q (1313.430000 sec): 3 clusters Score: Raw -38849.560186 + Penalty 2829.076107 = -36020.484079 nChanged 3 SP:Iteration 8Q (1313.610000 sec): 3 clusters Score: Raw -38857.590905 + Penalty 2829.076107 = -36028.514798 nChanged 1 SP:Iteration 9Q (1313.770000 sec): 3 clusters Score: Raw -38862.489751 + Penalty 2829.076107 = -36033.413644 nChanged 0 SP:Iteration 10F (1313.900000 sec): 3 clusters Score: Raw -38862.489751 + Penalty 2829.076107 = -36033.413644 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 6 (2989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.990000 sec): 2 clusters Score: Raw -421847.568645 + Penalty 1984.668152 = -419862.900492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1314.220000 sec): 3 clusters Score: Raw -420554.429708 + Penalty 3969.336304 = -416585.093404 nChanged 1075 SP:Iteration 1F (1314.400000 sec): 3 clusters Score: Raw -421287.025961 + Penalty 3969.336304 = -417317.689657 nChanged 229 SP:Iteration 2F (1314.600000 sec): 3 clusters Score: Raw -421484.880584 + Penalty 3969.336304 = -417515.544279 nChanged 153 SP:Iteration 3F (1314.770000 sec): 3 clusters Score: Raw -421613.597766 + Penalty 3969.336304 = -417644.261461 nChanged 121 SP:Iteration 4Q (1314.960000 sec): 3 clusters Score: Raw -421739.363868 + Penalty 3969.336304 = -417770.027563 nChanged 110 SP:Iteration 5Q (1315.210000 sec): 3 clusters Score: Raw -421845.537974 + Penalty 3969.336304 = -417876.201670 nChanged 100 SP:Iteration 6Q (1315.420000 sec): 3 clusters Score: Raw -421942.143747 + Penalty 3969.336304 = -417972.807443 nChanged 106 SP:Iteration 7Q (1315.660000 sec): 3 clusters Score: Raw -422027.050291 + Penalty 3969.336304 = -418057.713986 nChanged 90 SP:Iteration 8Q (1315.880000 sec): 3 clusters Score: Raw -422112.130209 + Penalty 3969.336304 = -418142.793904 nChanged 85 SP:Iteration 9Q (1316.080000 sec): 3 clusters Score: Raw -422193.141515 + Penalty 3969.336304 = -418223.805211 nChanged 84 SP:Iteration 10Q (1316.270000 sec): 3 clusters Score: Raw -422269.065468 + Penalty 3969.336304 = -418299.729164 nChanged 76 SP:Iteration 11Q (1316.470000 sec): 3 clusters Score: Raw -422324.823851 + Penalty 3969.336304 = -418355.487547 nChanged 75 SP:Iteration 12Q (1316.680000 sec): 3 clusters Score: Raw -422383.798980 + Penalty 3969.336304 = -418414.462676 nChanged 59 SP:Iteration 13Q (1316.850000 sec): 3 clusters Score: Raw -422423.025354 + Penalty 3969.336304 = -418453.689049 nChanged 47 SP:Iteration 14Q (1317.030000 sec): 3 clusters Score: Raw -422455.395786 + Penalty 3969.336304 = -418486.059482 nChanged 44 SP:Iteration 15Q (1317.210000 sec): 3 clusters Score: Raw -422487.974718 + Penalty 3969.336304 = -418518.638413 nChanged 39 SP:Iteration 16Q (1317.380000 sec): 3 clusters Score: Raw -422519.979434 + Penalty 3969.336304 = -418550.643130 nChanged 41 SP:Iteration 17Q (1317.580000 sec): 3 clusters Score: Raw -422563.614337 + Penalty 3969.336304 = -418594.278033 nChanged 40 SP:Iteration 18Q (1317.770000 sec): 3 clusters Score: Raw -422592.227864 + Penalty 3969.336304 = -418622.891559 nChanged 36 SP:Iteration 19Q (1317.940000 sec): 3 clusters Score: Raw -422624.762639 + Penalty 3969.336304 = -418655.426335 nChanged 41 SP:Iteration 20F (1318.110000 sec): 3 clusters Score: Raw -422646.662259 + Penalty 3969.336304 = -418677.325955 nChanged 22 SP:Iteration 21Q (1318.310000 sec): 3 clusters Score: Raw -422659.605854 + Penalty 3969.336304 = -418690.269549 nChanged 27 SP:Iteration 22Q (1318.530000 sec): 3 clusters Score: Raw -422677.141797 + Penalty 3969.336304 = -418707.805492 nChanged 23 SP:Iteration 23Q (1318.700000 sec): 3 clusters Score: Raw -422693.597769 + Penalty 3969.336304 = -418724.261465 nChanged 15 SP:Iteration 24Q (1318.980000 sec): 3 clusters Score: Raw -422703.624296 + Penalty 3969.336304 = -418734.287991 nChanged 12 SP:Iteration 25Q (1319.150000 sec): 3 clusters Score: Raw -422710.465227 + Penalty 3969.336304 = -418741.128922 nChanged 11 SP:Iteration 26Q (1319.290000 sec): 3 clusters Score: Raw -422717.439572 + Penalty 3969.336304 = -418748.103268 nChanged 11 SP:Iteration 27Q (1319.450000 sec): 3 clusters Score: Raw -422724.629785 + Penalty 3969.336304 = -418755.293480 nChanged 14 SP:Iteration 28Q (1319.630000 sec): 3 clusters Score: Raw -422729.735374 + Penalty 3969.336304 = -418760.399069 nChanged 6 SP:Iteration 29Q (1319.840000 sec): 3 clusters Score: Raw -422732.551199 + Penalty 3969.336304 = -418763.214895 nChanged 4 SP:Iteration 30Q (1320.020000 sec): 3 clusters Score: Raw -422733.790493 + Penalty 3969.336304 = -418764.454188 nChanged 2 SP:Iteration 31Q (1320.220000 sec): 3 clusters Score: Raw -422734.886624 + Penalty 3969.336304 = -418765.550320 nChanged 0 SP:Iteration 32F (1320.410000 sec): 3 clusters Score: Raw -422734.886624 + Penalty 3969.336304 = -418765.550320 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 7 (12882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.550000 sec): 2 clusters Score: Raw -1817196.761549 + Penalty 2346.969394 = -1814849.792155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.850000 sec): 3 clusters Score: Raw -1809951.561030 + Penalty 4693.938788 = -1805257.622242 nChanged 5592 SP:Iteration 1F (1321.080000 sec): 3 clusters Score: Raw -1813043.543512 + Penalty 4693.938788 = -1808349.604723 nChanged 897 SP:Iteration 2F (1321.340000 sec): 3 clusters Score: Raw -1813679.417729 + Penalty 4693.938788 = -1808985.478941 nChanged 964 SP:Iteration 3F (1321.620000 sec): 3 clusters Score: Raw -1814508.132084 + Penalty 4693.938788 = -1809814.193295 nChanged 1055 SP:Iteration 4F (1321.870000 sec): 3 clusters Score: Raw -1815533.931289 + Penalty 4693.938788 = -1810839.992500 nChanged 993 SP:Iteration 5F (1322.170000 sec): 3 clusters Score: Raw -1816396.603999 + Penalty 4693.938788 = -1811702.665211 nChanged 767 SP:Iteration 6F (1322.490000 sec): 3 clusters Score: Raw -1816966.962263 + Penalty 4693.938788 = -1812273.023475 nChanged 591 SP:Iteration 7Q (1322.760000 sec): 3 clusters Score: Raw -1817357.632114 + Penalty 4693.938788 = -1812663.693326 nChanged 478 SP:Iteration 8Q (1323.030000 sec): 3 clusters Score: Raw -1817646.569398 + Penalty 4693.938788 = -1812952.630609 nChanged 420 SP:Iteration 9Q (1323.320000 sec): 3 clusters Score: Raw -1817946.810240 + Penalty 4693.938788 = -1813252.871452 nChanged 394 SP:Iteration 10Q (1323.610000 sec): 3 clusters Score: Raw -1818184.695982 + Penalty 4693.938788 = -1813490.757193 nChanged 365 SP:Iteration 11Q (1323.880000 sec): 3 clusters Score: Raw -1818387.021923 + Penalty 4693.938788 = -1813693.083134 nChanged 382 SP:Iteration 12Q (1324.180000 sec): 3 clusters Score: Raw -1818588.630921 + Penalty 4693.938788 = -1813894.692132 nChanged 350 SP:Iteration 13Q (1324.470000 sec): 3 clusters Score: Raw -1818765.271685 + Penalty 4693.938788 = -1814071.332897 nChanged 350 SP:Iteration 14Q (1324.710000 sec): 3 clusters Score: Raw -1818960.171670 + Penalty 4693.938788 = -1814266.232881 nChanged 365 SP:Iteration 15Q (1324.990000 sec): 3 clusters Score: Raw -1819170.075206 + Penalty 4693.938788 = -1814476.136418 nChanged 435 SP:Iteration 16Q (1325.260000 sec): 3 clusters Score: Raw -1819457.747508 + Penalty 4693.938788 = -1814763.808720 nChanged 389 SP:Iteration 17Q (1325.490000 sec): 3 clusters Score: Raw -1819733.475064 + Penalty 4693.938788 = -1815039.536275 nChanged 366 SP:Iteration 18Q (1325.760000 sec): 3 clusters Score: Raw -1820001.226693 + Penalty 4693.938788 = -1815307.287904 nChanged 295 SP:Iteration 19Q (1326.020000 sec): 3 clusters Score: Raw -1820200.248146 + Penalty 4693.938788 = -1815506.309357 nChanged 237 SP:Iteration 20F (1326.250000 sec): 3 clusters Score: Raw -1820353.441558 + Penalty 4693.938788 = -1815659.502770 nChanged 201 SP:Iteration 21Q (1326.470000 sec): 3 clusters Score: Raw -1820515.515310 + Penalty 4693.938788 = -1815821.576521 nChanged 180 SP:Iteration 22Q (1326.740000 sec): 3 clusters Score: Raw -1820706.188419 + Penalty 4693.938788 = -1816012.249630 nChanged 194 SP:Iteration 23Q (1326.970000 sec): 3 clusters Score: Raw -1820967.395312 + Penalty 4693.938788 = -1816273.456524 nChanged 197 SP:Iteration 24Q (1327.250000 sec): 3 clusters Score: Raw -1821284.174287 + Penalty 4693.938788 = -1816590.235499 nChanged 148 SP:Iteration 25Q (1327.540000 sec): 3 clusters Score: Raw -1821448.595850 + Penalty 4693.938788 = -1816754.657061 nChanged 95 SP:Iteration 26Q (1327.810000 sec): 3 clusters Score: Raw -1821500.350595 + Penalty 4693.938788 = -1816806.411806 nChanged 54 SP:Iteration 27Q (1328.080000 sec): 3 clusters Score: Raw -1821516.655931 + Penalty 4693.938788 = -1816822.717143 nChanged 21 SP:Iteration 28Q (1328.330000 sec): 3 clusters Score: Raw -1821519.920843 + Penalty 4693.938788 = -1816825.982054 nChanged 10 SP:Iteration 29Q (1328.590000 sec): 3 clusters Score: Raw -1821521.798952 + Penalty 4693.938788 = -1816827.860164 nChanged 6 SP:Iteration 30Q (1328.840000 sec): 3 clusters Score: Raw -1821522.643931 + Penalty 4693.938788 = -1816828.705142 nChanged 2 SP:Iteration 31Q (1329.090000 sec): 3 clusters Score: Raw -1821522.779757 + Penalty 4693.938788 = -1816828.840969 nChanged 0 SP:Iteration 32F (1329.400000 sec): 3 clusters Score: Raw -1821522.779757 + Penalty 4693.938788 = -1816828.840969 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 8 (23274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1329.600000 sec): 2 clusters Score: Raw -3449297.791268 + Penalty 2493.662850 = -3446804.128418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1329.930000 sec): 3 clusters Score: Raw -3435607.170285 + Penalty 4987.325700 = -3430619.844585 nChanged 10227 SP:Iteration 1F (1330.290000 sec): 3 clusters Score: Raw -3441097.729517 + Penalty 4987.325700 = -3436110.403817 nChanged 1256 SP:Iteration 2F (1330.630000 sec): 3 clusters Score: Raw -3441608.523247 + Penalty 4987.325700 = -3436621.197547 nChanged 1234 SP:Iteration 3F (1330.990000 sec): 3 clusters Score: Raw -3442148.565489 + Penalty 4987.325700 = -3437161.239790 nChanged 1322 SP:Iteration 4F (1331.320000 sec): 3 clusters Score: Raw -3442878.034531 + Penalty 4987.325700 = -3437890.708832 nChanged 1481 SP:Iteration 5F (1331.660000 sec): 3 clusters Score: Raw -3443893.449151 + Penalty 4987.325700 = -3438906.123451 nChanged 1699 SP:Iteration 6F (1332.000000 sec): 3 clusters Score: Raw -3445252.872078 + Penalty 4987.325700 = -3440265.546378 nChanged 1775 SP:Iteration 7F (1332.360000 sec): 3 clusters Score: Raw -3446647.060537 + Penalty 4987.325700 = -3441659.734837 nChanged 1545 SP:Iteration 8F (1332.670000 sec): 3 clusters Score: Raw -3447696.239309 + Penalty 4987.325700 = -3442708.913610 nChanged 1093 SP:Iteration 9Q (1333.060000 sec): 3 clusters Score: Raw -3448302.304902 + Penalty 4987.325700 = -3443314.979202 nChanged 822 SP:Iteration 10Q (1333.370000 sec): 3 clusters Score: Raw -3448660.133573 + Penalty 4987.325700 = -3443672.807873 nChanged 562 SP:Iteration 11Q (1333.740000 sec): 3 clusters Score: Raw -3448845.315028 + Penalty 4987.325700 = -3443857.989328 nChanged 408 SP:Iteration 12Q (1334.060000 sec): 3 clusters Score: Raw -3448956.421924 + Penalty 4987.325700 = -3443969.096224 nChanged 286 SP:Iteration 13Q (1334.380000 sec): 3 clusters Score: Raw -3449019.312404 + Penalty 4987.325700 = -3444031.986704 nChanged 207 SP:Iteration 14Q (1334.690000 sec): 3 clusters Score: Raw -3449057.258820 + Penalty 4987.325700 = -3444069.933121 nChanged 158 SP:Iteration 15Q (1335.030000 sec): 3 clusters Score: Raw -3449082.702301 + Penalty 4987.325700 = -3444095.376601 nChanged 114 SP:Iteration 16Q (1335.320000 sec): 3 clusters Score: Raw -3449099.510100 + Penalty 4987.325700 = -3444112.184400 nChanged 89 SP:Iteration 17Q (1335.700000 sec): 3 clusters Score: Raw -3449111.732539 + Penalty 4987.325700 = -3444124.406839 nChanged 63 SP:Iteration 18Q (1336.040000 sec): 3 clusters Score: Raw -3449119.528425 + Penalty 4987.325700 = -3444132.202725 nChanged 59 SP:Iteration 19Q (1336.340000 sec): 3 clusters Score: Raw -3449127.136395 + Penalty 4987.325700 = -3444139.810696 nChanged 48 SP:Iteration 20F (1336.710000 sec): 3 clusters Score: Raw -3449132.839424 + Penalty 4987.325700 = -3444145.513724 nChanged 36 SP:Iteration 21Q (1336.990000 sec): 3 clusters Score: Raw -3449136.862770 + Penalty 4987.325700 = -3444149.537071 nChanged 28 SP:Iteration 22Q (1337.320000 sec): 3 clusters Score: Raw -3449139.529903 + Penalty 4987.325700 = -3444152.204203 nChanged 20 SP:Iteration 23Q (1337.710000 sec): 3 clusters Score: Raw -3449141.225879 + Penalty 4987.325700 = -3444153.900180 nChanged 17 SP:Iteration 24Q (1338.010000 sec): 3 clusters Score: Raw -3449142.626401 + Penalty 4987.325700 = -3444155.300701 nChanged 17 SP:Iteration 25Q (1338.370000 sec): 3 clusters Score: Raw -3449143.917993 + Penalty 4987.325700 = -3444156.592293 nChanged 20 SP:Iteration 26Q (1338.710000 sec): 3 clusters Score: Raw -3449145.655792 + Penalty 4987.325700 = -3444158.330093 nChanged 21 SP:Iteration 27Q (1339.070000 sec): 3 clusters Score: Raw -3449147.715701 + Penalty 4987.325700 = -3444160.390001 nChanged 17 SP:Iteration 28Q (1339.370000 sec): 3 clusters Score: Raw -3449149.228158 + Penalty 4987.325700 = -3444161.902458 nChanged 11 SP:Iteration 29Q (1339.750000 sec): 3 clusters Score: Raw -3449150.213999 + Penalty 4987.325700 = -3444162.888299 nChanged 10 SP:Iteration 30Q (1340.050000 sec): 3 clusters Score: Raw -3449151.062884 + Penalty 4987.325700 = -3444163.737184 nChanged 12 SP:Iteration 31Q (1340.350000 sec): 3 clusters Score: Raw -3449152.171562 + Penalty 4987.325700 = -3444164.845862 nChanged 10 SP:Iteration 32Q (1340.660000 sec): 3 clusters Score: Raw -3449152.911315 + Penalty 4987.325700 = -3444165.585615 nChanged 11 SP:Iteration 33Q (1341.000000 sec): 3 clusters Score: Raw -3449153.670568 + Penalty 4987.325700 = -3444166.344868 nChanged 11 SP:Iteration 34Q (1341.370000 sec): 3 clusters Score: Raw -3449154.584679 + Penalty 4987.325700 = -3444167.258979 nChanged 12 SP:Iteration 35Q (1341.690000 sec): 3 clusters Score: Raw -3449155.750321 + Penalty 4987.325700 = -3444168.424621 nChanged 16 SP:Iteration 36Q (1342.070000 sec): 3 clusters Score: Raw -3449157.509652 + Penalty 4987.325700 = -3444170.183952 nChanged 17 SP:Iteration 37Q (1342.420000 sec): 3 clusters Score: Raw -3449159.068506 + Penalty 4987.325700 = -3444171.742807 nChanged 13 SP:Iteration 38Q (1342.740000 sec): 3 clusters Score: Raw -3449160.687843 + Penalty 4987.325700 = -3444173.362143 nChanged 20 SP:Iteration 39Q (1343.060000 sec): 3 clusters Score: Raw -3449162.814830 + Penalty 4987.325700 = -3444175.489131 nChanged 21 SP:Iteration 40F (1343.410000 sec): 3 clusters Score: Raw -3449165.076368 + Penalty 4987.325700 = -3444177.750668 nChanged 24 SP:Iteration 41Q (1343.770000 sec): 3 clusters Score: Raw -3449167.387652 + Penalty 4987.325700 = -3444180.061953 nChanged 25 SP:Iteration 42Q (1344.150000 sec): 3 clusters Score: Raw -3449169.705812 + Penalty 4987.325700 = -3444182.380112 nChanged 24 SP:Iteration 43Q (1344.510000 sec): 3 clusters Score: Raw -3449171.770656 + Penalty 4987.325700 = -3444184.444956 nChanged 15 SP:Iteration 44Q (1344.870000 sec): 3 clusters Score: Raw -3449173.181591 + Penalty 4987.325700 = -3444185.855891 nChanged 14 SP:Iteration 45Q (1345.180000 sec): 3 clusters Score: Raw -3449174.161604 + Penalty 4987.325700 = -3444186.835904 nChanged 11 SP:Iteration 46Q (1345.490000 sec): 3 clusters Score: Raw -3449175.359538 + Penalty 4987.325700 = -3444188.033838 nChanged 7 SP:Iteration 47Q (1345.870000 sec): 3 clusters Score: Raw -3449176.026250 + Penalty 4987.325700 = -3444188.700550 nChanged 5 SP:Iteration 48Q (1346.210000 sec): 3 clusters Score: Raw -3449176.496150 + Penalty 4987.325700 = -3444189.170450 nChanged 6 SP:Iteration 49Q (1346.500000 sec): 3 clusters Score: Raw -3449177.135478 + Penalty 4987.325700 = -3444189.809778 nChanged 5 SP:Iteration 50Q (1346.810000 sec): 3 clusters Score: Raw -3449177.585926 + Penalty 4987.325700 = -3444190.260227 nChanged 4 SP:Iteration 51Q (1347.150000 sec): 3 clusters Score: Raw -3449177.869799 + Penalty 4987.325700 = -3444190.544099 nChanged 5 SP:Iteration 52Q (1347.440000 sec): 3 clusters Score: Raw -3449178.259381 + Penalty 4987.325700 = -3444190.933681 nChanged 7 SP:Iteration 53Q (1347.780000 sec): 3 clusters Score: Raw -3449178.750985 + Penalty 4987.325700 = -3444191.425286 nChanged 7 SP:Iteration 54Q (1348.110000 sec): 3 clusters Score: Raw -3449179.218801 + Penalty 4987.325700 = -3444191.893102 nChanged 4 SP:Iteration 55Q (1348.420000 sec): 3 clusters Score: Raw -3449179.475552 + Penalty 4987.325700 = -3444192.149853 nChanged 3 SP:Iteration 56Q (1348.800000 sec): 3 clusters Score: Raw -3449179.685987 + Penalty 4987.325700 = -3444192.360288 nChanged 3 SP:Iteration 57Q (1349.140000 sec): 3 clusters Score: Raw -3449180.007329 + Penalty 4987.325700 = -3444192.681629 nChanged 5 SP:Iteration 58Q (1349.460000 sec): 3 clusters Score: Raw -3449180.547552 + Penalty 4987.325700 = -3444193.221853 nChanged 5 SP:Iteration 59Q (1349.800000 sec): 3 clusters Score: Raw -3449180.889983 + Penalty 4987.325700 = -3444193.564283 nChanged 3 SP:Iteration 60F (1350.130000 sec): 3 clusters Score: Raw -3449181.169965 + Penalty 4987.325700 = -3444193.844265 nChanged 7 SP:Iteration 61Q (1350.480000 sec): 3 clusters Score: Raw -3449181.798901 + Penalty 4987.325700 = -3444194.473201 nChanged 8 SP:Iteration 62Q (1350.830000 sec): 3 clusters Score: Raw -3449182.553515 + Penalty 4987.325700 = -3444195.227815 nChanged 8 SP:Iteration 63Q (1351.120000 sec): 3 clusters Score: Raw -3449183.385500 + Penalty 4987.325700 = -3444196.059800 nChanged 12 SP:Iteration 64Q (1351.420000 sec): 3 clusters Score: Raw -3449184.561103 + Penalty 4987.325700 = -3444197.235403 nChanged 13 SP:Iteration 65Q (1351.720000 sec): 3 clusters Score: Raw -3449185.649118 + Penalty 4987.325700 = -3444198.323418 nChanged 14 SP:Iteration 66Q (1352.060000 sec): 3 clusters Score: Raw -3449186.958862 + Penalty 4987.325700 = -3444199.633162 nChanged 16 SP:Iteration 67Q (1352.400000 sec): 3 clusters Score: Raw -3449188.756886 + Penalty 4987.325700 = -3444201.431186 nChanged 20 SP:Iteration 68Q (1352.700000 sec): 3 clusters Score: Raw -3449191.000594 + Penalty 4987.325700 = -3444203.674894 nChanged 20 SP:Iteration 69Q (1353.020000 sec): 3 clusters Score: Raw -3449193.168930 + Penalty 4987.325700 = -3444205.843230 nChanged 18 SP:Iteration 70Q (1353.380000 sec): 3 clusters Score: Raw -3449194.871740 + Penalty 4987.325700 = -3444207.546040 nChanged 14 SP:Iteration 71Q (1353.740000 sec): 3 clusters Score: Raw -3449196.476174 + Penalty 4987.325700 = -3444209.150474 nChanged 20 SP:Iteration 72Q (1354.070000 sec): 3 clusters Score: Raw -3449198.452867 + Penalty 4987.325700 = -3444211.127167 nChanged 15 SP:Iteration 73Q (1354.440000 sec): 3 clusters Score: Raw -3449199.759346 + Penalty 4987.325700 = -3444212.433646 nChanged 16 SP:Iteration 74Q (1354.760000 sec): 3 clusters Score: Raw -3449201.302184 + Penalty 4987.325700 = -3444213.976484 nChanged 13 SP:Iteration 75Q (1355.020000 sec): 3 clusters Score: Raw -3449202.606036 + Penalty 4987.325700 = -3444215.280336 nChanged 17 SP:Iteration 76Q (1355.390000 sec): 3 clusters Score: Raw -3449204.510021 + Penalty 4987.325700 = -3444217.184322 nChanged 18 SP:Iteration 77Q (1355.720000 sec): 3 clusters Score: Raw -3449206.460236 + Penalty 4987.325700 = -3444219.134537 nChanged 27 SP:Iteration 78Q (1356.080000 sec): 3 clusters Score: Raw -3449209.743673 + Penalty 4987.325700 = -3444222.417973 nChanged 27 SP:Iteration 79Q (1356.410000 sec): 3 clusters Score: Raw -3449212.763293 + Penalty 4987.325700 = -3444225.437593 nChanged 31 SP:Iteration 80F (1356.760000 sec): 3 clusters Score: Raw -3449217.034021 + Penalty 4987.325700 = -3444229.708321 nChanged 31 SP:Iteration 81Q (1357.070000 sec): 3 clusters Score: Raw -3449221.291028 + Penalty 4987.325700 = -3444233.965328 nChanged 30 SP:Iteration 82Q (1357.360000 sec): 3 clusters Score: Raw -3449224.432807 + Penalty 4987.325700 = -3444237.107107 nChanged 28 SP:Iteration 83Q (1357.690000 sec): 3 clusters Score: Raw -3449227.184642 + Penalty 4987.325700 = -3444239.858942 nChanged 25 SP:Iteration 84Q (1358.040000 sec): 3 clusters Score: Raw -3449230.240139 + Penalty 4987.325700 = -3444242.914440 nChanged 22 SP:Iteration 85Q (1358.350000 sec): 3 clusters Score: Raw -3449232.803240 + Penalty 4987.325700 = -3444245.477540 nChanged 21 SP:Iteration 86Q (1358.630000 sec): 3 clusters Score: Raw -3449234.923249 + Penalty 4987.325700 = -3444247.597549 nChanged 19 SP:Iteration 87Q (1358.980000 sec): 3 clusters Score: Raw -3449237.869421 + Penalty 4987.325700 = -3444250.543721 nChanged 21 SP:Iteration 88Q (1359.350000 sec): 3 clusters Score: Raw -3449239.912981 + Penalty 4987.325700 = -3444252.587281 nChanged 16 SP:Iteration 89Q (1359.720000 sec): 3 clusters Score: Raw -3449241.744801 + Penalty 4987.325700 = -3444254.419101 nChanged 17 SP:Iteration 90Q (1360.070000 sec): 3 clusters Score: Raw -3449243.536269 + Penalty 4987.325700 = -3444256.210569 nChanged 16 SP:Iteration 91Q (1360.430000 sec): 3 clusters Score: Raw -3449245.447143 + Penalty 4987.325700 = -3444258.121443 nChanged 12 SP:Iteration 92Q (1360.760000 sec): 3 clusters Score: Raw -3449246.824069 + Penalty 4987.325700 = -3444259.498370 nChanged 19 SP:Iteration 93Q (1361.070000 sec): 3 clusters Score: Raw -3449248.770195 + Penalty 4987.325700 = -3444261.444495 nChanged 14 SP:Iteration 94Q (1361.430000 sec): 3 clusters Score: Raw -3449250.156500 + Penalty 4987.325700 = -3444262.830800 nChanged 13 SP:Iteration 95Q (1361.720000 sec): 3 clusters Score: Raw -3449251.766283 + Penalty 4987.325700 = -3444264.440583 nChanged 19 SP:Iteration 96Q (1362.040000 sec): 3 clusters Score: Raw -3449253.917812 + Penalty 4987.325700 = -3444266.592112 nChanged 17 SP:Iteration 97Q (1362.410000 sec): 3 clusters Score: Raw -3449256.076666 + Penalty 4987.325700 = -3444268.750967 nChanged 18 SP:Iteration 98Q (1362.680000 sec): 3 clusters Score: Raw -3449258.543389 + Penalty 4987.325700 = -3444271.217689 nChanged 20 SP:Iteration 99Q (1363.000000 sec): 3 clusters Score: Raw -3449261.270986 + Penalty 4987.325700 = -3444273.945286 nChanged 22 SP:Iteration 100F (1363.300000 sec): 3 clusters Score: Raw -3449264.448395 + Penalty 4987.325700 = -3444277.122696 nChanged 19 SP:Iteration 101Q (1363.670000 sec): 3 clusters Score: Raw -3449266.684911 + Penalty 4987.325700 = -3444279.359211 nChanged 17 SP:Iteration 102Q (1363.960000 sec): 3 clusters Score: Raw -3449269.272212 + Penalty 4987.325700 = -3444281.946512 nChanged 22 SP:Iteration 103Q (1364.360000 sec): 3 clusters Score: Raw -3449272.696682 + Penalty 4987.325700 = -3444285.370982 nChanged 29 SP:Iteration 104Q (1364.730000 sec): 3 clusters Score: Raw -3449276.284243 + Penalty 4987.325700 = -3444288.958543 nChanged 28 SP:Iteration 105Q (1365.070000 sec): 3 clusters Score: Raw -3449279.842636 + Penalty 4987.325700 = -3444292.516937 nChanged 25 SP:Iteration 106Q (1365.380000 sec): 3 clusters Score: Raw -3449283.405398 + Penalty 4987.325700 = -3444296.079698 nChanged 39 SP:Iteration 107Q (1365.750000 sec): 3 clusters Score: Raw -3449288.982547 + Penalty 4987.325700 = -3444301.656847 nChanged 39 SP:Iteration 108Q (1366.030000 sec): 3 clusters Score: Raw -3449295.437380 + Penalty 4987.325700 = -3444308.111680 nChanged 46 SP:Iteration 109Q (1366.420000 sec): 3 clusters Score: Raw -3449302.068313 + Penalty 4987.325700 = -3444314.742613 nChanged 36 SP:Iteration 110Q (1366.810000 sec): 3 clusters Score: Raw -3449307.110660 + Penalty 4987.325700 = -3444319.784960 nChanged 38 SP:Iteration 111Q (1367.120000 sec): 3 clusters Score: Raw -3449312.036331 + Penalty 4987.325700 = -3444324.710631 nChanged 26 SP:Iteration 112Q (1367.440000 sec): 3 clusters Score: Raw -3449315.013695 + Penalty 4987.325700 = -3444327.687996 nChanged 23 SP:Iteration 113Q (1367.780000 sec): 3 clusters Score: Raw -3449318.517479 + Penalty 4987.325700 = -3444331.191780 nChanged 26 SP:Iteration 114Q (1368.130000 sec): 3 clusters Score: Raw -3449321.889529 + Penalty 4987.325700 = -3444334.563829 nChanged 24 SP:Iteration 115Q (1368.480000 sec): 3 clusters Score: Raw -3449325.837729 + Penalty 4987.325700 = -3444338.512029 nChanged 31 SP:Iteration 116Q (1368.830000 sec): 3 clusters Score: Raw -3449330.864805 + Penalty 4987.325700 = -3444343.539105 nChanged 27 SP:Iteration 117Q (1369.160000 sec): 3 clusters Score: Raw -3449334.842579 + Penalty 4987.325700 = -3444347.516880 nChanged 23 SP:Iteration 118Q (1369.510000 sec): 3 clusters Score: Raw -3449337.700918 + Penalty 4987.325700 = -3444350.375218 nChanged 14 SP:Iteration 119Q (1369.820000 sec): 3 clusters Score: Raw -3449339.120425 + Penalty 4987.325700 = -3444351.794725 nChanged 10 SP:Iteration 120F (1370.150000 sec): 3 clusters Score: Raw -3449340.165238 + Penalty 4987.325700 = -3444352.839539 nChanged 8 SP:Iteration 121Q (1370.490000 sec): 3 clusters Score: Raw -3449340.912023 + Penalty 4987.325700 = -3444353.586323 nChanged 8 SP:Iteration 122Q (1370.900000 sec): 3 clusters Score: Raw -3449341.858415 + Penalty 4987.325700 = -3444354.532715 nChanged 11 SP:Iteration 123Q (1371.240000 sec): 3 clusters Score: Raw -3449343.171134 + Penalty 4987.325700 = -3444355.845435 nChanged 13 SP:Iteration 124Q (1371.620000 sec): 3 clusters Score: Raw -3449344.743980 + Penalty 4987.325700 = -3444357.418280 nChanged 14 SP:Iteration 125Q (1371.930000 sec): 3 clusters Score: Raw -3449346.264843 + Penalty 4987.325700 = -3444358.939143 nChanged 17 SP:Iteration 126Q (1372.290000 sec): 3 clusters Score: Raw -3449348.194489 + Penalty 4987.325700 = -3444360.868789 nChanged 16 SP:Iteration 127Q (1372.680000 sec): 3 clusters Score: Raw -3449350.245861 + Penalty 4987.325700 = -3444362.920161 nChanged 22 SP:Iteration 128Q (1373.060000 sec): 3 clusters Score: Raw -3449352.494279 + Penalty 4987.325700 = -3444365.168579 nChanged 11 SP:Iteration 129Q (1373.410000 sec): 3 clusters Score: Raw -3449353.627211 + Penalty 4987.325700 = -3444366.301511 nChanged 9 SP:Iteration 130Q (1373.770000 sec): 3 clusters Score: Raw -3449354.672451 + Penalty 4987.325700 = -3444367.346751 nChanged 7 SP:Iteration 131Q (1374.150000 sec): 3 clusters Score: Raw -3449355.458782 + Penalty 4987.325700 = -3444368.133082 nChanged 5 SP:Iteration 132Q (1374.580000 sec): 3 clusters Score: Raw -3449356.254492 + Penalty 4987.325700 = -3444368.928792 nChanged 5 SP:Iteration 133Q (1374.910000 sec): 3 clusters Score: Raw -3449356.892861 + Penalty 4987.325700 = -3444369.567162 nChanged 8 SP:Iteration 134Q (1375.250000 sec): 3 clusters Score: Raw -3449358.039043 + Penalty 4987.325700 = -3444370.713343 nChanged 7 SP:Iteration 135Q (1375.600000 sec): 3 clusters Score: Raw -3449358.789818 + Penalty 4987.325700 = -3444371.464118 nChanged 8 SP:Iteration 136Q (1376.000000 sec): 3 clusters Score: Raw -3449360.084021 + Penalty 4987.325700 = -3444372.758321 nChanged 9 SP:Iteration 137Q (1376.350000 sec): 3 clusters Score: Raw -3449361.577341 + Penalty 4987.325700 = -3444374.251642 nChanged 11 SP:Iteration 138Q (1376.730000 sec): 3 clusters Score: Raw -3449362.879799 + Penalty 4987.325700 = -3444375.554099 nChanged 9 SP:Iteration 139Q (1377.060000 sec): 3 clusters Score: Raw -3449364.075945 + Penalty 4987.325700 = -3444376.750246 nChanged 12 SP:Iteration 140F (1377.340000 sec): 3 clusters Score: Raw -3449365.246395 + Penalty 4987.325700 = -3444377.920695 nChanged 5 SP:Iteration 141Q (1377.660000 sec): 3 clusters Score: Raw -3449365.761741 + Penalty 4987.325700 = -3444378.436041 nChanged 6 SP:Iteration 142Q (1377.990000 sec): 3 clusters Score: Raw -3449366.885078 + Penalty 4987.325700 = -3444379.559378 nChanged 10 SP:Iteration 143Q (1378.350000 sec): 3 clusters Score: Raw -3449367.942818 + Penalty 4987.325700 = -3444380.617118 nChanged 7 SP:Iteration 144Q (1378.710000 sec): 3 clusters Score: Raw -3449368.826843 + Penalty 4987.325700 = -3444381.501143 nChanged 10 SP:Iteration 145Q (1379.050000 sec): 3 clusters Score: Raw -3449370.367177 + Penalty 4987.325700 = -3444383.041477 nChanged 10 SP:Iteration 146Q (1379.420000 sec): 3 clusters Score: Raw -3449371.702957 + Penalty 4987.325700 = -3444384.377257 nChanged 8 SP:Iteration 147Q (1379.740000 sec): 3 clusters Score: Raw -3449372.701904 + Penalty 4987.325700 = -3444385.376204 nChanged 12 SP:Iteration 148Q (1380.050000 sec): 3 clusters Score: Raw -3449374.099717 + Penalty 4987.325700 = -3444386.774017 nChanged 11 SP:Iteration 149Q (1380.470000 sec): 3 clusters Score: Raw -3449375.669481 + Penalty 4987.325700 = -3444388.343781 nChanged 9 SP:Iteration 150Q (1380.820000 sec): 3 clusters Score: Raw -3449376.822072 + Penalty 4987.325700 = -3444389.496372 nChanged 8 SP:Iteration 151Q (1381.150000 sec): 3 clusters Score: Raw -3449377.732365 + Penalty 4987.325700 = -3444390.406666 nChanged 10 SP:Iteration 152Q (1381.470000 sec): 3 clusters Score: Raw -3449378.545810 + Penalty 4987.325700 = -3444391.220110 nChanged 10 SP:Iteration 153Q (1381.790000 sec): 3 clusters Score: Raw -3449379.961160 + Penalty 4987.325700 = -3444392.635460 nChanged 10 SP:Iteration 154Q (1382.170000 sec): 3 clusters Score: Raw -3449381.453029 + Penalty 4987.325700 = -3444394.127330 nChanged 8 SP:Iteration 155Q (1382.480000 sec): 3 clusters Score: Raw -3449382.393243 + Penalty 4987.325700 = -3444395.067543 nChanged 11 SP:Iteration 156Q (1382.750000 sec): 3 clusters Score: Raw -3449383.454229 + Penalty 4987.325700 = -3444396.128529 nChanged 3 SP:Iteration 157Q (1383.090000 sec): 3 clusters Score: Raw -3449383.729814 + Penalty 4987.325700 = -3444396.404114 nChanged 1 SP:Iteration 158Q (1383.350000 sec): 3 clusters Score: Raw -3449383.858539 + Penalty 4987.325700 = -3444396.532839 nChanged 2 SP:Iteration 159Q (1383.670000 sec): 3 clusters Score: Raw -3449384.193903 + Penalty 4987.325700 = -3444396.868203 nChanged 5 SP:Iteration 160F (1383.990000 sec): 3 clusters Score: Raw -3449384.990199 + Penalty 4987.325700 = -3444397.664499 nChanged 3 SP:Iteration 161Q (1384.290000 sec): 3 clusters Score: Raw -3449385.184892 + Penalty 4987.325700 = -3444397.859192 nChanged 1 SP:Iteration 162Q (1384.640000 sec): 3 clusters Score: Raw -3449385.238594 + Penalty 4987.325700 = -3444397.912894 nChanged 0 SP:Iteration 163F (1384.950000 sec): 3 clusters Score: Raw -3449385.238594 + Penalty 4987.325700 = -3444397.912894 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 9 (38469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1385.310000 sec): 2 clusters Score: Raw -5676065.106723 + Penalty 2618.286784 = -5673446.819938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1385.770000 sec): 3 clusters Score: Raw -5652470.016004 + Penalty 5236.573569 = -5647233.442436 nChanged 17632 SP:Iteration 1F (1386.200000 sec): 3 clusters Score: Raw -5661932.456523 + Penalty 5236.573569 = -5656695.882955 nChanged 1802 SP:Iteration 2Q (1386.680000 sec): 3 clusters Score: Raw -5662481.990627 + Penalty 5236.573569 = -5657245.417059 nChanged 1629 SP:Iteration 3Q (1387.090000 sec): 3 clusters Score: Raw -5662994.697764 + Penalty 5236.573569 = -5657758.124196 nChanged 1579 SP:Iteration 4Q (1387.530000 sec): 3 clusters Score: Raw -5663516.523796 + Penalty 5236.573569 = -5658279.950227 nChanged 1670 SP:Iteration 5Q (1387.970000 sec): 3 clusters Score: Raw -5664180.294187 + Penalty 5236.573569 = -5658943.720618 nChanged 1904 SP:Iteration 6Q (1388.370000 sec): 3 clusters Score: Raw -5665049.349849 + Penalty 5236.573569 = -5659812.776280 nChanged 2155 SP:Iteration 7F (1388.760000 sec): 3 clusters Score: Raw -5666229.006162 + Penalty 5236.573569 = -5660992.432593 nChanged 2373 SP:Iteration 8F (1389.130000 sec): 3 clusters Score: Raw -5667680.976834 + Penalty 5236.573569 = -5662444.403266 nChanged 2434 SP:Iteration 9F (1389.610000 sec): 3 clusters Score: Raw -5669249.385310 + Penalty 5236.573569 = -5664012.811742 nChanged 2152 SP:Iteration 10F (1389.980000 sec): 3 clusters Score: Raw -5670689.460050 + Penalty 5236.573569 = -5665452.886482 nChanged 1885 SP:Iteration 11Q (1390.460000 sec): 3 clusters Score: Raw -5672016.413538 + Penalty 5236.573569 = -5666779.839970 nChanged 1577 SP:Iteration 12Q (1390.910000 sec): 3 clusters Score: Raw -5673188.033921 + Penalty 5236.573569 = -5667951.460353 nChanged 1215 SP:Iteration 13Q (1391.340000 sec): 3 clusters Score: Raw -5674077.943032 + Penalty 5236.573569 = -5668841.369464 nChanged 915 SP:Iteration 14Q (1391.790000 sec): 3 clusters Score: Raw -5674768.227760 + Penalty 5236.573569 = -5669531.654191 nChanged 718 SP:Iteration 15Q (1392.260000 sec): 3 clusters Score: Raw -5675308.483486 + Penalty 5236.573569 = -5670071.909917 nChanged 474 SP:Iteration 16Q (1392.730000 sec): 3 clusters Score: Raw -5675670.436867 + Penalty 5236.573569 = -5670433.863298 nChanged 334 SP:Iteration 17Q (1393.100000 sec): 3 clusters Score: Raw -5675948.136506 + Penalty 5236.573569 = -5670711.562938 nChanged 221 SP:Iteration 18Q (1393.500000 sec): 3 clusters Score: Raw -5676126.421707 + Penalty 5236.573569 = -5670889.848138 nChanged 149 SP:Iteration 19Q (1393.850000 sec): 3 clusters Score: Raw -5676259.946538 + Penalty 5236.573569 = -5671023.372969 nChanged 102 SP:Iteration 20F (1394.260000 sec): 3 clusters Score: Raw -5676342.567315 + Penalty 5236.573569 = -5671105.993747 nChanged 72 SP:Iteration 21Q (1394.680000 sec): 3 clusters Score: Raw -5676399.281820 + Penalty 5236.573569 = -5671162.708251 nChanged 54 SP:Iteration 22Q (1395.070000 sec): 3 clusters Score: Raw -5676434.973024 + Penalty 5236.573569 = -5671198.399455 nChanged 37 SP:Iteration 23Q (1395.500000 sec): 3 clusters Score: Raw -5676457.874323 + Penalty 5236.573569 = -5671221.300754 nChanged 23 SP:Iteration 24Q (1395.810000 sec): 3 clusters Score: Raw -5676474.419656 + Penalty 5236.573569 = -5671237.846087 nChanged 19 SP:Iteration 25Q (1396.220000 sec): 3 clusters Score: Raw -5676489.555257 + Penalty 5236.573569 = -5671252.981688 nChanged 20 SP:Iteration 26Q (1396.630000 sec): 3 clusters Score: Raw -5676503.626016 + Penalty 5236.573569 = -5671267.052448 nChanged 15 SP:Iteration 27Q (1396.970000 sec): 3 clusters Score: Raw -5676513.392276 + Penalty 5236.573569 = -5671276.818707 nChanged 12 SP:Iteration 28Q (1397.340000 sec): 3 clusters Score: Raw -5676523.514923 + Penalty 5236.573569 = -5671286.941354 nChanged 15 SP:Iteration 29Q (1397.680000 sec): 3 clusters Score: Raw -5676534.798525 + Penalty 5236.573569 = -5671298.224957 nChanged 10 SP:Iteration 30Q (1398.050000 sec): 3 clusters Score: Raw -5676542.801684 + Penalty 5236.573569 = -5671306.228116 nChanged 11 SP:Iteration 31Q (1398.390000 sec): 3 clusters Score: Raw -5676550.595207 + Penalty 5236.573569 = -5671314.021639 nChanged 8 SP:Iteration 32Q (1398.690000 sec): 3 clusters Score: Raw -5676558.005031 + Penalty 5236.573569 = -5671321.431462 nChanged 10 SP:Iteration 33Q (1399.060000 sec): 3 clusters Score: Raw -5676565.309058 + Penalty 5236.573569 = -5671328.735490 nChanged 6 SP:Iteration 34Q (1399.410000 sec): 3 clusters Score: Raw -5676568.986031 + Penalty 5236.573569 = -5671332.412463 nChanged 6 SP:Iteration 35Q (1399.780000 sec): 3 clusters Score: Raw -5676571.974180 + Penalty 5236.573569 = -5671335.400612 nChanged 3 SP:Iteration 36Q (1400.120000 sec): 3 clusters Score: Raw -5676574.369630 + Penalty 5236.573569 = -5671337.796062 nChanged 1 SP:Iteration 37Q (1400.410000 sec): 3 clusters Score: Raw -5676574.688174 + Penalty 5236.573569 = -5671338.114606 nChanged 0 SP:Iteration 38F (1400.790000 sec): 3 clusters Score: Raw -5676574.688174 + Penalty 5236.573569 = -5671338.114606 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 10 (48360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1401.120000 sec): 2 clusters Score: Raw -6707294.104324 + Penalty 2675.034220 = -6704619.070105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1401.610000 sec): 3 clusters Score: Raw -6677469.035836 + Penalty 5350.068439 = -6672118.967397 nChanged 22312 SP:Iteration 1F (1402.050000 sec): 3 clusters Score: Raw -6691507.323792 + Penalty 5350.068439 = -6686157.255353 nChanged 3835 SP:Iteration 2F (1402.540000 sec): 3 clusters Score: Raw -6694931.930922 + Penalty 5350.068439 = -6689581.862483 nChanged 4655 SP:Iteration 3F (1403.070000 sec): 3 clusters Score: Raw -6699590.721094 + Penalty 5350.068439 = -6694240.652655 nChanged 4534 SP:Iteration 4F (1403.630000 sec): 3 clusters Score: Raw -6704043.351680 + Penalty 5350.068439 = -6698693.283240 nChanged 3730 SP:Iteration 5F (1404.150000 sec): 3 clusters Score: Raw -6707269.531150 + Penalty 5350.068439 = -6701919.462711 nChanged 2593 SP:Iteration 6F (1404.640000 sec): 3 clusters Score: Raw -6709176.633485 + Penalty 5350.068439 = -6703826.565046 nChanged 1708 SP:Iteration 7Q (1405.190000 sec): 3 clusters Score: Raw -6710315.121525 + Penalty 5350.068439 = -6704965.053086 nChanged 1249 SP:Iteration 8Q (1405.680000 sec): 3 clusters Score: Raw -6710985.889418 + Penalty 5350.068439 = -6705635.820979 nChanged 869 SP:Iteration 9Q (1406.160000 sec): 3 clusters Score: Raw -6711329.885949 + Penalty 5350.068439 = -6705979.817510 nChanged 610 SP:Iteration 10Q (1406.630000 sec): 3 clusters Score: Raw -6711543.398478 + Penalty 5350.068439 = -6706193.330039 nChanged 457 SP:Iteration 11Q (1407.070000 sec): 3 clusters Score: Raw -6711686.737331 + Penalty 5350.068439 = -6706336.668892 nChanged 377 SP:Iteration 12Q (1407.460000 sec): 3 clusters Score: Raw -6711783.004171 + Penalty 5350.068439 = -6706432.935732 nChanged 315 SP:Iteration 13Q (1407.920000 sec): 3 clusters Score: Raw -6711852.974416 + Penalty 5350.068439 = -6706502.905977 nChanged 256 SP:Iteration 14Q (1408.350000 sec): 3 clusters Score: Raw -6711899.805638 + Penalty 5350.068439 = -6706549.737198 nChanged 230 SP:Iteration 15Q (1408.790000 sec): 3 clusters Score: Raw -6711941.044166 + Penalty 5350.068439 = -6706590.975727 nChanged 191 SP:Iteration 16Q (1409.290000 sec): 3 clusters Score: Raw -6711976.187484 + Penalty 5350.068439 = -6706626.119045 nChanged 188 SP:Iteration 17Q (1409.820000 sec): 3 clusters Score: Raw -6712012.118149 + Penalty 5350.068439 = -6706662.049710 nChanged 172 SP:Iteration 18Q (1410.270000 sec): 3 clusters Score: Raw -6712047.633575 + Penalty 5350.068439 = -6706697.565136 nChanged 175 SP:Iteration 19Q (1410.730000 sec): 3 clusters Score: Raw -6712091.249200 + Penalty 5350.068439 = -6706741.180761 nChanged 189 SP:Iteration 20F (1411.260000 sec): 3 clusters Score: Raw -6712147.707533 + Penalty 5350.068439 = -6706797.639094 nChanged 207 SP:Iteration 21Q (1411.730000 sec): 3 clusters Score: Raw -6712205.753749 + Penalty 5350.068439 = -6706855.685310 nChanged 195 SP:Iteration 22Q (1412.140000 sec): 3 clusters Score: Raw -6712256.325785 + Penalty 5350.068439 = -6706906.257346 nChanged 177 SP:Iteration 23Q (1412.710000 sec): 3 clusters Score: Raw -6712292.210005 + Penalty 5350.068439 = -6706942.141566 nChanged 172 SP:Iteration 24Q (1413.260000 sec): 3 clusters Score: Raw -6712321.532620 + Penalty 5350.068439 = -6706971.464181 nChanged 170 SP:Iteration 25Q (1413.760000 sec): 3 clusters Score: Raw -6712349.445053 + Penalty 5350.068439 = -6706999.376614 nChanged 153 SP:Iteration 26Q (1414.190000 sec): 3 clusters Score: Raw -6712373.171482 + Penalty 5350.068439 = -6707023.103043 nChanged 133 SP:Iteration 27Q (1414.610000 sec): 3 clusters Score: Raw -6712389.105497 + Penalty 5350.068439 = -6707039.037058 nChanged 107 SP:Iteration 28Q (1415.040000 sec): 3 clusters Score: Raw -6712398.774602 + Penalty 5350.068439 = -6707048.706163 nChanged 86 SP:Iteration 29Q (1415.510000 sec): 3 clusters Score: Raw -6712407.424383 + Penalty 5350.068439 = -6707057.355943 nChanged 88 SP:Iteration 30Q (1415.980000 sec): 3 clusters Score: Raw -6712415.701834 + Penalty 5350.068439 = -6707065.633395 nChanged 83 SP:Iteration 31Q (1416.420000 sec): 3 clusters Score: Raw -6712423.279770 + Penalty 5350.068439 = -6707073.211331 nChanged 85 SP:Iteration 32Q (1416.860000 sec): 3 clusters Score: Raw -6712430.615521 + Penalty 5350.068439 = -6707080.547082 nChanged 64 SP:Iteration 33Q (1417.280000 sec): 3 clusters Score: Raw -6712435.949102 + Penalty 5350.068439 = -6707085.880663 nChanged 62 SP:Iteration 34Q (1417.710000 sec): 3 clusters Score: Raw -6712441.652447 + Penalty 5350.068439 = -6707091.584008 nChanged 56 SP:Iteration 35Q (1418.150000 sec): 3 clusters Score: Raw -6712446.598346 + Penalty 5350.068439 = -6707096.529906 nChanged 51 SP:Iteration 36Q (1418.620000 sec): 3 clusters Score: Raw -6712451.242255 + Penalty 5350.068439 = -6707101.173816 nChanged 44 SP:Iteration 37Q (1419.110000 sec): 3 clusters Score: Raw -6712454.157108 + Penalty 5350.068439 = -6707104.088669 nChanged 38 SP:Iteration 38Q (1419.540000 sec): 3 clusters Score: Raw -6712456.358610 + Penalty 5350.068439 = -6707106.290171 nChanged 22 SP:Iteration 39Q (1419.960000 sec): 3 clusters Score: Raw -6712457.487655 + Penalty 5350.068439 = -6707107.419216 nChanged 26 SP:Iteration 40F (1420.400000 sec): 3 clusters Score: Raw -6712459.232293 + Penalty 5350.068439 = -6707109.163854 nChanged 31 SP:Iteration 41Q (1420.870000 sec): 3 clusters Score: Raw -6712461.480015 + Penalty 5350.068439 = -6707111.411576 nChanged 37 SP:Iteration 42Q (1421.290000 sec): 3 clusters Score: Raw -6712463.735756 + Penalty 5350.068439 = -6707113.667317 nChanged 25 SP:Iteration 43Q (1421.760000 sec): 3 clusters Score: Raw -6712465.037286 + Penalty 5350.068439 = -6707114.968847 nChanged 16 SP:Iteration 44Q (1422.200000 sec): 3 clusters Score: Raw -6712466.055352 + Penalty 5350.068439 = -6707115.986913 nChanged 23 SP:Iteration 45Q (1422.650000 sec): 3 clusters Score: Raw -6712467.364937 + Penalty 5350.068439 = -6707117.296498 nChanged 8 SP:Iteration 46Q (1423.110000 sec): 3 clusters Score: Raw -6712467.773763 + Penalty 5350.068439 = -6707117.705323 nChanged 10 SP:Iteration 47Q (1423.600000 sec): 3 clusters Score: Raw -6712468.506640 + Penalty 5350.068439 = -6707118.438201 nChanged 12 SP:Iteration 48Q (1424.060000 sec): 3 clusters Score: Raw -6712469.315383 + Penalty 5350.068439 = -6707119.246944 nChanged 10 SP:Iteration 49Q (1424.470000 sec): 3 clusters Score: Raw -6712469.756063 + Penalty 5350.068439 = -6707119.687624 nChanged 8 SP:Iteration 50Q (1424.960000 sec): 3 clusters Score: Raw -6712470.105574 + Penalty 5350.068439 = -6707120.037135 nChanged 9 SP:Iteration 51Q (1425.410000 sec): 3 clusters Score: Raw -6712470.527414 + Penalty 5350.068439 = -6707120.458974 nChanged 9 SP:Iteration 52Q (1425.870000 sec): 3 clusters Score: Raw -6712471.009382 + Penalty 5350.068439 = -6707120.940943 nChanged 9 SP:Iteration 53Q (1426.300000 sec): 3 clusters Score: Raw -6712471.419867 + Penalty 5350.068439 = -6707121.351428 nChanged 10 SP:Iteration 54Q (1426.850000 sec): 3 clusters Score: Raw -6712471.942286 + Penalty 5350.068439 = -6707121.873847 nChanged 11 SP:Iteration 55Q (1427.310000 sec): 3 clusters Score: Raw -6712472.495091 + Penalty 5350.068439 = -6707122.426652 nChanged 19 SP:Iteration 56Q (1427.750000 sec): 3 clusters Score: Raw -6712473.590880 + Penalty 5350.068439 = -6707123.522441 nChanged 18 SP:Iteration 57Q (1428.140000 sec): 3 clusters Score: Raw -6712474.858859 + Penalty 5350.068439 = -6707124.790420 nChanged 19 SP:Iteration 58Q (1428.510000 sec): 3 clusters Score: Raw -6712476.103144 + Penalty 5350.068439 = -6707126.034705 nChanged 18 SP:Iteration 59Q (1428.870000 sec): 3 clusters Score: Raw -6712477.211908 + Penalty 5350.068439 = -6707127.143469 nChanged 19 SP:Iteration 60F (1429.270000 sec): 3 clusters Score: Raw -6712478.422545 + Penalty 5350.068439 = -6707128.354106 nChanged 22 SP:Iteration 61Q (1429.680000 sec): 3 clusters Score: Raw -6712479.600080 + Penalty 5350.068439 = -6707129.531641 nChanged 14 SP:Iteration 62Q (1430.040000 sec): 3 clusters Score: Raw -6712480.246847 + Penalty 5350.068439 = -6707130.178408 nChanged 18 SP:Iteration 63Q (1430.440000 sec): 3 clusters Score: Raw -6712481.099688 + Penalty 5350.068439 = -6707131.031249 nChanged 14 SP:Iteration 64Q (1430.890000 sec): 3 clusters Score: Raw -6712481.813957 + Penalty 5350.068439 = -6707131.745518 nChanged 15 SP:Iteration 65Q (1431.310000 sec): 3 clusters Score: Raw -6712482.474200 + Penalty 5350.068439 = -6707132.405761 nChanged 9 SP:Iteration 66Q (1431.700000 sec): 3 clusters Score: Raw -6712482.954499 + Penalty 5350.068439 = -6707132.886060 nChanged 9 SP:Iteration 67Q (1432.170000 sec): 3 clusters Score: Raw -6712483.456813 + Penalty 5350.068439 = -6707133.388374 nChanged 11 SP:Iteration 68Q (1432.610000 sec): 3 clusters Score: Raw -6712484.190598 + Penalty 5350.068439 = -6707134.122159 nChanged 11 SP:Iteration 69Q (1433.070000 sec): 3 clusters Score: Raw -6712484.875893 + Penalty 5350.068439 = -6707134.807453 nChanged 14 SP:Iteration 70Q (1433.520000 sec): 3 clusters Score: Raw -6712485.845708 + Penalty 5350.068439 = -6707135.777269 nChanged 14 SP:Iteration 71Q (1433.940000 sec): 3 clusters Score: Raw -6712486.767969 + Penalty 5350.068439 = -6707136.699530 nChanged 15 SP:Iteration 72Q (1434.450000 sec): 3 clusters Score: Raw -6712487.669354 + Penalty 5350.068439 = -6707137.600914 nChanged 18 SP:Iteration 73Q (1434.890000 sec): 3 clusters Score: Raw -6712488.808080 + Penalty 5350.068439 = -6707138.739641 nChanged 23 SP:Iteration 74Q (1435.350000 sec): 3 clusters Score: Raw -6712490.170552 + Penalty 5350.068439 = -6707140.102113 nChanged 15 SP:Iteration 75Q (1435.820000 sec): 3 clusters Score: Raw -6712490.817881 + Penalty 5350.068439 = -6707140.749442 nChanged 8 SP:Iteration 76Q (1436.200000 sec): 3 clusters Score: Raw -6712491.148552 + Penalty 5350.068439 = -6707141.080113 nChanged 7 SP:Iteration 77Q (1436.750000 sec): 3 clusters Score: Raw -6712491.476131 + Penalty 5350.068439 = -6707141.407692 nChanged 2 SP:Iteration 78Q (1437.200000 sec): 3 clusters Score: Raw -6712491.604119 + Penalty 5350.068439 = -6707141.535680 nChanged 3 SP:Iteration 79Q (1437.730000 sec): 3 clusters Score: Raw -6712491.670548 + Penalty 5350.068439 = -6707141.602109 nChanged 0 SP:Iteration 80F (1438.250000 sec): 3 clusters Score: Raw -6712491.670548 + Penalty 5350.068439 = -6707141.602109 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 11 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.340000 sec): 2 clusters Score: Raw -32003.305474 + Penalty 1357.123127 = -30646.182347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.510000 sec): 3 clusters Score: Raw -32165.680150 + Penalty 2714.246254 = -29451.433896 nChanged 17 SP:Iteration 1F (1438.690000 sec): 3 clusters Score: Raw -32225.693223 + Penalty 2714.246254 = -29511.446968 nChanged 5 SP:Iteration 2Q (1438.910000 sec): 3 clusters Score: Raw -32256.531185 + Penalty 2714.246254 = -29542.284931 nChanged 1 SP:Iteration 3Q (1439.060000 sec): 3 clusters Score: Raw -32258.610898 + Penalty 2714.246254 = -29544.364644 nChanged 0 SP:Iteration 4F (1439.260000 sec): 3 clusters Score: Raw -32258.610898 + Penalty 2714.246254 = -29544.364644 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 12 (137871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1440.060000 sec): 2 clusters Score: Raw -20079227.285895 + Penalty 2934.850289 = -20076292.435607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1441.030000 sec): 3 clusters Score: Raw -19990191.292310 + Penalty 5869.700577 = -19984321.591733 nChanged 65665 SP:Iteration 1F (1441.990000 sec): 3 clusters Score: Raw -20028451.814760 + Penalty 5869.700577 = -20022582.114183 nChanged 5638 SP:Iteration 2Q (1442.940000 sec): 3 clusters Score: Raw -20030684.897959 + Penalty 5869.700577 = -20024815.197382 nChanged 7507 SP:Iteration 3F (1443.870000 sec): 3 clusters Score: Raw -20034930.799392 + Penalty 5869.700577 = -20029061.098815 nChanged 9961 SP:Iteration 4F (1444.870000 sec): 3 clusters Score: Raw -20042361.517390 + Penalty 5869.700577 = -20036491.816813 nChanged 12090 SP:Iteration 5F (1445.970000 sec): 3 clusters Score: Raw -20051744.153077 + Penalty 5869.700577 = -20045874.452500 nChanged 11238 SP:Iteration 6F (1447.030000 sec): 3 clusters Score: Raw -20059086.427036 + Penalty 5869.700577 = -20053216.726459 nChanged 8317 SP:Iteration 7F (1448.070000 sec): 3 clusters Score: Raw -20063061.519468 + Penalty 5869.700577 = -20057191.818891 nChanged 5583 SP:Iteration 8Q (1449.150000 sec): 3 clusters Score: Raw -20064946.575625 + Penalty 5869.700577 = -20059076.875048 nChanged 3729 SP:Iteration 9Q (1450.170000 sec): 3 clusters Score: Raw -20065963.991758 + Penalty 5869.700577 = -20060094.291181 nChanged 2861 SP:Iteration 10Q (1451.270000 sec): 3 clusters Score: Raw -20066674.221105 + Penalty 5869.700577 = -20060804.520528 nChanged 2381 SP:Iteration 11Q (1452.340000 sec): 3 clusters Score: Raw -20067248.012051 + Penalty 5869.700577 = -20061378.311474 nChanged 2280 SP:Iteration 12Q (1453.310000 sec): 3 clusters Score: Raw -20067849.544348 + Penalty 5869.700577 = -20061979.843771 nChanged 2422 SP:Iteration 13Q (1454.370000 sec): 3 clusters Score: Raw -20068558.921339 + Penalty 5869.700577 = -20062689.220762 nChanged 2503 SP:Iteration 14Q (1455.350000 sec): 3 clusters Score: Raw -20069376.167912 + Penalty 5869.700577 = -20063506.467335 nChanged 2659 SP:Iteration 15Q (1456.380000 sec): 3 clusters Score: Raw -20070373.776303 + Penalty 5869.700577 = -20064504.075726 nChanged 2813 SP:Iteration 16Q (1457.400000 sec): 3 clusters Score: Raw -20071540.556415 + Penalty 5869.700577 = -20065670.855838 nChanged 2804 SP:Iteration 17Q (1458.420000 sec): 3 clusters Score: Raw -20072767.957172 + Penalty 5869.700577 = -20066898.256595 nChanged 2701 SP:Iteration 18Q (1459.580000 sec): 3 clusters Score: Raw -20074009.056014 + Penalty 5869.700577 = -20068139.355436 nChanged 2547 SP:Iteration 19Q (1460.650000 sec): 3 clusters Score: Raw -20075207.945340 + Penalty 5869.700577 = -20069338.244763 nChanged 2276 SP:Iteration 20F (1461.680000 sec): 3 clusters Score: Raw -20076306.736907 + Penalty 5869.700577 = -20070437.036329 nChanged 2010 SP:Iteration 21Q (1462.610000 sec): 3 clusters Score: Raw -20077273.238008 + Penalty 5869.700577 = -20071403.537431 nChanged 1684 SP:Iteration 22Q (1463.570000 sec): 3 clusters Score: Raw -20078078.611010 + Penalty 5869.700577 = -20072208.910432 nChanged 1361 SP:Iteration 23Q (1464.430000 sec): 3 clusters Score: Raw -20078720.703207 + Penalty 5869.700577 = -20072851.002630 nChanged 1022 SP:Iteration 24Q (1465.300000 sec): 3 clusters Score: Raw -20079181.610748 + Penalty 5869.700577 = -20073311.910171 nChanged 764 SP:Iteration 25Q (1466.300000 sec): 3 clusters Score: Raw -20079519.807291 + Penalty 5869.700577 = -20073650.106714 nChanged 635 SP:Iteration 26Q (1467.190000 sec): 3 clusters Score: Raw -20079784.696981 + Penalty 5869.700577 = -20073914.996404 nChanged 475 SP:Iteration 27Q (1468.090000 sec): 3 clusters Score: Raw -20079977.428465 + Penalty 5869.700577 = -20074107.727888 nChanged 365 SP:Iteration 28Q (1469.100000 sec): 3 clusters Score: Raw -20080126.267147 + Penalty 5869.700577 = -20074256.566570 nChanged 270 SP:Iteration 29Q (1470.110000 sec): 3 clusters Score: Raw -20080222.612206 + Penalty 5869.700577 = -20074352.911628 nChanged 218 SP:Iteration 30Q (1471.150000 sec): 3 clusters Score: Raw -20080288.950194 + Penalty 5869.700577 = -20074419.249617 nChanged 153 SP:Iteration 31Q (1471.950000 sec): 3 clusters Score: Raw -20080337.886867 + Penalty 5869.700577 = -20074468.186290 nChanged 125 SP:Iteration 32Q (1472.820000 sec): 3 clusters Score: Raw -20080374.057787 + Penalty 5869.700577 = -20074504.357209 nChanged 97 SP:Iteration 33Q (1473.620000 sec): 3 clusters Score: Raw -20080397.036939 + Penalty 5869.700577 = -20074527.336361 nChanged 74 SP:Iteration 34Q (1474.510000 sec): 3 clusters Score: Raw -20080410.757446 + Penalty 5869.700577 = -20074541.056868 nChanged 58 SP:Iteration 35Q (1475.480000 sec): 3 clusters Score: Raw -20080423.585423 + Penalty 5869.700577 = -20074553.884845 nChanged 60 SP:Iteration 36Q (1476.440000 sec): 3 clusters Score: Raw -20080437.554524 + Penalty 5869.700577 = -20074567.853947 nChanged 55 SP:Iteration 37Q (1477.320000 sec): 3 clusters Score: Raw -20080448.758195 + Penalty 5869.700577 = -20074579.057617 nChanged 48 SP:Iteration 38Q (1478.200000 sec): 3 clusters Score: Raw -20080457.978879 + Penalty 5869.700577 = -20074588.278302 nChanged 35 SP:Iteration 39Q (1479.050000 sec): 3 clusters Score: Raw -20080464.600901 + Penalty 5869.700577 = -20074594.900324 nChanged 31 SP:Iteration 40F (1480.020000 sec): 3 clusters Score: Raw -20080471.173661 + Penalty 5869.700577 = -20074601.473084 nChanged 21 SP:Iteration 41Q (1480.830000 sec): 3 clusters Score: Raw -20080475.487966 + Penalty 5869.700577 = -20074605.787389 nChanged 19 SP:Iteration 42Q (1481.610000 sec): 3 clusters Score: Raw -20080479.626467 + Penalty 5869.700577 = -20074609.925890 nChanged 22 SP:Iteration 43Q (1482.440000 sec): 3 clusters Score: Raw -20080483.305054 + Penalty 5869.700577 = -20074613.604477 nChanged 19 SP:Iteration 44Q (1483.280000 sec): 3 clusters Score: Raw -20080487.414716 + Penalty 5869.700577 = -20074617.714139 nChanged 20 SP:Iteration 45Q (1484.330000 sec): 3 clusters Score: Raw -20080491.306994 + Penalty 5869.700577 = -20074621.606417 nChanged 19 SP:Iteration 46Q (1485.240000 sec): 3 clusters Score: Raw -20080494.721106 + Penalty 5869.700577 = -20074625.020529 nChanged 13 SP:Iteration 47Q (1486.040000 sec): 3 clusters Score: Raw -20080497.549167 + Penalty 5869.700577 = -20074627.848590 nChanged 16 SP:Iteration 48Q (1486.970000 sec): 3 clusters Score: Raw -20080500.934050 + Penalty 5869.700577 = -20074631.233473 nChanged 12 SP:Iteration 49Q (1487.720000 sec): 3 clusters Score: Raw -20080503.287739 + Penalty 5869.700577 = -20074633.587161 nChanged 10 SP:Iteration 50Q (1488.620000 sec): 3 clusters Score: Raw -20080504.820771 + Penalty 5869.700577 = -20074635.120193 nChanged 9 SP:Iteration 51Q (1489.480000 sec): 3 clusters Score: Raw -20080506.203764 + Penalty 5869.700577 = -20074636.503186 nChanged 11 SP:Iteration 52Q (1490.300000 sec): 3 clusters Score: Raw -20080508.378028 + Penalty 5869.700577 = -20074638.677451 nChanged 10 SP:Iteration 53Q (1491.140000 sec): 3 clusters Score: Raw -20080510.425389 + Penalty 5869.700577 = -20074640.724812 nChanged 11 SP:Iteration 54Q (1492.000000 sec): 3 clusters Score: Raw -20080512.499291 + Penalty 5869.700577 = -20074642.798713 nChanged 15 SP:Iteration 55Q (1492.790000 sec): 3 clusters Score: Raw -20080515.551814 + Penalty 5869.700577 = -20074645.851236 nChanged 14 SP:Iteration 56Q (1493.580000 sec): 3 clusters Score: Raw -20080517.939271 + Penalty 5869.700577 = -20074648.238693 nChanged 14 SP:Iteration 57Q (1494.350000 sec): 3 clusters Score: Raw -20080520.166493 + Penalty 5869.700577 = -20074650.465916 nChanged 10 SP:Iteration 58Q (1495.190000 sec): 3 clusters Score: Raw -20080522.323514 + Penalty 5869.700577 = -20074652.622936 nChanged 11 SP:Iteration 59Q (1496.050000 sec): 3 clusters Score: Raw -20080524.263428 + Penalty 5869.700577 = -20074654.562851 nChanged 11 SP:Iteration 60F (1496.980000 sec): 3 clusters Score: Raw -20080526.017951 + Penalty 5869.700577 = -20074656.317374 nChanged 6 SP:Iteration 61Q (1497.820000 sec): 3 clusters Score: Raw -20080527.146123 + Penalty 5869.700577 = -20074657.445546 nChanged 7 SP:Iteration 62Q (1498.600000 sec): 3 clusters Score: Raw -20080528.353567 + Penalty 5869.700577 = -20074658.652990 nChanged 3 SP:Iteration 63Q (1499.450000 sec): 3 clusters Score: Raw -20080528.806762 + Penalty 5869.700577 = -20074659.106185 nChanged 3 SP:Iteration 64Q (1500.390000 sec): 3 clusters Score: Raw -20080529.376922 + Penalty 5869.700577 = -20074659.676344 nChanged 1 SP:Iteration 65Q (1501.620000 sec): 3 clusters Score: Raw -20080529.434358 + Penalty 5869.700577 = -20074659.733781 nChanged 0 SP:Iteration 66F (1502.640000 sec): 3 clusters Score: Raw -20080529.434358 + Penalty 5869.700577 = -20074659.733781 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 13 (1187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1502.840000 sec): 2 clusters Score: Raw -142134.876062 + Penalty 1755.637730 = -140379.238332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1503.030000 sec): 3 clusters Score: Raw -142090.449095 + Penalty 3511.275460 = -138579.173636 nChanged 401 SP:Iteration 1F (1503.210000 sec): 3 clusters Score: Raw -142987.144208 + Penalty 3511.275460 = -139475.868748 nChanged 157 SP:Iteration 2F (1503.400000 sec): 3 clusters Score: Raw -143529.484546 + Penalty 3511.275460 = -140018.209086 nChanged 103 SP:Iteration 3F (1503.580000 sec): 3 clusters Score: Raw -144144.421275 + Penalty 3511.275460 = -140633.145815 nChanged 76 SP:Iteration 4F (1503.770000 sec): 3 clusters Score: Raw -144440.461649 + Penalty 3511.275460 = -140929.186189 nChanged 27 SP:Iteration 5Q (1503.980000 sec): 3 clusters Score: Raw -144524.465842 + Penalty 3511.275460 = -141013.190382 nChanged 15 SP:Iteration 6Q (1504.150000 sec): 3 clusters Score: Raw -144558.242811 + Penalty 3511.275460 = -141046.967351 nChanged 4 SP:Iteration 7Q (1504.370000 sec): 3 clusters Score: Raw -144560.755356 + Penalty 3511.275460 = -141049.479896 nChanged 3 SP:Iteration 8Q (1504.630000 sec): 3 clusters Score: Raw -144564.328296 + Penalty 3511.275460 = -141053.052837 nChanged 4 SP:Iteration 9Q (1504.800000 sec): 3 clusters Score: Raw -144570.054253 + Penalty 3511.275460 = -141058.778794 nChanged 5 SP:Iteration 10Q (1504.970000 sec): 3 clusters Score: Raw -144577.439779 + Penalty 3511.275460 = -141066.164320 nChanged 3 SP:Iteration 11Q (1505.150000 sec): 3 clusters Score: Raw -144585.269751 + Penalty 3511.275460 = -141073.994291 nChanged 1 SP:Iteration 12Q (1505.330000 sec): 3 clusters Score: Raw -144586.514475 + Penalty 3511.275460 = -141075.239015 nChanged 0 SP:Iteration 13F (1505.530000 sec): 3 clusters Score: Raw -144586.514475 + Penalty 3511.275460 = -141075.239015 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 14 (30989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1505.770000 sec): 2 clusters Score: Raw -4574848.992909 + Penalty 2564.664120 = -4572284.328788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1506.100000 sec): 3 clusters Score: Raw -4556096.471501 + Penalty 5129.328241 = -4550967.143260 nChanged 14073 SP:Iteration 1F (1506.430000 sec): 3 clusters Score: Raw -4564058.478324 + Penalty 5129.328241 = -4558929.150084 nChanged 1664 SP:Iteration 2F (1506.800000 sec): 3 clusters Score: Raw -4564762.330041 + Penalty 5129.328241 = -4559633.001801 nChanged 1678 SP:Iteration 3F (1507.120000 sec): 3 clusters Score: Raw -4565571.617157 + Penalty 5129.328241 = -4560442.288917 nChanged 1782 SP:Iteration 4F (1507.490000 sec): 3 clusters Score: Raw -4566498.954948 + Penalty 5129.328241 = -4561369.626707 nChanged 1800 SP:Iteration 5F (1507.880000 sec): 3 clusters Score: Raw -4567542.660835 + Penalty 5129.328241 = -4562413.332595 nChanged 1934 SP:Iteration 6F (1508.190000 sec): 3 clusters Score: Raw -4568817.167455 + Penalty 5129.328241 = -4563687.839215 nChanged 1891 SP:Iteration 7F (1508.610000 sec): 3 clusters Score: Raw -4570164.367677 + Penalty 5129.328241 = -4565035.039436 nChanged 1739 SP:Iteration 8F (1508.970000 sec): 3 clusters Score: Raw -4571445.548383 + Penalty 5129.328241 = -4566316.220142 nChanged 1474 SP:Iteration 9Q (1509.420000 sec): 3 clusters Score: Raw -4572527.631710 + Penalty 5129.328241 = -4567398.303469 nChanged 1078 SP:Iteration 10Q (1509.790000 sec): 3 clusters Score: Raw -4573282.570375 + Penalty 5129.328241 = -4568153.242134 nChanged 805 SP:Iteration 11Q (1510.250000 sec): 3 clusters Score: Raw -4573851.137313 + Penalty 5129.328241 = -4568721.809072 nChanged 604 SP:Iteration 12Q (1510.660000 sec): 3 clusters Score: Raw -4574272.396882 + Penalty 5129.328241 = -4569143.068642 nChanged 407 SP:Iteration 13Q (1511.070000 sec): 3 clusters Score: Raw -4574534.049108 + Penalty 5129.328241 = -4569404.720867 nChanged 292 SP:Iteration 14Q (1511.370000 sec): 3 clusters Score: Raw -4574716.859508 + Penalty 5129.328241 = -4569587.531268 nChanged 219 SP:Iteration 15Q (1511.770000 sec): 3 clusters Score: Raw -4574857.094626 + Penalty 5129.328241 = -4569727.766385 nChanged 143 SP:Iteration 16Q (1512.150000 sec): 3 clusters Score: Raw -4574937.092086 + Penalty 5129.328241 = -4569807.763846 nChanged 104 SP:Iteration 17Q (1512.490000 sec): 3 clusters Score: Raw -4575002.119994 + Penalty 5129.328241 = -4569872.791753 nChanged 77 SP:Iteration 18Q (1512.850000 sec): 3 clusters Score: Raw -4575045.767218 + Penalty 5129.328241 = -4569916.438978 nChanged 61 SP:Iteration 19Q (1513.180000 sec): 3 clusters Score: Raw -4575078.500406 + Penalty 5129.328241 = -4569949.172165 nChanged 46 SP:Iteration 20F (1513.530000 sec): 3 clusters Score: Raw -4575110.331670 + Penalty 5129.328241 = -4569981.003429 nChanged 38 SP:Iteration 21Q (1513.910000 sec): 3 clusters Score: Raw -4575135.764055 + Penalty 5129.328241 = -4570006.435814 nChanged 38 SP:Iteration 22Q (1514.240000 sec): 3 clusters Score: Raw -4575160.189138 + Penalty 5129.328241 = -4570030.860897 nChanged 37 SP:Iteration 23Q (1514.550000 sec): 3 clusters Score: Raw -4575182.052736 + Penalty 5129.328241 = -4570052.724495 nChanged 27 SP:Iteration 24Q (1514.890000 sec): 3 clusters Score: Raw -4575197.821948 + Penalty 5129.328241 = -4570068.493707 nChanged 31 SP:Iteration 25Q (1515.230000 sec): 3 clusters Score: Raw -4575219.698246 + Penalty 5129.328241 = -4570090.370006 nChanged 26 SP:Iteration 26Q (1515.590000 sec): 3 clusters Score: Raw -4575235.427184 + Penalty 5129.328241 = -4570106.098944 nChanged 25 SP:Iteration 27Q (1515.870000 sec): 3 clusters Score: Raw -4575251.570440 + Penalty 5129.328241 = -4570122.242200 nChanged 18 SP:Iteration 28Q (1516.240000 sec): 3 clusters Score: Raw -4575264.148323 + Penalty 5129.328241 = -4570134.820082 nChanged 16 SP:Iteration 29Q (1516.610000 sec): 3 clusters Score: Raw -4575274.302918 + Penalty 5129.328241 = -4570144.974678 nChanged 15 SP:Iteration 30Q (1516.950000 sec): 3 clusters Score: Raw -4575281.134632 + Penalty 5129.328241 = -4570151.806392 nChanged 5 SP:Iteration 31Q (1517.340000 sec): 3 clusters Score: Raw -4575284.084882 + Penalty 5129.328241 = -4570154.756642 nChanged 6 SP:Iteration 32Q (1517.720000 sec): 3 clusters Score: Raw -4575288.072098 + Penalty 5129.328241 = -4570158.743857 nChanged 10 SP:Iteration 33Q (1518.120000 sec): 3 clusters Score: Raw -4575294.822760 + Penalty 5129.328241 = -4570165.494519 nChanged 9 SP:Iteration 34Q (1518.500000 sec): 3 clusters Score: Raw -4575299.227932 + Penalty 5129.328241 = -4570169.899691 nChanged 7 SP:Iteration 35Q (1518.820000 sec): 3 clusters Score: Raw -4575303.666023 + Penalty 5129.328241 = -4570174.337783 nChanged 8 SP:Iteration 36Q (1519.230000 sec): 3 clusters Score: Raw -4575309.156771 + Penalty 5129.328241 = -4570179.828531 nChanged 6 SP:Iteration 37Q (1519.610000 sec): 3 clusters Score: Raw -4575312.391962 + Penalty 5129.328241 = -4570183.063722 nChanged 6 SP:Iteration 38Q (1519.920000 sec): 3 clusters Score: Raw -4575314.959192 + Penalty 5129.328241 = -4570185.630952 nChanged 3 SP:Iteration 39Q (1520.270000 sec): 3 clusters Score: Raw -4575315.840907 + Penalty 5129.328241 = -4570186.512667 nChanged 3 SP:Iteration 40F (1520.630000 sec): 3 clusters Score: Raw -4575317.383784 + Penalty 5129.328241 = -4570188.055543 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 15 (55333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1520.990000 sec): 2 clusters Score: Raw -8101718.027777 + Penalty 2708.438939 = -8099009.588838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1521.490000 sec): 3 clusters Score: Raw -8067196.711047 + Penalty 5416.877878 = -8061779.833169 nChanged 25755 SP:Iteration 1F (1521.990000 sec): 3 clusters Score: Raw -8081448.111058 + Penalty 5416.877878 = -8076031.233180 nChanged 2346 SP:Iteration 2Q (1522.470000 sec): 3 clusters Score: Raw -8082130.698924 + Penalty 5416.877878 = -8076713.821046 nChanged 2296 SP:Iteration 3Q (1523.000000 sec): 3 clusters Score: Raw -8082840.757815 + Penalty 5416.877878 = -8077423.879937 nChanged 2347 SP:Iteration 4Q (1523.500000 sec): 3 clusters Score: Raw -8083665.256321 + Penalty 5416.877878 = -8078248.378442 nChanged 2514 SP:Iteration 5Q (1523.950000 sec): 3 clusters Score: Raw -8084709.077583 + Penalty 5416.877878 = -8079292.199705 nChanged 2829 SP:Iteration 6F (1524.430000 sec): 3 clusters Score: Raw -8086141.414056 + Penalty 5416.877878 = -8080724.536177 nChanged 3267 SP:Iteration 7F (1524.870000 sec): 3 clusters Score: Raw -8088195.036460 + Penalty 5416.877878 = -8082778.158581 nChanged 3694 SP:Iteration 8F (1525.370000 sec): 3 clusters Score: Raw -8090967.118849 + Penalty 5416.877878 = -8085550.240971 nChanged 3701 SP:Iteration 9F (1525.900000 sec): 3 clusters Score: Raw -8094028.331756 + Penalty 5416.877878 = -8088611.453877 nChanged 3257 SP:Iteration 10F (1526.410000 sec): 3 clusters Score: Raw -8096852.438134 + Penalty 5416.877878 = -8091435.560256 nChanged 2519 SP:Iteration 11Q (1526.970000 sec): 3 clusters Score: Raw -8099035.114018 + Penalty 5416.877878 = -8093618.236140 nChanged 1631 SP:Iteration 12Q (1527.480000 sec): 3 clusters Score: Raw -8100430.810655 + Penalty 5416.877878 = -8095013.932777 nChanged 935 SP:Iteration 13Q (1527.950000 sec): 3 clusters Score: Raw -8101212.401089 + Penalty 5416.877878 = -8095795.523211 nChanged 463 SP:Iteration 14Q (1528.450000 sec): 3 clusters Score: Raw -8101587.723095 + Penalty 5416.877878 = -8096170.845217 nChanged 262 SP:Iteration 15Q (1528.920000 sec): 3 clusters Score: Raw -8101816.874417 + Penalty 5416.877878 = -8096399.996539 nChanged 154 SP:Iteration 16Q (1529.420000 sec): 3 clusters Score: Raw -8101959.579825 + Penalty 5416.877878 = -8096542.701947 nChanged 101 SP:Iteration 17Q (1529.860000 sec): 3 clusters Score: Raw -8102050.324899 + Penalty 5416.877878 = -8096633.447021 nChanged 60 SP:Iteration 18Q (1530.400000 sec): 3 clusters Score: Raw -8102100.099332 + Penalty 5416.877878 = -8096683.221454 nChanged 33 SP:Iteration 19Q (1530.890000 sec): 3 clusters Score: Raw -8102121.023424 + Penalty 5416.877878 = -8096704.145546 nChanged 21 SP:Iteration 20F (1531.440000 sec): 3 clusters Score: Raw -8102135.451560 + Penalty 5416.877878 = -8096718.573682 nChanged 11 SP:Iteration 21Q (1531.970000 sec): 3 clusters Score: Raw -8102144.272366 + Penalty 5416.877878 = -8096727.394488 nChanged 10 SP:Iteration 22Q (1532.430000 sec): 3 clusters Score: Raw -8102151.645659 + Penalty 5416.877878 = -8096734.767781 nChanged 10 SP:Iteration 23Q (1532.900000 sec): 3 clusters Score: Raw -8102156.355129 + Penalty 5416.877878 = -8096739.477251 nChanged 5 SP:Iteration 24Q (1533.430000 sec): 3 clusters Score: Raw -8102159.641823 + Penalty 5416.877878 = -8096742.763945 nChanged 5 SP:Iteration 25Q (1533.840000 sec): 3 clusters Score: Raw -8102164.516004 + Penalty 5416.877878 = -8096747.638126 nChanged 6 SP:Iteration 26Q (1534.280000 sec): 3 clusters Score: Raw -8102169.381671 + Penalty 5416.877878 = -8096752.503793 nChanged 9 SP:Iteration 27Q (1534.850000 sec): 3 clusters Score: Raw -8102180.711559 + Penalty 5416.877878 = -8096763.833681 nChanged 9 SP:Iteration 28Q (1535.340000 sec): 3 clusters Score: Raw -8102188.548492 + Penalty 5416.877878 = -8096771.670614 nChanged 6 SP:Iteration 29Q (1535.840000 sec): 3 clusters Score: Raw -8102194.934801 + Penalty 5416.877878 = -8096778.056923 nChanged 2 SP:Iteration 30Q (1536.280000 sec): 3 clusters Score: Raw -8102195.461128 + Penalty 5416.877878 = -8096778.583249 nChanged 1 SP:Iteration 31Q (1536.760000 sec): 3 clusters Score: Raw -8102196.990842 + Penalty 5416.877878 = -8096780.112964 nChanged 2 SP:Iteration 32Q (1537.170000 sec): 3 clusters Score: Raw -8102198.038712 + Penalty 5416.877878 = -8096781.160834 nChanged 1 SP:Iteration 33Q (1537.630000 sec): 3 clusters Score: Raw -8102198.591960 + Penalty 5416.877878 = -8096781.714081 nChanged 0 SP:Iteration 34F (1538.100000 sec): 3 clusters Score: Raw -8102198.591960 + Penalty 5416.877878 = -8096781.714081 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 16 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1538.220000 sec): 2 clusters Score: Raw -37920.460908 + Penalty 1389.325468 = -36531.135440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1538.400000 sec): 3 clusters Score: Raw -38137.028747 + Penalty 2778.650935 = -35358.377812 nChanged 41 SP:Iteration 1F (1538.610000 sec): 3 clusters Score: Raw -38271.279851 + Penalty 2778.650935 = -35492.628915 nChanged 11 SP:Iteration 2Q (1538.830000 sec): 3 clusters Score: Raw -38312.282965 + Penalty 2778.650935 = -35533.632030 nChanged 3 SP:Iteration 3Q (1539.000000 sec): 3 clusters Score: Raw -38321.094010 + Penalty 2778.650935 = -35542.443075 nChanged 1 SP:Iteration 4Q (1539.180000 sec): 3 clusters Score: Raw -38327.921735 + Penalty 2778.650935 = -35549.270800 nChanged 0 SP:Iteration 5F (1539.340000 sec): 3 clusters Score: Raw -38327.921735 + Penalty 2778.650935 = -35549.270800 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 17 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1539.400000 sec): 2 clusters Score: Raw -51382.133795 + Penalty 1492.611117 = -49889.522678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1539.610000 sec): 3 clusters Score: Raw -51505.893141 + Penalty 2985.222234 = -48520.670906 nChanged 78 SP:Iteration 1F (1539.850000 sec): 3 clusters Score: Raw -51752.551176 + Penalty 2985.222234 = -48767.328941 nChanged 34 SP:Iteration 2F (1540.040000 sec): 3 clusters Score: Raw -51943.955037 + Penalty 2985.222234 = -48958.732803 nChanged 25 SP:Iteration 3F (1540.300000 sec): 3 clusters Score: Raw -52125.091126 + Penalty 2985.222234 = -49139.868891 nChanged 14 SP:Iteration 4Q (1540.480000 sec): 3 clusters Score: Raw -52252.329503 + Penalty 2985.222234 = -49267.107269 nChanged 8 SP:Iteration 5Q (1540.690000 sec): 3 clusters Score: Raw -52314.433836 + Penalty 2985.222234 = -49329.211602 nChanged 5 SP:Iteration 6Q (1540.870000 sec): 3 clusters Score: Raw -52361.829696 + Penalty 2985.222234 = -49376.607462 nChanged 5 SP:Iteration 7Q (1541.110000 sec): 3 clusters Score: Raw -52436.430566 + Penalty 2985.222234 = -49451.208331 nChanged 6 SP:Iteration 8Q (1541.350000 sec): 3 clusters Score: Raw -52487.516633 + Penalty 2985.222234 = -49502.294398 nChanged 7 SP:Iteration 9Q (1541.530000 sec): 3 clusters Score: Raw -52582.561429 + Penalty 2985.222234 = -49597.339195 nChanged 9 SP:Iteration 10Q (1541.740000 sec): 3 clusters Score: Raw -52770.969716 + Penalty 2985.222234 = -49785.747482 nChanged 7 SP:Iteration 11Q (1541.950000 sec): 3 clusters Score: Raw -52894.858738 + Penalty 2985.222234 = -49909.636504 nChanged 3 SP:Iteration 12Q (1542.130000 sec): 3 clusters Score: Raw -52989.961577 + Penalty 2985.222234 = -50004.739342 nChanged 5 SP:Iteration 13Q (1542.280000 sec): 3 clusters Score: Raw -53059.193377 + Penalty 2985.222234 = -50073.971143 nChanged 4 SP:Iteration 14Q (1542.500000 sec): 3 clusters Score: Raw -53104.892964 + Penalty 2985.222234 = -50119.670730 nChanged 5 SP:Iteration 15Q (1542.690000 sec): 3 clusters Score: Raw -53170.732740 + Penalty 2985.222234 = -50185.510506 nChanged 3 SP:Iteration 16Q (1542.850000 sec): 3 clusters Score: Raw -53228.580718 + Penalty 2985.222234 = -50243.358484 nChanged 1 SP:Iteration 17Q (1543.020000 sec): 3 clusters Score: Raw -53232.473904 + Penalty 2985.222234 = -50247.251669 nChanged 1 SP:Iteration 18Q (1543.200000 sec): 3 clusters Score: Raw -53236.293066 + Penalty 2985.222234 = -50251.070832 nChanged 1 SP:Iteration 19Q (1543.390000 sec): 3 clusters Score: Raw -53238.331453 + Penalty 2985.222234 = -50253.109219 nChanged 0 SP:Iteration 20F (1543.580000 sec): 3 clusters Score: Raw -53242.635260 + Penalty 2985.222234 = -50257.413026 nChanged 4 SP:Iteration 21Q (1543.780000 sec): 3 clusters Score: Raw -53265.983364 + Penalty 2985.222234 = -50280.761130 nChanged 5 SP:Iteration 22Q (1543.960000 sec): 3 clusters Score: Raw -53312.055525 + Penalty 2985.222234 = -50326.833291 nChanged 5 SP:Iteration 23Q (1544.170000 sec): 3 clusters Score: Raw -53359.197709 + Penalty 2985.222234 = -50373.975474 nChanged 4 SP:Iteration 24Q (1544.360000 sec): 3 clusters Score: Raw -53398.894633 + Penalty 2985.222234 = -50413.672398 nChanged 3 SP:Iteration 25Q (1544.600000 sec): 3 clusters Score: Raw -53417.306465 + Penalty 2985.222234 = -50432.084230 nChanged 1 SP:Iteration 26Q (1544.750000 sec): 3 clusters Score: Raw -53423.540167 + Penalty 2985.222234 = -50438.317933 nChanged 2 SP:Iteration 27Q (1544.990000 sec): 3 clusters Score: Raw -53432.233181 + Penalty 2985.222234 = -50447.010946 nChanged 3 SP:Iteration 28Q (1545.160000 sec): 3 clusters Score: Raw -53451.455761 + Penalty 2985.222234 = -50466.233527 nChanged 4 SP:Iteration 29Q (1545.360000 sec): 3 clusters Score: Raw -53476.311640 + Penalty 2985.222234 = -50491.089406 nChanged 5 SP:Iteration 30Q (1545.520000 sec): 3 clusters Score: Raw -53531.832973 + Penalty 2985.222234 = -50546.610738 nChanged 2 SP:Iteration 31Q (1545.710000 sec): 3 clusters Score: Raw -53598.133815 + Penalty 2985.222234 = -50612.911581 nChanged 4 SP:Iteration 32Q (1545.820000 sec): 3 clusters Score: Raw -53799.076837 + Penalty 2985.222234 = -50813.854603 nChanged 0 SP:Iteration 33F (1545.980000 sec): 3 clusters Score: Raw -53799.076837 + Penalty 2985.222234 = -50813.854603 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 18 (1088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1546.070000 sec): 2 clusters Score: Raw -139746.625453 + Penalty 1734.039914 = -138012.585539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1546.240000 sec): 3 clusters Score: Raw -139728.908376 + Penalty 3468.079828 = -136260.828548 nChanged 319 SP:Iteration 1F (1546.460000 sec): 3 clusters Score: Raw -141235.259716 + Penalty 3468.079828 = -137767.179888 nChanged 165 SP:Iteration 2F (1546.650000 sec): 3 clusters Score: Raw -143571.319927 + Penalty 3468.079828 = -140103.240099 nChanged 68 SP:Iteration 3F (1546.840000 sec): 3 clusters Score: Raw -143804.489834 + Penalty 3468.079828 = -140336.410006 nChanged 28 SP:Iteration 4Q (1547.080000 sec): 3 clusters Score: Raw -143944.876957 + Penalty 3468.079828 = -140476.797129 nChanged 17 SP:Iteration 5Q (1547.240000 sec): 3 clusters Score: Raw -144112.322784 + Penalty 3468.079828 = -140644.242956 nChanged 8 SP:Iteration 6Q (1547.440000 sec): 3 clusters Score: Raw -144236.260919 + Penalty 3468.079828 = -140768.181091 nChanged 9 SP:Iteration 7Q (1547.610000 sec): 3 clusters Score: Raw -144331.418903 + Penalty 3468.079828 = -140863.339075 nChanged 5 SP:Iteration 8Q (1547.810000 sec): 3 clusters Score: Raw -144341.280176 + Penalty 3468.079828 = -140873.200348 nChanged 2 SP:Iteration 9Q (1548.010000 sec): 3 clusters Score: Raw -144344.508631 + Penalty 3468.079828 = -140876.428803 nChanged 0 SP:Iteration 10F (1548.170000 sec): 3 clusters Score: Raw -144344.508631 + Penalty 3468.079828 = -140876.428803 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 19 (5649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1548.310000 sec): 2 clusters Score: Raw -776345.674169 + Penalty 2142.529987 = -774203.144182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1548.520000 sec): 3 clusters Score: Raw -773659.192687 + Penalty 4285.059973 = -769374.132714 nChanged 2203 SP:Iteration 1F (1548.750000 sec): 3 clusters Score: Raw -775177.359903 + Penalty 4285.059973 = -770892.299930 nChanged 535 SP:Iteration 2F (1548.960000 sec): 3 clusters Score: Raw -775685.192578 + Penalty 4285.059973 = -771400.132604 nChanged 421 SP:Iteration 3F (1549.170000 sec): 3 clusters Score: Raw -776071.888605 + Penalty 4285.059973 = -771786.828632 nChanged 319 SP:Iteration 4F (1549.380000 sec): 3 clusters Score: Raw -776389.387770 + Penalty 4285.059973 = -772104.327796 nChanged 290 SP:Iteration 5F (1549.600000 sec): 3 clusters Score: Raw -776659.725663 + Penalty 4285.059973 = -772374.665689 nChanged 260 SP:Iteration 6Q (1549.860000 sec): 3 clusters Score: Raw -776950.579235 + Penalty 4285.059973 = -772665.519262 nChanged 247 SP:Iteration 7Q (1550.060000 sec): 3 clusters Score: Raw -777221.498699 + Penalty 4285.059973 = -772936.438726 nChanged 191 SP:Iteration 8Q (1550.290000 sec): 3 clusters Score: Raw -777447.863203 + Penalty 4285.059973 = -773162.803229 nChanged 173 SP:Iteration 9Q (1550.510000 sec): 3 clusters Score: Raw -777697.258468 + Penalty 4285.059973 = -773412.198495 nChanged 173 SP:Iteration 10Q (1550.780000 sec): 3 clusters Score: Raw -777976.397809 + Penalty 4285.059973 = -773691.337835 nChanged 152 SP:Iteration 11Q (1550.970000 sec): 3 clusters Score: Raw -778183.351029 + Penalty 4285.059973 = -773898.291056 nChanged 115 SP:Iteration 12Q (1551.160000 sec): 3 clusters Score: Raw -778302.868230 + Penalty 4285.059973 = -774017.808257 nChanged 92 SP:Iteration 13Q (1551.380000 sec): 3 clusters Score: Raw -778382.887129 + Penalty 4285.059973 = -774097.827155 nChanged 68 SP:Iteration 14Q (1551.580000 sec): 3 clusters Score: Raw -778429.179253 + Penalty 4285.059973 = -774144.119279 nChanged 61 SP:Iteration 15Q (1551.860000 sec): 3 clusters Score: Raw -778474.627639 + Penalty 4285.059973 = -774189.567665 nChanged 59 SP:Iteration 16Q (1552.080000 sec): 3 clusters Score: Raw -778521.130337 + Penalty 4285.059973 = -774236.070364 nChanged 54 SP:Iteration 17Q (1552.340000 sec): 3 clusters Score: Raw -778577.301524 + Penalty 4285.059973 = -774292.241551 nChanged 70 SP:Iteration 18Q (1552.570000 sec): 3 clusters Score: Raw -778671.134832 + Penalty 4285.059973 = -774386.074859 nChanged 67 SP:Iteration 19Q (1552.790000 sec): 3 clusters Score: Raw -778747.646238 + Penalty 4285.059973 = -774462.586265 nChanged 66 SP:Iteration 20F (1552.990000 sec): 3 clusters Score: Raw -778803.410890 + Penalty 4285.059973 = -774518.350916 nChanged 60 SP:Iteration 21Q (1553.210000 sec): 3 clusters Score: Raw -778841.813451 + Penalty 4285.059973 = -774556.753478 nChanged 49 SP:Iteration 22Q (1553.410000 sec): 3 clusters Score: Raw -778869.524105 + Penalty 4285.059973 = -774584.464131 nChanged 42 SP:Iteration 23Q (1553.640000 sec): 3 clusters Score: Raw -778888.317342 + Penalty 4285.059973 = -774603.257368 nChanged 30 SP:Iteration 24Q (1553.850000 sec): 3 clusters Score: Raw -778900.431483 + Penalty 4285.059973 = -774615.371510 nChanged 16 SP:Iteration 25Q (1554.030000 sec): 3 clusters Score: Raw -778906.068092 + Penalty 4285.059973 = -774621.008119 nChanged 18 SP:Iteration 26Q (1554.260000 sec): 3 clusters Score: Raw -778912.835173 + Penalty 4285.059973 = -774627.775199 nChanged 15 SP:Iteration 27Q (1554.420000 sec): 3 clusters Score: Raw -778919.270641 + Penalty 4285.059973 = -774634.210668 nChanged 15 SP:Iteration 28Q (1554.680000 sec): 3 clusters Score: Raw -778925.114379 + Penalty 4285.059973 = -774640.054405 nChanged 18 SP:Iteration 29Q (1554.840000 sec): 3 clusters Score: Raw -778932.243311 + Penalty 4285.059973 = -774647.183338 nChanged 19 SP:Iteration 30Q (1555.100000 sec): 3 clusters Score: Raw -778940.243263 + Penalty 4285.059973 = -774655.183290 nChanged 16 SP:Iteration 31Q (1555.290000 sec): 3 clusters Score: Raw -778948.317487 + Penalty 4285.059973 = -774663.257514 nChanged 22 SP:Iteration 32Q (1555.530000 sec): 3 clusters Score: Raw -778960.079954 + Penalty 4285.059973 = -774675.019980 nChanged 21 SP:Iteration 33Q (1555.720000 sec): 3 clusters Score: Raw -778971.102440 + Penalty 4285.059973 = -774686.042467 nChanged 14 SP:Iteration 34Q (1555.950000 sec): 3 clusters Score: Raw -778977.625850 + Penalty 4285.059973 = -774692.565877 nChanged 13 SP:Iteration 35Q (1556.180000 sec): 3 clusters Score: Raw -778981.927453 + Penalty 4285.059973 = -774696.867480 nChanged 11 SP:Iteration 36Q (1556.390000 sec): 3 clusters Score: Raw -778988.085765 + Penalty 4285.059973 = -774703.025792 nChanged 14 SP:Iteration 37Q (1556.580000 sec): 3 clusters Score: Raw -778995.183279 + Penalty 4285.059973 = -774710.123306 nChanged 11 SP:Iteration 38Q (1556.780000 sec): 3 clusters Score: Raw -778998.351161 + Penalty 4285.059973 = -774713.291187 nChanged 7 SP:Iteration 39Q (1556.980000 sec): 3 clusters Score: Raw -779000.448235 + Penalty 4285.059973 = -774715.388262 nChanged 8 SP:Iteration 40F (1557.180000 sec): 3 clusters Score: Raw -779002.587985 + Penalty 4285.059973 = -774717.528012 nChanged 8 SP:Iteration 41Q (1557.440000 sec): 3 clusters Score: Raw -779005.195898 + Penalty 4285.059973 = -774720.135924 nChanged 4 SP:Iteration 42Q (1557.620000 sec): 3 clusters Score: Raw -779007.257640 + Penalty 4285.059973 = -774722.197667 nChanged 11 SP:Iteration 43Q (1557.860000 sec): 3 clusters Score: Raw -779010.791399 + Penalty 4285.059973 = -774725.731425 nChanged 10 SP:Iteration 44Q (1558.120000 sec): 3 clusters Score: Raw -779015.465934 + Penalty 4285.059973 = -774730.405961 nChanged 7 SP:Iteration 45Q (1558.300000 sec): 3 clusters Score: Raw -779017.764519 + Penalty 4285.059973 = -774732.704546 nChanged 10 SP:Iteration 46Q (1558.510000 sec): 3 clusters Score: Raw -779020.147391 + Penalty 4285.059973 = -774735.087418 nChanged 4 SP:Iteration 47Q (1558.720000 sec): 3 clusters Score: Raw -779021.032239 + Penalty 4285.059973 = -774735.972266 nChanged 0 SP:Iteration 48F (1558.920000 sec): 3 clusters Score: Raw -779021.032239 + Penalty 4285.059973 = -774735.972266 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 21 (3950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1559.080000 sec): 2 clusters Score: Raw -550517.910227 + Penalty 2053.804773 = -548464.105455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1559.240000 sec): 3 clusters Score: Raw -548739.505877 + Penalty 4107.609546 = -544631.896332 nChanged 1464 SP:Iteration 1F (1559.450000 sec): 3 clusters Score: Raw -549673.983370 + Penalty 4107.609546 = -545566.373824 nChanged 367 SP:Iteration 2F (1559.670000 sec): 3 clusters Score: Raw -549984.959044 + Penalty 4107.609546 = -545877.349498 nChanged 265 SP:Iteration 3F (1559.910000 sec): 3 clusters Score: Raw -550210.890488 + Penalty 4107.609546 = -546103.280943 nChanged 208 SP:Iteration 4F (1560.100000 sec): 3 clusters Score: Raw -550394.612100 + Penalty 4107.609546 = -546287.002554 nChanged 181 SP:Iteration 5Q (1560.310000 sec): 3 clusters Score: Raw -550551.622153 + Penalty 4107.609546 = -546444.012608 nChanged 151 SP:Iteration 6Q (1560.510000 sec): 3 clusters Score: Raw -550689.683519 + Penalty 4107.609546 = -546582.073974 nChanged 148 SP:Iteration 7Q (1560.710000 sec): 3 clusters Score: Raw -550818.703485 + Penalty 4107.609546 = -546711.093939 nChanged 113 SP:Iteration 8Q (1560.920000 sec): 3 clusters Score: Raw -550903.079790 + Penalty 4107.609546 = -546795.470245 nChanged 87 SP:Iteration 9Q (1561.120000 sec): 3 clusters Score: Raw -550968.037405 + Penalty 4107.609546 = -546860.427860 nChanged 87 SP:Iteration 10Q (1561.370000 sec): 3 clusters Score: Raw -551032.117903 + Penalty 4107.609546 = -546924.508357 nChanged 66 SP:Iteration 11Q (1561.560000 sec): 3 clusters Score: Raw -551081.512898 + Penalty 4107.609546 = -546973.903353 nChanged 59 SP:Iteration 12Q (1561.800000 sec): 3 clusters Score: Raw -551123.266033 + Penalty 4107.609546 = -547015.656487 nChanged 43 SP:Iteration 13Q (1561.990000 sec): 3 clusters Score: Raw -551149.384810 + Penalty 4107.609546 = -547041.775265 nChanged 33 SP:Iteration 14Q (1562.170000 sec): 3 clusters Score: Raw -551165.686203 + Penalty 4107.609546 = -547058.076658 nChanged 23 SP:Iteration 15Q (1562.380000 sec): 3 clusters Score: Raw -551178.510437 + Penalty 4107.609546 = -547070.900891 nChanged 15 SP:Iteration 16Q (1562.590000 sec): 3 clusters Score: Raw -551186.828806 + Penalty 4107.609546 = -547079.219261 nChanged 16 SP:Iteration 17Q (1562.790000 sec): 3 clusters Score: Raw -551193.454742 + Penalty 4107.609546 = -547085.845196 nChanged 10 SP:Iteration 18Q (1563.010000 sec): 3 clusters Score: Raw -551197.461190 + Penalty 4107.609546 = -547089.851644 nChanged 12 SP:Iteration 19Q (1563.220000 sec): 3 clusters Score: Raw -551202.325067 + Penalty 4107.609546 = -547094.715521 nChanged 10 SP:Iteration 20F (1563.430000 sec): 3 clusters Score: Raw -551205.785536 + Penalty 4107.609546 = -547098.175991 nChanged 7 SP:Iteration 21Q (1563.600000 sec): 3 clusters Score: Raw -551209.171578 + Penalty 4107.609546 = -547101.562032 nChanged 10 SP:Iteration 22Q (1563.780000 sec): 3 clusters Score: Raw -551213.965107 + Penalty 4107.609546 = -547106.355561 nChanged 9 SP:Iteration 23Q (1564.010000 sec): 3 clusters Score: Raw -551217.304994 + Penalty 4107.609546 = -547109.695449 nChanged 7 SP:Iteration 24Q (1564.230000 sec): 3 clusters Score: Raw -551218.902972 + Penalty 4107.609546 = -547111.293426 nChanged 4 SP:Iteration 25Q (1564.460000 sec): 3 clusters Score: Raw -551220.007809 + Penalty 4107.609546 = -547112.398264 nChanged 3 SP:Iteration 26Q (1564.640000 sec): 3 clusters Score: Raw -551221.194328 + Penalty 4107.609546 = -547113.584783 nChanged 3 SP:Iteration 27Q (1564.880000 sec): 3 clusters Score: Raw -551222.184300 + Penalty 4107.609546 = -547114.574754 nChanged 1 SP:Iteration 28Q (1565.100000 sec): 3 clusters Score: Raw -551222.464400 + Penalty 4107.609546 = -547114.854855 nChanged 0 SP:Iteration 29F (1565.290000 sec): 3 clusters Score: Raw -551222.464400 + Penalty 4107.609546 = -547114.854855 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 22 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1565.450000 sec): 2 clusters Score: Raw -78253.555092 + Penalty 1596.958892 = -76656.596200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1565.620000 sec): 3 clusters Score: Raw -78456.343806 + Penalty 3193.917784 = -75262.426022 nChanged 151 SP:Iteration 1F (1565.780000 sec): 3 clusters Score: Raw -79059.581418 + Penalty 3193.917784 = -75865.663634 nChanged 59 SP:Iteration 2F (1565.950000 sec): 3 clusters Score: Raw -79471.805108 + Penalty 3193.917784 = -76277.887324 nChanged 45 SP:Iteration 3F (1566.140000 sec): 3 clusters Score: Raw -79855.269722 + Penalty 3193.917784 = -76661.351938 nChanged 44 SP:Iteration 4F (1566.300000 sec): 3 clusters Score: Raw -80174.407829 + Penalty 3193.917784 = -76980.490045 nChanged 27 SP:Iteration 5Q (1566.530000 sec): 3 clusters Score: Raw -80336.490393 + Penalty 3193.917784 = -77142.572609 nChanged 18 SP:Iteration 6Q (1566.700000 sec): 3 clusters Score: Raw -80426.251320 + Penalty 3193.917784 = -77232.333536 nChanged 6 SP:Iteration 7Q (1566.900000 sec): 3 clusters Score: Raw -80448.220955 + Penalty 3193.917784 = -77254.303171 nChanged 4 SP:Iteration 8Q (1567.100000 sec): 3 clusters Score: Raw -80463.687346 + Penalty 3193.917784 = -77269.769562 nChanged 2 SP:Iteration 9Q (1567.320000 sec): 3 clusters Score: Raw -80472.240454 + Penalty 3193.917784 = -77278.322670 nChanged 2 SP:Iteration 10Q (1567.460000 sec): 3 clusters Score: Raw -80478.083189 + Penalty 3193.917784 = -77284.165405 nChanged 3 SP:Iteration 11Q (1567.640000 sec): 3 clusters Score: Raw -80493.454021 + Penalty 3193.917784 = -77299.536237 nChanged 5 SP:Iteration 12Q (1567.790000 sec): 3 clusters Score: Raw -80537.677732 + Penalty 3193.917784 = -77343.759948 nChanged 5 SP:Iteration 13Q (1567.990000 sec): 3 clusters Score: Raw -80628.079719 + Penalty 3193.917784 = -77434.161935 nChanged 3 SP:Iteration 14Q (1568.190000 sec): 3 clusters Score: Raw -80686.563617 + Penalty 3193.917784 = -77492.645833 nChanged 2 SP:Iteration 15Q (1568.350000 sec): 3 clusters Score: Raw -80711.835537 + Penalty 3193.917784 = -77517.917753 nChanged 0 SP:Iteration 16F (1568.560000 sec): 3 clusters Score: Raw -80711.835537 + Penalty 3193.917784 = -77517.917753 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 23 (103447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1569.160000 sec): 2 clusters Score: Raw -15242264.725137 + Penalty 2863.610041 = -15239401.115096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1569.930000 sec): 3 clusters Score: Raw -15175899.946453 + Penalty 5727.220083 = -15170172.726370 nChanged 48920 SP:Iteration 1F (1570.720000 sec): 3 clusters Score: Raw -15204071.575249 + Penalty 5727.220083 = -15198344.355166 nChanged 4562 SP:Iteration 2Q (1571.590000 sec): 3 clusters Score: Raw -15206172.187767 + Penalty 5727.220083 = -15200444.967685 nChanged 6405 SP:Iteration 3F (1572.420000 sec): 3 clusters Score: Raw -15210611.098078 + Penalty 5727.220083 = -15204883.877996 nChanged 8737 SP:Iteration 4F (1573.240000 sec): 3 clusters Score: Raw -15218709.484437 + Penalty 5727.220083 = -15212982.264354 nChanged 10178 SP:Iteration 5F (1574.060000 sec): 3 clusters Score: Raw -15227787.097075 + Penalty 5727.220083 = -15222059.876992 nChanged 8474 SP:Iteration 6F (1574.940000 sec): 3 clusters Score: Raw -15233250.492237 + Penalty 5727.220083 = -15227523.272154 nChanged 5445 SP:Iteration 7F (1575.670000 sec): 3 clusters Score: Raw -15235459.268432 + Penalty 5727.220083 = -15229732.048349 nChanged 3196 SP:Iteration 8Q (1576.640000 sec): 3 clusters Score: Raw -15236305.900726 + Penalty 5727.220083 = -15230578.680643 nChanged 1919 SP:Iteration 9Q (1577.480000 sec): 3 clusters Score: Raw -15236688.127013 + Penalty 5727.220083 = -15230960.906930 nChanged 1311 SP:Iteration 10Q (1578.320000 sec): 3 clusters Score: Raw -15236898.328424 + Penalty 5727.220083 = -15231171.108341 nChanged 986 SP:Iteration 11Q (1579.190000 sec): 3 clusters Score: Raw -15237029.563963 + Penalty 5727.220083 = -15231302.343880 nChanged 809 SP:Iteration 12Q (1580.040000 sec): 3 clusters Score: Raw -15237124.603817 + Penalty 5727.220083 = -15231397.383735 nChanged 687 SP:Iteration 13Q (1580.840000 sec): 3 clusters Score: Raw -15237200.396309 + Penalty 5727.220083 = -15231473.176226 nChanged 611 SP:Iteration 14Q (1581.670000 sec): 3 clusters Score: Raw -15237259.078869 + Penalty 5727.220083 = -15231531.858787 nChanged 513 SP:Iteration 15Q (1582.460000 sec): 3 clusters Score: Raw -15237306.259708 + Penalty 5727.220083 = -15231579.039625 nChanged 500 SP:Iteration 16Q (1583.220000 sec): 3 clusters Score: Raw -15237350.830573 + Penalty 5727.220083 = -15231623.610490 nChanged 490 SP:Iteration 17Q (1584.050000 sec): 3 clusters Score: Raw -15237394.196628 + Penalty 5727.220083 = -15231666.976545 nChanged 457 SP:Iteration 18Q (1584.900000 sec): 3 clusters Score: Raw -15237438.501025 + Penalty 5727.220083 = -15231711.280942 nChanged 472 SP:Iteration 19Q (1585.720000 sec): 3 clusters Score: Raw -15237481.762952 + Penalty 5727.220083 = -15231754.542870 nChanged 440 SP:Iteration 20F (1586.550000 sec): 3 clusters Score: Raw -15237520.160736 + Penalty 5727.220083 = -15231792.940653 nChanged 451 SP:Iteration 21Q (1587.450000 sec): 3 clusters Score: Raw -15237561.618228 + Penalty 5727.220083 = -15231834.398145 nChanged 468 SP:Iteration 22Q (1588.330000 sec): 3 clusters Score: Raw -15237605.276014 + Penalty 5727.220083 = -15231878.055931 nChanged 478 SP:Iteration 23Q (1589.140000 sec): 3 clusters Score: Raw -15237650.690680 + Penalty 5727.220083 = -15231923.470597 nChanged 477 SP:Iteration 24Q (1589.920000 sec): 3 clusters Score: Raw -15237696.887268 + Penalty 5727.220083 = -15231969.667185 nChanged 507 SP:Iteration 25Q (1590.680000 sec): 3 clusters Score: Raw -15237754.185670 + Penalty 5727.220083 = -15232026.965587 nChanged 583 SP:Iteration 26Q (1591.550000 sec): 3 clusters Score: Raw -15237823.466467 + Penalty 5727.220083 = -15232096.246384 nChanged 616 SP:Iteration 27Q (1592.480000 sec): 3 clusters Score: Raw -15237902.141492 + Penalty 5727.220083 = -15232174.921409 nChanged 635 SP:Iteration 28Q (1593.410000 sec): 3 clusters Score: Raw -15237987.462045 + Penalty 5727.220083 = -15232260.241962 nChanged 689 SP:Iteration 29Q (1594.260000 sec): 3 clusters Score: Raw -15238083.843875 + Penalty 5727.220083 = -15232356.623792 nChanged 711 SP:Iteration 30Q (1595.100000 sec): 3 clusters Score: Raw -15238187.891891 + Penalty 5727.220083 = -15232460.671808 nChanged 757 SP:Iteration 31Q (1595.980000 sec): 3 clusters Score: Raw -15238307.283052 + Penalty 5727.220083 = -15232580.062969 nChanged 763 SP:Iteration 32Q (1596.800000 sec): 3 clusters Score: Raw -15238435.976940 + Penalty 5727.220083 = -15232708.756857 nChanged 870 SP:Iteration 33Q (1597.680000 sec): 3 clusters Score: Raw -15238607.346023 + Penalty 5727.220083 = -15232880.125940 nChanged 907 SP:Iteration 34Q (1598.490000 sec): 3 clusters Score: Raw -15238795.728665 + Penalty 5727.220083 = -15233068.508583 nChanged 923 SP:Iteration 35Q (1599.330000 sec): 3 clusters Score: Raw -15238998.980373 + Penalty 5727.220083 = -15233271.760290 nChanged 870 SP:Iteration 36Q (1600.060000 sec): 3 clusters Score: Raw -15239215.338373 + Penalty 5727.220083 = -15233488.118290 nChanged 942 SP:Iteration 37Q (1600.890000 sec): 3 clusters Score: Raw -15239474.740765 + Penalty 5727.220083 = -15233747.520682 nChanged 951 SP:Iteration 38Q (1601.750000 sec): 3 clusters Score: Raw -15239755.779156 + Penalty 5727.220083 = -15234028.559073 nChanged 926 SP:Iteration 39Q (1602.560000 sec): 3 clusters Score: Raw -15240079.637731 + Penalty 5727.220083 = -15234352.417649 nChanged 951 SP:Iteration 40F (1603.320000 sec): 3 clusters Score: Raw -15240463.933189 + Penalty 5727.220083 = -15234736.713107 nChanged 903 SP:Iteration 41Q (1604.110000 sec): 3 clusters Score: Raw -15240896.149124 + Penalty 5727.220083 = -15235168.929041 nChanged 862 SP:Iteration 42Q (1604.870000 sec): 3 clusters Score: Raw -15241329.619135 + Penalty 5727.220083 = -15235602.399053 nChanged 771 SP:Iteration 43Q (1605.760000 sec): 3 clusters Score: Raw -15241720.187922 + Penalty 5727.220083 = -15235992.967839 nChanged 715 SP:Iteration 44Q (1606.570000 sec): 3 clusters Score: Raw -15242087.424820 + Penalty 5727.220083 = -15236360.204737 nChanged 650 SP:Iteration 45Q (1607.370000 sec): 3 clusters Score: Raw -15242427.195940 + Penalty 5727.220083 = -15236699.975857 nChanged 588 SP:Iteration 46Q (1608.140000 sec): 3 clusters Score: Raw -15242750.572508 + Penalty 5727.220083 = -15237023.352426 nChanged 543 SP:Iteration 47Q (1608.840000 sec): 3 clusters Score: Raw -15243085.894687 + Penalty 5727.220083 = -15237358.674604 nChanged 554 SP:Iteration 48Q (1609.610000 sec): 3 clusters Score: Raw -15243388.987462 + Penalty 5727.220083 = -15237661.767379 nChanged 490 SP:Iteration 49Q (1610.460000 sec): 3 clusters Score: Raw -15243634.969844 + Penalty 5727.220083 = -15237907.749761 nChanged 431 SP:Iteration 50Q (1611.190000 sec): 3 clusters Score: Raw -15243862.995017 + Penalty 5727.220083 = -15238135.774934 nChanged 374 SP:Iteration 51Q (1611.920000 sec): 3 clusters Score: Raw -15244047.366146 + Penalty 5727.220083 = -15238320.146063 nChanged 339 SP:Iteration 52Q (1612.660000 sec): 3 clusters Score: Raw -15244225.301961 + Penalty 5727.220083 = -15238498.081878 nChanged 322 SP:Iteration 53Q (1613.350000 sec): 3 clusters Score: Raw -15244406.589793 + Penalty 5727.220083 = -15238679.369710 nChanged 322 SP:Iteration 54Q (1614.060000 sec): 3 clusters Score: Raw -15244578.467316 + Penalty 5727.220083 = -15238851.247233 nChanged 298 SP:Iteration 55Q (1614.810000 sec): 3 clusters Score: Raw -15244725.913330 + Penalty 5727.220083 = -15238998.693247 nChanged 290 SP:Iteration 56Q (1615.490000 sec): 3 clusters Score: Raw -15244866.314054 + Penalty 5727.220083 = -15239139.093971 nChanged 251 SP:Iteration 57Q (1616.140000 sec): 3 clusters Score: Raw -15244967.018343 + Penalty 5727.220083 = -15239239.798260 nChanged 196 SP:Iteration 58Q (1616.840000 sec): 3 clusters Score: Raw -15245022.605664 + Penalty 5727.220083 = -15239295.385581 nChanged 148 SP:Iteration 59Q (1617.440000 sec): 3 clusters Score: Raw -15245054.921252 + Penalty 5727.220083 = -15239327.701169 nChanged 107 SP:Iteration 60F (1618.170000 sec): 3 clusters Score: Raw -15245079.411544 + Penalty 5727.220083 = -15239352.191461 nChanged 91 SP:Iteration 61Q (1618.940000 sec): 3 clusters Score: Raw -15245098.989967 + Penalty 5727.220083 = -15239371.769884 nChanged 76 SP:Iteration 62Q (1619.660000 sec): 3 clusters Score: Raw -15245111.989796 + Penalty 5727.220083 = -15239384.769713 nChanged 57 SP:Iteration 63Q (1620.450000 sec): 3 clusters Score: Raw -15245121.381537 + Penalty 5727.220083 = -15239394.161454 nChanged 51 SP:Iteration 64Q (1621.140000 sec): 3 clusters Score: Raw -15245129.223306 + Penalty 5727.220083 = -15239402.003223 nChanged 42 SP:Iteration 65Q (1621.840000 sec): 3 clusters Score: Raw -15245135.409822 + Penalty 5727.220083 = -15239408.189739 nChanged 30 SP:Iteration 66Q (1622.620000 sec): 3 clusters Score: Raw -15245139.910437 + Penalty 5727.220083 = -15239412.690354 nChanged 23 SP:Iteration 67Q (1623.340000 sec): 3 clusters Score: Raw -15245142.574743 + Penalty 5727.220083 = -15239415.354660 nChanged 21 SP:Iteration 68Q (1624.040000 sec): 3 clusters Score: Raw -15245145.531542 + Penalty 5727.220083 = -15239418.311459 nChanged 22 SP:Iteration 69Q (1624.780000 sec): 3 clusters Score: Raw -15245148.935253 + Penalty 5727.220083 = -15239421.715170 nChanged 32 SP:Iteration 70Q (1625.500000 sec): 3 clusters Score: Raw -15245153.743080 + Penalty 5727.220083 = -15239426.522997 nChanged 22 SP:Iteration 71Q (1626.240000 sec): 3 clusters Score: Raw -15245156.695048 + Penalty 5727.220083 = -15239429.474965 nChanged 23 SP:Iteration 72Q (1627.120000 sec): 3 clusters Score: Raw -15245159.845048 + Penalty 5727.220083 = -15239432.624965 nChanged 17 SP:Iteration 73Q (1627.880000 sec): 3 clusters Score: Raw -15245162.374892 + Penalty 5727.220083 = -15239435.154810 nChanged 19 SP:Iteration 74Q (1628.710000 sec): 3 clusters Score: Raw -15245164.617875 + Penalty 5727.220083 = -15239437.397792 nChanged 16 SP:Iteration 75Q (1629.420000 sec): 3 clusters Score: Raw -15245166.334614 + Penalty 5727.220083 = -15239439.114531 nChanged 10 SP:Iteration 76Q (1630.150000 sec): 3 clusters Score: Raw -15245167.798780 + Penalty 5727.220083 = -15239440.578697 nChanged 14 SP:Iteration 77Q (1630.940000 sec): 3 clusters Score: Raw -15245169.096659 + Penalty 5727.220083 = -15239441.876576 nChanged 7 SP:Iteration 78Q (1631.730000 sec): 3 clusters Score: Raw -15245170.059532 + Penalty 5727.220083 = -15239442.839449 nChanged 8 SP:Iteration 79Q (1632.410000 sec): 3 clusters Score: Raw -15245170.780532 + Penalty 5727.220083 = -15239443.560449 nChanged 5 SP:Iteration 80F (1633.200000 sec): 3 clusters Score: Raw -15245171.100641 + Penalty 5727.220083 = -15239443.880558 nChanged 2 SP:Iteration 81Q (1633.990000 sec): 3 clusters Score: Raw -15245171.257771 + Penalty 5727.220083 = -15239444.037688 nChanged 2 SP:Iteration 82Q (1634.680000 sec): 3 clusters Score: Raw -15245171.438953 + Penalty 5727.220083 = -15239444.218870 nChanged 0 SP:Iteration 83F (1635.530000 sec): 3 clusters Score: Raw -15245171.438953 + Penalty 5727.220083 = -15239444.218870 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 24 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1635.690000 sec): 2 clusters Score: Raw -139005.131214 + Penalty 1701.184496 = -137303.946718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1635.850000 sec): 3 clusters Score: Raw -138804.207550 + Penalty 3402.368992 = -135401.838557 nChanged 234 SP:Iteration 1F (1636.020000 sec): 3 clusters Score: Raw -139068.458729 + Penalty 3402.368992 = -135666.089737 nChanged 57 SP:Iteration 2F (1636.180000 sec): 3 clusters Score: Raw -139149.336212 + Penalty 3402.368992 = -135746.967220 nChanged 39 SP:Iteration 3Q (1636.350000 sec): 3 clusters Score: Raw -139193.996304 + Penalty 3402.368992 = -135791.627311 nChanged 17 SP:Iteration 4Q (1636.540000 sec): 3 clusters Score: Raw -139212.768300 + Penalty 3402.368992 = -135810.399308 nChanged 11 SP:Iteration 5Q (1636.710000 sec): 3 clusters Score: Raw -139227.384604 + Penalty 3402.368992 = -135825.015612 nChanged 13 SP:Iteration 6Q (1636.960000 sec): 3 clusters Score: Raw -139241.751715 + Penalty 3402.368992 = -135839.382722 nChanged 8 SP:Iteration 7Q (1637.090000 sec): 3 clusters Score: Raw -139249.264773 + Penalty 3402.368992 = -135846.895780 nChanged 7 SP:Iteration 8Q (1637.280000 sec): 3 clusters Score: Raw -139255.884843 + Penalty 3402.368992 = -135853.515851 nChanged 2 SP:Iteration 9Q (1637.490000 sec): 3 clusters Score: Raw -139258.185007 + Penalty 3402.368992 = -135855.816014 nChanged 4 SP:Iteration 10Q (1637.680000 sec): 3 clusters Score: Raw -139263.900072 + Penalty 3402.368992 = -135861.531080 nChanged 3 SP:Iteration 11Q (1637.860000 sec): 3 clusters Score: Raw -139266.323643 + Penalty 3402.368992 = -135863.954651 nChanged 2 SP:Iteration 12Q (1638.060000 sec): 3 clusters Score: Raw -139279.415956 + Penalty 3402.368992 = -135877.046964 nChanged 6 SP:Iteration 13Q (1638.200000 sec): 3 clusters Score: Raw -139288.055712 + Penalty 3402.368992 = -135885.686720 nChanged 2 SP:Iteration 14Q (1638.380000 sec): 3 clusters Score: Raw -139290.079052 + Penalty 3402.368992 = -135887.710060 nChanged 2 SP:Iteration 15Q (1638.570000 sec): 3 clusters Score: Raw -139292.279039 + Penalty 3402.368992 = -135889.910047 nChanged 2 SP:Iteration 16Q (1638.800000 sec): 3 clusters Score: Raw -139292.953731 + Penalty 3402.368992 = -135890.584738 nChanged 0 SP:Iteration 17F (1638.980000 sec): 3 clusters Score: Raw -139292.953731 + Penalty 3402.368992 = -135890.584738 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 25 (12380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1639.180000 sec): 2 clusters Score: Raw -1731385.830408 + Penalty 2337.111711 = -1729048.718696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1639.490000 sec): 3 clusters Score: Raw -1724617.363093 + Penalty 4674.223423 = -1719943.139670 nChanged 5240 SP:Iteration 1F (1639.720000 sec): 3 clusters Score: Raw -1727731.834647 + Penalty 4674.223423 = -1723057.611224 nChanged 994 SP:Iteration 2F (1640.010000 sec): 3 clusters Score: Raw -1728517.468357 + Penalty 4674.223423 = -1723843.244934 nChanged 942 SP:Iteration 3F (1640.290000 sec): 3 clusters Score: Raw -1729375.747678 + Penalty 4674.223423 = -1724701.524256 nChanged 997 SP:Iteration 4F (1640.530000 sec): 3 clusters Score: Raw -1730294.810762 + Penalty 4674.223423 = -1725620.587339 nChanged 888 SP:Iteration 5F (1640.810000 sec): 3 clusters Score: Raw -1731020.606982 + Penalty 4674.223423 = -1726346.383559 nChanged 721 SP:Iteration 6F (1641.080000 sec): 3 clusters Score: Raw -1731578.765046 + Penalty 4674.223423 = -1726904.541623 nChanged 595 SP:Iteration 7Q (1641.320000 sec): 3 clusters Score: Raw -1731983.023150 + Penalty 4674.223423 = -1727308.799727 nChanged 494 SP:Iteration 8Q (1641.570000 sec): 3 clusters Score: Raw -1732302.505939 + Penalty 4674.223423 = -1727628.282516 nChanged 392 SP:Iteration 9Q (1641.830000 sec): 3 clusters Score: Raw -1732523.765501 + Penalty 4674.223423 = -1727849.542079 nChanged 287 SP:Iteration 10Q (1642.080000 sec): 3 clusters Score: Raw -1732683.685989 + Penalty 4674.223423 = -1728009.462566 nChanged 230 SP:Iteration 11Q (1642.320000 sec): 3 clusters Score: Raw -1732816.639990 + Penalty 4674.223423 = -1728142.416567 nChanged 170 SP:Iteration 12Q (1642.580000 sec): 3 clusters Score: Raw -1732910.657529 + Penalty 4674.223423 = -1728236.434106 nChanged 145 SP:Iteration 13Q (1642.830000 sec): 3 clusters Score: Raw -1732983.988094 + Penalty 4674.223423 = -1728309.764671 nChanged 130 SP:Iteration 14Q (1643.090000 sec): 3 clusters Score: Raw -1733036.082831 + Penalty 4674.223423 = -1728361.859408 nChanged 99 SP:Iteration 15Q (1643.280000 sec): 3 clusters Score: Raw -1733085.142906 + Penalty 4674.223423 = -1728410.919483 nChanged 85 SP:Iteration 16Q (1643.540000 sec): 3 clusters Score: Raw -1733129.488447 + Penalty 4674.223423 = -1728455.265024 nChanged 74 SP:Iteration 17Q (1643.790000 sec): 3 clusters Score: Raw -1733176.206051 + Penalty 4674.223423 = -1728501.982628 nChanged 57 SP:Iteration 18Q (1644.020000 sec): 3 clusters Score: Raw -1733207.676125 + Penalty 4674.223423 = -1728533.452702 nChanged 56 SP:Iteration 19Q (1644.280000 sec): 3 clusters Score: Raw -1733232.091096 + Penalty 4674.223423 = -1728557.867673 nChanged 39 SP:Iteration 20F (1644.520000 sec): 3 clusters Score: Raw -1733242.122985 + Penalty 4674.223423 = -1728567.899562 nChanged 25 SP:Iteration 21Q (1644.730000 sec): 3 clusters Score: Raw -1733247.223656 + Penalty 4674.223423 = -1728573.000233 nChanged 11 SP:Iteration 22Q (1645.050000 sec): 3 clusters Score: Raw -1733249.379559 + Penalty 4674.223423 = -1728575.156136 nChanged 8 SP:Iteration 23Q (1645.240000 sec): 3 clusters Score: Raw -1733250.589555 + Penalty 4674.223423 = -1728576.366132 nChanged 8 SP:Iteration 24Q (1645.480000 sec): 3 clusters Score: Raw -1733251.904656 + Penalty 4674.223423 = -1728577.681233 nChanged 3 SP:Iteration 25Q (1645.730000 sec): 3 clusters Score: Raw -1733252.379374 + Penalty 4674.223423 = -1728578.155951 nChanged 0 SP:Iteration 26F (1645.960000 sec): 3 clusters Score: Raw -1733252.379374 + Penalty 4674.223423 = -1728578.155951 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 26 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1646.090000 sec): 2 clusters Score: Raw -102300.834913 + Penalty 1625.021956 = -100675.812957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1646.250000 sec): 3 clusters Score: Raw -102239.251709 + Penalty 3250.043912 = -98989.207797 nChanged 142 SP:Iteration 1F (1646.440000 sec): 3 clusters Score: Raw -102471.182497 + Penalty 3250.043912 = -99221.138585 nChanged 46 SP:Iteration 2F (1646.660000 sec): 3 clusters Score: Raw -102554.839322 + Penalty 3250.043912 = -99304.795410 nChanged 25 SP:Iteration 3Q (1646.790000 sec): 3 clusters Score: Raw -102601.930269 + Penalty 3250.043912 = -99351.886357 nChanged 20 SP:Iteration 4Q (1646.910000 sec): 3 clusters Score: Raw -102646.598637 + Penalty 3250.043912 = -99396.554725 nChanged 15 SP:Iteration 5Q (1647.070000 sec): 3 clusters Score: Raw -102679.193902 + Penalty 3250.043912 = -99429.149990 nChanged 10 SP:Iteration 6Q (1647.190000 sec): 3 clusters Score: Raw -102704.353561 + Penalty 3250.043912 = -99454.309649 nChanged 14 SP:Iteration 7Q (1647.320000 sec): 3 clusters Score: Raw -102740.415370 + Penalty 3250.043912 = -99490.371458 nChanged 10 SP:Iteration 8Q (1647.450000 sec): 3 clusters Score: Raw -102761.790357 + Penalty 3250.043912 = -99511.746445 nChanged 5 SP:Iteration 9Q (1647.570000 sec): 3 clusters Score: Raw -102777.299773 + Penalty 3250.043912 = -99527.255861 nChanged 8 SP:Iteration 10Q (1647.700000 sec): 3 clusters Score: Raw -102801.361309 + Penalty 3250.043912 = -99551.317397 nChanged 14 SP:Iteration 11Q (1647.860000 sec): 3 clusters Score: Raw -102824.858431 + Penalty 3250.043912 = -99574.814519 nChanged 5 SP:Iteration 12Q (1648.000000 sec): 3 clusters Score: Raw -102838.104362 + Penalty 3250.043912 = -99588.060450 nChanged 4 SP:Iteration 13Q (1648.170000 sec): 3 clusters Score: Raw -102845.071713 + Penalty 3250.043912 = -99595.027801 nChanged 1 SP:Iteration 14Q (1648.300000 sec): 3 clusters Score: Raw -102846.932210 + Penalty 3250.043912 = -99596.888298 nChanged 1 SP:Iteration 15Q (1648.480000 sec): 3 clusters Score: Raw -102849.953626 + Penalty 3250.043912 = -99599.909714 nChanged 1 SP:Iteration 16Q (1648.710000 sec): 3 clusters Score: Raw -102850.743696 + Penalty 3250.043912 = -99600.699784 nChanged 0 SP:Iteration 17F (1648.880000 sec): 3 clusters Score: Raw -102850.743696 + Penalty 3250.043912 = -99600.699784 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 27 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1648.970000 sec): 2 clusters Score: Raw -63916.773101 + Penalty 1520.544169 = -62396.228932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.120000 sec): 3 clusters Score: Raw -63968.250260 + Penalty 3041.088339 = -60927.161921 nChanged 89 SP:Iteration 1F (1649.280000 sec): 3 clusters Score: Raw -64161.951369 + Penalty 3041.088339 = -61120.863031 nChanged 20 SP:Iteration 2Q (1649.430000 sec): 3 clusters Score: Raw -64205.791160 + Penalty 3041.088339 = -61164.702821 nChanged 6 SP:Iteration 3Q (1649.610000 sec): 3 clusters Score: Raw -64226.949462 + Penalty 3041.088339 = -61185.861123 nChanged 5 SP:Iteration 4Q (1649.730000 sec): 3 clusters Score: Raw -64234.047194 + Penalty 3041.088339 = -61192.958855 nChanged 2 SP:Iteration 5Q (1649.940000 sec): 3 clusters Score: Raw -64237.490334 + Penalty 3041.088339 = -61196.401995 nChanged 1 SP:Iteration 6Q (1650.090000 sec): 3 clusters Score: Raw -64239.582630 + Penalty 3041.088339 = -61198.494291 nChanged 0 SP:Iteration 7F (1650.280000 sec): 3 clusters Score: Raw -64239.582630 + Penalty 3041.088339 = -61198.494291 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 28 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.390000 sec): 2 clusters Score: Raw -42483.207665 + Penalty 1454.884078 = -41028.323587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.590000 sec): 3 clusters Score: Raw -42866.844450 + Penalty 2909.768156 = -39957.076293 nChanged 86 SP:Iteration 1F (1650.770000 sec): 3 clusters Score: Raw -43364.334887 + Penalty 2909.768156 = -40454.566731 nChanged 27 SP:Iteration 2F (1651.010000 sec): 3 clusters Score: Raw -43763.851076 + Penalty 2909.768156 = -40854.082919 nChanged 13 SP:Iteration 3Q (1651.200000 sec): 3 clusters Score: Raw -43901.491457 + Penalty 2909.768156 = -40991.723300 nChanged 5 SP:Iteration 4Q (1651.420000 sec): 3 clusters Score: Raw -43922.220318 + Penalty 2909.768156 = -41012.452162 nChanged 0 SP:Iteration 5F (1651.630000 sec): 3 clusters Score: Raw -43922.220318 + Penalty 2909.768156 = -41012.452162 nChanged 0 Iteration 59Q (1677.510000 sec): 37 clusters Score: Raw -72088771.516902 + Penalty 117315.226340 = -71971456.290562 nChanged 8636 Iteration 60F (1717.370000 sec): 37 clusters Score: Raw -72095308.846853 + Penalty 117315.226340 = -71977993.620513 nChanged 6601 Iteration 61Q (1739.040000 sec): 37 clusters Score: Raw -72099590.757218 + Penalty 117315.226340 = -71982275.530878 nChanged 4213 Iteration 62Q (1763.600000 sec): 37 clusters Score: Raw -72101414.226175 + Penalty 117315.226340 = -71984098.999835 nChanged 3124 Iteration 63Q (1785.980000 sec): 37 clusters Score: Raw -72102677.454300 + Penalty 117315.226340 = -71985362.227960 nChanged 2469 Iteration 64Q (1807.220000 sec): 37 clusters Score: Raw -72103481.815333 + Penalty 117315.226340 = -71986166.588993 nChanged 2034 Iteration 65Q (1828.720000 sec): 37 clusters Score: Raw -72104061.051152 + Penalty 117315.226340 = -71986745.824812 nChanged 1891 Iteration 66Q (1850.760000 sec): 37 clusters Score: Raw -72104576.885900 + Penalty 117315.226340 = -71987261.659560 nChanged 1642 Iteration 67Q (1872.240000 sec): 37 clusters Score: Raw -72104966.878365 + Penalty 117315.226340 = -71987651.652024 nChanged 1484 Iteration 68Q (1895.910000 sec): 37 clusters Score: Raw -72105260.793988 + Penalty 117315.226340 = -71987945.567648 nChanged 1296 Iteration 69Q (1918.840000 sec): 37 clusters Score: Raw -72105503.376066 + Penalty 117315.226340 = -71988188.149726 nChanged 1253 Iteration 70Q (1942.020000 sec): 37 clusters Score: Raw -72105719.678654 + Penalty 117315.226340 = -71988404.452314 nChanged 1137 Iteration 71Q (1962.290000 sec): 37 clusters Score: Raw -72105900.132716 + Penalty 117315.226340 = -71988584.906376 nChanged 986 Iteration 72Q (1983.420000 sec): 37 clusters Score: Raw -72106057.182057 + Penalty 117315.226340 = -71988741.955717 nChanged 982 Iteration 73Q (2005.390000 sec): 37 clusters Score: Raw -72106217.251053 + Penalty 117315.226340 = -71988902.024713 nChanged 900 Iteration 74Q (2027.520000 sec): 37 clusters Score: Raw -72106352.097515 + Penalty 117315.226340 = -71989036.871175 nChanged 816 Iteration 75Q (2050.830000 sec): 37 clusters Score: Raw -72106461.338995 + Penalty 117315.226340 = -71989146.112655 nChanged 740 Iteration 76Q (2072.690000 sec): 37 clusters Score: Raw -72106558.627966 + Penalty 117315.226340 = -71989243.401626 nChanged 688 Iteration 77Q (2092.960000 sec): 37 clusters Score: Raw -72106664.157651 + Penalty 117315.226340 = -71989348.931311 nChanged 678 Iteration 78Q (2115.230000 sec): 37 clusters Score: Raw -72106769.609607 + Penalty 117315.226340 = -71989454.383267 nChanged 654 Iteration 79Q (2137.290000 sec): 37 clusters Score: Raw -72106852.117878 + Penalty 117315.226340 = -71989536.891538 nChanged 608 Iteration 80F (2177.920000 sec): 37 clusters Score: Raw -72107843.345909 + Penalty 117315.226340 = -71990528.119569 nChanged 781 Iteration 81Q (2200.070000 sec): 37 clusters Score: Raw -72109023.122324 + Penalty 117315.226340 = -71991707.895984 nChanged 847 Iteration 82Q (2222.010000 sec): 37 clusters Score: Raw -72109381.134432 + Penalty 117315.226340 = -71992065.908092 nChanged 894 Iteration 83Q (2244.360000 sec): 37 clusters Score: Raw -72109814.196507 + Penalty 117315.226340 = -71992498.970167 nChanged 843 Iteration 84Q (2266.620000 sec): 37 clusters Score: Raw -72110093.201726 + Penalty 117315.226340 = -71992777.975386 nChanged 777 Iteration 85Q (2289.950000 sec): 37 clusters Score: Raw -72110354.168961 + Penalty 117315.226340 = -71993038.942621 nChanged 734 Iteration 86Q (2313.180000 sec): 37 clusters Score: Raw -72110669.698903 + Penalty 117315.226340 = -71993354.472563 nChanged 710 Iteration 87Q (2333.710000 sec): 37 clusters Score: Raw -72110862.650242 + Penalty 117315.226340 = -71993547.423902 nChanged 682 Iteration 88Q (2353.690000 sec): 37 clusters Score: Raw -72110975.178084 + Penalty 117315.226340 = -71993659.951744 nChanged 609 Iteration 89Q (2374.370000 sec): 37 clusters Score: Raw -72111056.252016 + Penalty 117315.226340 = -71993741.025676 nChanged 585 Iteration 90Q (2396.610000 sec): 37 clusters Score: Raw -72111128.344535 + Penalty 117315.226340 = -71993813.118195 nChanged 540 Iteration 91Q (2417.920000 sec): 37 clusters Score: Raw -72111190.743615 + Penalty 117315.226340 = -71993875.517275 nChanged 540 Iteration 92Q (2439.460000 sec): 37 clusters Score: Raw -72111252.979642 + Penalty 117315.226340 = -71993937.753302 nChanged 498 Iteration 93Q (2461.590000 sec): 37 clusters Score: Raw -72111304.734788 + Penalty 117315.226340 = -71993989.508448 nChanged 446 Iteration 94Q (2483.280000 sec): 37 clusters Score: Raw -72111353.078798 + Penalty 117315.226340 = -71994037.852457 nChanged 496 Iteration 95Q (2505.570000 sec): 37 clusters Score: Raw -72111404.505942 + Penalty 117315.226340 = -71994089.279602 nChanged 474 Iteration 96Q (2524.640000 sec): 37 clusters Score: Raw -72111456.280957 + Penalty 117315.226340 = -71994141.054617 nChanged 448 Iteration 97Q (2543.100000 sec): 37 clusters Score: Raw -72111503.437851 + Penalty 117315.226340 = -71994188.211511 nChanged 433 Iteration 98Q (2559.730000 sec): 37 clusters Score: Raw -72111548.994428 + Penalty 117315.226340 = -71994233.768088 nChanged 479 Writing temp clu file Because OldScore, -71994188.211511, is greater than current (better) Score,-71994233.768088 Compute initial score before splitting: Score: Raw -72111548.994428 + Penalty 117315.226340 = -71994233.768088 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 1 (1146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2559.910000 sec): 2 clusters Score: Raw -161097.775554 + Penalty 1746.920159 = -159350.855396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2560.070000 sec): 3 clusters Score: Raw -160839.006375 + Penalty 3493.840317 = -157345.166058 nChanged 330 SP:Iteration 1F (2560.240000 sec): 3 clusters Score: Raw -161229.851614 + Penalty 3493.840317 = -157736.011297 nChanged 85 SP:Iteration 2F (2560.390000 sec): 3 clusters Score: Raw -161334.719109 + Penalty 3493.840317 = -157840.878792 nChanged 35 SP:Iteration 3Q (2560.570000 sec): 3 clusters Score: Raw -161377.807625 + Penalty 3493.840317 = -157883.967308 nChanged 33 SP:Iteration 4Q (2560.760000 sec): 3 clusters Score: Raw -161410.894878 + Penalty 3493.840317 = -157917.054561 nChanged 21 SP:Iteration 5Q (2560.910000 sec): 3 clusters Score: Raw -161440.652653 + Penalty 3493.840317 = -157946.812336 nChanged 14 SP:Iteration 6Q (2561.100000 sec): 3 clusters Score: Raw -161453.857686 + Penalty 3493.840317 = -157960.017369 nChanged 6 SP:Iteration 7Q (2561.280000 sec): 3 clusters Score: Raw -161460.764733 + Penalty 3493.840317 = -157966.924416 nChanged 7 SP:Iteration 8Q (2561.430000 sec): 3 clusters Score: Raw -161467.347319 + Penalty 3493.840317 = -157973.507002 nChanged 2 SP:Iteration 9Q (2561.620000 sec): 3 clusters Score: Raw -161468.514644 + Penalty 3493.840317 = -157974.674327 nChanged 0 SP:Iteration 10F (2561.800000 sec): 3 clusters Score: Raw -161468.514644 + Penalty 3493.840317 = -157974.674327 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 2 (4637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2561.920000 sec): 2 clusters Score: Raw -651190.070178 + Penalty 2093.572075 = -649096.498103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2562.110000 sec): 3 clusters Score: Raw -649011.895601 + Penalty 4187.144151 = -644824.751450 nChanged 1756 SP:Iteration 1F (2562.310000 sec): 3 clusters Score: Raw -650089.006966 + Penalty 4187.144151 = -645901.862815 nChanged 401 SP:Iteration 2F (2562.490000 sec): 3 clusters Score: Raw -650373.229380 + Penalty 4187.144151 = -646186.085229 nChanged 250 SP:Iteration 3F (2562.680000 sec): 3 clusters Score: Raw -650534.674914 + Penalty 4187.144151 = -646347.530764 nChanged 200 SP:Iteration 4Q (2562.840000 sec): 3 clusters Score: Raw -650693.474651 + Penalty 4187.144151 = -646506.330500 nChanged 222 SP:Iteration 5Q (2563.050000 sec): 3 clusters Score: Raw -650889.641735 + Penalty 4187.144151 = -646702.497584 nChanged 201 SP:Iteration 6Q (2563.240000 sec): 3 clusters Score: Raw -651110.885328 + Penalty 4187.144151 = -646923.741177 nChanged 248 SP:Iteration 7F (2563.460000 sec): 3 clusters Score: Raw -651456.555419 + Penalty 4187.144151 = -647269.411269 nChanged 246 SP:Iteration 8F (2563.660000 sec): 3 clusters Score: Raw -651821.574211 + Penalty 4187.144151 = -647634.430060 nChanged 259 SP:Iteration 9F (2563.860000 sec): 3 clusters Score: Raw -652161.116863 + Penalty 4187.144151 = -647973.972713 nChanged 242 SP:Iteration 10F (2564.080000 sec): 3 clusters Score: Raw -652387.943413 + Penalty 4187.144151 = -648200.799262 nChanged 138 SP:Iteration 11Q (2564.270000 sec): 3 clusters Score: Raw -652501.815734 + Penalty 4187.144151 = -648314.671584 nChanged 105 SP:Iteration 12Q (2564.520000 sec): 3 clusters Score: Raw -652572.734021 + Penalty 4187.144151 = -648385.589870 nChanged 83 SP:Iteration 13Q (2564.700000 sec): 3 clusters Score: Raw -652617.863461 + Penalty 4187.144151 = -648430.719310 nChanged 63 SP:Iteration 14Q (2564.910000 sec): 3 clusters Score: Raw -652648.973826 + Penalty 4187.144151 = -648461.829675 nChanged 45 SP:Iteration 15Q (2565.130000 sec): 3 clusters Score: Raw -652671.555594 + Penalty 4187.144151 = -648484.411443 nChanged 29 SP:Iteration 16Q (2565.310000 sec): 3 clusters Score: Raw -652681.345920 + Penalty 4187.144151 = -648494.201769 nChanged 26 SP:Iteration 17Q (2565.520000 sec): 3 clusters Score: Raw -652692.677106 + Penalty 4187.144151 = -648505.532955 nChanged 27 SP:Iteration 18Q (2565.700000 sec): 3 clusters Score: Raw -652704.036976 + Penalty 4187.144151 = -648516.892825 nChanged 24 SP:Iteration 19Q (2565.890000 sec): 3 clusters Score: Raw -652716.405355 + Penalty 4187.144151 = -648529.261204 nChanged 22 SP:Iteration 20F (2566.090000 sec): 3 clusters Score: Raw -652729.642670 + Penalty 4187.144151 = -648542.498519 nChanged 20 SP:Iteration 21Q (2566.270000 sec): 3 clusters Score: Raw -652742.490634 + Penalty 4187.144151 = -648555.346483 nChanged 30 SP:Iteration 22Q (2566.490000 sec): 3 clusters Score: Raw -652763.441078 + Penalty 4187.144151 = -648576.296927 nChanged 26 SP:Iteration 23Q (2566.700000 sec): 3 clusters Score: Raw -652782.728510 + Penalty 4187.144151 = -648595.584359 nChanged 36 SP:Iteration 24Q (2566.890000 sec): 3 clusters Score: Raw -652811.430008 + Penalty 4187.144151 = -648624.285858 nChanged 47 SP:Iteration 25Q (2567.120000 sec): 3 clusters Score: Raw -652846.281361 + Penalty 4187.144151 = -648659.137210 nChanged 42 SP:Iteration 26Q (2567.290000 sec): 3 clusters Score: Raw -652879.427017 + Penalty 4187.144151 = -648692.282867 nChanged 46 SP:Iteration 27Q (2567.500000 sec): 3 clusters Score: Raw -652914.826071 + Penalty 4187.144151 = -648727.681920 nChanged 31 SP:Iteration 28Q (2567.690000 sec): 3 clusters Score: Raw -652934.882184 + Penalty 4187.144151 = -648747.738034 nChanged 33 SP:Iteration 29Q (2567.890000 sec): 3 clusters Score: Raw -652960.529687 + Penalty 4187.144151 = -648773.385536 nChanged 35 SP:Iteration 30Q (2568.110000 sec): 3 clusters Score: Raw -652991.075099 + Penalty 4187.144151 = -648803.930948 nChanged 35 SP:Iteration 31Q (2568.310000 sec): 3 clusters Score: Raw -653018.395250 + Penalty 4187.144151 = -648831.251099 nChanged 37 SP:Iteration 32Q (2568.510000 sec): 3 clusters Score: Raw -653037.355346 + Penalty 4187.144151 = -648850.211195 nChanged 24 SP:Iteration 33Q (2568.670000 sec): 3 clusters Score: Raw -653047.853338 + Penalty 4187.144151 = -648860.709187 nChanged 19 SP:Iteration 34Q (2568.850000 sec): 3 clusters Score: Raw -653057.533397 + Penalty 4187.144151 = -648870.389247 nChanged 17 SP:Iteration 35Q (2569.050000 sec): 3 clusters Score: Raw -653067.069696 + Penalty 4187.144151 = -648879.925545 nChanged 12 SP:Iteration 36Q (2569.250000 sec): 3 clusters Score: Raw -653071.790334 + Penalty 4187.144151 = -648884.646183 nChanged 12 SP:Iteration 37Q (2569.450000 sec): 3 clusters Score: Raw -653076.590097 + Penalty 4187.144151 = -648889.445946 nChanged 12 SP:Iteration 38Q (2569.630000 sec): 3 clusters Score: Raw -653080.393929 + Penalty 4187.144151 = -648893.249778 nChanged 8 SP:Iteration 39Q (2569.810000 sec): 3 clusters Score: Raw -653083.339279 + Penalty 4187.144151 = -648896.195128 nChanged 6 SP:Iteration 40F (2570.010000 sec): 3 clusters Score: Raw -653085.427356 + Penalty 4187.144151 = -648898.283206 nChanged 3 SP:Iteration 41Q (2570.230000 sec): 3 clusters Score: Raw -653086.664227 + Penalty 4187.144151 = -648899.520076 nChanged 2 SP:Iteration 42Q (2570.390000 sec): 3 clusters Score: Raw -653087.293673 + Penalty 4187.144151 = -648900.149522 nChanged 2 SP:Iteration 43Q (2570.570000 sec): 3 clusters Score: Raw -653087.804355 + Penalty 4187.144151 = -648900.660204 nChanged 1 SP:Iteration 44Q (2570.750000 sec): 3 clusters Score: Raw -653087.910383 + Penalty 4187.144151 = -648900.766233 nChanged 1 SP:Iteration 45Q (2570.940000 sec): 3 clusters Score: Raw -653088.335346 + Penalty 4187.144151 = -648901.191196 nChanged 0 SP:Iteration 46F (2571.130000 sec): 3 clusters Score: Raw -653088.335346 + Penalty 4187.144151 = -648901.191196 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 3 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2571.210000 sec): 2 clusters Score: Raw -14057.780258 + Penalty 1156.532895 = -12901.247362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2571.360000 sec): 3 clusters Score: Raw -14556.097189 + Penalty 2313.065791 = -12243.031398 nChanged 3 SP:Iteration 1Q (2571.500000 sec): 3 clusters Score: Raw -14595.101404 + Penalty 2313.065791 = -12282.035613 nChanged 0 SP:Iteration 2F (2571.670000 sec): 3 clusters Score: Raw -14595.101404 + Penalty 2313.065791 = -12282.035613 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 4 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2571.820000 sec): 2 clusters Score: Raw -2078408.736105 + Penalty 2382.327458 = -2076026.408648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2572.100000 sec): 3 clusters Score: Raw -2069990.420338 + Penalty 4764.654915 = -2065225.765423 nChanged 6410 SP:Iteration 1F (2572.400000 sec): 3 clusters Score: Raw -2073783.280123 + Penalty 4764.654915 = -2069018.625208 nChanged 1121 SP:Iteration 2F (2572.630000 sec): 3 clusters Score: Raw -2074440.972361 + Penalty 4764.654915 = -2069676.317446 nChanged 1010 SP:Iteration 3F (2572.890000 sec): 3 clusters Score: Raw -2075046.059084 + Penalty 4764.654915 = -2070281.404169 nChanged 874 SP:Iteration 4F (2573.190000 sec): 3 clusters Score: Raw -2075556.894297 + Penalty 4764.654915 = -2070792.239382 nChanged 769 SP:Iteration 5F (2573.470000 sec): 3 clusters Score: Raw -2075943.964743 + Penalty 4764.654915 = -2071179.309828 nChanged 653 SP:Iteration 6Q (2573.770000 sec): 3 clusters Score: Raw -2076254.441284 + Penalty 4764.654915 = -2071489.786369 nChanged 553 SP:Iteration 7Q (2574.040000 sec): 3 clusters Score: Raw -2076502.447977 + Penalty 4764.654915 = -2071737.793062 nChanged 484 SP:Iteration 8Q (2574.300000 sec): 3 clusters Score: Raw -2076698.080369 + Penalty 4764.654915 = -2071933.425454 nChanged 381 SP:Iteration 9Q (2574.580000 sec): 3 clusters Score: Raw -2076846.218196 + Penalty 4764.654915 = -2072081.563281 nChanged 345 SP:Iteration 10Q (2574.850000 sec): 3 clusters Score: Raw -2076965.800620 + Penalty 4764.654915 = -2072201.145705 nChanged 276 SP:Iteration 11Q (2575.110000 sec): 3 clusters Score: Raw -2077060.869542 + Penalty 4764.654915 = -2072296.214627 nChanged 264 SP:Iteration 12Q (2575.350000 sec): 3 clusters Score: Raw -2077156.462138 + Penalty 4764.654915 = -2072391.807223 nChanged 267 SP:Iteration 13Q (2575.620000 sec): 3 clusters Score: Raw -2077240.421320 + Penalty 4764.654915 = -2072475.766404 nChanged 223 SP:Iteration 14Q (2575.900000 sec): 3 clusters Score: Raw -2077310.860605 + Penalty 4764.654915 = -2072546.205690 nChanged 194 SP:Iteration 15Q (2576.150000 sec): 3 clusters Score: Raw -2077374.477060 + Penalty 4764.654915 = -2072609.822145 nChanged 180 SP:Iteration 16Q (2576.450000 sec): 3 clusters Score: Raw -2077437.313899 + Penalty 4764.654915 = -2072672.658984 nChanged 177 SP:Iteration 17Q (2576.700000 sec): 3 clusters Score: Raw -2077499.200433 + Penalty 4764.654915 = -2072734.545518 nChanged 185 SP:Iteration 18Q (2576.980000 sec): 3 clusters Score: Raw -2077563.307994 + Penalty 4764.654915 = -2072798.653079 nChanged 179 SP:Iteration 19Q (2577.200000 sec): 3 clusters Score: Raw -2077623.167256 + Penalty 4764.654915 = -2072858.512341 nChanged 170 SP:Iteration 20F (2577.500000 sec): 3 clusters Score: Raw -2077679.184832 + Penalty 4764.654915 = -2072914.529917 nChanged 157 SP:Iteration 21Q (2577.760000 sec): 3 clusters Score: Raw -2077733.072111 + Penalty 4764.654915 = -2072968.417196 nChanged 159 SP:Iteration 22Q (2578.060000 sec): 3 clusters Score: Raw -2077795.061315 + Penalty 4764.654915 = -2073030.406400 nChanged 172 SP:Iteration 23Q (2578.340000 sec): 3 clusters Score: Raw -2077866.425579 + Penalty 4764.654915 = -2073101.770664 nChanged 184 SP:Iteration 24Q (2578.600000 sec): 3 clusters Score: Raw -2077943.918233 + Penalty 4764.654915 = -2073179.263318 nChanged 172 SP:Iteration 25Q (2578.940000 sec): 3 clusters Score: Raw -2078036.176967 + Penalty 4764.654915 = -2073271.522052 nChanged 186 SP:Iteration 26Q (2579.190000 sec): 3 clusters Score: Raw -2078140.467535 + Penalty 4764.654915 = -2073375.812620 nChanged 192 SP:Iteration 27Q (2579.480000 sec): 3 clusters Score: Raw -2078264.074871 + Penalty 4764.654915 = -2073499.419956 nChanged 209 SP:Iteration 28Q (2579.790000 sec): 3 clusters Score: Raw -2078418.187384 + Penalty 4764.654915 = -2073653.532469 nChanged 226 SP:Iteration 29Q (2580.030000 sec): 3 clusters Score: Raw -2078591.797279 + Penalty 4764.654915 = -2073827.142363 nChanged 205 SP:Iteration 30Q (2580.330000 sec): 3 clusters Score: Raw -2078751.011298 + Penalty 4764.654915 = -2073986.356383 nChanged 192 SP:Iteration 31Q (2580.670000 sec): 3 clusters Score: Raw -2078894.868077 + Penalty 4764.654915 = -2074130.213162 nChanged 154 SP:Iteration 32Q (2580.960000 sec): 3 clusters Score: Raw -2078994.022839 + Penalty 4764.654915 = -2074229.367924 nChanged 117 SP:Iteration 33Q (2581.260000 sec): 3 clusters Score: Raw -2079062.611192 + Penalty 4764.654915 = -2074297.956277 nChanged 109 SP:Iteration 34Q (2581.540000 sec): 3 clusters Score: Raw -2079126.727747 + Penalty 4764.654915 = -2074362.072832 nChanged 100 SP:Iteration 35Q (2581.810000 sec): 3 clusters Score: Raw -2079195.855124 + Penalty 4764.654915 = -2074431.200209 nChanged 91 SP:Iteration 36Q (2582.160000 sec): 3 clusters Score: Raw -2079254.365915 + Penalty 4764.654915 = -2074489.711000 nChanged 90 SP:Iteration 37Q (2582.440000 sec): 3 clusters Score: Raw -2079306.317112 + Penalty 4764.654915 = -2074541.662197 nChanged 75 SP:Iteration 38Q (2582.740000 sec): 3 clusters Score: Raw -2079342.005142 + Penalty 4764.654915 = -2074577.350227 nChanged 61 SP:Iteration 39Q (2582.980000 sec): 3 clusters Score: Raw -2079368.722888 + Penalty 4764.654915 = -2074604.067973 nChanged 55 SP:Iteration 40F (2583.270000 sec): 3 clusters Score: Raw -2079391.885431 + Penalty 4764.654915 = -2074627.230516 nChanged 43 SP:Iteration 41Q (2583.540000 sec): 3 clusters Score: Raw -2079407.590874 + Penalty 4764.654915 = -2074642.935959 nChanged 37 SP:Iteration 42Q (2583.780000 sec): 3 clusters Score: Raw -2079421.828723 + Penalty 4764.654915 = -2074657.173808 nChanged 26 SP:Iteration 43Q (2584.050000 sec): 3 clusters Score: Raw -2079428.345945 + Penalty 4764.654915 = -2074663.691029 nChanged 17 SP:Iteration 44Q (2584.320000 sec): 3 clusters Score: Raw -2079433.217837 + Penalty 4764.654915 = -2074668.562922 nChanged 26 SP:Iteration 45Q (2584.600000 sec): 3 clusters Score: Raw -2079440.311203 + Penalty 4764.654915 = -2074675.656288 nChanged 23 SP:Iteration 46Q (2584.890000 sec): 3 clusters Score: Raw -2079447.846959 + Penalty 4764.654915 = -2074683.192044 nChanged 24 SP:Iteration 47Q (2585.170000 sec): 3 clusters Score: Raw -2079456.279463 + Penalty 4764.654915 = -2074691.624548 nChanged 24 SP:Iteration 48Q (2585.450000 sec): 3 clusters Score: Raw -2079467.634124 + Penalty 4764.654915 = -2074702.979209 nChanged 29 SP:Iteration 49Q (2585.730000 sec): 3 clusters Score: Raw -2079477.819145 + Penalty 4764.654915 = -2074713.164230 nChanged 19 SP:Iteration 50Q (2586.000000 sec): 3 clusters Score: Raw -2079484.049617 + Penalty 4764.654915 = -2074719.394702 nChanged 25 SP:Iteration 51Q (2586.320000 sec): 3 clusters Score: Raw -2079491.495568 + Penalty 4764.654915 = -2074726.840653 nChanged 14 SP:Iteration 52Q (2586.600000 sec): 3 clusters Score: Raw -2079494.715442 + Penalty 4764.654915 = -2074730.060527 nChanged 13 SP:Iteration 53Q (2586.880000 sec): 3 clusters Score: Raw -2079497.193332 + Penalty 4764.654915 = -2074732.538417 nChanged 9 SP:Iteration 54Q (2587.120000 sec): 3 clusters Score: Raw -2079499.898715 + Penalty 4764.654915 = -2074735.243800 nChanged 8 SP:Iteration 55Q (2587.440000 sec): 3 clusters Score: Raw -2079502.199618 + Penalty 4764.654915 = -2074737.544703 nChanged 9 SP:Iteration 56Q (2587.710000 sec): 3 clusters Score: Raw -2079506.165399 + Penalty 4764.654915 = -2074741.510484 nChanged 8 SP:Iteration 57Q (2587.960000 sec): 3 clusters Score: Raw -2079508.508238 + Penalty 4764.654915 = -2074743.853323 nChanged 7 SP:Iteration 58Q (2588.220000 sec): 3 clusters Score: Raw -2079510.208247 + Penalty 4764.654915 = -2074745.553332 nChanged 6 SP:Iteration 59Q (2588.540000 sec): 3 clusters Score: Raw -2079511.646390 + Penalty 4764.654915 = -2074746.991475 nChanged 14 SP:Iteration 60F (2588.760000 sec): 3 clusters Score: Raw -2079514.570830 + Penalty 4764.654915 = -2074749.915915 nChanged 11 SP:Iteration 61Q (2589.050000 sec): 3 clusters Score: Raw -2079517.024343 + Penalty 4764.654915 = -2074752.369428 nChanged 7 SP:Iteration 62Q (2589.330000 sec): 3 clusters Score: Raw -2079518.755696 + Penalty 4764.654915 = -2074754.100780 nChanged 5 SP:Iteration 63Q (2589.570000 sec): 3 clusters Score: Raw -2079519.842836 + Penalty 4764.654915 = -2074755.187921 nChanged 2 SP:Iteration 64Q (2589.860000 sec): 3 clusters Score: Raw -2079520.504538 + Penalty 4764.654915 = -2074755.849623 nChanged 3 SP:Iteration 65Q (2590.120000 sec): 3 clusters Score: Raw -2079521.138231 + Penalty 4764.654915 = -2074756.483316 nChanged 1 SP:Iteration 66Q (2590.370000 sec): 3 clusters Score: Raw -2079521.363105 + Penalty 4764.654915 = -2074756.708190 nChanged 2 SP:Iteration 67Q (2590.620000 sec): 3 clusters Score: Raw -2079521.613143 + Penalty 4764.654915 = -2074756.958228 nChanged 1 SP:Iteration 68Q (2590.920000 sec): 3 clusters Score: Raw -2079521.692602 + Penalty 4764.654915 = -2074757.037687 nChanged 1 SP:Iteration 69Q (2591.150000 sec): 3 clusters Score: Raw -2079521.825021 + Penalty 4764.654915 = -2074757.170106 nChanged 1 SP:Iteration 70Q (2591.360000 sec): 3 clusters Score: Raw -2079522.387781 + Penalty 4764.654915 = -2074757.732866 nChanged 3 SP:Iteration 71Q (2591.650000 sec): 3 clusters Score: Raw -2079523.529838 + Penalty 4764.654915 = -2074758.874923 nChanged 2 SP:Iteration 72Q (2591.970000 sec): 3 clusters Score: Raw -2079524.100692 + Penalty 4764.654915 = -2074759.445777 nChanged 1 SP:Iteration 73Q (2592.210000 sec): 3 clusters Score: Raw -2079524.431489 + Penalty 4764.654915 = -2074759.776573 nChanged 0 SP:Iteration 74F (2592.510000 sec): 3 clusters Score: Raw -2079524.431489 + Penalty 4764.654915 = -2074759.776573 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 5 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2592.590000 sec): 2 clusters Score: Raw -40192.690434 + Penalty 1427.424069 = -38765.266365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2592.790000 sec): 3 clusters Score: Raw -40495.497578 + Penalty 2854.848138 = -37640.649440 nChanged 55 SP:Iteration 1F (2592.980000 sec): 3 clusters Score: Raw -40656.993244 + Penalty 2854.848138 = -37802.145106 nChanged 15 SP:Iteration 2Q (2593.170000 sec): 3 clusters Score: Raw -40710.582490 + Penalty 2854.848138 = -37855.734352 nChanged 11 SP:Iteration 3Q (2593.350000 sec): 3 clusters Score: Raw -40743.759007 + Penalty 2854.848138 = -37888.910869 nChanged 7 SP:Iteration 4Q (2593.540000 sec): 3 clusters Score: Raw -40770.457851 + Penalty 2854.848138 = -37915.609713 nChanged 2 SP:Iteration 5Q (2593.760000 sec): 3 clusters Score: Raw -40775.040596 + Penalty 2854.848138 = -37920.192458 nChanged 3 SP:Iteration 6Q (2593.950000 sec): 3 clusters Score: Raw -40821.061039 + Penalty 2854.848138 = -37966.212902 nChanged 8 SP:Iteration 7Q (2594.130000 sec): 3 clusters Score: Raw -40854.971283 + Penalty 2854.848138 = -38000.123145 nChanged 7 SP:Iteration 8Q (2594.290000 sec): 3 clusters Score: Raw -40893.059282 + Penalty 2854.848138 = -38038.211144 nChanged 4 SP:Iteration 9Q (2594.440000 sec): 3 clusters Score: Raw -40906.320397 + Penalty 2854.848138 = -38051.472259 nChanged 2 SP:Iteration 10Q (2594.630000 sec): 3 clusters Score: Raw -40910.477150 + Penalty 2854.848138 = -38055.629012 nChanged 5 SP:Iteration 11Q (2594.790000 sec): 3 clusters Score: Raw -40926.967724 + Penalty 2854.848138 = -38072.119586 nChanged 1 SP:Iteration 12Q (2594.970000 sec): 3 clusters Score: Raw -40928.773055 + Penalty 2854.848138 = -38073.924917 nChanged 1 SP:Iteration 13Q (2595.170000 sec): 3 clusters Score: Raw -40929.771252 + Penalty 2854.848138 = -38074.923114 nChanged 0 SP:Iteration 14F (2595.320000 sec): 3 clusters Score: Raw -40929.771252 + Penalty 2854.848138 = -38074.923114 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 6 (3136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2595.410000 sec): 2 clusters Score: Raw -440940.644983 + Penalty 1996.574439 = -438944.070545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2595.580000 sec): 3 clusters Score: Raw -439611.266952 + Penalty 3993.148877 = -435618.118075 nChanged 1105 SP:Iteration 1F (2595.820000 sec): 3 clusters Score: Raw -440389.540282 + Penalty 3993.148877 = -436396.391405 nChanged 281 SP:Iteration 2F (2596.000000 sec): 3 clusters Score: Raw -440654.566435 + Penalty 3993.148877 = -436661.417558 nChanged 205 SP:Iteration 3F (2596.190000 sec): 3 clusters Score: Raw -440879.467869 + Penalty 3993.148877 = -436886.318992 nChanged 175 SP:Iteration 4F (2596.380000 sec): 3 clusters Score: Raw -441117.945651 + Penalty 3993.148877 = -437124.796774 nChanged 155 SP:Iteration 5Q (2596.640000 sec): 3 clusters Score: Raw -441262.404070 + Penalty 3993.148877 = -437269.255193 nChanged 101 SP:Iteration 6Q (2596.840000 sec): 3 clusters Score: Raw -441330.525780 + Penalty 3993.148877 = -437337.376903 nChanged 80 SP:Iteration 7Q (2597.080000 sec): 3 clusters Score: Raw -441391.903257 + Penalty 3993.148877 = -437398.754380 nChanged 64 SP:Iteration 8Q (2597.330000 sec): 3 clusters Score: Raw -441440.294229 + Penalty 3993.148877 = -437447.145352 nChanged 58 SP:Iteration 9Q (2597.550000 sec): 3 clusters Score: Raw -441494.368011 + Penalty 3993.148877 = -437501.219134 nChanged 56 SP:Iteration 10Q (2597.680000 sec): 3 clusters Score: Raw -441530.753257 + Penalty 3993.148877 = -437537.604379 nChanged 37 SP:Iteration 11Q (2597.900000 sec): 3 clusters Score: Raw -441555.499043 + Penalty 3993.148877 = -437562.350166 nChanged 20 SP:Iteration 12Q (2598.120000 sec): 3 clusters Score: Raw -441567.390660 + Penalty 3993.148877 = -437574.241783 nChanged 22 SP:Iteration 13Q (2598.310000 sec): 3 clusters Score: Raw -441579.397777 + Penalty 3993.148877 = -437586.248899 nChanged 19 SP:Iteration 14Q (2598.490000 sec): 3 clusters Score: Raw -441590.136626 + Penalty 3993.148877 = -437596.987749 nChanged 22 SP:Iteration 15Q (2598.700000 sec): 3 clusters Score: Raw -441605.133226 + Penalty 3993.148877 = -437611.984349 nChanged 23 SP:Iteration 16Q (2598.920000 sec): 3 clusters Score: Raw -441627.591366 + Penalty 3993.148877 = -437634.442489 nChanged 23 SP:Iteration 17Q (2599.140000 sec): 3 clusters Score: Raw -441650.480245 + Penalty 3993.148877 = -437657.331368 nChanged 22 SP:Iteration 18Q (2599.310000 sec): 3 clusters Score: Raw -441667.382013 + Penalty 3993.148877 = -437674.233136 nChanged 24 SP:Iteration 19Q (2599.480000 sec): 3 clusters Score: Raw -441679.572181 + Penalty 3993.148877 = -437686.423303 nChanged 11 SP:Iteration 20F (2599.680000 sec): 3 clusters Score: Raw -441687.530237 + Penalty 3993.148877 = -437694.381360 nChanged 13 SP:Iteration 21Q (2599.880000 sec): 3 clusters Score: Raw -441695.675291 + Penalty 3993.148877 = -437702.526414 nChanged 7 SP:Iteration 22Q (2600.090000 sec): 3 clusters Score: Raw -441700.149392 + Penalty 3993.148877 = -437707.000515 nChanged 5 SP:Iteration 23Q (2600.240000 sec): 3 clusters Score: Raw -441703.924286 + Penalty 3993.148877 = -437710.775408 nChanged 12 SP:Iteration 24Q (2600.420000 sec): 3 clusters Score: Raw -441710.167300 + Penalty 3993.148877 = -437717.018422 nChanged 6 SP:Iteration 25Q (2600.620000 sec): 3 clusters Score: Raw -441716.263615 + Penalty 3993.148877 = -437723.114737 nChanged 14 SP:Iteration 26Q (2600.840000 sec): 3 clusters Score: Raw -441726.740429 + Penalty 3993.148877 = -437733.591552 nChanged 10 SP:Iteration 27Q (2601.020000 sec): 3 clusters Score: Raw -441735.049043 + Penalty 3993.148877 = -437741.900166 nChanged 12 SP:Iteration 28Q (2601.230000 sec): 3 clusters Score: Raw -441747.901782 + Penalty 3993.148877 = -437754.752905 nChanged 12 SP:Iteration 29Q (2601.400000 sec): 3 clusters Score: Raw -441757.402053 + Penalty 3993.148877 = -437764.253175 nChanged 15 SP:Iteration 30Q (2601.610000 sec): 3 clusters Score: Raw -441771.434350 + Penalty 3993.148877 = -437778.285473 nChanged 14 SP:Iteration 31Q (2601.810000 sec): 3 clusters Score: Raw -441782.691800 + Penalty 3993.148877 = -437789.542923 nChanged 12 SP:Iteration 32Q (2601.990000 sec): 3 clusters Score: Raw -441792.515702 + Penalty 3993.148877 = -437799.366825 nChanged 13 SP:Iteration 33Q (2602.160000 sec): 3 clusters Score: Raw -441800.939178 + Penalty 3993.148877 = -437807.790301 nChanged 15 SP:Iteration 34Q (2602.350000 sec): 3 clusters Score: Raw -441810.159506 + Penalty 3993.148877 = -437817.010629 nChanged 14 SP:Iteration 35Q (2602.550000 sec): 3 clusters Score: Raw -441820.194892 + Penalty 3993.148877 = -437827.046015 nChanged 11 SP:Iteration 36Q (2602.740000 sec): 3 clusters Score: Raw -441825.734018 + Penalty 3993.148877 = -437832.585141 nChanged 7 SP:Iteration 37Q (2602.950000 sec): 3 clusters Score: Raw -441830.865601 + Penalty 3993.148877 = -437837.716724 nChanged 10 SP:Iteration 38Q (2603.150000 sec): 3 clusters Score: Raw -441840.076224 + Penalty 3993.148877 = -437846.927347 nChanged 8 SP:Iteration 39Q (2603.350000 sec): 3 clusters Score: Raw -441846.333228 + Penalty 3993.148877 = -437853.184351 nChanged 7 SP:Iteration 40F (2603.550000 sec): 3 clusters Score: Raw -441850.996735 + Penalty 3993.148877 = -437857.847858 nChanged 6 SP:Iteration 41Q (2603.750000 sec): 3 clusters Score: Raw -441854.675517 + Penalty 3993.148877 = -437861.526639 nChanged 6 SP:Iteration 42Q (2603.980000 sec): 3 clusters Score: Raw -441859.722402 + Penalty 3993.148877 = -437866.573525 nChanged 8 SP:Iteration 43Q (2604.140000 sec): 3 clusters Score: Raw -441865.968933 + Penalty 3993.148877 = -437872.820056 nChanged 5 SP:Iteration 44Q (2604.340000 sec): 3 clusters Score: Raw -441875.971568 + Penalty 3993.148877 = -437882.822691 nChanged 10 SP:Iteration 45Q (2604.500000 sec): 3 clusters Score: Raw -441890.573962 + Penalty 3993.148877 = -437897.425085 nChanged 14 SP:Iteration 46Q (2604.690000 sec): 3 clusters Score: Raw -441902.548042 + Penalty 3993.148877 = -437909.399165 nChanged 11 SP:Iteration 47Q (2604.890000 sec): 3 clusters Score: Raw -441915.969054 + Penalty 3993.148877 = -437922.820177 nChanged 12 SP:Iteration 48Q (2605.090000 sec): 3 clusters Score: Raw -441927.347342 + Penalty 3993.148877 = -437934.198465 nChanged 10 SP:Iteration 49Q (2605.270000 sec): 3 clusters Score: Raw -441936.068346 + Penalty 3993.148877 = -437942.919469 nChanged 7 SP:Iteration 50Q (2605.500000 sec): 3 clusters Score: Raw -441941.530195 + Penalty 3993.148877 = -437948.381318 nChanged 4 SP:Iteration 51Q (2605.680000 sec): 3 clusters Score: Raw -441945.472125 + Penalty 3993.148877 = -437952.323247 nChanged 8 SP:Iteration 52Q (2605.890000 sec): 3 clusters Score: Raw -441964.760827 + Penalty 3993.148877 = -437971.611950 nChanged 15 SP:Iteration 53Q (2606.050000 sec): 3 clusters Score: Raw -441985.074012 + Penalty 3993.148877 = -437991.925134 nChanged 17 SP:Iteration 54Q (2606.270000 sec): 3 clusters Score: Raw -442012.907556 + Penalty 3993.148877 = -438019.758678 nChanged 16 SP:Iteration 55Q (2606.500000 sec): 3 clusters Score: Raw -442033.054942 + Penalty 3993.148877 = -438039.906064 nChanged 18 SP:Iteration 56Q (2606.630000 sec): 3 clusters Score: Raw -442050.835745 + Penalty 3993.148877 = -438057.686868 nChanged 10 SP:Iteration 57Q (2606.840000 sec): 3 clusters Score: Raw -442059.060114 + Penalty 3993.148877 = -438065.911237 nChanged 8 SP:Iteration 58Q (2607.060000 sec): 3 clusters Score: Raw -442065.116424 + Penalty 3993.148877 = -438071.967547 nChanged 9 SP:Iteration 59Q (2607.250000 sec): 3 clusters Score: Raw -442071.648899 + Penalty 3993.148877 = -438078.500022 nChanged 8 SP:Iteration 60F (2607.510000 sec): 3 clusters Score: Raw -442077.116842 + Penalty 3993.148877 = -438083.967964 nChanged 6 SP:Iteration 61Q (2607.710000 sec): 3 clusters Score: Raw -442081.954500 + Penalty 3993.148877 = -438088.805623 nChanged 5 SP:Iteration 62Q (2607.890000 sec): 3 clusters Score: Raw -442085.944354 + Penalty 3993.148877 = -438092.795476 nChanged 3 SP:Iteration 63Q (2608.070000 sec): 3 clusters Score: Raw -442087.194244 + Penalty 3993.148877 = -438094.045367 nChanged 0 SP:Iteration 64F (2608.290000 sec): 3 clusters Score: Raw -442087.194244 + Penalty 3993.148877 = -438094.045367 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 7 (12812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2608.460000 sec): 2 clusters Score: Raw -1817343.819343 + Penalty 2345.618103 = -1814998.201241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2608.730000 sec): 3 clusters Score: Raw -1810212.597885 + Penalty 4691.236205 = -1805521.361680 nChanged 5467 SP:Iteration 1F (2609.010000 sec): 3 clusters Score: Raw -1813162.712761 + Penalty 4691.236205 = -1808471.476556 nChanged 807 SP:Iteration 2F (2609.280000 sec): 3 clusters Score: Raw -1813533.984295 + Penalty 4691.236205 = -1808842.748089 nChanged 712 SP:Iteration 3F (2609.570000 sec): 3 clusters Score: Raw -1813869.775165 + Penalty 4691.236205 = -1809178.538960 nChanged 668 SP:Iteration 4F (2609.820000 sec): 3 clusters Score: Raw -1814253.151923 + Penalty 4691.236205 = -1809561.915718 nChanged 747 SP:Iteration 5F (2610.090000 sec): 3 clusters Score: Raw -1814738.123252 + Penalty 4691.236205 = -1810046.887047 nChanged 762 SP:Iteration 6F (2610.340000 sec): 3 clusters Score: Raw -1815289.455363 + Penalty 4691.236205 = -1810598.219157 nChanged 754 SP:Iteration 7F (2610.610000 sec): 3 clusters Score: Raw -1815875.220636 + Penalty 4691.236205 = -1811183.984430 nChanged 687 SP:Iteration 8F (2610.850000 sec): 3 clusters Score: Raw -1816430.416752 + Penalty 4691.236205 = -1811739.180546 nChanged 558 SP:Iteration 9Q (2611.110000 sec): 3 clusters Score: Raw -1816881.443184 + Penalty 4691.236205 = -1812190.206979 nChanged 408 SP:Iteration 10Q (2611.350000 sec): 3 clusters Score: Raw -1817202.107596 + Penalty 4691.236205 = -1812510.871391 nChanged 297 SP:Iteration 11Q (2611.620000 sec): 3 clusters Score: Raw -1817439.644481 + Penalty 4691.236205 = -1812748.408276 nChanged 200 SP:Iteration 12Q (2611.860000 sec): 3 clusters Score: Raw -1817576.640386 + Penalty 4691.236205 = -1812885.404181 nChanged 152 SP:Iteration 13Q (2612.110000 sec): 3 clusters Score: Raw -1817666.844511 + Penalty 4691.236205 = -1812975.608305 nChanged 108 SP:Iteration 14Q (2612.380000 sec): 3 clusters Score: Raw -1817725.858931 + Penalty 4691.236205 = -1813034.622726 nChanged 79 SP:Iteration 15Q (2612.640000 sec): 3 clusters Score: Raw -1817766.782917 + Penalty 4691.236205 = -1813075.546712 nChanged 54 SP:Iteration 16Q (2612.840000 sec): 3 clusters Score: Raw -1817796.819131 + Penalty 4691.236205 = -1813105.582925 nChanged 52 SP:Iteration 17Q (2613.080000 sec): 3 clusters Score: Raw -1817829.884850 + Penalty 4691.236205 = -1813138.648644 nChanged 49 SP:Iteration 18Q (2613.360000 sec): 3 clusters Score: Raw -1817860.240103 + Penalty 4691.236205 = -1813169.003898 nChanged 46 SP:Iteration 19Q (2613.590000 sec): 3 clusters Score: Raw -1817888.402974 + Penalty 4691.236205 = -1813197.166769 nChanged 31 SP:Iteration 20F (2613.820000 sec): 3 clusters Score: Raw -1817905.159390 + Penalty 4691.236205 = -1813213.923185 nChanged 25 SP:Iteration 21Q (2614.050000 sec): 3 clusters Score: Raw -1817919.653188 + Penalty 4691.236205 = -1813228.416982 nChanged 22 SP:Iteration 22Q (2614.280000 sec): 3 clusters Score: Raw -1817930.766125 + Penalty 4691.236205 = -1813239.529919 nChanged 20 SP:Iteration 23Q (2614.530000 sec): 3 clusters Score: Raw -1817941.888245 + Penalty 4691.236205 = -1813250.652040 nChanged 17 SP:Iteration 24Q (2614.750000 sec): 3 clusters Score: Raw -1817952.251563 + Penalty 4691.236205 = -1813261.015358 nChanged 14 SP:Iteration 25Q (2615.040000 sec): 3 clusters Score: Raw -1817959.597647 + Penalty 4691.236205 = -1813268.361442 nChanged 14 SP:Iteration 26Q (2615.260000 sec): 3 clusters Score: Raw -1817966.642566 + Penalty 4691.236205 = -1813275.406360 nChanged 12 SP:Iteration 27Q (2615.520000 sec): 3 clusters Score: Raw -1817973.683438 + Penalty 4691.236205 = -1813282.447233 nChanged 12 SP:Iteration 28Q (2615.780000 sec): 3 clusters Score: Raw -1817980.599900 + Penalty 4691.236205 = -1813289.363695 nChanged 12 SP:Iteration 29Q (2616.080000 sec): 3 clusters Score: Raw -1817989.364914 + Penalty 4691.236205 = -1813298.128709 nChanged 11 SP:Iteration 30Q (2616.340000 sec): 3 clusters Score: Raw -1817994.742231 + Penalty 4691.236205 = -1813303.506025 nChanged 5 SP:Iteration 31Q (2616.550000 sec): 3 clusters Score: Raw -1817997.031451 + Penalty 4691.236205 = -1813305.795245 nChanged 4 SP:Iteration 32Q (2616.810000 sec): 3 clusters Score: Raw -1817999.558656 + Penalty 4691.236205 = -1813308.322451 nChanged 4 SP:Iteration 33Q (2617.160000 sec): 3 clusters Score: Raw -1818001.730172 + Penalty 4691.236205 = -1813310.493967 nChanged 4 SP:Iteration 34Q (2617.420000 sec): 3 clusters Score: Raw -1818003.129895 + Penalty 4691.236205 = -1813311.893690 nChanged 7 SP:Iteration 35Q (2617.680000 sec): 3 clusters Score: Raw -1818006.253807 + Penalty 4691.236205 = -1813315.017601 nChanged 3 SP:Iteration 36Q (2617.920000 sec): 3 clusters Score: Raw -1818007.665812 + Penalty 4691.236205 = -1813316.429606 nChanged 3 SP:Iteration 37Q (2618.230000 sec): 3 clusters Score: Raw -1818008.210347 + Penalty 4691.236205 = -1813316.974142 nChanged 0 SP:Iteration 38F (2618.490000 sec): 3 clusters Score: Raw -1818008.210347 + Penalty 4691.236205 = -1813316.974142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 8 (22383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2618.700000 sec): 2 clusters Score: Raw -3325626.412359 + Penalty 2483.982141 = -3323142.430218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2619.000000 sec): 3 clusters Score: Raw -3312447.882071 + Penalty 4967.964282 = -3307479.917788 nChanged 9984 SP:Iteration 1F (2619.300000 sec): 3 clusters Score: Raw -3317700.875671 + Penalty 4967.964282 = -3312732.911388 nChanged 1082 SP:Iteration 2Q (2619.630000 sec): 3 clusters Score: Raw -3318058.307753 + Penalty 4967.964282 = -3313090.343470 nChanged 920 SP:Iteration 3Q (2620.070000 sec): 3 clusters Score: Raw -3318362.773696 + Penalty 4967.964282 = -3313394.809413 nChanged 893 SP:Iteration 4Q (2620.440000 sec): 3 clusters Score: Raw -3318700.791973 + Penalty 4967.964282 = -3313732.827691 nChanged 918 SP:Iteration 5Q (2620.780000 sec): 3 clusters Score: Raw -3319098.948107 + Penalty 4967.964282 = -3314130.983825 nChanged 1041 SP:Iteration 6Q (2621.110000 sec): 3 clusters Score: Raw -3319612.551256 + Penalty 4967.964282 = -3314644.586973 nChanged 1137 SP:Iteration 7F (2621.460000 sec): 3 clusters Score: Raw -3320274.304287 + Penalty 4967.964282 = -3315306.340005 nChanged 1269 SP:Iteration 8F (2621.730000 sec): 3 clusters Score: Raw -3321072.868774 + Penalty 4967.964282 = -3316104.904492 nChanged 1346 SP:Iteration 9F (2622.090000 sec): 3 clusters Score: Raw -3321904.738294 + Penalty 4967.964282 = -3316936.774012 nChanged 1241 SP:Iteration 10F (2622.380000 sec): 3 clusters Score: Raw -3322637.908775 + Penalty 4967.964282 = -3317669.944492 nChanged 1057 SP:Iteration 11Q (2622.720000 sec): 3 clusters Score: Raw -3323157.470895 + Penalty 4967.964282 = -3318189.506612 nChanged 817 SP:Iteration 12Q (2623.050000 sec): 3 clusters Score: Raw -3323482.311548 + Penalty 4967.964282 = -3318514.347265 nChanged 604 SP:Iteration 13Q (2623.430000 sec): 3 clusters Score: Raw -3323682.336978 + Penalty 4967.964282 = -3318714.372696 nChanged 439 SP:Iteration 14Q (2623.720000 sec): 3 clusters Score: Raw -3323806.148169 + Penalty 4967.964282 = -3318838.183887 nChanged 355 SP:Iteration 15Q (2624.070000 sec): 3 clusters Score: Raw -3323891.368341 + Penalty 4967.964282 = -3318923.404058 nChanged 272 SP:Iteration 16Q (2624.380000 sec): 3 clusters Score: Raw -3323946.134132 + Penalty 4967.964282 = -3318978.169850 nChanged 223 SP:Iteration 17Q (2624.730000 sec): 3 clusters Score: Raw -3323991.626896 + Penalty 4967.964282 = -3319023.662614 nChanged 174 SP:Iteration 18Q (2625.060000 sec): 3 clusters Score: Raw -3324021.216771 + Penalty 4967.964282 = -3319053.252488 nChanged 161 SP:Iteration 19Q (2625.420000 sec): 3 clusters Score: Raw -3324045.020067 + Penalty 4967.964282 = -3319077.055784 nChanged 124 SP:Iteration 20F (2625.740000 sec): 3 clusters Score: Raw -3324063.234173 + Penalty 4967.964282 = -3319095.269891 nChanged 125 SP:Iteration 21Q (2626.130000 sec): 3 clusters Score: Raw -3324079.703234 + Penalty 4967.964282 = -3319111.738952 nChanged 101 SP:Iteration 22Q (2626.420000 sec): 3 clusters Score: Raw -3324092.270095 + Penalty 4967.964282 = -3319124.305813 nChanged 87 SP:Iteration 23Q (2626.760000 sec): 3 clusters Score: Raw -3324101.611421 + Penalty 4967.964282 = -3319133.647139 nChanged 86 SP:Iteration 24Q (2627.110000 sec): 3 clusters Score: Raw -3324111.123874 + Penalty 4967.964282 = -3319143.159591 nChanged 75 SP:Iteration 25Q (2627.490000 sec): 3 clusters Score: Raw -3324119.517899 + Penalty 4967.964282 = -3319151.553617 nChanged 69 SP:Iteration 26Q (2627.850000 sec): 3 clusters Score: Raw -3324126.838037 + Penalty 4967.964282 = -3319158.873754 nChanged 74 SP:Iteration 27Q (2628.230000 sec): 3 clusters Score: Raw -3324135.173077 + Penalty 4967.964282 = -3319167.208794 nChanged 82 SP:Iteration 28Q (2628.570000 sec): 3 clusters Score: Raw -3324144.349009 + Penalty 4967.964282 = -3319176.384726 nChanged 73 SP:Iteration 29Q (2628.950000 sec): 3 clusters Score: Raw -3324151.871129 + Penalty 4967.964282 = -3319183.906846 nChanged 62 SP:Iteration 30Q (2629.310000 sec): 3 clusters Score: Raw -3324158.185788 + Penalty 4967.964282 = -3319190.221505 nChanged 76 SP:Iteration 31Q (2629.650000 sec): 3 clusters Score: Raw -3324166.557853 + Penalty 4967.964282 = -3319198.593571 nChanged 82 SP:Iteration 32Q (2630.040000 sec): 3 clusters Score: Raw -3324174.904893 + Penalty 4967.964282 = -3319206.940611 nChanged 64 SP:Iteration 33Q (2630.390000 sec): 3 clusters Score: Raw -3324182.226316 + Penalty 4967.964282 = -3319214.262034 nChanged 60 SP:Iteration 34Q (2630.740000 sec): 3 clusters Score: Raw -3324189.337294 + Penalty 4967.964282 = -3319221.373012 nChanged 67 SP:Iteration 35Q (2631.050000 sec): 3 clusters Score: Raw -3324196.327928 + Penalty 4967.964282 = -3319228.363645 nChanged 57 SP:Iteration 36Q (2631.340000 sec): 3 clusters Score: Raw -3324202.325421 + Penalty 4967.964282 = -3319234.361139 nChanged 72 SP:Iteration 37Q (2631.640000 sec): 3 clusters Score: Raw -3324211.005637 + Penalty 4967.964282 = -3319243.041354 nChanged 68 SP:Iteration 38Q (2631.950000 sec): 3 clusters Score: Raw -3324219.184814 + Penalty 4967.964282 = -3319251.220532 nChanged 78 SP:Iteration 39Q (2632.330000 sec): 3 clusters Score: Raw -3324228.072788 + Penalty 4967.964282 = -3319260.108506 nChanged 95 SP:Iteration 40F (2632.590000 sec): 3 clusters Score: Raw -3324238.841071 + Penalty 4967.964282 = -3319270.876789 nChanged 86 SP:Iteration 41Q (2632.940000 sec): 3 clusters Score: Raw -3324249.053650 + Penalty 4967.964282 = -3319281.089367 nChanged 78 SP:Iteration 42Q (2633.320000 sec): 3 clusters Score: Raw -3324258.112102 + Penalty 4967.964282 = -3319290.147820 nChanged 92 SP:Iteration 43Q (2633.620000 sec): 3 clusters Score: Raw -3324268.519025 + Penalty 4967.964282 = -3319300.554743 nChanged 92 SP:Iteration 44Q (2633.980000 sec): 3 clusters Score: Raw -3324278.728164 + Penalty 4967.964282 = -3319310.763882 nChanged 83 SP:Iteration 45Q (2634.300000 sec): 3 clusters Score: Raw -3324287.672315 + Penalty 4967.964282 = -3319319.708033 nChanged 91 SP:Iteration 46Q (2634.610000 sec): 3 clusters Score: Raw -3324299.017991 + Penalty 4967.964282 = -3319331.053709 nChanged 92 SP:Iteration 47Q (2634.980000 sec): 3 clusters Score: Raw -3324309.106427 + Penalty 4967.964282 = -3319341.142145 nChanged 96 SP:Iteration 48Q (2635.240000 sec): 3 clusters Score: Raw -3324320.870127 + Penalty 4967.964282 = -3319352.905844 nChanged 114 SP:Iteration 49Q (2635.530000 sec): 3 clusters Score: Raw -3324336.051714 + Penalty 4967.964282 = -3319368.087431 nChanged 126 SP:Iteration 50Q (2635.880000 sec): 3 clusters Score: Raw -3324353.154816 + Penalty 4967.964282 = -3319385.190534 nChanged 133 SP:Iteration 51Q (2636.180000 sec): 3 clusters Score: Raw -3324371.697957 + Penalty 4967.964282 = -3319403.733674 nChanged 148 SP:Iteration 52Q (2636.480000 sec): 3 clusters Score: Raw -3324391.340020 + Penalty 4967.964282 = -3319423.375738 nChanged 128 SP:Iteration 53Q (2636.830000 sec): 3 clusters Score: Raw -3324407.939608 + Penalty 4967.964282 = -3319439.975326 nChanged 144 SP:Iteration 54Q (2637.170000 sec): 3 clusters Score: Raw -3324430.216462 + Penalty 4967.964282 = -3319462.252179 nChanged 170 SP:Iteration 55Q (2637.480000 sec): 3 clusters Score: Raw -3324458.979073 + Penalty 4967.964282 = -3319491.014790 nChanged 191 SP:Iteration 56Q (2637.840000 sec): 3 clusters Score: Raw -3324493.949351 + Penalty 4967.964282 = -3319525.985068 nChanged 208 SP:Iteration 57Q (2638.150000 sec): 3 clusters Score: Raw -3324532.310634 + Penalty 4967.964282 = -3319564.346351 nChanged 204 SP:Iteration 58Q (2638.500000 sec): 3 clusters Score: Raw -3324573.184325 + Penalty 4967.964282 = -3319605.220042 nChanged 228 SP:Iteration 59Q (2638.830000 sec): 3 clusters Score: Raw -3324615.424940 + Penalty 4967.964282 = -3319647.460658 nChanged 223 SP:Iteration 60F (2639.180000 sec): 3 clusters Score: Raw -3324661.725290 + Penalty 4967.964282 = -3319693.761007 nChanged 230 SP:Iteration 61Q (2639.570000 sec): 3 clusters Score: Raw -3324705.786787 + Penalty 4967.964282 = -3319737.822505 nChanged 203 SP:Iteration 62Q (2639.910000 sec): 3 clusters Score: Raw -3324744.477291 + Penalty 4967.964282 = -3319776.513008 nChanged 188 SP:Iteration 63Q (2640.230000 sec): 3 clusters Score: Raw -3324780.528258 + Penalty 4967.964282 = -3319812.563976 nChanged 195 SP:Iteration 64Q (2640.560000 sec): 3 clusters Score: Raw -3324817.968076 + Penalty 4967.964282 = -3319850.003794 nChanged 193 SP:Iteration 65Q (2640.890000 sec): 3 clusters Score: Raw -3324854.082985 + Penalty 4967.964282 = -3319886.118703 nChanged 196 SP:Iteration 66Q (2641.240000 sec): 3 clusters Score: Raw -3324891.434598 + Penalty 4967.964282 = -3319923.470316 nChanged 202 SP:Iteration 67Q (2641.610000 sec): 3 clusters Score: Raw -3324935.895945 + Penalty 4967.964282 = -3319967.931662 nChanged 235 SP:Iteration 68Q (2641.910000 sec): 3 clusters Score: Raw -3324988.147361 + Penalty 4967.964282 = -3320020.183079 nChanged 230 SP:Iteration 69Q (2642.280000 sec): 3 clusters Score: Raw -3325039.318293 + Penalty 4967.964282 = -3320071.354010 nChanged 220 SP:Iteration 70Q (2642.580000 sec): 3 clusters Score: Raw -3325089.517666 + Penalty 4967.964282 = -3320121.553383 nChanged 232 SP:Iteration 71Q (2642.920000 sec): 3 clusters Score: Raw -3325144.989838 + Penalty 4967.964282 = -3320177.025556 nChanged 244 SP:Iteration 72Q (2643.230000 sec): 3 clusters Score: Raw -3325200.770862 + Penalty 4967.964282 = -3320232.806579 nChanged 211 SP:Iteration 73Q (2643.540000 sec): 3 clusters Score: Raw -3325248.000324 + Penalty 4967.964282 = -3320280.036042 nChanged 216 SP:Iteration 74Q (2643.880000 sec): 3 clusters Score: Raw -3325300.279656 + Penalty 4967.964282 = -3320332.315373 nChanged 225 SP:Iteration 75Q (2644.190000 sec): 3 clusters Score: Raw -3325355.243924 + Penalty 4967.964282 = -3320387.279641 nChanged 204 SP:Iteration 76Q (2644.600000 sec): 3 clusters Score: Raw -3325405.159933 + Penalty 4967.964282 = -3320437.195651 nChanged 190 SP:Iteration 77Q (2644.960000 sec): 3 clusters Score: Raw -3325454.138035 + Penalty 4967.964282 = -3320486.173753 nChanged 198 SP:Iteration 78Q (2645.260000 sec): 3 clusters Score: Raw -3325507.154004 + Penalty 4967.964282 = -3320539.189721 nChanged 201 SP:Iteration 79Q (2645.660000 sec): 3 clusters Score: Raw -3325560.338022 + Penalty 4967.964282 = -3320592.373740 nChanged 185 SP:Iteration 80F (2645.950000 sec): 3 clusters Score: Raw -3325606.248713 + Penalty 4967.964282 = -3320638.284430 nChanged 148 SP:Iteration 81Q (2646.240000 sec): 3 clusters Score: Raw -3325644.383454 + Penalty 4967.964282 = -3320676.419172 nChanged 156 SP:Iteration 82Q (2646.570000 sec): 3 clusters Score: Raw -3325686.890590 + Penalty 4967.964282 = -3320718.926308 nChanged 153 SP:Iteration 83Q (2646.840000 sec): 3 clusters Score: Raw -3325728.275232 + Penalty 4967.964282 = -3320760.310950 nChanged 120 SP:Iteration 84Q (2647.200000 sec): 3 clusters Score: Raw -3325761.509091 + Penalty 4967.964282 = -3320793.544809 nChanged 106 SP:Iteration 85Q (2647.510000 sec): 3 clusters Score: Raw -3325790.565936 + Penalty 4967.964282 = -3320822.601654 nChanged 108 SP:Iteration 86Q (2647.780000 sec): 3 clusters Score: Raw -3325817.702912 + Penalty 4967.964282 = -3320849.738629 nChanged 89 SP:Iteration 87Q (2648.080000 sec): 3 clusters Score: Raw -3325841.229524 + Penalty 4967.964282 = -3320873.265241 nChanged 93 SP:Iteration 88Q (2648.350000 sec): 3 clusters Score: Raw -3325866.642458 + Penalty 4967.964282 = -3320898.678176 nChanged 86 SP:Iteration 89Q (2648.710000 sec): 3 clusters Score: Raw -3325888.038055 + Penalty 4967.964282 = -3320920.073772 nChanged 65 SP:Iteration 90Q (2649.000000 sec): 3 clusters Score: Raw -3325905.075000 + Penalty 4967.964282 = -3320937.110717 nChanged 64 SP:Iteration 91Q (2649.310000 sec): 3 clusters Score: Raw -3325920.258226 + Penalty 4967.964282 = -3320952.293943 nChanged 56 SP:Iteration 92Q (2649.620000 sec): 3 clusters Score: Raw -3325933.279341 + Penalty 4967.964282 = -3320965.315058 nChanged 46 SP:Iteration 93Q (2649.930000 sec): 3 clusters Score: Raw -3325944.098307 + Penalty 4967.964282 = -3320976.134024 nChanged 40 SP:Iteration 94Q (2650.260000 sec): 3 clusters Score: Raw -3325953.324957 + Penalty 4967.964282 = -3320985.360675 nChanged 42 SP:Iteration 95Q (2650.650000 sec): 3 clusters Score: Raw -3325962.107878 + Penalty 4967.964282 = -3320994.143596 nChanged 39 SP:Iteration 96Q (2650.920000 sec): 3 clusters Score: Raw -3325971.152199 + Penalty 4967.964282 = -3321003.187916 nChanged 40 SP:Iteration 97Q (2651.220000 sec): 3 clusters Score: Raw -3325980.232410 + Penalty 4967.964282 = -3321012.268128 nChanged 48 SP:Iteration 98Q (2651.520000 sec): 3 clusters Score: Raw -3325993.392232 + Penalty 4967.964282 = -3321025.427950 nChanged 39 SP:Iteration 99Q (2651.830000 sec): 3 clusters Score: Raw -3326002.725032 + Penalty 4967.964282 = -3321034.760750 nChanged 38 SP:Iteration 100F (2652.170000 sec): 3 clusters Score: Raw -3326012.032898 + Penalty 4967.964282 = -3321044.068615 nChanged 32 SP:Iteration 101Q (2652.490000 sec): 3 clusters Score: Raw -3326018.700097 + Penalty 4967.964282 = -3321050.735815 nChanged 26 SP:Iteration 102Q (2652.820000 sec): 3 clusters Score: Raw -3326025.992083 + Penalty 4967.964282 = -3321058.027801 nChanged 30 SP:Iteration 103Q (2653.130000 sec): 3 clusters Score: Raw -3326034.056302 + Penalty 4967.964282 = -3321066.092019 nChanged 30 SP:Iteration 104Q (2653.410000 sec): 3 clusters Score: Raw -3326041.429188 + Penalty 4967.964282 = -3321073.464906 nChanged 19 SP:Iteration 105Q (2653.730000 sec): 3 clusters Score: Raw -3326046.816486 + Penalty 4967.964282 = -3321078.852203 nChanged 25 SP:Iteration 106Q (2654.040000 sec): 3 clusters Score: Raw -3326052.720845 + Penalty 4967.964282 = -3321084.756562 nChanged 24 SP:Iteration 107Q (2654.320000 sec): 3 clusters Score: Raw -3326057.216000 + Penalty 4967.964282 = -3321089.251717 nChanged 18 SP:Iteration 108Q (2654.580000 sec): 3 clusters Score: Raw -3326061.548787 + Penalty 4967.964282 = -3321093.584504 nChanged 15 SP:Iteration 109Q (2654.910000 sec): 3 clusters Score: Raw -3326064.846823 + Penalty 4967.964282 = -3321096.882541 nChanged 14 SP:Iteration 110Q (2655.270000 sec): 3 clusters Score: Raw -3326067.924013 + Penalty 4967.964282 = -3321099.959731 nChanged 15 SP:Iteration 111Q (2655.590000 sec): 3 clusters Score: Raw -3326071.047254 + Penalty 4967.964282 = -3321103.082972 nChanged 11 SP:Iteration 112Q (2655.900000 sec): 3 clusters Score: Raw -3326073.303807 + Penalty 4967.964282 = -3321105.339525 nChanged 7 SP:Iteration 113Q (2656.230000 sec): 3 clusters Score: Raw -3326074.904334 + Penalty 4967.964282 = -3321106.940052 nChanged 5 SP:Iteration 114Q (2656.570000 sec): 3 clusters Score: Raw -3326076.703730 + Penalty 4967.964282 = -3321108.739447 nChanged 9 SP:Iteration 115Q (2656.890000 sec): 3 clusters Score: Raw -3326078.613170 + Penalty 4967.964282 = -3321110.648887 nChanged 12 SP:Iteration 116Q (2657.180000 sec): 3 clusters Score: Raw -3326081.441171 + Penalty 4967.964282 = -3321113.476888 nChanged 12 SP:Iteration 117Q (2657.470000 sec): 3 clusters Score: Raw -3326084.056658 + Penalty 4967.964282 = -3321116.092376 nChanged 7 SP:Iteration 118Q (2657.830000 sec): 3 clusters Score: Raw -3326085.555125 + Penalty 4967.964282 = -3321117.590842 nChanged 10 SP:Iteration 119Q (2658.190000 sec): 3 clusters Score: Raw -3326087.976477 + Penalty 4967.964282 = -3321120.012195 nChanged 12 SP:Iteration 120F (2658.470000 sec): 3 clusters Score: Raw -3326091.029326 + Penalty 4967.964282 = -3321123.065043 nChanged 9 SP:Iteration 121Q (2658.780000 sec): 3 clusters Score: Raw -3326093.273268 + Penalty 4967.964282 = -3321125.308986 nChanged 8 SP:Iteration 122Q (2659.100000 sec): 3 clusters Score: Raw -3326095.329861 + Penalty 4967.964282 = -3321127.365578 nChanged 12 SP:Iteration 123Q (2659.480000 sec): 3 clusters Score: Raw -3326097.837225 + Penalty 4967.964282 = -3321129.872943 nChanged 6 SP:Iteration 124Q (2659.810000 sec): 3 clusters Score: Raw -3326099.096690 + Penalty 4967.964282 = -3321131.132408 nChanged 9 SP:Iteration 125Q (2660.170000 sec): 3 clusters Score: Raw -3326101.296034 + Penalty 4967.964282 = -3321133.331752 nChanged 10 SP:Iteration 126Q (2660.520000 sec): 3 clusters Score: Raw -3326103.449552 + Penalty 4967.964282 = -3321135.485269 nChanged 10 SP:Iteration 127Q (2660.880000 sec): 3 clusters Score: Raw -3326105.809134 + Penalty 4967.964282 = -3321137.844852 nChanged 9 SP:Iteration 128Q (2661.220000 sec): 3 clusters Score: Raw -3326107.464566 + Penalty 4967.964282 = -3321139.500283 nChanged 7 SP:Iteration 129Q (2661.520000 sec): 3 clusters Score: Raw -3326108.755312 + Penalty 4967.964282 = -3321140.791030 nChanged 7 SP:Iteration 130Q (2661.830000 sec): 3 clusters Score: Raw -3326110.295769 + Penalty 4967.964282 = -3321142.331486 nChanged 4 SP:Iteration 131Q (2662.200000 sec): 3 clusters Score: Raw -3326111.532247 + Penalty 4967.964282 = -3321143.567965 nChanged 3 SP:Iteration 132Q (2662.520000 sec): 3 clusters Score: Raw -3326112.514495 + Penalty 4967.964282 = -3321144.550212 nChanged 6 SP:Iteration 133Q (2662.840000 sec): 3 clusters Score: Raw -3326113.823824 + Penalty 4967.964282 = -3321145.859542 nChanged 6 SP:Iteration 134Q (2663.160000 sec): 3 clusters Score: Raw -3326115.061163 + Penalty 4967.964282 = -3321147.096880 nChanged 4 SP:Iteration 135Q (2663.500000 sec): 3 clusters Score: Raw -3326116.122094 + Penalty 4967.964282 = -3321148.157812 nChanged 6 SP:Iteration 136Q (2663.830000 sec): 3 clusters Score: Raw -3326117.390289 + Penalty 4967.964282 = -3321149.426006 nChanged 5 SP:Iteration 137Q (2664.160000 sec): 3 clusters Score: Raw -3326118.271877 + Penalty 4967.964282 = -3321150.307594 nChanged 3 SP:Iteration 138Q (2664.540000 sec): 3 clusters Score: Raw -3326119.384612 + Penalty 4967.964282 = -3321151.420329 nChanged 4 SP:Iteration 139Q (2664.850000 sec): 3 clusters Score: Raw -3326120.477863 + Penalty 4967.964282 = -3321152.513581 nChanged 5 SP:Iteration 140F (2665.240000 sec): 3 clusters Score: Raw -3326121.532744 + Penalty 4967.964282 = -3321153.568462 nChanged 2 SP:Iteration 141Q (2665.510000 sec): 3 clusters Score: Raw -3326122.114662 + Penalty 4967.964282 = -3321154.150380 nChanged 3 SP:Iteration 142Q (2665.790000 sec): 3 clusters Score: Raw -3326122.701451 + Penalty 4967.964282 = -3321154.737168 nChanged 4 SP:Iteration 143Q (2666.110000 sec): 3 clusters Score: Raw -3326123.740564 + Penalty 4967.964282 = -3321155.776281 nChanged 5 SP:Iteration 144Q (2666.470000 sec): 3 clusters Score: Raw -3326124.934966 + Penalty 4967.964282 = -3321156.970683 nChanged 2 SP:Iteration 145Q (2666.810000 sec): 3 clusters Score: Raw -3326125.344135 + Penalty 4967.964282 = -3321157.379853 nChanged 5 SP:Iteration 146Q (2667.090000 sec): 3 clusters Score: Raw -3326126.416120 + Penalty 4967.964282 = -3321158.451838 nChanged 6 SP:Iteration 147Q (2667.430000 sec): 3 clusters Score: Raw -3326127.565615 + Penalty 4967.964282 = -3321159.601333 nChanged 2 SP:Iteration 148Q (2667.730000 sec): 3 clusters Score: Raw -3326127.901331 + Penalty 4967.964282 = -3321159.937049 nChanged 3 SP:Iteration 149Q (2668.000000 sec): 3 clusters Score: Raw -3326128.429467 + Penalty 4967.964282 = -3321160.465185 nChanged 4 SP:Iteration 150Q (2668.340000 sec): 3 clusters Score: Raw -3326129.035703 + Penalty 4967.964282 = -3321161.071421 nChanged 4 SP:Iteration 151Q (2668.640000 sec): 3 clusters Score: Raw -3326129.723461 + Penalty 4967.964282 = -3321161.759179 nChanged 4 SP:Iteration 152Q (2668.970000 sec): 3 clusters Score: Raw -3326130.633201 + Penalty 4967.964282 = -3321162.668919 nChanged 4 SP:Iteration 153Q (2669.340000 sec): 3 clusters Score: Raw -3326131.668953 + Penalty 4967.964282 = -3321163.704670 nChanged 6 SP:Iteration 154Q (2669.670000 sec): 3 clusters Score: Raw -3326133.038204 + Penalty 4967.964282 = -3321165.073921 nChanged 7 SP:Iteration 155Q (2670.000000 sec): 3 clusters Score: Raw -3326134.805366 + Penalty 4967.964282 = -3321166.841083 nChanged 11 SP:Iteration 156Q (2670.350000 sec): 3 clusters Score: Raw -3326137.133052 + Penalty 4967.964282 = -3321169.168770 nChanged 6 SP:Iteration 157Q (2670.690000 sec): 3 clusters Score: Raw -3326138.687326 + Penalty 4967.964282 = -3321170.723044 nChanged 7 SP:Iteration 158Q (2671.010000 sec): 3 clusters Score: Raw -3326140.200349 + Penalty 4967.964282 = -3321172.236067 nChanged 4 SP:Iteration 159Q (2671.290000 sec): 3 clusters Score: Raw -3326141.114526 + Penalty 4967.964282 = -3321173.150244 nChanged 6 SP:Iteration 160F (2671.630000 sec): 3 clusters Score: Raw -3326142.610012 + Penalty 4967.964282 = -3321174.645730 nChanged 5 SP:Iteration 161Q (2671.910000 sec): 3 clusters Score: Raw -3326143.619257 + Penalty 4967.964282 = -3321175.654974 nChanged 4 SP:Iteration 162Q (2672.250000 sec): 3 clusters Score: Raw -3326144.521788 + Penalty 4967.964282 = -3321176.557506 nChanged 2 SP:Iteration 163Q (2672.560000 sec): 3 clusters Score: Raw -3326144.949845 + Penalty 4967.964282 = -3321176.985562 nChanged 2 SP:Iteration 164Q (2672.870000 sec): 3 clusters Score: Raw -3326145.466552 + Penalty 4967.964282 = -3321177.502269 nChanged 3 SP:Iteration 165Q (2673.130000 sec): 3 clusters Score: Raw -3326146.637919 + Penalty 4967.964282 = -3321178.673636 nChanged 5 SP:Iteration 166Q (2673.450000 sec): 3 clusters Score: Raw -3326148.455254 + Penalty 4967.964282 = -3321180.490971 nChanged 10 SP:Iteration 167Q (2673.780000 sec): 3 clusters Score: Raw -3326151.152609 + Penalty 4967.964282 = -3321183.188326 nChanged 12 SP:Iteration 168Q (2674.120000 sec): 3 clusters Score: Raw -3326153.882337 + Penalty 4967.964282 = -3321185.918055 nChanged 10 SP:Iteration 169Q (2674.430000 sec): 3 clusters Score: Raw -3326156.353245 + Penalty 4967.964282 = -3321188.388963 nChanged 8 SP:Iteration 170Q (2674.760000 sec): 3 clusters Score: Raw -3326158.358667 + Penalty 4967.964282 = -3321190.394384 nChanged 11 SP:Iteration 171Q (2675.080000 sec): 3 clusters Score: Raw -3326161.139819 + Penalty 4967.964282 = -3321193.175537 nChanged 11 SP:Iteration 172Q (2675.380000 sec): 3 clusters Score: Raw -3326163.452580 + Penalty 4967.964282 = -3321195.488298 nChanged 8 SP:Iteration 173Q (2675.690000 sec): 3 clusters Score: Raw -3326166.136377 + Penalty 4967.964282 = -3321198.172094 nChanged 12 SP:Iteration 174Q (2675.970000 sec): 3 clusters Score: Raw -3326169.447421 + Penalty 4967.964282 = -3321201.483139 nChanged 11 SP:Iteration 175Q (2676.310000 sec): 3 clusters Score: Raw -3326172.523006 + Penalty 4967.964282 = -3321204.558723 nChanged 12 SP:Iteration 176Q (2676.630000 sec): 3 clusters Score: Raw -3326176.429723 + Penalty 4967.964282 = -3321208.465441 nChanged 13 SP:Iteration 177Q (2676.920000 sec): 3 clusters Score: Raw -3326180.240171 + Penalty 4967.964282 = -3321212.275889 nChanged 12 SP:Iteration 178Q (2677.240000 sec): 3 clusters Score: Raw -3326183.210983 + Penalty 4967.964282 = -3321215.246700 nChanged 7 SP:Iteration 179Q (2677.570000 sec): 3 clusters Score: Raw -3326184.665891 + Penalty 4967.964282 = -3321216.701609 nChanged 3 SP:Iteration 180F (2677.840000 sec): 3 clusters Score: Raw -3326185.540116 + Penalty 4967.964282 = -3321217.575833 nChanged 5 SP:Iteration 181Q (2678.140000 sec): 3 clusters Score: Raw -3326186.756473 + Penalty 4967.964282 = -3321218.792190 nChanged 5 SP:Iteration 182Q (2678.460000 sec): 3 clusters Score: Raw -3326187.595339 + Penalty 4967.964282 = -3321219.631057 nChanged 1 SP:Iteration 183Q (2678.800000 sec): 3 clusters Score: Raw -3326187.733082 + Penalty 4967.964282 = -3321219.768800 nChanged 1 SP:Iteration 184Q (2679.090000 sec): 3 clusters Score: Raw -3326187.882550 + Penalty 4967.964282 = -3321219.918268 nChanged 0 SP:Iteration 185F (2679.400000 sec): 3 clusters Score: Raw -3326187.882550 + Penalty 4967.964282 = -3321219.918268 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 9 (39413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2679.700000 sec): 2 clusters Score: Raw -5807484.221483 + Penalty 2624.299046 = -5804859.922437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2680.110000 sec): 3 clusters Score: Raw -5783392.540332 + Penalty 5248.598091 = -5778143.942241 nChanged 18016 SP:Iteration 1F (2680.580000 sec): 3 clusters Score: Raw -5793445.020403 + Penalty 5248.598091 = -5788196.422311 nChanged 1972 SP:Iteration 2F (2680.970000 sec): 3 clusters Score: Raw -5794191.924656 + Penalty 5248.598091 = -5788943.326565 nChanged 2038 SP:Iteration 3F (2681.410000 sec): 3 clusters Score: Raw -5795119.855088 + Penalty 5248.598091 = -5789871.256997 nChanged 2283 SP:Iteration 4F (2681.790000 sec): 3 clusters Score: Raw -5796334.795397 + Penalty 5248.598091 = -5791086.197306 nChanged 2554 SP:Iteration 5F (2682.210000 sec): 3 clusters Score: Raw -5797897.040952 + Penalty 5248.598091 = -5792648.442861 nChanged 2645 SP:Iteration 6F (2682.570000 sec): 3 clusters Score: Raw -5799636.355829 + Penalty 5248.598091 = -5794387.757738 nChanged 2550 SP:Iteration 7F (2682.980000 sec): 3 clusters Score: Raw -5801358.383696 + Penalty 5248.598091 = -5796109.785605 nChanged 2254 SP:Iteration 8F (2683.430000 sec): 3 clusters Score: Raw -5802839.240236 + Penalty 5248.598091 = -5797590.642145 nChanged 1802 SP:Iteration 9Q (2683.840000 sec): 3 clusters Score: Raw -5804011.896014 + Penalty 5248.598091 = -5798763.297923 nChanged 1448 SP:Iteration 10Q (2684.250000 sec): 3 clusters Score: Raw -5804893.427362 + Penalty 5248.598091 = -5799644.829271 nChanged 1146 SP:Iteration 11Q (2684.720000 sec): 3 clusters Score: Raw -5805572.406012 + Penalty 5248.598091 = -5800323.807921 nChanged 911 SP:Iteration 12Q (2685.220000 sec): 3 clusters Score: Raw -5806108.892882 + Penalty 5248.598091 = -5800860.294791 nChanged 771 SP:Iteration 13Q (2685.680000 sec): 3 clusters Score: Raw -5806567.905999 + Penalty 5248.598091 = -5801319.307908 nChanged 566 SP:Iteration 14Q (2686.160000 sec): 3 clusters Score: Raw -5806896.859235 + Penalty 5248.598091 = -5801648.261144 nChanged 445 SP:Iteration 15Q (2686.630000 sec): 3 clusters Score: Raw -5807153.289273 + Penalty 5248.598091 = -5801904.691182 nChanged 343 SP:Iteration 16Q (2687.080000 sec): 3 clusters Score: Raw -5807368.950586 + Penalty 5248.598091 = -5802120.352495 nChanged 287 SP:Iteration 17Q (2687.560000 sec): 3 clusters Score: Raw -5807534.509712 + Penalty 5248.598091 = -5802285.911621 nChanged 186 SP:Iteration 18Q (2688.040000 sec): 3 clusters Score: Raw -5807639.622390 + Penalty 5248.598091 = -5802391.024299 nChanged 118 SP:Iteration 19Q (2688.450000 sec): 3 clusters Score: Raw -5807706.974883 + Penalty 5248.598091 = -5802458.376791 nChanged 96 SP:Iteration 20F (2688.920000 sec): 3 clusters Score: Raw -5807761.926033 + Penalty 5248.598091 = -5802513.327942 nChanged 83 SP:Iteration 21Q (2689.350000 sec): 3 clusters Score: Raw -5807815.175950 + Penalty 5248.598091 = -5802566.577859 nChanged 69 SP:Iteration 22Q (2689.730000 sec): 3 clusters Score: Raw -5807857.819472 + Penalty 5248.598091 = -5802609.221381 nChanged 53 SP:Iteration 23Q (2690.160000 sec): 3 clusters Score: Raw -5807882.065632 + Penalty 5248.598091 = -5802633.467540 nChanged 20 SP:Iteration 24Q (2690.580000 sec): 3 clusters Score: Raw -5807890.985557 + Penalty 5248.598091 = -5802642.387466 nChanged 17 SP:Iteration 25Q (2690.960000 sec): 3 clusters Score: Raw -5807900.121177 + Penalty 5248.598091 = -5802651.523086 nChanged 24 SP:Iteration 26Q (2691.380000 sec): 3 clusters Score: Raw -5807912.483496 + Penalty 5248.598091 = -5802663.885405 nChanged 15 SP:Iteration 27Q (2691.810000 sec): 3 clusters Score: Raw -5807923.360479 + Penalty 5248.598091 = -5802674.762388 nChanged 15 SP:Iteration 28Q (2692.180000 sec): 3 clusters Score: Raw -5807932.874098 + Penalty 5248.598091 = -5802684.276007 nChanged 11 SP:Iteration 29Q (2692.660000 sec): 3 clusters Score: Raw -5807939.307374 + Penalty 5248.598091 = -5802690.709283 nChanged 8 SP:Iteration 30Q (2693.080000 sec): 3 clusters Score: Raw -5807944.182471 + Penalty 5248.598091 = -5802695.584380 nChanged 10 SP:Iteration 31Q (2693.480000 sec): 3 clusters Score: Raw -5807948.895412 + Penalty 5248.598091 = -5802700.297321 nChanged 7 SP:Iteration 32Q (2693.860000 sec): 3 clusters Score: Raw -5807952.695254 + Penalty 5248.598091 = -5802704.097163 nChanged 7 SP:Iteration 33Q (2694.300000 sec): 3 clusters Score: Raw -5807956.717028 + Penalty 5248.598091 = -5802708.118937 nChanged 7 SP:Iteration 34Q (2694.700000 sec): 3 clusters Score: Raw -5807960.705608 + Penalty 5248.598091 = -5802712.107517 nChanged 1 SP:Iteration 35Q (2695.160000 sec): 3 clusters Score: Raw -5807961.682866 + Penalty 5248.598091 = -5802713.084774 nChanged 1 SP:Iteration 36Q (2695.500000 sec): 3 clusters Score: Raw -5807962.390090 + Penalty 5248.598091 = -5802713.791999 nChanged 2 SP:Iteration 37Q (2695.870000 sec): 3 clusters Score: Raw -5807963.720664 + Penalty 5248.598091 = -5802715.122573 nChanged 2 SP:Iteration 38Q (2696.290000 sec): 3 clusters Score: Raw -5807964.563926 + Penalty 5248.598091 = -5802715.965835 nChanged 0 SP:Iteration 39F (2696.720000 sec): 3 clusters Score: Raw -5807964.563926 + Penalty 5248.598091 = -5802715.965835 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 10 (26049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2696.920000 sec): 2 clusters Score: Raw -3652091.385065 + Penalty 2521.598195 = -3649569.786869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2697.280000 sec): 3 clusters Score: Raw -3636749.508737 + Penalty 5043.196391 = -3631706.312346 nChanged 11693 SP:Iteration 1F (2697.590000 sec): 3 clusters Score: Raw -3643391.703967 + Penalty 5043.196391 = -3638348.507576 nChanged 1607 SP:Iteration 2F (2697.960000 sec): 3 clusters Score: Raw -3644228.850966 + Penalty 5043.196391 = -3639185.654576 nChanged 1683 SP:Iteration 3F (2698.280000 sec): 3 clusters Score: Raw -3645245.916229 + Penalty 5043.196391 = -3640202.719838 nChanged 1689 SP:Iteration 4F (2698.600000 sec): 3 clusters Score: Raw -3646335.233889 + Penalty 5043.196391 = -3641292.037498 nChanged 1680 SP:Iteration 5F (2698.960000 sec): 3 clusters Score: Raw -3647355.016357 + Penalty 5043.196391 = -3642311.819966 nChanged 1519 SP:Iteration 6F (2699.270000 sec): 3 clusters Score: Raw -3648273.643729 + Penalty 5043.196391 = -3643230.447338 nChanged 1380 SP:Iteration 7F (2699.670000 sec): 3 clusters Score: Raw -3649104.642022 + Penalty 5043.196391 = -3644061.445632 nChanged 1173 SP:Iteration 8Q (2699.980000 sec): 3 clusters Score: Raw -3649822.133393 + Penalty 5043.196391 = -3644778.937002 nChanged 1026 SP:Iteration 9Q (2700.380000 sec): 3 clusters Score: Raw -3650476.763375 + Penalty 5043.196391 = -3645433.566985 nChanged 830 SP:Iteration 10Q (2700.710000 sec): 3 clusters Score: Raw -3651000.501239 + Penalty 5043.196391 = -3645957.304848 nChanged 696 SP:Iteration 11Q (2701.140000 sec): 3 clusters Score: Raw -3651433.646778 + Penalty 5043.196391 = -3646390.450388 nChanged 617 SP:Iteration 12Q (2701.440000 sec): 3 clusters Score: Raw -3651798.056027 + Penalty 5043.196391 = -3646754.859636 nChanged 501 SP:Iteration 13Q (2701.800000 sec): 3 clusters Score: Raw -3652128.432077 + Penalty 5043.196391 = -3647085.235686 nChanged 441 SP:Iteration 14Q (2702.180000 sec): 3 clusters Score: Raw -3652455.898483 + Penalty 5043.196391 = -3647412.702092 nChanged 397 SP:Iteration 15Q (2702.550000 sec): 3 clusters Score: Raw -3652800.936604 + Penalty 5043.196391 = -3647757.740213 nChanged 383 SP:Iteration 16Q (2702.920000 sec): 3 clusters Score: Raw -3653192.649802 + Penalty 5043.196391 = -3648149.453411 nChanged 350 SP:Iteration 17Q (2703.330000 sec): 3 clusters Score: Raw -3653599.732961 + Penalty 5043.196391 = -3648556.536571 nChanged 282 SP:Iteration 18Q (2703.700000 sec): 3 clusters Score: Raw -3653862.348947 + Penalty 5043.196391 = -3648819.152556 nChanged 244 SP:Iteration 19Q (2704.020000 sec): 3 clusters Score: Raw -3654044.895111 + Penalty 5043.196391 = -3649001.698720 nChanged 220 SP:Iteration 20F (2704.380000 sec): 3 clusters Score: Raw -3654154.266574 + Penalty 5043.196391 = -3649111.070183 nChanged 168 SP:Iteration 21Q (2704.720000 sec): 3 clusters Score: Raw -3654215.193125 + Penalty 5043.196391 = -3649171.996735 nChanged 141 SP:Iteration 22Q (2705.080000 sec): 3 clusters Score: Raw -3654264.188402 + Penalty 5043.196391 = -3649220.992011 nChanged 118 SP:Iteration 23Q (2705.440000 sec): 3 clusters Score: Raw -3654302.370429 + Penalty 5043.196391 = -3649259.174038 nChanged 122 SP:Iteration 24Q (2705.800000 sec): 3 clusters Score: Raw -3654344.896853 + Penalty 5043.196391 = -3649301.700462 nChanged 124 SP:Iteration 25Q (2706.190000 sec): 3 clusters Score: Raw -3654383.310244 + Penalty 5043.196391 = -3649340.113854 nChanged 110 SP:Iteration 26Q (2706.520000 sec): 3 clusters Score: Raw -3654417.986144 + Penalty 5043.196391 = -3649374.789753 nChanged 122 SP:Iteration 27Q (2706.870000 sec): 3 clusters Score: Raw -3654457.684982 + Penalty 5043.196391 = -3649414.488591 nChanged 111 SP:Iteration 28Q (2707.230000 sec): 3 clusters Score: Raw -3654487.918578 + Penalty 5043.196391 = -3649444.722188 nChanged 104 SP:Iteration 29Q (2707.580000 sec): 3 clusters Score: Raw -3654516.093737 + Penalty 5043.196391 = -3649472.897346 nChanged 92 SP:Iteration 30Q (2707.870000 sec): 3 clusters Score: Raw -3654538.655821 + Penalty 5043.196391 = -3649495.459430 nChanged 80 SP:Iteration 31Q (2708.310000 sec): 3 clusters Score: Raw -3654555.223355 + Penalty 5043.196391 = -3649512.026964 nChanged 64 SP:Iteration 32Q (2708.610000 sec): 3 clusters Score: Raw -3654567.376613 + Penalty 5043.196391 = -3649524.180223 nChanged 63 SP:Iteration 33Q (2708.950000 sec): 3 clusters Score: Raw -3654579.015251 + Penalty 5043.196391 = -3649535.818860 nChanged 56 SP:Iteration 34Q (2709.330000 sec): 3 clusters Score: Raw -3654586.784040 + Penalty 5043.196391 = -3649543.587650 nChanged 42 SP:Iteration 35Q (2709.680000 sec): 3 clusters Score: Raw -3654593.765945 + Penalty 5043.196391 = -3649550.569555 nChanged 52 SP:Iteration 36Q (2710.010000 sec): 3 clusters Score: Raw -3654602.542590 + Penalty 5043.196391 = -3649559.346199 nChanged 45 SP:Iteration 37Q (2710.350000 sec): 3 clusters Score: Raw -3654610.624313 + Penalty 5043.196391 = -3649567.427922 nChanged 44 SP:Iteration 38Q (2710.730000 sec): 3 clusters Score: Raw -3654616.352000 + Penalty 5043.196391 = -3649573.155609 nChanged 46 SP:Iteration 39Q (2711.070000 sec): 3 clusters Score: Raw -3654624.007321 + Penalty 5043.196391 = -3649580.810930 nChanged 54 SP:Iteration 40F (2711.470000 sec): 3 clusters Score: Raw -3654633.633008 + Penalty 5043.196391 = -3649590.436617 nChanged 56 SP:Iteration 41Q (2711.810000 sec): 3 clusters Score: Raw -3654643.324422 + Penalty 5043.196391 = -3649600.128032 nChanged 52 SP:Iteration 42Q (2712.150000 sec): 3 clusters Score: Raw -3654652.383124 + Penalty 5043.196391 = -3649609.186733 nChanged 47 SP:Iteration 43Q (2712.440000 sec): 3 clusters Score: Raw -3654659.827534 + Penalty 5043.196391 = -3649616.631143 nChanged 49 SP:Iteration 44Q (2712.770000 sec): 3 clusters Score: Raw -3654667.741427 + Penalty 5043.196391 = -3649624.545036 nChanged 58 SP:Iteration 45Q (2713.110000 sec): 3 clusters Score: Raw -3654677.595111 + Penalty 5043.196391 = -3649634.398720 nChanged 57 SP:Iteration 46Q (2713.440000 sec): 3 clusters Score: Raw -3654687.300200 + Penalty 5043.196391 = -3649644.103809 nChanged 57 SP:Iteration 47Q (2713.800000 sec): 3 clusters Score: Raw -3654698.724908 + Penalty 5043.196391 = -3649655.528517 nChanged 68 SP:Iteration 48Q (2714.150000 sec): 3 clusters Score: Raw -3654713.495916 + Penalty 5043.196391 = -3649670.299525 nChanged 73 SP:Iteration 49Q (2714.460000 sec): 3 clusters Score: Raw -3654729.444003 + Penalty 5043.196391 = -3649686.247612 nChanged 80 SP:Iteration 50Q (2714.770000 sec): 3 clusters Score: Raw -3654752.071060 + Penalty 5043.196391 = -3649708.874669 nChanged 109 SP:Iteration 51Q (2715.130000 sec): 3 clusters Score: Raw -3654788.671516 + Penalty 5043.196391 = -3649745.475125 nChanged 132 SP:Iteration 52Q (2715.450000 sec): 3 clusters Score: Raw -3654841.248383 + Penalty 5043.196391 = -3649798.051993 nChanged 173 SP:Iteration 53Q (2715.790000 sec): 3 clusters Score: Raw -3654920.513111 + Penalty 5043.196391 = -3649877.316720 nChanged 200 SP:Iteration 54Q (2716.150000 sec): 3 clusters Score: Raw -3655021.180570 + Penalty 5043.196391 = -3649977.984179 nChanged 242 SP:Iteration 55Q (2716.550000 sec): 3 clusters Score: Raw -3655150.922076 + Penalty 5043.196391 = -3650107.725685 nChanged 269 SP:Iteration 56Q (2716.900000 sec): 3 clusters Score: Raw -3655281.337948 + Penalty 5043.196391 = -3650238.141557 nChanged 259 SP:Iteration 57Q (2717.220000 sec): 3 clusters Score: Raw -3655403.970096 + Penalty 5043.196391 = -3650360.773706 nChanged 263 SP:Iteration 58Q (2717.600000 sec): 3 clusters Score: Raw -3655526.954803 + Penalty 5043.196391 = -3650483.758412 nChanged 265 SP:Iteration 59Q (2717.940000 sec): 3 clusters Score: Raw -3655650.911167 + Penalty 5043.196391 = -3650607.714777 nChanged 241 SP:Iteration 60F (2718.370000 sec): 3 clusters Score: Raw -3655759.681627 + Penalty 5043.196391 = -3650716.485237 nChanged 238 SP:Iteration 61Q (2718.740000 sec): 3 clusters Score: Raw -3655857.437214 + Penalty 5043.196391 = -3650814.240823 nChanged 243 SP:Iteration 62Q (2719.060000 sec): 3 clusters Score: Raw -3655963.699956 + Penalty 5043.196391 = -3650920.503565 nChanged 242 SP:Iteration 63Q (2719.370000 sec): 3 clusters Score: Raw -3656069.905891 + Penalty 5043.196391 = -3651026.709501 nChanged 232 SP:Iteration 64Q (2719.790000 sec): 3 clusters Score: Raw -3656168.760083 + Penalty 5043.196391 = -3651125.563692 nChanged 208 SP:Iteration 65Q (2720.170000 sec): 3 clusters Score: Raw -3656266.445002 + Penalty 5043.196391 = -3651223.248611 nChanged 216 SP:Iteration 66Q (2720.460000 sec): 3 clusters Score: Raw -3656370.469795 + Penalty 5043.196391 = -3651327.273405 nChanged 199 SP:Iteration 67Q (2720.800000 sec): 3 clusters Score: Raw -3656459.436378 + Penalty 5043.196391 = -3651416.239987 nChanged 172 SP:Iteration 68Q (2721.180000 sec): 3 clusters Score: Raw -3656540.907796 + Penalty 5043.196391 = -3651497.711406 nChanged 189 SP:Iteration 69Q (2721.540000 sec): 3 clusters Score: Raw -3656628.712365 + Penalty 5043.196391 = -3651585.515975 nChanged 158 SP:Iteration 70Q (2721.890000 sec): 3 clusters Score: Raw -3656696.679391 + Penalty 5043.196391 = -3651653.483000 nChanged 140 SP:Iteration 71Q (2722.300000 sec): 3 clusters Score: Raw -3656741.772257 + Penalty 5043.196391 = -3651698.575867 nChanged 109 SP:Iteration 72Q (2722.600000 sec): 3 clusters Score: Raw -3656766.906148 + Penalty 5043.196391 = -3651723.709757 nChanged 68 SP:Iteration 73Q (2722.950000 sec): 3 clusters Score: Raw -3656776.842384 + Penalty 5043.196391 = -3651733.645993 nChanged 38 SP:Iteration 74Q (2723.290000 sec): 3 clusters Score: Raw -3656780.263865 + Penalty 5043.196391 = -3651737.067474 nChanged 21 SP:Iteration 75Q (2723.670000 sec): 3 clusters Score: Raw -3656782.980222 + Penalty 5043.196391 = -3651739.783831 nChanged 16 SP:Iteration 76Q (2723.970000 sec): 3 clusters Score: Raw -3656784.251953 + Penalty 5043.196391 = -3651741.055562 nChanged 12 SP:Iteration 77Q (2724.330000 sec): 3 clusters Score: Raw -3656785.029856 + Penalty 5043.196391 = -3651741.833465 nChanged 9 SP:Iteration 78Q (2724.680000 sec): 3 clusters Score: Raw -3656785.559796 + Penalty 5043.196391 = -3651742.363405 nChanged 7 SP:Iteration 79Q (2725.010000 sec): 3 clusters Score: Raw -3656787.608341 + Penalty 5043.196391 = -3651744.411950 nChanged 6 SP:Iteration 80F (2725.380000 sec): 3 clusters Score: Raw -3656797.978353 + Penalty 5043.196391 = -3651754.781962 nChanged 15 SP:Iteration 81Q (2725.760000 sec): 3 clusters Score: Raw -3656800.669561 + Penalty 5043.196391 = -3651757.473170 nChanged 15 SP:Iteration 82Q (2726.100000 sec): 3 clusters Score: Raw -3656801.733182 + Penalty 5043.196391 = -3651758.536792 nChanged 6 SP:Iteration 83Q (2726.420000 sec): 3 clusters Score: Raw -3656802.025694 + Penalty 5043.196391 = -3651758.829303 nChanged 6 SP:Iteration 84Q (2726.760000 sec): 3 clusters Score: Raw -3656802.475450 + Penalty 5043.196391 = -3651759.279060 nChanged 6 SP:Iteration 85Q (2727.120000 sec): 3 clusters Score: Raw -3656802.780166 + Penalty 5043.196391 = -3651759.583776 nChanged 6 SP:Iteration 86Q (2727.450000 sec): 3 clusters Score: Raw -3656803.164919 + Penalty 5043.196391 = -3651759.968528 nChanged 4 SP:Iteration 87Q (2727.830000 sec): 3 clusters Score: Raw -3656803.425275 + Penalty 5043.196391 = -3651760.228884 nChanged 4 SP:Iteration 88Q (2728.100000 sec): 3 clusters Score: Raw -3656803.707368 + Penalty 5043.196391 = -3651760.510977 nChanged 6 SP:Iteration 89Q (2728.410000 sec): 3 clusters Score: Raw -3656803.995729 + Penalty 5043.196391 = -3651760.799338 nChanged 5 SP:Iteration 90Q (2728.750000 sec): 3 clusters Score: Raw -3656804.468101 + Penalty 5043.196391 = -3651761.271710 nChanged 3 SP:Iteration 91Q (2729.090000 sec): 3 clusters Score: Raw -3656804.644405 + Penalty 5043.196391 = -3651761.448015 nChanged 4 SP:Iteration 92Q (2729.400000 sec): 3 clusters Score: Raw -3656804.897835 + Penalty 5043.196391 = -3651761.701444 nChanged 6 SP:Iteration 93Q (2729.760000 sec): 3 clusters Score: Raw -3656805.180734 + Penalty 5043.196391 = -3651761.984344 nChanged 4 SP:Iteration 94Q (2730.150000 sec): 3 clusters Score: Raw -3656805.279205 + Penalty 5043.196391 = -3651762.082814 nChanged 0 SP:Iteration 95F (2730.510000 sec): 3 clusters Score: Raw -3656805.279205 + Penalty 5043.196391 = -3651762.082814 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 11 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2730.630000 sec): 2 clusters Score: Raw -33755.768762 + Penalty 1374.233359 = -32381.535402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2730.800000 sec): 3 clusters Score: Raw -33943.925260 + Penalty 2748.466718 = -31195.458542 nChanged 23 SP:Iteration 1F (2730.980000 sec): 3 clusters Score: Raw -34059.766317 + Penalty 2748.466718 = -31311.299599 nChanged 6 SP:Iteration 2Q (2731.160000 sec): 3 clusters Score: Raw -34086.183715 + Penalty 2748.466718 = -31337.716996 nChanged 1 SP:Iteration 3Q (2731.370000 sec): 3 clusters Score: Raw -34088.018510 + Penalty 2748.466718 = -31339.551792 nChanged 0 SP:Iteration 4F (2731.540000 sec): 3 clusters Score: Raw -34088.018510 + Penalty 2748.466718 = -31339.551792 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 12 (128868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2732.390000 sec): 2 clusters Score: Raw -18827412.629046 + Penalty 2918.102888 = -18824494.526158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2733.350000 sec): 3 clusters Score: Raw -18744093.984759 + Penalty 5836.205776 = -18738257.778983 nChanged 61372 SP:Iteration 1F (2734.230000 sec): 3 clusters Score: Raw -18780844.696156 + Penalty 5836.205776 = -18775008.490380 nChanged 6555 SP:Iteration 2F (2735.120000 sec): 3 clusters Score: Raw -18783934.605542 + Penalty 5836.205776 = -18778098.399766 nChanged 8794 SP:Iteration 3F (2735.990000 sec): 3 clusters Score: Raw -18789633.371634 + Penalty 5836.205776 = -18783797.165858 nChanged 10805 SP:Iteration 4F (2736.890000 sec): 3 clusters Score: Raw -18798263.227242 + Penalty 5836.205776 = -18792427.021466 nChanged 11023 SP:Iteration 5F (2737.750000 sec): 3 clusters Score: Raw -18807798.846737 + Penalty 5836.205776 = -18801962.640961 nChanged 8878 SP:Iteration 6F (2738.560000 sec): 3 clusters Score: Raw -18815424.085658 + Penalty 5836.205776 = -18809587.879882 nChanged 6066 SP:Iteration 7Q (2739.430000 sec): 3 clusters Score: Raw -18820477.578925 + Penalty 5836.205776 = -18814641.373149 nChanged 3881 SP:Iteration 8Q (2740.320000 sec): 3 clusters Score: Raw -18823623.923037 + Penalty 5836.205776 = -18817787.717260 nChanged 2385 SP:Iteration 9Q (2741.160000 sec): 3 clusters Score: Raw -18825443.580547 + Penalty 5836.205776 = -18819607.374771 nChanged 1420 SP:Iteration 10Q (2742.120000 sec): 3 clusters Score: Raw -18826486.264649 + Penalty 5836.205776 = -18820650.058873 nChanged 872 SP:Iteration 11Q (2743.070000 sec): 3 clusters Score: Raw -18827107.191655 + Penalty 5836.205776 = -18821270.985878 nChanged 530 SP:Iteration 12Q (2743.940000 sec): 3 clusters Score: Raw -18827488.434649 + Penalty 5836.205776 = -18821652.228873 nChanged 381 SP:Iteration 13Q (2744.860000 sec): 3 clusters Score: Raw -18827734.239632 + Penalty 5836.205776 = -18821898.033855 nChanged 238 SP:Iteration 14Q (2745.680000 sec): 3 clusters Score: Raw -18827901.788312 + Penalty 5836.205776 = -18822065.582536 nChanged 187 SP:Iteration 15Q (2746.540000 sec): 3 clusters Score: Raw -18828018.843443 + Penalty 5836.205776 = -18822182.637667 nChanged 148 SP:Iteration 16Q (2747.480000 sec): 3 clusters Score: Raw -18828112.889584 + Penalty 5836.205776 = -18822276.683808 nChanged 107 SP:Iteration 17Q (2748.430000 sec): 3 clusters Score: Raw -18828180.970999 + Penalty 5836.205776 = -18822344.765222 nChanged 87 SP:Iteration 18Q (2749.340000 sec): 3 clusters Score: Raw -18828225.341609 + Penalty 5836.205776 = -18822389.135833 nChanged 61 SP:Iteration 19Q (2750.240000 sec): 3 clusters Score: Raw -18828252.937519 + Penalty 5836.205776 = -18822416.731743 nChanged 50 SP:Iteration 20F (2751.170000 sec): 3 clusters Score: Raw -18828280.023321 + Penalty 5836.205776 = -18822443.817545 nChanged 50 SP:Iteration 21Q (2752.050000 sec): 3 clusters Score: Raw -18828307.281074 + Penalty 5836.205776 = -18822471.075298 nChanged 52 SP:Iteration 22Q (2752.980000 sec): 3 clusters Score: Raw -18828328.280652 + Penalty 5836.205776 = -18822492.074876 nChanged 42 SP:Iteration 23Q (2753.930000 sec): 3 clusters Score: Raw -18828344.415615 + Penalty 5836.205776 = -18822508.209838 nChanged 35 SP:Iteration 24Q (2754.790000 sec): 3 clusters Score: Raw -18828358.708147 + Penalty 5836.205776 = -18822522.502370 nChanged 35 SP:Iteration 25Q (2755.620000 sec): 3 clusters Score: Raw -18828371.589627 + Penalty 5836.205776 = -18822535.383851 nChanged 27 SP:Iteration 26Q (2756.450000 sec): 3 clusters Score: Raw -18828382.025942 + Penalty 5836.205776 = -18822545.820166 nChanged 27 SP:Iteration 27Q (2757.420000 sec): 3 clusters Score: Raw -18828394.194256 + Penalty 5836.205776 = -18822557.988480 nChanged 33 SP:Iteration 28Q (2758.250000 sec): 3 clusters Score: Raw -18828406.845590 + Penalty 5836.205776 = -18822570.639814 nChanged 29 SP:Iteration 29Q (2759.000000 sec): 3 clusters Score: Raw -18828418.782705 + Penalty 5836.205776 = -18822582.576928 nChanged 23 SP:Iteration 30Q (2759.720000 sec): 3 clusters Score: Raw -18828429.651245 + Penalty 5836.205776 = -18822593.445469 nChanged 22 SP:Iteration 31Q (2760.520000 sec): 3 clusters Score: Raw -18828438.119392 + Penalty 5836.205776 = -18822601.913616 nChanged 18 SP:Iteration 32Q (2761.260000 sec): 3 clusters Score: Raw -18828443.980159 + Penalty 5836.205776 = -18822607.774383 nChanged 8 SP:Iteration 33Q (2762.000000 sec): 3 clusters Score: Raw -18828446.963215 + Penalty 5836.205776 = -18822610.757439 nChanged 10 SP:Iteration 34Q (2762.720000 sec): 3 clusters Score: Raw -18828450.718298 + Penalty 5836.205776 = -18822614.512522 nChanged 10 SP:Iteration 35Q (2763.530000 sec): 3 clusters Score: Raw -18828453.370902 + Penalty 5836.205776 = -18822617.165126 nChanged 8 SP:Iteration 36Q (2764.350000 sec): 3 clusters Score: Raw -18828455.827409 + Penalty 5836.205776 = -18822619.621633 nChanged 8 SP:Iteration 37Q (2765.150000 sec): 3 clusters Score: Raw -18828458.242117 + Penalty 5836.205776 = -18822622.036340 nChanged 6 SP:Iteration 38Q (2766.070000 sec): 3 clusters Score: Raw -18828459.653337 + Penalty 5836.205776 = -18822623.447561 nChanged 1 SP:Iteration 39Q (2767.170000 sec): 3 clusters Score: Raw -18828460.112353 + Penalty 5836.205776 = -18822623.906577 nChanged 1 SP:Iteration 40F (2768.200000 sec): 3 clusters Score: Raw -18828460.373112 + Penalty 5836.205776 = -18822624.167335 nChanged 1 SP:Iteration 41Q (2769.160000 sec): 3 clusters Score: Raw -18828460.533846 + Penalty 5836.205776 = -18822624.328070 nChanged 0 SP:Iteration 42F (2770.170000 sec): 3 clusters Score: Raw -18828460.533846 + Penalty 5836.205776 = -18822624.328070 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 13 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2770.320000 sec): 2 clusters Score: Raw -21920.773815 + Penalty 1321.313290 = -20599.460526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2770.460000 sec): 3 clusters Score: Raw -22250.142682 + Penalty 2642.626580 = -19607.516102 nChanged 43 SP:Iteration 1F (2770.630000 sec): 3 clusters Score: Raw -22497.260134 + Penalty 2642.626580 = -19854.633555 nChanged 7 SP:Iteration 2Q (2770.820000 sec): 3 clusters Score: Raw -22532.571137 + Penalty 2642.626580 = -19889.944557 nChanged 2 SP:Iteration 3Q (2771.070000 sec): 3 clusters Score: Raw -22537.392296 + Penalty 2642.626580 = -19894.765716 nChanged 2 SP:Iteration 4Q (2771.320000 sec): 3 clusters Score: Raw -22543.552291 + Penalty 2642.626580 = -19900.925712 nChanged 1 SP:Iteration 5Q (2771.520000 sec): 3 clusters Score: Raw -22546.068909 + Penalty 2642.626580 = -19903.442329 nChanged 1 SP:Iteration 6Q (2771.690000 sec): 3 clusters Score: Raw -22549.681088 + Penalty 2642.626580 = -19907.054509 nChanged 1 SP:Iteration 7Q (2771.900000 sec): 3 clusters Score: Raw -22552.603794 + Penalty 2642.626580 = -19909.977214 nChanged 0 SP:Iteration 8F (2772.090000 sec): 3 clusters Score: Raw -22552.603794 + Penalty 2642.626580 = -19909.977214 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 14 (29462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2772.350000 sec): 2 clusters Score: Raw -4357127.127116 + Penalty 2552.132431 = -4354574.994685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2772.730000 sec): 3 clusters Score: Raw -4339460.176978 + Penalty 5104.264862 = -4334355.912116 nChanged 13225 SP:Iteration 1F (2773.080000 sec): 3 clusters Score: Raw -4346615.237217 + Penalty 5104.264862 = -4341510.972355 nChanged 1419 SP:Iteration 2Q (2773.450000 sec): 3 clusters Score: Raw -4347087.225408 + Penalty 5104.264862 = -4341982.960546 nChanged 1347 SP:Iteration 3Q (2773.760000 sec): 3 clusters Score: Raw -4347563.935298 + Penalty 5104.264862 = -4342459.670436 nChanged 1364 SP:Iteration 4Q (2774.150000 sec): 3 clusters Score: Raw -4348159.642593 + Penalty 5104.264862 = -4343055.377731 nChanged 1587 SP:Iteration 5F (2774.550000 sec): 3 clusters Score: Raw -4349034.277292 + Penalty 5104.264862 = -4343930.012430 nChanged 1876 SP:Iteration 6F (2774.900000 sec): 3 clusters Score: Raw -4350257.509094 + Penalty 5104.264862 = -4345153.244232 nChanged 1964 SP:Iteration 7F (2775.270000 sec): 3 clusters Score: Raw -4351679.207604 + Penalty 5104.264862 = -4346574.942742 nChanged 1874 SP:Iteration 8F (2775.670000 sec): 3 clusters Score: Raw -4353114.445034 + Penalty 5104.264862 = -4348010.180172 nChanged 1629 SP:Iteration 9F (2776.040000 sec): 3 clusters Score: Raw -4354397.847956 + Penalty 5104.264862 = -4349293.583095 nChanged 1235 SP:Iteration 10Q (2776.420000 sec): 3 clusters Score: Raw -4355410.670612 + Penalty 5104.264862 = -4350306.405750 nChanged 934 SP:Iteration 11Q (2776.870000 sec): 3 clusters Score: Raw -4356181.539991 + Penalty 5104.264862 = -4351077.275130 nChanged 565 SP:Iteration 12Q (2777.290000 sec): 3 clusters Score: Raw -4356647.094134 + Penalty 5104.264862 = -4351542.829272 nChanged 390 SP:Iteration 13Q (2777.700000 sec): 3 clusters Score: Raw -4356983.809677 + Penalty 5104.264862 = -4351879.544815 nChanged 238 SP:Iteration 14Q (2778.060000 sec): 3 clusters Score: Raw -4357178.803117 + Penalty 5104.264862 = -4352074.538255 nChanged 168 SP:Iteration 15Q (2778.390000 sec): 3 clusters Score: Raw -4357309.056351 + Penalty 5104.264862 = -4352204.791489 nChanged 95 SP:Iteration 16Q (2778.770000 sec): 3 clusters Score: Raw -4357384.602026 + Penalty 5104.264862 = -4352280.337164 nChanged 56 SP:Iteration 17Q (2779.110000 sec): 3 clusters Score: Raw -4357424.621441 + Penalty 5104.264862 = -4352320.356580 nChanged 31 SP:Iteration 18Q (2779.450000 sec): 3 clusters Score: Raw -4357442.821883 + Penalty 5104.264862 = -4352338.557021 nChanged 23 SP:Iteration 19Q (2779.850000 sec): 3 clusters Score: Raw -4357462.089678 + Penalty 5104.264862 = -4352357.824816 nChanged 21 SP:Iteration 20F (2780.170000 sec): 3 clusters Score: Raw -4357477.909281 + Penalty 5104.264862 = -4352373.644419 nChanged 19 SP:Iteration 21Q (2780.520000 sec): 3 clusters Score: Raw -4357490.942322 + Penalty 5104.264862 = -4352386.677460 nChanged 15 SP:Iteration 22Q (2780.810000 sec): 3 clusters Score: Raw -4357501.821458 + Penalty 5104.264862 = -4352397.556596 nChanged 9 SP:Iteration 23Q (2781.140000 sec): 3 clusters Score: Raw -4357509.541716 + Penalty 5104.264862 = -4352405.276854 nChanged 7 SP:Iteration 24Q (2781.500000 sec): 3 clusters Score: Raw -4357513.937645 + Penalty 5104.264862 = -4352409.672783 nChanged 6 SP:Iteration 25Q (2781.870000 sec): 3 clusters Score: Raw -4357517.252373 + Penalty 5104.264862 = -4352412.987511 nChanged 1 SP:Iteration 26Q (2782.170000 sec): 3 clusters Score: Raw -4357518.125646 + Penalty 5104.264862 = -4352413.860784 nChanged 0 SP:Iteration 27F (2782.550000 sec): 3 clusters Score: Raw -4357518.125646 + Penalty 5104.264862 = -4352413.860784 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 15 (54135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2782.910000 sec): 2 clusters Score: Raw -7934013.991581 + Penalty 2703.010579 = -7931310.981002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2783.410000 sec): 3 clusters Score: Raw -7900292.560607 + Penalty 5406.021158 = -7894886.539449 nChanged 25189 SP:Iteration 1F (2783.910000 sec): 3 clusters Score: Raw -7914424.378758 + Penalty 5406.021158 = -7909018.357600 nChanged 2132 SP:Iteration 2Q (2784.390000 sec): 3 clusters Score: Raw -7914992.555924 + Penalty 5406.021158 = -7909586.534766 nChanged 2010 SP:Iteration 3Q (2784.880000 sec): 3 clusters Score: Raw -7915531.328032 + Penalty 5406.021158 = -7910125.306874 nChanged 1989 SP:Iteration 4Q (2785.350000 sec): 3 clusters Score: Raw -7916122.464470 + Penalty 5406.021158 = -7910716.443312 nChanged 2024 SP:Iteration 5Q (2785.850000 sec): 3 clusters Score: Raw -7916803.022919 + Penalty 5406.021158 = -7911397.001761 nChanged 2142 SP:Iteration 6Q (2786.370000 sec): 3 clusters Score: Raw -7917608.143445 + Penalty 5406.021158 = -7912202.122287 nChanged 2333 SP:Iteration 7Q (2786.960000 sec): 3 clusters Score: Raw -7918636.831203 + Penalty 5406.021158 = -7913230.810045 nChanged 2599 SP:Iteration 8Q (2787.500000 sec): 3 clusters Score: Raw -7920043.730345 + Penalty 5406.021158 = -7914637.709187 nChanged 2924 SP:Iteration 9F (2787.970000 sec): 3 clusters Score: Raw -7921879.158395 + Penalty 5406.021158 = -7916473.137237 nChanged 3046 SP:Iteration 10F (2788.430000 sec): 3 clusters Score: Raw -7924059.320308 + Penalty 5406.021158 = -7918653.299150 nChanged 2936 SP:Iteration 11F (2788.900000 sec): 3 clusters Score: Raw -7926316.515081 + Penalty 5406.021158 = -7920910.493923 nChanged 2522 SP:Iteration 12Q (2789.450000 sec): 3 clusters Score: Raw -7928310.540738 + Penalty 5406.021158 = -7922904.519580 nChanged 2011 SP:Iteration 13Q (2790.000000 sec): 3 clusters Score: Raw -7929761.846038 + Penalty 5406.021158 = -7924355.824880 nChanged 1504 SP:Iteration 14Q (2790.520000 sec): 3 clusters Score: Raw -7930745.648246 + Penalty 5406.021158 = -7925339.627088 nChanged 1203 SP:Iteration 15Q (2790.970000 sec): 3 clusters Score: Raw -7931491.067206 + Penalty 5406.021158 = -7926085.046048 nChanged 967 SP:Iteration 16Q (2791.460000 sec): 3 clusters Score: Raw -7932083.790672 + Penalty 5406.021158 = -7926677.769514 nChanged 803 SP:Iteration 17Q (2791.930000 sec): 3 clusters Score: Raw -7932588.197844 + Penalty 5406.021158 = -7927182.176686 nChanged 637 SP:Iteration 18Q (2792.360000 sec): 3 clusters Score: Raw -7933002.220303 + Penalty 5406.021158 = -7927596.199145 nChanged 495 SP:Iteration 19Q (2792.770000 sec): 3 clusters Score: Raw -7933318.245813 + Penalty 5406.021158 = -7927912.224655 nChanged 395 SP:Iteration 20F (2793.250000 sec): 3 clusters Score: Raw -7933583.914909 + Penalty 5406.021158 = -7928177.893751 nChanged 305 SP:Iteration 21Q (2793.580000 sec): 3 clusters Score: Raw -7933787.694463 + Penalty 5406.021158 = -7928381.673305 nChanged 231 SP:Iteration 22Q (2794.010000 sec): 3 clusters Score: Raw -7933941.617758 + Penalty 5406.021158 = -7928535.596600 nChanged 170 SP:Iteration 23Q (2794.450000 sec): 3 clusters Score: Raw -7934056.037592 + Penalty 5406.021158 = -7928650.016434 nChanged 127 SP:Iteration 24Q (2794.960000 sec): 3 clusters Score: Raw -7934140.834389 + Penalty 5406.021158 = -7928734.813231 nChanged 76 SP:Iteration 25Q (2795.400000 sec): 3 clusters Score: Raw -7934192.775434 + Penalty 5406.021158 = -7928786.754276 nChanged 66 SP:Iteration 26Q (2795.880000 sec): 3 clusters Score: Raw -7934235.060579 + Penalty 5406.021158 = -7928829.039421 nChanged 43 SP:Iteration 27Q (2796.370000 sec): 3 clusters Score: Raw -7934263.366031 + Penalty 5406.021158 = -7928857.344873 nChanged 48 SP:Iteration 28Q (2796.860000 sec): 3 clusters Score: Raw -7934296.788894 + Penalty 5406.021158 = -7928890.767736 nChanged 35 SP:Iteration 29Q (2797.320000 sec): 3 clusters Score: Raw -7934323.965918 + Penalty 5406.021158 = -7928917.944760 nChanged 24 SP:Iteration 30Q (2797.840000 sec): 3 clusters Score: Raw -7934343.442705 + Penalty 5406.021158 = -7928937.421547 nChanged 20 SP:Iteration 31Q (2798.320000 sec): 3 clusters Score: Raw -7934354.433923 + Penalty 5406.021158 = -7928948.412765 nChanged 17 SP:Iteration 32Q (2798.760000 sec): 3 clusters Score: Raw -7934364.604736 + Penalty 5406.021158 = -7928958.583578 nChanged 11 SP:Iteration 33Q (2799.250000 sec): 3 clusters Score: Raw -7934371.410615 + Penalty 5406.021158 = -7928965.389457 nChanged 8 SP:Iteration 34Q (2799.740000 sec): 3 clusters Score: Raw -7934375.856232 + Penalty 5406.021158 = -7928969.835074 nChanged 6 SP:Iteration 35Q (2800.230000 sec): 3 clusters Score: Raw -7934380.143789 + Penalty 5406.021158 = -7928974.122631 nChanged 6 SP:Iteration 36Q (2800.690000 sec): 3 clusters Score: Raw -7934383.378261 + Penalty 5406.021158 = -7928977.357103 nChanged 3 SP:Iteration 37Q (2801.200000 sec): 3 clusters Score: Raw -7934385.561536 + Penalty 5406.021158 = -7928979.540378 nChanged 7 SP:Iteration 38Q (2801.670000 sec): 3 clusters Score: Raw -7934390.688467 + Penalty 5406.021158 = -7928984.667309 nChanged 2 SP:Iteration 39Q (2802.150000 sec): 3 clusters Score: Raw -7934391.789667 + Penalty 5406.021158 = -7928985.768509 nChanged 2 SP:Iteration 40F (2802.620000 sec): 3 clusters Score: Raw -7934392.770794 + Penalty 5406.021158 = -7928986.749636 nChanged 1 SP:Iteration 41Q (2803.140000 sec): 3 clusters Score: Raw -7934393.122808 + Penalty 5406.021158 = -7928987.101650 nChanged 0 SP:Iteration 42F (2803.670000 sec): 3 clusters Score: Raw -7934393.122808 + Penalty 5406.021158 = -7928987.101650 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 16 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2803.770000 sec): 2 clusters Score: Raw -40194.034327 + Penalty 1405.273819 = -38788.760508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2803.950000 sec): 3 clusters Score: Raw -40388.109593 + Penalty 2810.547637 = -37577.561956 nChanged 30 SP:Iteration 1F (2804.190000 sec): 3 clusters Score: Raw -40480.893787 + Penalty 2810.547637 = -37670.346150 nChanged 11 SP:Iteration 2Q (2804.360000 sec): 3 clusters Score: Raw -40519.145558 + Penalty 2810.547637 = -37708.597920 nChanged 3 SP:Iteration 3Q (2804.580000 sec): 3 clusters Score: Raw -40528.693692 + Penalty 2810.547637 = -37718.146054 nChanged 1 SP:Iteration 4Q (2804.760000 sec): 3 clusters Score: Raw -40529.786448 + Penalty 2810.547637 = -37719.238810 nChanged 3 SP:Iteration 5Q (2804.950000 sec): 3 clusters Score: Raw -40550.006753 + Penalty 2810.547637 = -37739.459115 nChanged 2 SP:Iteration 6Q (2805.090000 sec): 3 clusters Score: Raw -40553.941550 + Penalty 2810.547637 = -37743.393913 nChanged 0 SP:Iteration 7F (2805.270000 sec): 3 clusters Score: Raw -40553.941550 + Penalty 2810.547637 = -37743.393913 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 17 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2805.390000 sec): 2 clusters Score: Raw -24609.919224 + Penalty 1305.147167 = -23304.772057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2805.570000 sec): 3 clusters Score: Raw -24819.522278 + Penalty 2610.294334 = -22209.227944 nChanged 10 SP:Iteration 1F (2805.730000 sec): 3 clusters Score: Raw -24870.698315 + Penalty 2610.294334 = -22260.403981 nChanged 2 SP:Iteration 2Q (2805.890000 sec): 3 clusters Score: Raw -24876.486153 + Penalty 2610.294334 = -22266.191819 nChanged 0 SP:Iteration 3F (2806.070000 sec): 3 clusters Score: Raw -24876.486153 + Penalty 2610.294334 = -22266.191819 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 18 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2806.190000 sec): 2 clusters Score: Raw -33213.171529 + Penalty 1371.298414 = -31841.873115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2806.360000 sec): 3 clusters Score: Raw -33398.062858 + Penalty 2742.596827 = -30655.466030 nChanged 25 SP:Iteration 1F (2806.560000 sec): 3 clusters Score: Raw -33500.526038 + Penalty 2742.596827 = -30757.929211 nChanged 9 SP:Iteration 2Q (2806.760000 sec): 3 clusters Score: Raw -33567.904164 + Penalty 2742.596827 = -30825.307337 nChanged 3 SP:Iteration 3Q (2807.000000 sec): 3 clusters Score: Raw -33582.570063 + Penalty 2742.596827 = -30839.973236 nChanged 2 SP:Iteration 4Q (2807.140000 sec): 3 clusters Score: Raw -33590.344565 + Penalty 2742.596827 = -30847.747737 nChanged 0 SP:Iteration 5F (2807.330000 sec): 3 clusters Score: Raw -33590.344565 + Penalty 2742.596827 = -30847.747737 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 19 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2807.460000 sec): 2 clusters Score: Raw -354220.656545 + Penalty 1943.615593 = -352277.040952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2807.660000 sec): 3 clusters Score: Raw -353201.843687 + Penalty 3887.231186 = -349314.612501 nChanged 838 SP:Iteration 1F (2807.830000 sec): 3 clusters Score: Raw -353764.497436 + Penalty 3887.231186 = -349877.266250 nChanged 196 SP:Iteration 2F (2808.090000 sec): 3 clusters Score: Raw -353914.670128 + Penalty 3887.231186 = -350027.438941 nChanged 115 SP:Iteration 3Q (2808.320000 sec): 3 clusters Score: Raw -354001.944049 + Penalty 3887.231186 = -350114.712863 nChanged 86 SP:Iteration 4Q (2808.510000 sec): 3 clusters Score: Raw -354061.833205 + Penalty 3887.231186 = -350174.602019 nChanged 51 SP:Iteration 5Q (2808.740000 sec): 3 clusters Score: Raw -354095.270318 + Penalty 3887.231186 = -350208.039132 nChanged 36 SP:Iteration 6Q (2808.930000 sec): 3 clusters Score: Raw -354113.040578 + Penalty 3887.231186 = -350225.809392 nChanged 24 SP:Iteration 7Q (2809.110000 sec): 3 clusters Score: Raw -354126.816231 + Penalty 3887.231186 = -350239.585045 nChanged 17 SP:Iteration 8Q (2809.320000 sec): 3 clusters Score: Raw -354137.802652 + Penalty 3887.231186 = -350250.571466 nChanged 19 SP:Iteration 9Q (2809.470000 sec): 3 clusters Score: Raw -354148.956743 + Penalty 3887.231186 = -350261.725557 nChanged 19 SP:Iteration 10Q (2809.640000 sec): 3 clusters Score: Raw -354158.637102 + Penalty 3887.231186 = -350271.405916 nChanged 15 SP:Iteration 11Q (2809.810000 sec): 3 clusters Score: Raw -354165.853171 + Penalty 3887.231186 = -350278.621984 nChanged 12 SP:Iteration 12Q (2810.050000 sec): 3 clusters Score: Raw -354175.016289 + Penalty 3887.231186 = -350287.785103 nChanged 12 SP:Iteration 13Q (2810.280000 sec): 3 clusters Score: Raw -354181.262490 + Penalty 3887.231186 = -350294.031303 nChanged 15 SP:Iteration 14Q (2810.470000 sec): 3 clusters Score: Raw -354187.273117 + Penalty 3887.231186 = -350300.041930 nChanged 13 SP:Iteration 15Q (2810.720000 sec): 3 clusters Score: Raw -354193.450344 + Penalty 3887.231186 = -350306.219157 nChanged 13 SP:Iteration 16Q (2810.900000 sec): 3 clusters Score: Raw -354200.267622 + Penalty 3887.231186 = -350313.036436 nChanged 6 SP:Iteration 17Q (2811.140000 sec): 3 clusters Score: Raw -354203.774207 + Penalty 3887.231186 = -350316.543020 nChanged 5 SP:Iteration 18Q (2811.360000 sec): 3 clusters Score: Raw -354206.567867 + Penalty 3887.231186 = -350319.336681 nChanged 6 SP:Iteration 19Q (2811.590000 sec): 3 clusters Score: Raw -354208.625761 + Penalty 3887.231186 = -350321.394575 nChanged 8 SP:Iteration 20F (2811.830000 sec): 3 clusters Score: Raw -354214.820941 + Penalty 3887.231186 = -350327.589754 nChanged 9 SP:Iteration 21Q (2812.070000 sec): 3 clusters Score: Raw -354221.050860 + Penalty 3887.231186 = -350333.819674 nChanged 9 SP:Iteration 22Q (2812.280000 sec): 3 clusters Score: Raw -354226.101503 + Penalty 3887.231186 = -350338.870317 nChanged 11 SP:Iteration 23Q (2812.490000 sec): 3 clusters Score: Raw -354231.015045 + Penalty 3887.231186 = -350343.783858 nChanged 7 SP:Iteration 24Q (2812.700000 sec): 3 clusters Score: Raw -354235.674887 + Penalty 3887.231186 = -350348.443700 nChanged 4 SP:Iteration 25Q (2812.870000 sec): 3 clusters Score: Raw -354238.025227 + Penalty 3887.231186 = -350350.794040 nChanged 4 SP:Iteration 26Q (2813.050000 sec): 3 clusters Score: Raw -354240.649766 + Penalty 3887.231186 = -350353.418579 nChanged 4 SP:Iteration 27Q (2813.280000 sec): 3 clusters Score: Raw -354243.687149 + Penalty 3887.231186 = -350356.455963 nChanged 3 SP:Iteration 28Q (2813.450000 sec): 3 clusters Score: Raw -354245.538698 + Penalty 3887.231186 = -350358.307511 nChanged 6 SP:Iteration 29Q (2813.700000 sec): 3 clusters Score: Raw -354248.830093 + Penalty 3887.231186 = -350361.598907 nChanged 9 SP:Iteration 30Q (2813.890000 sec): 3 clusters Score: Raw -354254.093341 + Penalty 3887.231186 = -350366.862154 nChanged 10 SP:Iteration 31Q (2814.140000 sec): 3 clusters Score: Raw -354259.451166 + Penalty 3887.231186 = -350372.219980 nChanged 9 SP:Iteration 32Q (2814.320000 sec): 3 clusters Score: Raw -354263.841073 + Penalty 3887.231186 = -350376.609887 nChanged 7 SP:Iteration 33Q (2814.480000 sec): 3 clusters Score: Raw -354267.640239 + Penalty 3887.231186 = -350380.409052 nChanged 3 SP:Iteration 34Q (2814.720000 sec): 3 clusters Score: Raw -354269.033752 + Penalty 3887.231186 = -350381.802566 nChanged 4 SP:Iteration 35Q (2814.890000 sec): 3 clusters Score: Raw -354270.618779 + Penalty 3887.231186 = -350383.387593 nChanged 3 SP:Iteration 36Q (2815.120000 sec): 3 clusters Score: Raw -354272.208949 + Penalty 3887.231186 = -350384.977763 nChanged 5 SP:Iteration 37Q (2815.290000 sec): 3 clusters Score: Raw -354274.418869 + Penalty 3887.231186 = -350387.187682 nChanged 3 SP:Iteration 38Q (2815.490000 sec): 3 clusters Score: Raw -354276.229261 + Penalty 3887.231186 = -350388.998075 nChanged 7 SP:Iteration 39Q (2815.710000 sec): 3 clusters Score: Raw -354279.223462 + Penalty 3887.231186 = -350391.992275 nChanged 8 SP:Iteration 40F (2815.890000 sec): 3 clusters Score: Raw -354283.361719 + Penalty 3887.231186 = -350396.130533 nChanged 4 SP:Iteration 41Q (2816.090000 sec): 3 clusters Score: Raw -354284.466628 + Penalty 3887.231186 = -350397.235442 nChanged 1 SP:Iteration 42Q (2816.280000 sec): 3 clusters Score: Raw -354284.827448 + Penalty 3887.231186 = -350397.596262 nChanged 1 SP:Iteration 43Q (2816.460000 sec): 3 clusters Score: Raw -354284.956575 + Penalty 3887.231186 = -350397.725389 nChanged 0 SP:Iteration 44F (2816.580000 sec): 3 clusters Score: Raw -354284.956575 + Penalty 3887.231186 = -350397.725389 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 20 (9115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2816.730000 sec): 2 clusters Score: Raw -1268146.513258 + Penalty 2261.183818 = -1265885.329439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2816.990000 sec): 3 clusters Score: Raw -1263287.034202 + Penalty 4522.367637 = -1258764.666566 nChanged 3756 SP:Iteration 1F (2817.210000 sec): 3 clusters Score: Raw -1265468.110844 + Penalty 4522.367637 = -1260945.743207 nChanged 662 SP:Iteration 2F (2817.460000 sec): 3 clusters Score: Raw -1265847.173857 + Penalty 4522.367637 = -1261324.806221 nChanged 539 SP:Iteration 3F (2817.730000 sec): 3 clusters Score: Raw -1266158.438882 + Penalty 4522.367637 = -1261636.071245 nChanged 459 SP:Iteration 4F (2818.010000 sec): 3 clusters Score: Raw -1266465.185019 + Penalty 4522.367637 = -1261942.817382 nChanged 488 SP:Iteration 5F (2818.280000 sec): 3 clusters Score: Raw -1266827.881924 + Penalty 4522.367637 = -1262305.514287 nChanged 512 SP:Iteration 6F (2818.480000 sec): 3 clusters Score: Raw -1267226.803833 + Penalty 4522.367637 = -1262704.436196 nChanged 521 SP:Iteration 7F (2818.730000 sec): 3 clusters Score: Raw -1267640.714186 + Penalty 4522.367637 = -1263118.346549 nChanged 481 SP:Iteration 8F (2819.030000 sec): 3 clusters Score: Raw -1267968.362081 + Penalty 4522.367637 = -1263445.994444 nChanged 405 SP:Iteration 9Q (2819.330000 sec): 3 clusters Score: Raw -1268191.073394 + Penalty 4522.367637 = -1263668.705757 nChanged 309 SP:Iteration 10Q (2819.570000 sec): 3 clusters Score: Raw -1268337.384320 + Penalty 4522.367637 = -1263815.016683 nChanged 221 SP:Iteration 11Q (2819.820000 sec): 3 clusters Score: Raw -1268428.976339 + Penalty 4522.367637 = -1263906.608702 nChanged 163 SP:Iteration 12Q (2820.040000 sec): 3 clusters Score: Raw -1268485.238162 + Penalty 4522.367637 = -1263962.870525 nChanged 125 SP:Iteration 13Q (2820.300000 sec): 3 clusters Score: Raw -1268534.701135 + Penalty 4522.367637 = -1264012.333498 nChanged 112 SP:Iteration 14Q (2820.550000 sec): 3 clusters Score: Raw -1268568.280891 + Penalty 4522.367637 = -1264045.913254 nChanged 97 SP:Iteration 15Q (2820.780000 sec): 3 clusters Score: Raw -1268600.966050 + Penalty 4522.367637 = -1264078.598413 nChanged 73 SP:Iteration 16Q (2821.000000 sec): 3 clusters Score: Raw -1268627.231777 + Penalty 4522.367637 = -1264104.864140 nChanged 66 SP:Iteration 17Q (2821.180000 sec): 3 clusters Score: Raw -1268649.598945 + Penalty 4522.367637 = -1264127.231308 nChanged 67 SP:Iteration 18Q (2821.450000 sec): 3 clusters Score: Raw -1268670.387060 + Penalty 4522.367637 = -1264148.019423 nChanged 65 SP:Iteration 19Q (2821.640000 sec): 3 clusters Score: Raw -1268688.452249 + Penalty 4522.367637 = -1264166.084612 nChanged 51 SP:Iteration 20F (2821.880000 sec): 3 clusters Score: Raw -1268704.960745 + Penalty 4522.367637 = -1264182.593108 nChanged 56 SP:Iteration 21Q (2822.140000 sec): 3 clusters Score: Raw -1268720.308660 + Penalty 4522.367637 = -1264197.941023 nChanged 51 SP:Iteration 22Q (2822.380000 sec): 3 clusters Score: Raw -1268734.253293 + Penalty 4522.367637 = -1264211.885656 nChanged 44 SP:Iteration 23Q (2822.610000 sec): 3 clusters Score: Raw -1268748.299403 + Penalty 4522.367637 = -1264225.931766 nChanged 45 SP:Iteration 24Q (2822.880000 sec): 3 clusters Score: Raw -1268760.259367 + Penalty 4522.367637 = -1264237.891730 nChanged 28 SP:Iteration 25Q (2823.070000 sec): 3 clusters Score: Raw -1268767.932042 + Penalty 4522.367637 = -1264245.564405 nChanged 34 SP:Iteration 26Q (2823.280000 sec): 3 clusters Score: Raw -1268777.787085 + Penalty 4522.367637 = -1264255.419448 nChanged 34 SP:Iteration 27Q (2823.510000 sec): 3 clusters Score: Raw -1268787.401370 + Penalty 4522.367637 = -1264265.033733 nChanged 32 SP:Iteration 28Q (2823.810000 sec): 3 clusters Score: Raw -1268797.544983 + Penalty 4522.367637 = -1264275.177346 nChanged 35 SP:Iteration 29Q (2824.030000 sec): 3 clusters Score: Raw -1268808.278838 + Penalty 4522.367637 = -1264285.911201 nChanged 41 SP:Iteration 30Q (2824.290000 sec): 3 clusters Score: Raw -1268820.407214 + Penalty 4522.367637 = -1264298.039577 nChanged 42 SP:Iteration 31Q (2824.520000 sec): 3 clusters Score: Raw -1268833.109674 + Penalty 4522.367637 = -1264310.742037 nChanged 38 SP:Iteration 32Q (2824.770000 sec): 3 clusters Score: Raw -1268844.630551 + Penalty 4522.367637 = -1264322.262914 nChanged 34 SP:Iteration 33Q (2825.020000 sec): 3 clusters Score: Raw -1268856.283365 + Penalty 4522.367637 = -1264333.915728 nChanged 37 SP:Iteration 34Q (2825.250000 sec): 3 clusters Score: Raw -1268868.348812 + Penalty 4522.367637 = -1264345.981175 nChanged 50 SP:Iteration 35Q (2825.520000 sec): 3 clusters Score: Raw -1268884.568394 + Penalty 4522.367637 = -1264362.200757 nChanged 48 SP:Iteration 36Q (2825.720000 sec): 3 clusters Score: Raw -1268900.153489 + Penalty 4522.367637 = -1264377.785852 nChanged 41 SP:Iteration 37Q (2826.030000 sec): 3 clusters Score: Raw -1268913.628174 + Penalty 4522.367637 = -1264391.260537 nChanged 41 SP:Iteration 38Q (2826.270000 sec): 3 clusters Score: Raw -1268924.166386 + Penalty 4522.367637 = -1264401.798749 nChanged 37 SP:Iteration 39Q (2826.510000 sec): 3 clusters Score: Raw -1268934.140776 + Penalty 4522.367637 = -1264411.773140 nChanged 37 SP:Iteration 40F (2826.780000 sec): 3 clusters Score: Raw -1268945.871619 + Penalty 4522.367637 = -1264423.503982 nChanged 36 SP:Iteration 41Q (2827.030000 sec): 3 clusters Score: Raw -1268958.780229 + Penalty 4522.367637 = -1264436.412592 nChanged 38 SP:Iteration 42Q (2827.350000 sec): 3 clusters Score: Raw -1268970.928728 + Penalty 4522.367637 = -1264448.561092 nChanged 31 SP:Iteration 43Q (2827.580000 sec): 3 clusters Score: Raw -1268979.515849 + Penalty 4522.367637 = -1264457.148212 nChanged 33 SP:Iteration 44Q (2827.840000 sec): 3 clusters Score: Raw -1268988.059975 + Penalty 4522.367637 = -1264465.692339 nChanged 30 SP:Iteration 45Q (2828.130000 sec): 3 clusters Score: Raw -1268996.480286 + Penalty 4522.367637 = -1264474.112649 nChanged 36 SP:Iteration 46Q (2828.310000 sec): 3 clusters Score: Raw -1269008.341134 + Penalty 4522.367637 = -1264485.973497 nChanged 41 SP:Iteration 47Q (2828.530000 sec): 3 clusters Score: Raw -1269020.185957 + Penalty 4522.367637 = -1264497.818321 nChanged 39 SP:Iteration 48Q (2828.760000 sec): 3 clusters Score: Raw -1269031.822413 + Penalty 4522.367637 = -1264509.454777 nChanged 35 SP:Iteration 49Q (2828.970000 sec): 3 clusters Score: Raw -1269042.676275 + Penalty 4522.367637 = -1264520.308638 nChanged 29 SP:Iteration 50Q (2829.240000 sec): 3 clusters Score: Raw -1269051.568656 + Penalty 4522.367637 = -1264529.201020 nChanged 24 SP:Iteration 51Q (2829.480000 sec): 3 clusters Score: Raw -1269059.956808 + Penalty 4522.367637 = -1264537.589172 nChanged 30 SP:Iteration 52Q (2829.720000 sec): 3 clusters Score: Raw -1269071.655939 + Penalty 4522.367637 = -1264549.288303 nChanged 36 SP:Iteration 53Q (2829.930000 sec): 3 clusters Score: Raw -1269086.263975 + Penalty 4522.367637 = -1264563.896338 nChanged 38 SP:Iteration 54Q (2830.180000 sec): 3 clusters Score: Raw -1269100.216195 + Penalty 4522.367637 = -1264577.848559 nChanged 21 SP:Iteration 55Q (2830.430000 sec): 3 clusters Score: Raw -1269105.917317 + Penalty 4522.367637 = -1264583.549680 nChanged 12 SP:Iteration 56Q (2830.700000 sec): 3 clusters Score: Raw -1269110.234756 + Penalty 4522.367637 = -1264587.867120 nChanged 17 SP:Iteration 57Q (2830.950000 sec): 3 clusters Score: Raw -1269115.683035 + Penalty 4522.367637 = -1264593.315398 nChanged 21 SP:Iteration 58Q (2831.150000 sec): 3 clusters Score: Raw -1269120.956576 + Penalty 4522.367637 = -1264598.588939 nChanged 13 SP:Iteration 59Q (2831.400000 sec): 3 clusters Score: Raw -1269124.301672 + Penalty 4522.367637 = -1264601.934035 nChanged 10 SP:Iteration 60F (2831.710000 sec): 3 clusters Score: Raw -1269127.311551 + Penalty 4522.367637 = -1264604.943914 nChanged 7 SP:Iteration 61Q (2831.880000 sec): 3 clusters Score: Raw -1269128.618916 + Penalty 4522.367637 = -1264606.251280 nChanged 7 SP:Iteration 62Q (2832.130000 sec): 3 clusters Score: Raw -1269130.350492 + Penalty 4522.367637 = -1264607.982856 nChanged 8 SP:Iteration 63Q (2832.370000 sec): 3 clusters Score: Raw -1269132.133760 + Penalty 4522.367637 = -1264609.766123 nChanged 4 SP:Iteration 64Q (2832.560000 sec): 3 clusters Score: Raw -1269133.210454 + Penalty 4522.367637 = -1264610.842817 nChanged 5 SP:Iteration 65Q (2832.790000 sec): 3 clusters Score: Raw -1269135.039342 + Penalty 4522.367637 = -1264612.671705 nChanged 4 SP:Iteration 66Q (2833.050000 sec): 3 clusters Score: Raw -1269136.045176 + Penalty 4522.367637 = -1264613.677539 nChanged 3 SP:Iteration 67Q (2833.390000 sec): 3 clusters Score: Raw -1269137.314766 + Penalty 4522.367637 = -1264614.947129 nChanged 4 SP:Iteration 68Q (2833.600000 sec): 3 clusters Score: Raw -1269138.397420 + Penalty 4522.367637 = -1264616.029783 nChanged 2 SP:Iteration 69Q (2833.840000 sec): 3 clusters Score: Raw -1269138.889596 + Penalty 4522.367637 = -1264616.521960 nChanged 2 SP:Iteration 70Q (2834.080000 sec): 3 clusters Score: Raw -1269139.270939 + Penalty 4522.367637 = -1264616.903303 nChanged 1 SP:Iteration 71Q (2834.320000 sec): 3 clusters Score: Raw -1269139.378228 + Penalty 4522.367637 = -1264617.010591 nChanged 0 SP:Iteration 72F (2834.560000 sec): 3 clusters Score: Raw -1269139.378228 + Penalty 4522.367637 = -1264617.010591 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 21 (3599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2834.670000 sec): 2 clusters Score: Raw -503415.427889 + Penalty 2030.726004 = -501384.701884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2834.910000 sec): 3 clusters Score: Raw -501828.234390 + Penalty 4061.452009 = -497766.782381 nChanged 1308 SP:Iteration 1F (2835.130000 sec): 3 clusters Score: Raw -502591.155878 + Penalty 4061.452009 = -498529.703870 nChanged 258 SP:Iteration 2F (2835.330000 sec): 3 clusters Score: Raw -502767.586801 + Penalty 4061.452009 = -498706.134792 nChanged 164 SP:Iteration 3Q (2835.510000 sec): 3 clusters Score: Raw -502874.538866 + Penalty 4061.452009 = -498813.086857 nChanged 130 SP:Iteration 4Q (2835.710000 sec): 3 clusters Score: Raw -502972.513415 + Penalty 4061.452009 = -498911.061406 nChanged 118 SP:Iteration 5Q (2835.890000 sec): 3 clusters Score: Raw -503054.906375 + Penalty 4061.452009 = -498993.454366 nChanged 109 SP:Iteration 6Q (2836.110000 sec): 3 clusters Score: Raw -503124.314833 + Penalty 4061.452009 = -499062.862824 nChanged 97 SP:Iteration 7Q (2836.360000 sec): 3 clusters Score: Raw -503187.441782 + Penalty 4061.452009 = -499125.989773 nChanged 82 SP:Iteration 8Q (2836.570000 sec): 3 clusters Score: Raw -503235.687223 + Penalty 4061.452009 = -499174.235214 nChanged 82 SP:Iteration 9Q (2836.790000 sec): 3 clusters Score: Raw -503294.555548 + Penalty 4061.452009 = -499233.103540 nChanged 72 SP:Iteration 10Q (2836.970000 sec): 3 clusters Score: Raw -503350.056265 + Penalty 4061.452009 = -499288.604256 nChanged 73 SP:Iteration 11Q (2837.190000 sec): 3 clusters Score: Raw -503408.680337 + Penalty 4061.452009 = -499347.228329 nChanged 63 SP:Iteration 12Q (2837.400000 sec): 3 clusters Score: Raw -503455.857149 + Penalty 4061.452009 = -499394.405140 nChanged 68 SP:Iteration 13Q (2837.640000 sec): 3 clusters Score: Raw -503504.654429 + Penalty 4061.452009 = -499443.202421 nChanged 41 SP:Iteration 14Q (2837.810000 sec): 3 clusters Score: Raw -503536.503480 + Penalty 4061.452009 = -499475.051471 nChanged 50 SP:Iteration 15Q (2838.050000 sec): 3 clusters Score: Raw -503581.113756 + Penalty 4061.452009 = -499519.661747 nChanged 49 SP:Iteration 16Q (2838.300000 sec): 3 clusters Score: Raw -503616.233309 + Penalty 4061.452009 = -499554.781300 nChanged 41 SP:Iteration 17Q (2838.530000 sec): 3 clusters Score: Raw -503647.045433 + Penalty 4061.452009 = -499585.593424 nChanged 49 SP:Iteration 18Q (2838.720000 sec): 3 clusters Score: Raw -503686.978070 + Penalty 4061.452009 = -499625.526061 nChanged 55 SP:Iteration 19Q (2838.990000 sec): 3 clusters Score: Raw -503724.426520 + Penalty 4061.452009 = -499662.974512 nChanged 48 SP:Iteration 20F (2839.140000 sec): 3 clusters Score: Raw -503754.698682 + Penalty 4061.452009 = -499693.246673 nChanged 38 SP:Iteration 21Q (2839.360000 sec): 3 clusters Score: Raw -503784.409840 + Penalty 4061.452009 = -499722.957831 nChanged 46 SP:Iteration 22Q (2839.540000 sec): 3 clusters Score: Raw -503825.120825 + Penalty 4061.452009 = -499763.668816 nChanged 42 SP:Iteration 23Q (2839.740000 sec): 3 clusters Score: Raw -503858.314918 + Penalty 4061.452009 = -499796.862910 nChanged 42 SP:Iteration 24Q (2839.900000 sec): 3 clusters Score: Raw -503891.048421 + Penalty 4061.452009 = -499829.596412 nChanged 37 SP:Iteration 25Q (2840.050000 sec): 3 clusters Score: Raw -503914.606648 + Penalty 4061.452009 = -499853.154639 nChanged 32 SP:Iteration 26Q (2840.260000 sec): 3 clusters Score: Raw -503935.811490 + Penalty 4061.452009 = -499874.359481 nChanged 38 SP:Iteration 27Q (2840.430000 sec): 3 clusters Score: Raw -503960.016578 + Penalty 4061.452009 = -499898.564570 nChanged 33 SP:Iteration 28Q (2840.700000 sec): 3 clusters Score: Raw -503980.759460 + Penalty 4061.452009 = -499919.307451 nChanged 38 SP:Iteration 29Q (2840.870000 sec): 3 clusters Score: Raw -504004.131540 + Penalty 4061.452009 = -499942.679532 nChanged 36 SP:Iteration 30Q (2841.060000 sec): 3 clusters Score: Raw -504021.478768 + Penalty 4061.452009 = -499960.026759 nChanged 30 SP:Iteration 31Q (2841.290000 sec): 3 clusters Score: Raw -504041.130163 + Penalty 4061.452009 = -499979.678154 nChanged 38 SP:Iteration 32Q (2841.510000 sec): 3 clusters Score: Raw -504068.114327 + Penalty 4061.452009 = -500006.662318 nChanged 34 SP:Iteration 33Q (2841.720000 sec): 3 clusters Score: Raw -504090.736018 + Penalty 4061.452009 = -500029.284010 nChanged 37 SP:Iteration 34Q (2841.920000 sec): 3 clusters Score: Raw -504113.375752 + Penalty 4061.452009 = -500051.923743 nChanged 29 SP:Iteration 35Q (2842.140000 sec): 3 clusters Score: Raw -504128.023923 + Penalty 4061.452009 = -500066.571914 nChanged 24 SP:Iteration 36Q (2842.360000 sec): 3 clusters Score: Raw -504139.499262 + Penalty 4061.452009 = -500078.047253 nChanged 25 SP:Iteration 37Q (2842.550000 sec): 3 clusters Score: Raw -504155.441502 + Penalty 4061.452009 = -500093.989493 nChanged 25 SP:Iteration 38Q (2842.740000 sec): 3 clusters Score: Raw -504172.397248 + Penalty 4061.452009 = -500110.945239 nChanged 23 SP:Iteration 39Q (2842.960000 sec): 3 clusters Score: Raw -504185.237712 + Penalty 4061.452009 = -500123.785703 nChanged 19 SP:Iteration 40F (2843.150000 sec): 3 clusters Score: Raw -504196.147991 + Penalty 4061.452009 = -500134.695983 nChanged 23 SP:Iteration 41Q (2843.370000 sec): 3 clusters Score: Raw -504211.599796 + Penalty 4061.452009 = -500150.147787 nChanged 25 SP:Iteration 42Q (2843.530000 sec): 3 clusters Score: Raw -504226.656714 + Penalty 4061.452009 = -500165.204705 nChanged 17 SP:Iteration 43Q (2843.750000 sec): 3 clusters Score: Raw -504235.494429 + Penalty 4061.452009 = -500174.042421 nChanged 11 SP:Iteration 44Q (2843.950000 sec): 3 clusters Score: Raw -504240.313076 + Penalty 4061.452009 = -500178.861067 nChanged 8 SP:Iteration 45Q (2844.150000 sec): 3 clusters Score: Raw -504244.999222 + Penalty 4061.452009 = -500183.547213 nChanged 8 SP:Iteration 46Q (2844.340000 sec): 3 clusters Score: Raw -504248.753122 + Penalty 4061.452009 = -500187.301113 nChanged 6 SP:Iteration 47Q (2844.540000 sec): 3 clusters Score: Raw -504251.099399 + Penalty 4061.452009 = -500189.647390 nChanged 6 SP:Iteration 48Q (2844.760000 sec): 3 clusters Score: Raw -504254.719556 + Penalty 4061.452009 = -500193.267547 nChanged 9 SP:Iteration 49Q (2844.930000 sec): 3 clusters Score: Raw -504259.398084 + Penalty 4061.452009 = -500197.946076 nChanged 10 SP:Iteration 50Q (2845.140000 sec): 3 clusters Score: Raw -504262.625458 + Penalty 4061.452009 = -500201.173449 nChanged 4 SP:Iteration 51Q (2845.340000 sec): 3 clusters Score: Raw -504263.437488 + Penalty 4061.452009 = -500201.985479 nChanged 2 SP:Iteration 52Q (2845.500000 sec): 3 clusters Score: Raw -504264.176457 + Penalty 4061.452009 = -500202.724448 nChanged 3 SP:Iteration 53Q (2845.700000 sec): 3 clusters Score: Raw -504264.920389 + Penalty 4061.452009 = -500203.468380 nChanged 0 SP:Iteration 54F (2845.880000 sec): 3 clusters Score: Raw -504264.920389 + Penalty 4061.452009 = -500203.468380 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 22 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2845.980000 sec): 2 clusters Score: Raw -30887.858246 + Penalty 1356.078915 = -29531.779331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2846.170000 sec): 3 clusters Score: Raw -31136.644172 + Penalty 2712.157830 = -28424.486342 nChanged 25 SP:Iteration 1F (2846.340000 sec): 3 clusters Score: Raw -31284.732795 + Penalty 2712.157830 = -28572.574965 nChanged 14 SP:Iteration 2F (2846.500000 sec): 3 clusters Score: Raw -31384.073871 + Penalty 2712.157830 = -28671.916041 nChanged 5 SP:Iteration 3Q (2846.700000 sec): 3 clusters Score: Raw -31407.705897 + Penalty 2712.157830 = -28695.548067 nChanged 1 SP:Iteration 4Q (2846.920000 sec): 3 clusters Score: Raw -31420.119197 + Penalty 2712.157830 = -28707.961367 nChanged 2 SP:Iteration 5Q (2847.080000 sec): 3 clusters Score: Raw -31449.221213 + Penalty 2712.157830 = -28737.063383 nChanged 2 SP:Iteration 6Q (2847.260000 sec): 3 clusters Score: Raw -31490.601722 + Penalty 2712.157830 = -28778.443892 nChanged 4 SP:Iteration 7Q (2847.420000 sec): 3 clusters Score: Raw -31596.144497 + Penalty 2712.157830 = -28883.986667 nChanged 5 SP:Iteration 8Q (2847.620000 sec): 3 clusters Score: Raw -31907.282157 + Penalty 2712.157830 = -29195.124327 nChanged 11 SP:Iteration 9Q (2847.800000 sec): 3 clusters Score: Raw -31975.600125 + Penalty 2712.157830 = -29263.442295 nChanged 5 SP:Iteration 10Q (2847.980000 sec): 3 clusters Score: Raw -32014.368183 + Penalty 2712.157830 = -29302.210353 nChanged 2 SP:Iteration 11Q (2848.180000 sec): 3 clusters Score: Raw -32033.726090 + Penalty 2712.157830 = -29321.568260 nChanged 0 SP:Iteration 12F (2848.330000 sec): 3 clusters Score: Raw -32033.726090 + Penalty 2712.157830 = -29321.568260 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 23 (16853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2848.550000 sec): 2 clusters Score: Raw -2422248.982707 + Penalty 2413.606422 = -2419835.376284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2848.830000 sec): 3 clusters Score: Raw -2412498.167956 + Penalty 4827.212845 = -2407670.955111 nChanged 7354 SP:Iteration 1F (2849.100000 sec): 3 clusters Score: Raw -2416437.488017 + Penalty 4827.212845 = -2411610.275173 nChanged 1002 SP:Iteration 2F (2849.420000 sec): 3 clusters Score: Raw -2416947.923422 + Penalty 4827.212845 = -2412120.710577 nChanged 1001 SP:Iteration 3F (2849.730000 sec): 3 clusters Score: Raw -2417518.425093 + Penalty 4827.212845 = -2412691.212248 nChanged 1080 SP:Iteration 4F (2850.010000 sec): 3 clusters Score: Raw -2418227.342855 + Penalty 4827.212845 = -2413400.130010 nChanged 1169 SP:Iteration 5F (2850.340000 sec): 3 clusters Score: Raw -2419104.325074 + Penalty 4827.212845 = -2414277.112229 nChanged 1146 SP:Iteration 6F (2850.630000 sec): 3 clusters Score: Raw -2419906.235258 + Penalty 4827.212845 = -2415079.022413 nChanged 965 SP:Iteration 7F (2850.910000 sec): 3 clusters Score: Raw -2420512.327139 + Penalty 4827.212845 = -2415685.114294 nChanged 796 SP:Iteration 8Q (2851.180000 sec): 3 clusters Score: Raw -2420964.928839 + Penalty 4827.212845 = -2416137.715994 nChanged 650 SP:Iteration 9Q (2851.490000 sec): 3 clusters Score: Raw -2421272.799126 + Penalty 4827.212845 = -2416445.586281 nChanged 469 SP:Iteration 10Q (2851.760000 sec): 3 clusters Score: Raw -2421473.147221 + Penalty 4827.212845 = -2416645.934376 nChanged 362 SP:Iteration 11Q (2852.090000 sec): 3 clusters Score: Raw -2421619.429945 + Penalty 4827.212845 = -2416792.217100 nChanged 330 SP:Iteration 12Q (2852.390000 sec): 3 clusters Score: Raw -2421765.232964 + Penalty 4827.212845 = -2416938.020119 nChanged 296 SP:Iteration 13Q (2852.730000 sec): 3 clusters Score: Raw -2421906.368040 + Penalty 4827.212845 = -2417079.155196 nChanged 276 SP:Iteration 14Q (2853.000000 sec): 3 clusters Score: Raw -2422025.322648 + Penalty 4827.212845 = -2417198.109803 nChanged 221 SP:Iteration 15Q (2853.300000 sec): 3 clusters Score: Raw -2422114.914424 + Penalty 4827.212845 = -2417287.701580 nChanged 195 SP:Iteration 16Q (2853.630000 sec): 3 clusters Score: Raw -2422190.369917 + Penalty 4827.212845 = -2417363.157072 nChanged 173 SP:Iteration 17Q (2854.000000 sec): 3 clusters Score: Raw -2422258.185875 + Penalty 4827.212845 = -2417430.973030 nChanged 153 SP:Iteration 18Q (2854.280000 sec): 3 clusters Score: Raw -2422331.953017 + Penalty 4827.212845 = -2417504.740173 nChanged 157 SP:Iteration 19Q (2854.550000 sec): 3 clusters Score: Raw -2422397.392843 + Penalty 4827.212845 = -2417570.179998 nChanged 138 SP:Iteration 20F (2854.860000 sec): 3 clusters Score: Raw -2422457.597362 + Penalty 4827.212845 = -2417630.384517 nChanged 134 SP:Iteration 21Q (2855.160000 sec): 3 clusters Score: Raw -2422509.928383 + Penalty 4827.212845 = -2417682.715538 nChanged 151 SP:Iteration 22Q (2855.450000 sec): 3 clusters Score: Raw -2422565.066629 + Penalty 4827.212845 = -2417737.853784 nChanged 99 SP:Iteration 23Q (2855.700000 sec): 3 clusters Score: Raw -2422598.143331 + Penalty 4827.212845 = -2417770.930487 nChanged 84 SP:Iteration 24Q (2855.960000 sec): 3 clusters Score: Raw -2422623.530487 + Penalty 4827.212845 = -2417796.317642 nChanged 75 SP:Iteration 25Q (2856.270000 sec): 3 clusters Score: Raw -2422644.672371 + Penalty 4827.212845 = -2417817.459526 nChanged 64 SP:Iteration 26Q (2856.510000 sec): 3 clusters Score: Raw -2422664.432118 + Penalty 4827.212845 = -2417837.219273 nChanged 60 SP:Iteration 27Q (2856.800000 sec): 3 clusters Score: Raw -2422683.594418 + Penalty 4827.212845 = -2417856.381573 nChanged 65 SP:Iteration 28Q (2857.060000 sec): 3 clusters Score: Raw -2422708.074618 + Penalty 4827.212845 = -2417880.861773 nChanged 73 SP:Iteration 29Q (2857.370000 sec): 3 clusters Score: Raw -2422729.557749 + Penalty 4827.212845 = -2417902.344905 nChanged 65 SP:Iteration 30Q (2857.640000 sec): 3 clusters Score: Raw -2422747.435897 + Penalty 4827.212845 = -2417920.223052 nChanged 60 SP:Iteration 31Q (2857.880000 sec): 3 clusters Score: Raw -2422764.522882 + Penalty 4827.212845 = -2417937.310037 nChanged 52 SP:Iteration 32Q (2858.160000 sec): 3 clusters Score: Raw -2422781.628804 + Penalty 4827.212845 = -2417954.415959 nChanged 53 SP:Iteration 33Q (2858.440000 sec): 3 clusters Score: Raw -2422796.187023 + Penalty 4827.212845 = -2417968.974178 nChanged 48 SP:Iteration 34Q (2858.730000 sec): 3 clusters Score: Raw -2422810.458602 + Penalty 4827.212845 = -2417983.245757 nChanged 38 SP:Iteration 35Q (2859.020000 sec): 3 clusters Score: Raw -2422822.313306 + Penalty 4827.212845 = -2417995.100461 nChanged 25 SP:Iteration 36Q (2859.340000 sec): 3 clusters Score: Raw -2422829.586643 + Penalty 4827.212845 = -2418002.373799 nChanged 38 SP:Iteration 37Q (2859.650000 sec): 3 clusters Score: Raw -2422838.760498 + Penalty 4827.212845 = -2418011.547653 nChanged 30 SP:Iteration 38Q (2859.910000 sec): 3 clusters Score: Raw -2422848.334042 + Penalty 4827.212845 = -2418021.121197 nChanged 35 SP:Iteration 39Q (2860.240000 sec): 3 clusters Score: Raw -2422860.970536 + Penalty 4827.212845 = -2418033.757691 nChanged 39 SP:Iteration 40F (2860.510000 sec): 3 clusters Score: Raw -2422877.114047 + Penalty 4827.212845 = -2418049.901202 nChanged 41 SP:Iteration 41Q (2860.810000 sec): 3 clusters Score: Raw -2422893.699594 + Penalty 4827.212845 = -2418066.486749 nChanged 46 SP:Iteration 42Q (2861.090000 sec): 3 clusters Score: Raw -2422908.469624 + Penalty 4827.212845 = -2418081.256779 nChanged 44 SP:Iteration 43Q (2861.430000 sec): 3 clusters Score: Raw -2422925.464316 + Penalty 4827.212845 = -2418098.251471 nChanged 47 SP:Iteration 44Q (2861.690000 sec): 3 clusters Score: Raw -2422945.977433 + Penalty 4827.212845 = -2418118.764588 nChanged 44 SP:Iteration 45Q (2862.030000 sec): 3 clusters Score: Raw -2422966.463798 + Penalty 4827.212845 = -2418139.250953 nChanged 47 SP:Iteration 46Q (2862.310000 sec): 3 clusters Score: Raw -2422990.530847 + Penalty 4827.212845 = -2418163.318002 nChanged 62 SP:Iteration 47Q (2862.600000 sec): 3 clusters Score: Raw -2423024.706080 + Penalty 4827.212845 = -2418197.493235 nChanged 54 SP:Iteration 48Q (2862.900000 sec): 3 clusters Score: Raw -2423063.745054 + Penalty 4827.212845 = -2418236.532209 nChanged 62 SP:Iteration 49Q (2863.270000 sec): 3 clusters Score: Raw -2423118.058770 + Penalty 4827.212845 = -2418290.845925 nChanged 77 SP:Iteration 50Q (2863.590000 sec): 3 clusters Score: Raw -2423199.450972 + Penalty 4827.212845 = -2418372.238127 nChanged 95 SP:Iteration 51Q (2863.810000 sec): 3 clusters Score: Raw -2423269.543988 + Penalty 4827.212845 = -2418442.331143 nChanged 76 SP:Iteration 52Q (2864.100000 sec): 3 clusters Score: Raw -2423311.414413 + Penalty 4827.212845 = -2418484.201568 nChanged 72 SP:Iteration 53Q (2864.400000 sec): 3 clusters Score: Raw -2423343.234211 + Penalty 4827.212845 = -2418516.021366 nChanged 65 SP:Iteration 54Q (2864.650000 sec): 3 clusters Score: Raw -2423371.693675 + Penalty 4827.212845 = -2418544.480830 nChanged 47 SP:Iteration 55Q (2864.930000 sec): 3 clusters Score: Raw -2423385.510494 + Penalty 4827.212845 = -2418558.297649 nChanged 27 SP:Iteration 56Q (2865.180000 sec): 3 clusters Score: Raw -2423394.180830 + Penalty 4827.212845 = -2418566.967985 nChanged 18 SP:Iteration 57Q (2865.490000 sec): 3 clusters Score: Raw -2423399.038545 + Penalty 4827.212845 = -2418571.825700 nChanged 21 SP:Iteration 58Q (2865.790000 sec): 3 clusters Score: Raw -2423404.663309 + Penalty 4827.212845 = -2418577.450464 nChanged 11 SP:Iteration 59Q (2866.010000 sec): 3 clusters Score: Raw -2423406.877981 + Penalty 4827.212845 = -2418579.665136 nChanged 8 SP:Iteration 60F (2866.290000 sec): 3 clusters Score: Raw -2423408.165948 + Penalty 4827.212845 = -2418580.953103 nChanged 6 SP:Iteration 61Q (2866.560000 sec): 3 clusters Score: Raw -2423409.344011 + Penalty 4827.212845 = -2418582.131167 nChanged 6 SP:Iteration 62Q (2866.830000 sec): 3 clusters Score: Raw -2423411.469632 + Penalty 4827.212845 = -2418584.256787 nChanged 8 SP:Iteration 63Q (2867.110000 sec): 3 clusters Score: Raw -2423414.342623 + Penalty 4827.212845 = -2418587.129778 nChanged 6 SP:Iteration 64Q (2867.370000 sec): 3 clusters Score: Raw -2423415.505328 + Penalty 4827.212845 = -2418588.292483 nChanged 3 SP:Iteration 65Q (2867.670000 sec): 3 clusters Score: Raw -2423415.905851 + Penalty 4827.212845 = -2418588.693007 nChanged 1 SP:Iteration 66Q (2867.920000 sec): 3 clusters Score: Raw -2423416.071655 + Penalty 4827.212845 = -2418588.858811 nChanged 0 SP:Iteration 67F (2868.200000 sec): 3 clusters Score: Raw -2423416.071655 + Penalty 4827.212845 = -2418588.858811 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 24 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2868.380000 sec): 2 clusters Score: Raw -138976.093908 + Penalty 1701.184496 = -137274.909411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2868.530000 sec): 3 clusters Score: Raw -138778.118814 + Penalty 3402.368992 = -135375.749822 nChanged 237 SP:Iteration 1F (2868.790000 sec): 3 clusters Score: Raw -139071.553382 + Penalty 3402.368992 = -135669.184390 nChanged 65 SP:Iteration 2F (2868.990000 sec): 3 clusters Score: Raw -139163.469108 + Penalty 3402.368992 = -135761.100115 nChanged 28 SP:Iteration 3Q (2869.170000 sec): 3 clusters Score: Raw -139203.583798 + Penalty 3402.368992 = -135801.214806 nChanged 22 SP:Iteration 4Q (2869.380000 sec): 3 clusters Score: Raw -139232.413484 + Penalty 3402.368992 = -135830.044491 nChanged 17 SP:Iteration 5Q (2869.570000 sec): 3 clusters Score: Raw -139258.069681 + Penalty 3402.368992 = -135855.700689 nChanged 13 SP:Iteration 6Q (2869.800000 sec): 3 clusters Score: Raw -139283.223675 + Penalty 3402.368992 = -135880.854683 nChanged 8 SP:Iteration 7Q (2869.950000 sec): 3 clusters Score: Raw -139294.315604 + Penalty 3402.368992 = -135891.946612 nChanged 8 SP:Iteration 8Q (2870.150000 sec): 3 clusters Score: Raw -139307.360532 + Penalty 3402.368992 = -135904.991540 nChanged 9 SP:Iteration 9Q (2870.310000 sec): 3 clusters Score: Raw -139316.927202 + Penalty 3402.368992 = -135914.558210 nChanged 4 SP:Iteration 10Q (2870.540000 sec): 3 clusters Score: Raw -139322.675460 + Penalty 3402.368992 = -135920.306468 nChanged 6 SP:Iteration 11Q (2870.730000 sec): 3 clusters Score: Raw -139332.107953 + Penalty 3402.368992 = -135929.738961 nChanged 4 SP:Iteration 12Q (2870.910000 sec): 3 clusters Score: Raw -139339.045130 + Penalty 3402.368992 = -135936.676137 nChanged 2 SP:Iteration 13Q (2871.120000 sec): 3 clusters Score: Raw -139340.760474 + Penalty 3402.368992 = -135938.391482 nChanged 1 SP:Iteration 14Q (2871.370000 sec): 3 clusters Score: Raw -139342.538801 + Penalty 3402.368992 = -135940.169808 nChanged 4 SP:Iteration 15Q (2871.530000 sec): 3 clusters Score: Raw -139347.360928 + Penalty 3402.368992 = -135944.991936 nChanged 3 SP:Iteration 16Q (2871.740000 sec): 3 clusters Score: Raw -139352.017401 + Penalty 3402.368992 = -135949.648409 nChanged 2 SP:Iteration 17Q (2871.960000 sec): 3 clusters Score: Raw -139353.786394 + Penalty 3402.368992 = -135951.417402 nChanged 0 SP:Iteration 18F (2872.140000 sec): 3 clusters Score: Raw -139353.786394 + Penalty 3402.368992 = -135951.417402 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 25 (11990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2872.280000 sec): 2 clusters Score: Raw -1681820.018992 + Penalty 2329.173406 = -1679490.845586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2872.590000 sec): 3 clusters Score: Raw -1675219.656567 + Penalty 4658.346811 = -1670561.309756 nChanged 5100 SP:Iteration 1F (2872.870000 sec): 3 clusters Score: Raw -1678203.762621 + Penalty 4658.346811 = -1673545.415810 nChanged 799 SP:Iteration 2F (2873.090000 sec): 3 clusters Score: Raw -1678670.878518 + Penalty 4658.346811 = -1674012.531707 nChanged 690 SP:Iteration 3F (2873.320000 sec): 3 clusters Score: Raw -1679080.511466 + Penalty 4658.346811 = -1674422.164655 nChanged 574 SP:Iteration 4Q (2873.650000 sec): 3 clusters Score: Raw -1679384.596561 + Penalty 4658.346811 = -1674726.249750 nChanged 546 SP:Iteration 5Q (2873.940000 sec): 3 clusters Score: Raw -1679655.660289 + Penalty 4658.346811 = -1674997.313478 nChanged 510 SP:Iteration 6Q (2874.220000 sec): 3 clusters Score: Raw -1679906.356047 + Penalty 4658.346811 = -1675248.009236 nChanged 456 SP:Iteration 7Q (2874.520000 sec): 3 clusters Score: Raw -1680120.863281 + Penalty 4658.346811 = -1675462.516470 nChanged 424 SP:Iteration 8Q (2874.790000 sec): 3 clusters Score: Raw -1680304.640452 + Penalty 4658.346811 = -1675646.293641 nChanged 366 SP:Iteration 9Q (2875.010000 sec): 3 clusters Score: Raw -1680459.394304 + Penalty 4658.346811 = -1675801.047493 nChanged 330 SP:Iteration 10Q (2875.250000 sec): 3 clusters Score: Raw -1680593.463494 + Penalty 4658.346811 = -1675935.116683 nChanged 306 SP:Iteration 11Q (2875.540000 sec): 3 clusters Score: Raw -1680711.979663 + Penalty 4658.346811 = -1676053.632852 nChanged 303 SP:Iteration 12Q (2875.800000 sec): 3 clusters Score: Raw -1680840.539266 + Penalty 4658.346811 = -1676182.192455 nChanged 323 SP:Iteration 13Q (2876.060000 sec): 3 clusters Score: Raw -1681002.670155 + Penalty 4658.346811 = -1676344.323344 nChanged 321 SP:Iteration 14Q (2876.370000 sec): 3 clusters Score: Raw -1681178.872993 + Penalty 4658.346811 = -1676520.526182 nChanged 335 SP:Iteration 15Q (2876.550000 sec): 3 clusters Score: Raw -1681374.300213 + Penalty 4658.346811 = -1676715.953402 nChanged 347 SP:Iteration 16Q (2876.820000 sec): 3 clusters Score: Raw -1681584.979280 + Penalty 4658.346811 = -1676926.632469 nChanged 297 SP:Iteration 17Q (2877.060000 sec): 3 clusters Score: Raw -1681755.318493 + Penalty 4658.346811 = -1677096.971682 nChanged 269 SP:Iteration 18Q (2877.310000 sec): 3 clusters Score: Raw -1681917.495745 + Penalty 4658.346811 = -1677259.148934 nChanged 254 SP:Iteration 19Q (2877.600000 sec): 3 clusters Score: Raw -1682069.072092 + Penalty 4658.346811 = -1677410.725281 nChanged 221 SP:Iteration 20F (2877.850000 sec): 3 clusters Score: Raw -1682201.733866 + Penalty 4658.346811 = -1677543.387055 nChanged 222 SP:Iteration 21Q (2878.160000 sec): 3 clusters Score: Raw -1682342.612605 + Penalty 4658.346811 = -1677684.265794 nChanged 190 SP:Iteration 22Q (2878.370000 sec): 3 clusters Score: Raw -1682463.088606 + Penalty 4658.346811 = -1677804.741795 nChanged 159 SP:Iteration 23Q (2878.590000 sec): 3 clusters Score: Raw -1682577.712871 + Penalty 4658.346811 = -1677919.366060 nChanged 139 SP:Iteration 24Q (2878.860000 sec): 3 clusters Score: Raw -1682673.801827 + Penalty 4658.346811 = -1678015.455016 nChanged 134 SP:Iteration 25Q (2879.130000 sec): 3 clusters Score: Raw -1682774.804678 + Penalty 4658.346811 = -1678116.457867 nChanged 125 SP:Iteration 26Q (2879.440000 sec): 3 clusters Score: Raw -1682874.110998 + Penalty 4658.346811 = -1678215.764187 nChanged 128 SP:Iteration 27Q (2879.680000 sec): 3 clusters Score: Raw -1682965.398066 + Penalty 4658.346811 = -1678307.051255 nChanged 116 SP:Iteration 28Q (2879.950000 sec): 3 clusters Score: Raw -1683055.025294 + Penalty 4658.346811 = -1678396.678483 nChanged 88 SP:Iteration 29Q (2880.200000 sec): 3 clusters Score: Raw -1683125.832423 + Penalty 4658.346811 = -1678467.485612 nChanged 73 SP:Iteration 30Q (2880.450000 sec): 3 clusters Score: Raw -1683170.954789 + Penalty 4658.346811 = -1678512.607978 nChanged 42 SP:Iteration 31Q (2880.690000 sec): 3 clusters Score: Raw -1683191.371186 + Penalty 4658.346811 = -1678533.024375 nChanged 25 SP:Iteration 32Q (2880.930000 sec): 3 clusters Score: Raw -1683201.802892 + Penalty 4658.346811 = -1678543.456081 nChanged 19 SP:Iteration 33Q (2881.180000 sec): 3 clusters Score: Raw -1683213.054153 + Penalty 4658.346811 = -1678554.707342 nChanged 17 SP:Iteration 34Q (2881.450000 sec): 3 clusters Score: Raw -1683223.040347 + Penalty 4658.346811 = -1678564.693536 nChanged 13 SP:Iteration 35Q (2881.680000 sec): 3 clusters Score: Raw -1683229.275727 + Penalty 4658.346811 = -1678570.928916 nChanged 11 SP:Iteration 36Q (2881.950000 sec): 3 clusters Score: Raw -1683232.785939 + Penalty 4658.346811 = -1678574.439128 nChanged 8 SP:Iteration 37Q (2882.190000 sec): 3 clusters Score: Raw -1683235.710183 + Penalty 4658.346811 = -1678577.363372 nChanged 6 SP:Iteration 38Q (2882.410000 sec): 3 clusters Score: Raw -1683238.023316 + Penalty 4658.346811 = -1678579.676505 nChanged 6 SP:Iteration 39Q (2882.610000 sec): 3 clusters Score: Raw -1683240.078950 + Penalty 4658.346811 = -1678581.732139 nChanged 4 SP:Iteration 40F (2882.930000 sec): 3 clusters Score: Raw -1683241.614206 + Penalty 4658.346811 = -1678583.267395 nChanged 4 SP:Iteration 41Q (2883.130000 sec): 3 clusters Score: Raw -1683243.543550 + Penalty 4658.346811 = -1678585.196739 nChanged 2 SP:Iteration 42Q (2883.380000 sec): 3 clusters Score: Raw -1683244.437087 + Penalty 4658.346811 = -1678586.090276 nChanged 2 SP:Iteration 43Q (2883.650000 sec): 3 clusters Score: Raw -1683245.294784 + Penalty 4658.346811 = -1678586.947973 nChanged 1 SP:Iteration 44Q (2883.870000 sec): 3 clusters Score: Raw -1683245.467299 + Penalty 4658.346811 = -1678587.120488 nChanged 0 SP:Iteration 45F (2884.130000 sec): 3 clusters Score: Raw -1683245.467299 + Penalty 4658.346811 = -1678587.120488 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 26 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2884.250000 sec): 2 clusters Score: Raw -102538.516713 + Penalty 1625.728509 = -100912.788204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2884.420000 sec): 3 clusters Score: Raw -102493.749130 + Penalty 3251.457018 = -99242.292112 nChanged 159 SP:Iteration 1F (2884.630000 sec): 3 clusters Score: Raw -102725.119727 + Penalty 3251.457018 = -99473.662708 nChanged 51 SP:Iteration 2F (2884.860000 sec): 3 clusters Score: Raw -102815.285374 + Penalty 3251.457018 = -99563.828355 nChanged 21 SP:Iteration 3Q (2884.990000 sec): 3 clusters Score: Raw -102859.765066 + Penalty 3251.457018 = -99608.308047 nChanged 19 SP:Iteration 4Q (2885.200000 sec): 3 clusters Score: Raw -102895.248741 + Penalty 3251.457018 = -99643.791723 nChanged 15 SP:Iteration 5Q (2885.350000 sec): 3 clusters Score: Raw -102922.020736 + Penalty 3251.457018 = -99670.563718 nChanged 8 SP:Iteration 6Q (2885.560000 sec): 3 clusters Score: Raw -102935.193283 + Penalty 3251.457018 = -99683.736264 nChanged 9 SP:Iteration 7Q (2885.710000 sec): 3 clusters Score: Raw -102946.865292 + Penalty 3251.457018 = -99695.408274 nChanged 6 SP:Iteration 8Q (2885.880000 sec): 3 clusters Score: Raw -102957.460809 + Penalty 3251.457018 = -99706.003791 nChanged 4 SP:Iteration 9Q (2886.050000 sec): 3 clusters Score: Raw -102964.757840 + Penalty 3251.457018 = -99713.300822 nChanged 5 SP:Iteration 10Q (2886.250000 sec): 3 clusters Score: Raw -102971.114038 + Penalty 3251.457018 = -99719.657019 nChanged 1 SP:Iteration 11Q (2886.430000 sec): 3 clusters Score: Raw -102972.024809 + Penalty 3251.457018 = -99720.567791 nChanged 2 SP:Iteration 12Q (2886.620000 sec): 3 clusters Score: Raw -102974.881025 + Penalty 3251.457018 = -99723.424007 nChanged 3 SP:Iteration 13Q (2886.750000 sec): 3 clusters Score: Raw -102978.388189 + Penalty 3251.457018 = -99726.931171 nChanged 2 SP:Iteration 14Q (2886.950000 sec): 3 clusters Score: Raw -102981.836176 + Penalty 3251.457018 = -99730.379157 nChanged 0 SP:Iteration 15F (2887.130000 sec): 3 clusters Score: Raw -102981.836176 + Penalty 3251.457018 = -99730.379157 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 27 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2887.210000 sec): 2 clusters Score: Raw -63916.773101 + Penalty 1520.544169 = -62396.228932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2887.360000 sec): 3 clusters Score: Raw -63927.408461 + Penalty 3041.088339 = -60886.320122 nChanged 71 SP:Iteration 1F (2887.580000 sec): 3 clusters Score: Raw -64091.426850 + Penalty 3041.088339 = -61050.338511 nChanged 26 SP:Iteration 2F (2887.770000 sec): 3 clusters Score: Raw -64161.187668 + Penalty 3041.088339 = -61120.099329 nChanged 7 SP:Iteration 3Q (2887.960000 sec): 3 clusters Score: Raw -64176.255440 + Penalty 3041.088339 = -61135.167101 nChanged 2 SP:Iteration 4Q (2888.170000 sec): 3 clusters Score: Raw -64181.730209 + Penalty 3041.088339 = -61140.641870 nChanged 2 SP:Iteration 5Q (2888.370000 sec): 3 clusters Score: Raw -64186.438086 + Penalty 3041.088339 = -61145.349747 nChanged 2 SP:Iteration 6Q (2888.540000 sec): 3 clusters Score: Raw -64196.088413 + Penalty 3041.088339 = -61155.000074 nChanged 5 SP:Iteration 7Q (2888.790000 sec): 3 clusters Score: Raw -64210.762984 + Penalty 3041.088339 = -61169.674645 nChanged 3 SP:Iteration 8Q (2888.980000 sec): 3 clusters Score: Raw -64226.355733 + Penalty 3041.088339 = -61185.267394 nChanged 2 SP:Iteration 9Q (2889.190000 sec): 3 clusters Score: Raw -64238.735160 + Penalty 3041.088339 = -61197.646821 nChanged 6 SP:Iteration 10Q (2889.410000 sec): 3 clusters Score: Raw -64256.168573 + Penalty 3041.088339 = -61215.080234 nChanged 3 SP:Iteration 11Q (2889.650000 sec): 3 clusters Score: Raw -64266.362349 + Penalty 3041.088339 = -61225.274010 nChanged 5 SP:Iteration 12Q (2889.810000 sec): 3 clusters Score: Raw -64285.085587 + Penalty 3041.088339 = -61243.997248 nChanged 8 SP:Iteration 13Q (2889.970000 sec): 3 clusters Score: Raw -64320.134626 + Penalty 3041.088339 = -61279.046288 nChanged 3 SP:Iteration 14Q (2890.130000 sec): 3 clusters Score: Raw -64331.394510 + Penalty 3041.088339 = -61290.306171 nChanged 3 SP:Iteration 15Q (2890.320000 sec): 3 clusters Score: Raw -64340.588529 + Penalty 3041.088339 = -61299.500191 nChanged 0 SP:Iteration 16F (2890.520000 sec): 3 clusters Score: Raw -64340.588529 + Penalty 3041.088339 = -61299.500191 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 28 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2890.630000 sec): 2 clusters Score: Raw -28712.551754 + Penalty 1361.256556 = -27351.295198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2890.830000 sec): 3 clusters Score: Raw -28953.060309 + Penalty 2722.513112 = -26230.547197 nChanged 38 SP:Iteration 1F (2891.020000 sec): 3 clusters Score: Raw -29183.128361 + Penalty 2722.513112 = -26460.615249 nChanged 13 SP:Iteration 2F (2891.210000 sec): 3 clusters Score: Raw -29335.694613 + Penalty 2722.513112 = -26613.181500 nChanged 8 SP:Iteration 3Q (2891.390000 sec): 3 clusters Score: Raw -29424.392688 + Penalty 2722.513112 = -26701.879576 nChanged 2 SP:Iteration 4Q (2891.560000 sec): 3 clusters Score: Raw -29432.707647 + Penalty 2722.513112 = -26710.194534 nChanged 1 SP:Iteration 5Q (2891.770000 sec): 3 clusters Score: Raw -29435.549903 + Penalty 2722.513112 = -26713.036791 nChanged 1 SP:Iteration 6Q (2891.950000 sec): 3 clusters Score: Raw -29437.741439 + Penalty 2722.513112 = -26715.228327 nChanged 0 SP:Iteration 7F (2892.150000 sec): 3 clusters Score: Raw -29437.741439 + Penalty 2722.513112 = -26715.228327 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 29 (4152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2892.280000 sec): 2 clusters Score: Raw -594195.380080 + Penalty 2066.173665 = -592129.206415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2892.510000 sec): 3 clusters Score: Raw -592251.868230 + Penalty 4132.347331 = -588119.520899 nChanged 1526 SP:Iteration 1F (2892.710000 sec): 3 clusters Score: Raw -593123.234476 + Penalty 4132.347331 = -588990.887146 nChanged 322 SP:Iteration 2F (2892.960000 sec): 3 clusters Score: Raw -593323.004799 + Penalty 4132.347331 = -589190.657468 nChanged 216 SP:Iteration 3F (2893.130000 sec): 3 clusters Score: Raw -593470.652509 + Penalty 4132.347331 = -589338.305178 nChanged 170 SP:Iteration 4Q (2893.330000 sec): 3 clusters Score: Raw -593578.360270 + Penalty 4132.347331 = -589446.012940 nChanged 138 SP:Iteration 5Q (2893.590000 sec): 3 clusters Score: Raw -593652.220570 + Penalty 4132.347331 = -589519.873239 nChanged 123 SP:Iteration 6Q (2893.780000 sec): 3 clusters Score: Raw -593727.665730 + Penalty 4132.347331 = -589595.318400 nChanged 115 SP:Iteration 7Q (2893.990000 sec): 3 clusters Score: Raw -593791.494857 + Penalty 4132.347331 = -589659.147527 nChanged 108 SP:Iteration 8Q (2894.230000 sec): 3 clusters Score: Raw -593849.231544 + Penalty 4132.347331 = -589716.884213 nChanged 90 SP:Iteration 9Q (2894.430000 sec): 3 clusters Score: Raw -593895.902736 + Penalty 4132.347331 = -589763.555406 nChanged 86 SP:Iteration 10Q (2894.630000 sec): 3 clusters Score: Raw -593941.170344 + Penalty 4132.347331 = -589808.823013 nChanged 74 SP:Iteration 11Q (2894.870000 sec): 3 clusters Score: Raw -593980.836815 + Penalty 4132.347331 = -589848.489484 nChanged 79 SP:Iteration 12Q (2895.120000 sec): 3 clusters Score: Raw -594019.666190 + Penalty 4132.347331 = -589887.318860 nChanged 73 SP:Iteration 13Q (2895.320000 sec): 3 clusters Score: Raw -594059.189468 + Penalty 4132.347331 = -589926.842137 nChanged 70 SP:Iteration 14Q (2895.540000 sec): 3 clusters Score: Raw -594095.446426 + Penalty 4132.347331 = -589963.099096 nChanged 71 SP:Iteration 15Q (2895.770000 sec): 3 clusters Score: Raw -594129.431884 + Penalty 4132.347331 = -589997.084553 nChanged 62 SP:Iteration 16Q (2896.020000 sec): 3 clusters Score: Raw -594161.489987 + Penalty 4132.347331 = -590029.142656 nChanged 46 SP:Iteration 17Q (2896.210000 sec): 3 clusters Score: Raw -594183.721499 + Penalty 4132.347331 = -590051.374168 nChanged 36 SP:Iteration 18Q (2896.410000 sec): 3 clusters Score: Raw -594200.261768 + Penalty 4132.347331 = -590067.914437 nChanged 28 SP:Iteration 19Q (2896.660000 sec): 3 clusters Score: Raw -594211.915014 + Penalty 4132.347331 = -590079.567683 nChanged 20 SP:Iteration 20F (2896.820000 sec): 3 clusters Score: Raw -594220.453566 + Penalty 4132.347331 = -590088.106236 nChanged 17 SP:Iteration 21Q (2897.020000 sec): 3 clusters Score: Raw -594228.281276 + Penalty 4132.347331 = -590095.933945 nChanged 18 SP:Iteration 22Q (2897.220000 sec): 3 clusters Score: Raw -594235.794211 + Penalty 4132.347331 = -590103.446880 nChanged 20 SP:Iteration 23Q (2897.420000 sec): 3 clusters Score: Raw -594245.042077 + Penalty 4132.347331 = -590112.694746 nChanged 20 SP:Iteration 24Q (2897.630000 sec): 3 clusters Score: Raw -594255.043993 + Penalty 4132.347331 = -590122.696662 nChanged 24 SP:Iteration 25Q (2897.820000 sec): 3 clusters Score: Raw -594265.674099 + Penalty 4132.347331 = -590133.326768 nChanged 20 SP:Iteration 26Q (2898.050000 sec): 3 clusters Score: Raw -594274.590598 + Penalty 4132.347331 = -590142.243267 nChanged 17 SP:Iteration 27Q (2898.220000 sec): 3 clusters Score: Raw -594282.371964 + Penalty 4132.347331 = -590150.024634 nChanged 17 SP:Iteration 28Q (2898.380000 sec): 3 clusters Score: Raw -594289.396733 + Penalty 4132.347331 = -590157.049402 nChanged 11 SP:Iteration 29Q (2898.570000 sec): 3 clusters Score: Raw -594292.131413 + Penalty 4132.347331 = -590159.784082 nChanged 4 SP:Iteration 30Q (2898.740000 sec): 3 clusters Score: Raw -594294.438853 + Penalty 4132.347331 = -590162.091522 nChanged 5 SP:Iteration 31Q (2898.920000 sec): 3 clusters Score: Raw -594296.815909 + Penalty 4132.347331 = -590164.468578 nChanged 6 SP:Iteration 32Q (2899.080000 sec): 3 clusters Score: Raw -594299.049272 + Penalty 4132.347331 = -590166.701942 nChanged 6 SP:Iteration 33Q (2899.290000 sec): 3 clusters Score: Raw -594301.019457 + Penalty 4132.347331 = -590168.672126 nChanged 9 SP:Iteration 34Q (2899.500000 sec): 3 clusters Score: Raw -594304.070102 + Penalty 4132.347331 = -590171.722771 nChanged 2 SP:Iteration 35Q (2899.710000 sec): 3 clusters Score: Raw -594304.754683 + Penalty 4132.347331 = -590172.407353 nChanged 1 SP:Iteration 36Q (2899.980000 sec): 3 clusters Score: Raw -594305.001189 + Penalty 4132.347331 = -590172.653858 nChanged 1 SP:Iteration 37Q (2900.170000 sec): 3 clusters Score: Raw -594305.528065 + Penalty 4132.347331 = -590173.180734 nChanged 1 SP:Iteration 38Q (2900.400000 sec): 3 clusters Score: Raw -594305.969175 + Penalty 4132.347331 = -590173.621844 nChanged 1 SP:Iteration 39Q (2900.660000 sec): 3 clusters Score: Raw -594306.125399 + Penalty 4132.347331 = -590173.778069 nChanged 0 SP:Iteration 40F (2900.820000 sec): 3 clusters Score: Raw -594306.125399 + Penalty 4132.347331 = -590173.778069 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 30 (10601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2900.990000 sec): 2 clusters Score: Raw -1489006.228592 + Penalty 2298.638497 = -1486707.590096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2901.300000 sec): 3 clusters Score: Raw -1483213.440430 + Penalty 4597.276993 = -1478616.163436 nChanged 4483 SP:Iteration 1F (2901.520000 sec): 3 clusters Score: Raw -1485769.267360 + Penalty 4597.276993 = -1481171.990366 nChanged 879 SP:Iteration 2F (2901.800000 sec): 3 clusters Score: Raw -1486606.860979 + Penalty 4597.276993 = -1482009.583985 nChanged 1024 SP:Iteration 3F (2902.020000 sec): 3 clusters Score: Raw -1488003.037906 + Penalty 4597.276993 = -1483405.760913 nChanged 1145 SP:Iteration 4F (2902.340000 sec): 3 clusters Score: Raw -1489801.670348 + Penalty 4597.276993 = -1485204.393355 nChanged 1027 SP:Iteration 5F (2902.560000 sec): 3 clusters Score: Raw -1491450.634525 + Penalty 4597.276993 = -1486853.357532 nChanged 700 SP:Iteration 6F (2902.780000 sec): 3 clusters Score: Raw -1492329.202829 + Penalty 4597.276993 = -1487731.925836 nChanged 355 SP:Iteration 7Q (2903.060000 sec): 3 clusters Score: Raw -1492649.516587 + Penalty 4597.276993 = -1488052.239594 nChanged 205 SP:Iteration 8Q (2903.300000 sec): 3 clusters Score: Raw -1492866.747971 + Penalty 4597.276993 = -1488269.470978 nChanged 148 SP:Iteration 9Q (2903.500000 sec): 3 clusters Score: Raw -1493063.669979 + Penalty 4597.276993 = -1488466.392986 nChanged 126 SP:Iteration 10Q (2903.750000 sec): 3 clusters Score: Raw -1493255.343018 + Penalty 4597.276993 = -1488658.066025 nChanged 123 SP:Iteration 11Q (2904.020000 sec): 3 clusters Score: Raw -1493419.322735 + Penalty 4597.276993 = -1488822.045742 nChanged 95 SP:Iteration 12Q (2904.260000 sec): 3 clusters Score: Raw -1493531.579280 + Penalty 4597.276993 = -1488934.302287 nChanged 77 SP:Iteration 13Q (2904.480000 sec): 3 clusters Score: Raw -1493610.956919 + Penalty 4597.276993 = -1489013.679925 nChanged 38 SP:Iteration 14Q (2904.740000 sec): 3 clusters Score: Raw -1493636.453896 + Penalty 4597.276993 = -1489039.176902 nChanged 19 SP:Iteration 15Q (2904.960000 sec): 3 clusters Score: Raw -1493643.159715 + Penalty 4597.276993 = -1489045.882721 nChanged 6 SP:Iteration 16Q (2905.250000 sec): 3 clusters Score: Raw -1493645.080110 + Penalty 4597.276993 = -1489047.803117 nChanged 1 SP:Iteration 17Q (2905.490000 sec): 3 clusters Score: Raw -1493645.321775 + Penalty 4597.276993 = -1489048.044782 nChanged 1 SP:Iteration 18Q (2905.760000 sec): 3 clusters Score: Raw -1493645.453011 + Penalty 4597.276993 = -1489048.176018 nChanged 0 SP:Iteration 19F (2905.960000 sec): 3 clusters Score: Raw -1493645.453011 + Penalty 4597.276993 = -1489048.176018 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 31 (3786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2906.080000 sec): 2 clusters Score: Raw -488702.313592 + Penalty 2043.288202 = -486659.025389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2906.340000 sec): 3 clusters Score: Raw -487029.302776 + Penalty 4086.576405 = -482942.726372 nChanged 1398 SP:Iteration 1F (2906.560000 sec): 3 clusters Score: Raw -488067.243931 + Penalty 4086.576405 = -483980.667526 nChanged 343 SP:Iteration 2F (2906.740000 sec): 3 clusters Score: Raw -488329.901869 + Penalty 4086.576405 = -484243.325464 nChanged 204 SP:Iteration 3F (2906.940000 sec): 3 clusters Score: Raw -488480.074042 + Penalty 4086.576405 = -484393.497637 nChanged 148 SP:Iteration 4Q (2907.120000 sec): 3 clusters Score: Raw -488591.250280 + Penalty 4086.576405 = -484504.673875 nChanged 114 SP:Iteration 5Q (2907.330000 sec): 3 clusters Score: Raw -488675.393497 + Penalty 4086.576405 = -484588.817093 nChanged 103 SP:Iteration 6Q (2907.530000 sec): 3 clusters Score: Raw -488751.731581 + Penalty 4086.576405 = -484665.155176 nChanged 95 SP:Iteration 7Q (2907.740000 sec): 3 clusters Score: Raw -488836.715780 + Penalty 4086.576405 = -484750.139376 nChanged 108 SP:Iteration 8Q (2908.010000 sec): 3 clusters Score: Raw -488913.553308 + Penalty 4086.576405 = -484826.976904 nChanged 98 SP:Iteration 9Q (2908.170000 sec): 3 clusters Score: Raw -488981.676517 + Penalty 4086.576405 = -484895.100113 nChanged 73 SP:Iteration 10Q (2908.390000 sec): 3 clusters Score: Raw -489029.179445 + Penalty 4086.576405 = -484942.603041 nChanged 73 SP:Iteration 11Q (2908.540000 sec): 3 clusters Score: Raw -489087.429995 + Penalty 4086.576405 = -485000.853591 nChanged 68 SP:Iteration 12Q (2908.710000 sec): 3 clusters Score: Raw -489131.740994 + Penalty 4086.576405 = -485045.164589 nChanged 54 SP:Iteration 13Q (2908.910000 sec): 3 clusters Score: Raw -489168.354317 + Penalty 4086.576405 = -485081.777913 nChanged 42 SP:Iteration 14Q (2909.090000 sec): 3 clusters Score: Raw -489197.370205 + Penalty 4086.576405 = -485110.793800 nChanged 38 SP:Iteration 15Q (2909.260000 sec): 3 clusters Score: Raw -489222.470050 + Penalty 4086.576405 = -485135.893646 nChanged 37 SP:Iteration 16Q (2909.430000 sec): 3 clusters Score: Raw -489242.226514 + Penalty 4086.576405 = -485155.650109 nChanged 29 SP:Iteration 17Q (2909.640000 sec): 3 clusters Score: Raw -489262.423698 + Penalty 4086.576405 = -485175.847293 nChanged 30 SP:Iteration 18Q (2909.880000 sec): 3 clusters Score: Raw -489284.900727 + Penalty 4086.576405 = -485198.324323 nChanged 28 SP:Iteration 19Q (2910.080000 sec): 3 clusters Score: Raw -489305.787631 + Penalty 4086.576405 = -485219.211226 nChanged 30 SP:Iteration 20F (2910.280000 sec): 3 clusters Score: Raw -489330.722669 + Penalty 4086.576405 = -485244.146265 nChanged 42 SP:Iteration 21Q (2910.480000 sec): 3 clusters Score: Raw -489365.969539 + Penalty 4086.576405 = -485279.393135 nChanged 49 SP:Iteration 22Q (2910.670000 sec): 3 clusters Score: Raw -489411.146405 + Penalty 4086.576405 = -485324.570001 nChanged 43 SP:Iteration 23Q (2910.870000 sec): 3 clusters Score: Raw -489443.460172 + Penalty 4086.576405 = -485356.883767 nChanged 40 SP:Iteration 24Q (2911.070000 sec): 3 clusters Score: Raw -489475.828887 + Penalty 4086.576405 = -485389.252483 nChanged 39 SP:Iteration 25Q (2911.270000 sec): 3 clusters Score: Raw -489519.240081 + Penalty 4086.576405 = -485432.663677 nChanged 33 SP:Iteration 26Q (2911.430000 sec): 3 clusters Score: Raw -489547.992655 + Penalty 4086.576405 = -485461.416251 nChanged 24 SP:Iteration 27Q (2911.650000 sec): 3 clusters Score: Raw -489573.309295 + Penalty 4086.576405 = -485486.732890 nChanged 21 SP:Iteration 28Q (2911.870000 sec): 3 clusters Score: Raw -489601.885135 + Penalty 4086.576405 = -485515.308730 nChanged 21 SP:Iteration 29Q (2912.090000 sec): 3 clusters Score: Raw -489627.085135 + Penalty 4086.576405 = -485540.508731 nChanged 23 SP:Iteration 30Q (2912.260000 sec): 3 clusters Score: Raw -489655.659497 + Penalty 4086.576405 = -485569.083092 nChanged 21 SP:Iteration 31Q (2912.500000 sec): 3 clusters Score: Raw -489678.290175 + Penalty 4086.576405 = -485591.713770 nChanged 22 SP:Iteration 32Q (2912.720000 sec): 3 clusters Score: Raw -489711.069515 + Penalty 4086.576405 = -485624.493111 nChanged 22 SP:Iteration 33Q (2912.970000 sec): 3 clusters Score: Raw -489741.713784 + Penalty 4086.576405 = -485655.137380 nChanged 23 SP:Iteration 34Q (2913.140000 sec): 3 clusters Score: Raw -489780.054432 + Penalty 4086.576405 = -485693.478028 nChanged 15 SP:Iteration 35Q (2913.360000 sec): 3 clusters Score: Raw -489803.305878 + Penalty 4086.576405 = -485716.729474 nChanged 18 SP:Iteration 36Q (2913.570000 sec): 3 clusters Score: Raw -489824.454857 + Penalty 4086.576405 = -485737.878453 nChanged 15 SP:Iteration 37Q (2913.710000 sec): 3 clusters Score: Raw -489839.671107 + Penalty 4086.576405 = -485753.094703 nChanged 9 SP:Iteration 38Q (2913.940000 sec): 3 clusters Score: Raw -489848.566027 + Penalty 4086.576405 = -485761.989622 nChanged 6 SP:Iteration 39Q (2914.120000 sec): 3 clusters Score: Raw -489854.113320 + Penalty 4086.576405 = -485767.536916 nChanged 2 SP:Iteration 40F (2914.320000 sec): 3 clusters Score: Raw -489855.464311 + Penalty 4086.576405 = -485768.887907 nChanged 2 SP:Iteration 41Q (2914.530000 sec): 3 clusters Score: Raw -489858.625909 + Penalty 4086.576405 = -485772.049505 nChanged 2 SP:Iteration 42Q (2914.730000 sec): 3 clusters Score: Raw -489859.975036 + Penalty 4086.576405 = -485773.398631 nChanged 2 SP:Iteration 43Q (2914.920000 sec): 3 clusters Score: Raw -489864.133071 + Penalty 4086.576405 = -485777.556666 nChanged 2 SP:Iteration 44Q (2915.140000 sec): 3 clusters Score: Raw -489865.130254 + Penalty 4086.576405 = -485778.553849 nChanged 0 SP:Iteration 45F (2915.310000 sec): 3 clusters Score: Raw -489865.130254 + Penalty 4086.576405 = -485778.553849 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 32 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2915.450000 sec): 2 clusters Score: Raw -31067.771862 + Penalty 1348.643669 = -29719.128193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2915.640000 sec): 3 clusters Score: Raw -31227.123402 + Penalty 2697.287337 = -28529.836065 nChanged 14 SP:Iteration 1F (2915.820000 sec): 3 clusters Score: Raw -31275.034773 + Penalty 2697.287337 = -28577.747436 nChanged 4 SP:Iteration 2Q (2916.060000 sec): 3 clusters Score: Raw -31297.668454 + Penalty 2697.287337 = -28600.381116 nChanged 1 SP:Iteration 3Q (2916.250000 sec): 3 clusters Score: Raw -31302.864717 + Penalty 2697.287337 = -28605.577380 nChanged 0 SP:Iteration 4F (2916.410000 sec): 3 clusters Score: Raw -31302.864717 + Penalty 2697.287337 = -28605.577380 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 33 (964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2916.520000 sec): 2 clusters Score: Raw -128142.312892 + Penalty 1704.030641 = -126438.282251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2916.700000 sec): 3 clusters Score: Raw -127998.878920 + Penalty 3408.061282 = -124590.817638 nChanged 257 SP:Iteration 1F (2916.870000 sec): 3 clusters Score: Raw -128400.386668 + Penalty 3408.061282 = -124992.325386 nChanged 83 SP:Iteration 2F (2917.000000 sec): 3 clusters Score: Raw -128779.069106 + Penalty 3408.061282 = -125371.007824 nChanged 87 SP:Iteration 3F (2917.220000 sec): 3 clusters Score: Raw -129133.719558 + Penalty 3408.061282 = -125725.658276 nChanged 90 SP:Iteration 4F (2917.440000 sec): 3 clusters Score: Raw -129502.617791 + Penalty 3408.061282 = -126094.556509 nChanged 62 SP:Iteration 5F (2917.640000 sec): 3 clusters Score: Raw -129771.402831 + Penalty 3408.061282 = -126363.341549 nChanged 50 SP:Iteration 6F (2917.810000 sec): 3 clusters Score: Raw -130173.853122 + Penalty 3408.061282 = -126765.791840 nChanged 48 SP:Iteration 7Q (2917.980000 sec): 3 clusters Score: Raw -130790.225769 + Penalty 3408.061282 = -127382.164487 nChanged 42 SP:Iteration 8Q (2918.170000 sec): 3 clusters Score: Raw -130999.443298 + Penalty 3408.061282 = -127591.382016 nChanged 40 SP:Iteration 9Q (2918.380000 sec): 3 clusters Score: Raw -131219.886172 + Penalty 3408.061282 = -127811.824890 nChanged 14 SP:Iteration 10Q (2918.520000 sec): 3 clusters Score: Raw -131426.417958 + Penalty 3408.061282 = -128018.356676 nChanged 16 SP:Iteration 11Q (2918.700000 sec): 3 clusters Score: Raw -131586.223208 + Penalty 3408.061282 = -128178.161926 nChanged 8 SP:Iteration 12Q (2918.900000 sec): 3 clusters Score: Raw -131615.007088 + Penalty 3408.061282 = -128206.945806 nChanged 3 SP:Iteration 13Q (2919.090000 sec): 3 clusters Score: Raw -131623.863180 + Penalty 3408.061282 = -128215.801898 nChanged 1 SP:Iteration 14Q (2919.290000 sec): 3 clusters Score: Raw -131626.001947 + Penalty 3408.061282 = -128217.940665 nChanged 0 SP:Iteration 15F (2919.460000 sec): 3 clusters Score: Raw -131631.077687 + Penalty 3408.061282 = -128223.016405 nChanged 2 SP:Iteration 16Q (2919.630000 sec): 3 clusters Score: Raw -131640.319573 + Penalty 3408.061282 = -128232.258291 nChanged 3 SP:Iteration 17Q (2919.780000 sec): 3 clusters Score: Raw -131647.802431 + Penalty 3408.061282 = -128239.741149 nChanged 1 SP:Iteration 18Q (2919.960000 sec): 3 clusters Score: Raw -131649.441849 + Penalty 3408.061282 = -128241.380567 nChanged 3 SP:Iteration 19Q (2920.100000 sec): 3 clusters Score: Raw -131653.463611 + Penalty 3408.061282 = -128245.402329 nChanged 0 SP:Iteration 20F (2920.300000 sec): 3 clusters Score: Raw -131653.463611 + Penalty 3408.061282 = -128245.402329 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 34 (4371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2920.420000 sec): 2 clusters Score: Raw -607207.275189 + Penalty 2078.921280 = -605128.353909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2920.620000 sec): 3 clusters Score: Raw -605208.740813 + Penalty 4157.842559 = -601050.898254 nChanged 1607 SP:Iteration 1F (2920.880000 sec): 3 clusters Score: Raw -606394.567637 + Penalty 4157.842559 = -602236.725078 nChanged 373 SP:Iteration 2F (2921.100000 sec): 3 clusters Score: Raw -606752.136837 + Penalty 4157.842559 = -602594.294278 nChanged 270 SP:Iteration 3F (2921.340000 sec): 3 clusters Score: Raw -607054.166283 + Penalty 4157.842559 = -602896.323724 nChanged 265 SP:Iteration 4F (2921.540000 sec): 3 clusters Score: Raw -607351.487883 + Penalty 4157.842559 = -603193.645324 nChanged 261 SP:Iteration 5F (2921.740000 sec): 3 clusters Score: Raw -607605.579872 + Penalty 4157.842559 = -603447.737313 nChanged 224 SP:Iteration 6F (2921.940000 sec): 3 clusters Score: Raw -607869.289988 + Penalty 4157.842559 = -603711.447429 nChanged 219 SP:Iteration 7F (2922.130000 sec): 3 clusters Score: Raw -608082.291696 + Penalty 4157.842559 = -603924.449136 nChanged 155 SP:Iteration 8Q (2922.320000 sec): 3 clusters Score: Raw -608192.261656 + Penalty 4157.842559 = -604034.419097 nChanged 95 SP:Iteration 9Q (2922.530000 sec): 3 clusters Score: Raw -608247.392541 + Penalty 4157.842559 = -604089.549982 nChanged 65 SP:Iteration 10Q (2922.700000 sec): 3 clusters Score: Raw -608280.204664 + Penalty 4157.842559 = -604122.362105 nChanged 47 SP:Iteration 11Q (2922.900000 sec): 3 clusters Score: Raw -608302.654357 + Penalty 4157.842559 = -604144.811798 nChanged 43 SP:Iteration 12Q (2923.100000 sec): 3 clusters Score: Raw -608323.437764 + Penalty 4157.842559 = -604165.595205 nChanged 34 SP:Iteration 13Q (2923.310000 sec): 3 clusters Score: Raw -608342.818383 + Penalty 4157.842559 = -604184.975824 nChanged 42 SP:Iteration 14Q (2923.540000 sec): 3 clusters Score: Raw -608371.110816 + Penalty 4157.842559 = -604213.268257 nChanged 46 SP:Iteration 15Q (2923.750000 sec): 3 clusters Score: Raw -608400.910760 + Penalty 4157.842559 = -604243.068201 nChanged 54 SP:Iteration 16Q (2923.950000 sec): 3 clusters Score: Raw -608433.381556 + Penalty 4157.842559 = -604275.538997 nChanged 42 SP:Iteration 17Q (2924.140000 sec): 3 clusters Score: Raw -608466.474479 + Penalty 4157.842559 = -604308.631920 nChanged 35 SP:Iteration 18Q (2924.370000 sec): 3 clusters Score: Raw -608497.146790 + Penalty 4157.842559 = -604339.304231 nChanged 43 SP:Iteration 19Q (2924.570000 sec): 3 clusters Score: Raw -608526.256612 + Penalty 4157.842559 = -604368.414052 nChanged 38 SP:Iteration 20F (2924.780000 sec): 3 clusters Score: Raw -608546.117768 + Penalty 4157.842559 = -604388.275209 nChanged 25 SP:Iteration 21Q (2925.000000 sec): 3 clusters Score: Raw -608557.999941 + Penalty 4157.842559 = -604400.157382 nChanged 17 SP:Iteration 22Q (2925.230000 sec): 3 clusters Score: Raw -608564.607769 + Penalty 4157.842559 = -604406.765210 nChanged 17 SP:Iteration 23Q (2925.430000 sec): 3 clusters Score: Raw -608570.576277 + Penalty 4157.842559 = -604412.733718 nChanged 10 SP:Iteration 24Q (2925.650000 sec): 3 clusters Score: Raw -608575.843895 + Penalty 4157.842559 = -604418.001336 nChanged 9 SP:Iteration 25Q (2925.840000 sec): 3 clusters Score: Raw -608578.283572 + Penalty 4157.842559 = -604420.441013 nChanged 7 SP:Iteration 26Q (2926.080000 sec): 3 clusters Score: Raw -608580.339935 + Penalty 4157.842559 = -604422.497376 nChanged 3 SP:Iteration 27Q (2926.240000 sec): 3 clusters Score: Raw -608582.429221 + Penalty 4157.842559 = -604424.586662 nChanged 5 SP:Iteration 28Q (2926.510000 sec): 3 clusters Score: Raw -608583.644204 + Penalty 4157.842559 = -604425.801645 nChanged 3 SP:Iteration 29Q (2926.680000 sec): 3 clusters Score: Raw -608584.431729 + Penalty 4157.842559 = -604426.589170 nChanged 1 SP:Iteration 30Q (2926.870000 sec): 3 clusters Score: Raw -608584.570230 + Penalty 4157.842559 = -604426.727671 nChanged 0 SP:Iteration 31F (2927.090000 sec): 3 clusters Score: Raw -608584.570230 + Penalty 4157.842559 = -604426.727671 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 35 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.210000 sec): 2 clusters Score: Raw -48720.580941 + Penalty 1468.551448 = -47252.029493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.350000 sec): 3 clusters Score: Raw -48842.158770 + Penalty 2937.102896 = -45905.055874 nChanged 57 SP:Iteration 1F (2927.520000 sec): 3 clusters Score: Raw -49086.872242 + Penalty 2937.102896 = -46149.769346 nChanged 21 SP:Iteration 2F (2927.740000 sec): 3 clusters Score: Raw -49722.504170 + Penalty 2937.102896 = -46785.401274 nChanged 39 SP:Iteration 3F (2927.970000 sec): 3 clusters Score: Raw -49902.526026 + Penalty 2937.102896 = -46965.423130 nChanged 28 SP:Iteration 4F (2928.150000 sec): 3 clusters Score: Raw -50040.968388 + Penalty 2937.102896 = -47103.865492 nChanged 19 SP:Iteration 5F (2928.340000 sec): 3 clusters Score: Raw -50149.299103 + Penalty 2937.102896 = -47212.196207 nChanged 10 SP:Iteration 6Q (2928.500000 sec): 3 clusters Score: Raw -50207.187051 + Penalty 2937.102896 = -47270.084155 nChanged 3 SP:Iteration 7Q (2928.680000 sec): 3 clusters Score: Raw -50225.652407 + Penalty 2937.102896 = -47288.549511 nChanged 1 SP:Iteration 8Q (2928.930000 sec): 3 clusters Score: Raw -50229.237892 + Penalty 2937.102896 = -47292.134996 nChanged 0 SP:Iteration 9F (2929.120000 sec): 3 clusters Score: Raw -50229.237892 + Penalty 2937.102896 = -47292.134996 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 36 (95637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2929.660000 sec): 2 clusters Score: Raw -14132789.183409 + Penalty 2844.142133 = -14129945.041275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2930.430000 sec): 3 clusters Score: Raw -14071655.836563 + Penalty 5688.284267 = -14065967.552296 nChanged 45217 SP:Iteration 1F (2931.180000 sec): 3 clusters Score: Raw -14097688.972439 + Penalty 5688.284267 = -14092000.688172 nChanged 4009 SP:Iteration 2Q (2931.950000 sec): 3 clusters Score: Raw -14099159.628814 + Penalty 5688.284267 = -14093471.344547 nChanged 4837 SP:Iteration 3F (2932.720000 sec): 3 clusters Score: Raw -14101446.661481 + Penalty 5688.284267 = -14095758.377215 nChanged 5998 SP:Iteration 4F (2933.490000 sec): 3 clusters Score: Raw -14105236.153331 + Penalty 5688.284267 = -14099547.869064 nChanged 7317 SP:Iteration 5F (2934.190000 sec): 3 clusters Score: Raw -14110645.494031 + Penalty 5688.284267 = -14104957.209764 nChanged 7713 SP:Iteration 6F (2934.930000 sec): 3 clusters Score: Raw -14116586.984621 + Penalty 5688.284267 = -14110898.700355 nChanged 6870 SP:Iteration 7F (2935.770000 sec): 3 clusters Score: Raw -14121544.520562 + Penalty 5688.284267 = -14115856.236296 nChanged 5408 SP:Iteration 8F (2936.630000 sec): 3 clusters Score: Raw -14124842.056321 + Penalty 5688.284267 = -14119153.772054 nChanged 3952 SP:Iteration 9Q (2937.570000 sec): 3 clusters Score: Raw -14127055.676422 + Penalty 5688.284267 = -14121367.392155 nChanged 3054 SP:Iteration 10Q (2938.380000 sec): 3 clusters Score: Raw -14128751.598918 + Penalty 5688.284267 = -14123063.314652 nChanged 2475 SP:Iteration 11Q (2939.150000 sec): 3 clusters Score: Raw -14130084.939906 + Penalty 5688.284267 = -14124396.655640 nChanged 2029 SP:Iteration 12Q (2939.920000 sec): 3 clusters Score: Raw -14131203.594068 + Penalty 5688.284267 = -14125515.309802 nChanged 1715 SP:Iteration 13Q (2940.690000 sec): 3 clusters Score: Raw -14132101.932047 + Penalty 5688.284267 = -14126413.647780 nChanged 1266 SP:Iteration 14Q (2941.460000 sec): 3 clusters Score: Raw -14132722.547421 + Penalty 5688.284267 = -14127034.263155 nChanged 978 SP:Iteration 15Q (2942.280000 sec): 3 clusters Score: Raw -14133151.237469 + Penalty 5688.284267 = -14127462.953202 nChanged 682 SP:Iteration 16Q (2943.060000 sec): 3 clusters Score: Raw -14133426.062876 + Penalty 5688.284267 = -14127737.778609 nChanged 501 SP:Iteration 17Q (2943.760000 sec): 3 clusters Score: Raw -14133622.400257 + Penalty 5688.284267 = -14127934.115990 nChanged 396 SP:Iteration 18Q (2944.490000 sec): 3 clusters Score: Raw -14133778.673005 + Penalty 5688.284267 = -14128090.388738 nChanged 325 SP:Iteration 19Q (2945.180000 sec): 3 clusters Score: Raw -14133892.867228 + Penalty 5688.284267 = -14128204.582961 nChanged 219 SP:Iteration 20F (2945.870000 sec): 3 clusters Score: Raw -14133969.749737 + Penalty 5688.284267 = -14128281.465470 nChanged 181 SP:Iteration 21Q (2946.610000 sec): 3 clusters Score: Raw -14134036.433700 + Penalty 5688.284267 = -14128348.149433 nChanged 152 SP:Iteration 22Q (2947.330000 sec): 3 clusters Score: Raw -14134087.514591 + Penalty 5688.284267 = -14128399.230325 nChanged 124 SP:Iteration 23Q (2948.040000 sec): 3 clusters Score: Raw -14134124.991323 + Penalty 5688.284267 = -14128436.707056 nChanged 92 SP:Iteration 24Q (2948.760000 sec): 3 clusters Score: Raw -14134151.603526 + Penalty 5688.284267 = -14128463.319260 nChanged 85 SP:Iteration 25Q (2949.460000 sec): 3 clusters Score: Raw -14134175.407080 + Penalty 5688.284267 = -14128487.122814 nChanged 60 SP:Iteration 26Q (2950.200000 sec): 3 clusters Score: Raw -14134193.507163 + Penalty 5688.284267 = -14128505.222897 nChanged 67 SP:Iteration 27Q (2950.900000 sec): 3 clusters Score: Raw -14134210.058642 + Penalty 5688.284267 = -14128521.774376 nChanged 46 SP:Iteration 28Q (2951.630000 sec): 3 clusters Score: Raw -14134223.538499 + Penalty 5688.284267 = -14128535.254233 nChanged 44 SP:Iteration 29Q (2952.340000 sec): 3 clusters Score: Raw -14134237.816927 + Penalty 5688.284267 = -14128549.532660 nChanged 41 SP:Iteration 30Q (2953.040000 sec): 3 clusters Score: Raw -14134247.699982 + Penalty 5688.284267 = -14128559.415716 nChanged 44 SP:Iteration 31Q (2953.750000 sec): 3 clusters Score: Raw -14134257.790843 + Penalty 5688.284267 = -14128569.506576 nChanged 39 SP:Iteration 32Q (2954.490000 sec): 3 clusters Score: Raw -14134267.483558 + Penalty 5688.284267 = -14128579.199292 nChanged 36 SP:Iteration 33Q (2955.270000 sec): 3 clusters Score: Raw -14134277.424872 + Penalty 5688.284267 = -14128589.140605 nChanged 41 SP:Iteration 34Q (2955.990000 sec): 3 clusters Score: Raw -14134290.667189 + Penalty 5688.284267 = -14128602.382922 nChanged 41 SP:Iteration 35Q (2956.700000 sec): 3 clusters Score: Raw -14134302.142916 + Penalty 5688.284267 = -14128613.858649 nChanged 28 SP:Iteration 36Q (2957.490000 sec): 3 clusters Score: Raw -14134309.470047 + Penalty 5688.284267 = -14128621.185780 nChanged 35 SP:Iteration 37Q (2958.160000 sec): 3 clusters Score: Raw -14134317.831225 + Penalty 5688.284267 = -14128629.546958 nChanged 37 SP:Iteration 38Q (2958.790000 sec): 3 clusters Score: Raw -14134327.137555 + Penalty 5688.284267 = -14128638.853289 nChanged 31 SP:Iteration 39Q (2959.480000 sec): 3 clusters Score: Raw -14134333.784305 + Penalty 5688.284267 = -14128645.500039 nChanged 24 SP:Iteration 40F (2960.240000 sec): 3 clusters Score: Raw -14134339.191200 + Penalty 5688.284267 = -14128650.906933 nChanged 20 SP:Iteration 41Q (2960.950000 sec): 3 clusters Score: Raw -14134342.306718 + Penalty 5688.284267 = -14128654.022451 nChanged 13 SP:Iteration 42Q (2961.590000 sec): 3 clusters Score: Raw -14134345.008090 + Penalty 5688.284267 = -14128656.723824 nChanged 14 SP:Iteration 43Q (2962.290000 sec): 3 clusters Score: Raw -14134347.217404 + Penalty 5688.284267 = -14128658.933138 nChanged 11 SP:Iteration 44Q (2962.940000 sec): 3 clusters Score: Raw -14134349.164306 + Penalty 5688.284267 = -14128660.880039 nChanged 9 SP:Iteration 45Q (2963.610000 sec): 3 clusters Score: Raw -14134351.803676 + Penalty 5688.284267 = -14128663.519409 nChanged 19 SP:Iteration 46Q (2964.250000 sec): 3 clusters Score: Raw -14134356.550329 + Penalty 5688.284267 = -14128668.266062 nChanged 16 SP:Iteration 47Q (2964.880000 sec): 3 clusters Score: Raw -14134360.642307 + Penalty 5688.284267 = -14128672.358040 nChanged 23 SP:Iteration 48Q (2965.580000 sec): 3 clusters Score: Raw -14134366.774815 + Penalty 5688.284267 = -14128678.490548 nChanged 29 SP:Iteration 49Q (2966.210000 sec): 3 clusters Score: Raw -14134376.064988 + Penalty 5688.284267 = -14128687.780722 nChanged 35 SP:Iteration 50Q (2966.900000 sec): 3 clusters Score: Raw -14134384.201839 + Penalty 5688.284267 = -14128695.917573 nChanged 29 SP:Iteration 51Q (2967.630000 sec): 3 clusters Score: Raw -14134391.946485 + Penalty 5688.284267 = -14128703.662218 nChanged 29 SP:Iteration 52Q (2968.370000 sec): 3 clusters Score: Raw -14134398.962428 + Penalty 5688.284267 = -14128710.678161 nChanged 22 SP:Iteration 53Q (2969.100000 sec): 3 clusters Score: Raw -14134402.817095 + Penalty 5688.284267 = -14128714.532829 nChanged 23 SP:Iteration 54Q (2969.740000 sec): 3 clusters Score: Raw -14134407.512664 + Penalty 5688.284267 = -14128719.228397 nChanged 19 SP:Iteration 55Q (2970.430000 sec): 3 clusters Score: Raw -14134412.144403 + Penalty 5688.284267 = -14128723.860137 nChanged 22 SP:Iteration 56Q (2971.160000 sec): 3 clusters Score: Raw -14134416.724607 + Penalty 5688.284267 = -14128728.440340 nChanged 22 SP:Iteration 57Q (2971.780000 sec): 3 clusters Score: Raw -14134422.285675 + Penalty 5688.284267 = -14128734.001409 nChanged 25 SP:Iteration 58Q (2972.390000 sec): 3 clusters Score: Raw -14134428.166892 + Penalty 5688.284267 = -14128739.882625 nChanged 19 SP:Iteration 59Q (2972.970000 sec): 3 clusters Score: Raw -14134432.000178 + Penalty 5688.284267 = -14128743.715911 nChanged 15 SP:Iteration 60F (2973.660000 sec): 3 clusters Score: Raw -14134435.989787 + Penalty 5688.284267 = -14128747.705520 nChanged 17 SP:Iteration 61Q (2974.400000 sec): 3 clusters Score: Raw -14134440.737636 + Penalty 5688.284267 = -14128752.453369 nChanged 20 SP:Iteration 62Q (2975.010000 sec): 3 clusters Score: Raw -14134445.134948 + Penalty 5688.284267 = -14128756.850682 nChanged 23 SP:Iteration 63Q (2975.710000 sec): 3 clusters Score: Raw -14134450.466785 + Penalty 5688.284267 = -14128762.182518 nChanged 21 SP:Iteration 64Q (2976.330000 sec): 3 clusters Score: Raw -14134456.206332 + Penalty 5688.284267 = -14128767.922066 nChanged 15 SP:Iteration 65Q (2976.920000 sec): 3 clusters Score: Raw -14134460.605687 + Penalty 5688.284267 = -14128772.321420 nChanged 15 SP:Iteration 66Q (2977.580000 sec): 3 clusters Score: Raw -14134463.749493 + Penalty 5688.284267 = -14128775.465227 nChanged 13 SP:Iteration 67Q (2978.200000 sec): 3 clusters Score: Raw -14134466.739539 + Penalty 5688.284267 = -14128778.455272 nChanged 14 SP:Iteration 68Q (2978.820000 sec): 3 clusters Score: Raw -14134469.783406 + Penalty 5688.284267 = -14128781.499140 nChanged 10 SP:Iteration 69Q (2979.460000 sec): 3 clusters Score: Raw -14134471.476855 + Penalty 5688.284267 = -14128783.192588 nChanged 10 SP:Iteration 70Q (2980.060000 sec): 3 clusters Score: Raw -14134472.633785 + Penalty 5688.284267 = -14128784.349519 nChanged 5 SP:Iteration 71Q (2980.640000 sec): 3 clusters Score: Raw -14134473.289472 + Penalty 5688.284267 = -14128785.005206 nChanged 4 SP:Iteration 72Q (2981.270000 sec): 3 clusters Score: Raw -14134474.721222 + Penalty 5688.284267 = -14128786.436956 nChanged 11 SP:Iteration 73Q (2981.910000 sec): 3 clusters Score: Raw -14134476.846015 + Penalty 5688.284267 = -14128788.561749 nChanged 8 SP:Iteration 74Q (2982.610000 sec): 3 clusters Score: Raw -14134478.594046 + Penalty 5688.284267 = -14128790.309780 nChanged 9 SP:Iteration 75Q (2983.280000 sec): 3 clusters Score: Raw -14134480.494037 + Penalty 5688.284267 = -14128792.209771 nChanged 10 SP:Iteration 76Q (2983.910000 sec): 3 clusters Score: Raw -14134483.270301 + Penalty 5688.284267 = -14128794.986034 nChanged 11 SP:Iteration 77Q (2984.560000 sec): 3 clusters Score: Raw -14134486.022610 + Penalty 5688.284267 = -14128797.738344 nChanged 11 SP:Iteration 78Q (2985.210000 sec): 3 clusters Score: Raw -14134487.501368 + Penalty 5688.284267 = -14128799.217101 nChanged 10 SP:Iteration 79Q (2985.810000 sec): 3 clusters Score: Raw -14134488.820453 + Penalty 5688.284267 = -14128800.536186 nChanged 8 SP:Iteration 80F (2986.550000 sec): 3 clusters Score: Raw -14134490.155078 + Penalty 5688.284267 = -14128801.870811 nChanged 7 SP:Iteration 81Q (2987.170000 sec): 3 clusters Score: Raw -14134491.176424 + Penalty 5688.284267 = -14128802.892158 nChanged 8 SP:Iteration 82Q (2987.810000 sec): 3 clusters Score: Raw -14134492.355982 + Penalty 5688.284267 = -14128804.071715 nChanged 9 SP:Iteration 83Q (2988.490000 sec): 3 clusters Score: Raw -14134493.566500 + Penalty 5688.284267 = -14128805.282233 nChanged 8 SP:Iteration 84Q (2989.130000 sec): 3 clusters Score: Raw -14134495.418498 + Penalty 5688.284267 = -14128807.134231 nChanged 5 SP:Iteration 85Q (2989.790000 sec): 3 clusters Score: Raw -14134496.120594 + Penalty 5688.284267 = -14128807.836327 nChanged 3 SP:Iteration 86Q (2990.470000 sec): 3 clusters Score: Raw -14134496.595329 + Penalty 5688.284267 = -14128808.311063 nChanged 3 SP:Iteration 87Q (2991.140000 sec): 3 clusters Score: Raw -14134497.044929 + Penalty 5688.284267 = -14128808.760663 nChanged 3 SP:Iteration 88Q (2991.790000 sec): 3 clusters Score: Raw -14134497.996544 + Penalty 5688.284267 = -14128809.712278 nChanged 3 SP:Iteration 89Q (2992.410000 sec): 3 clusters Score: Raw -14134498.380008 + Penalty 5688.284267 = -14128810.095741 nChanged 1 SP:Iteration 90Q (2993.040000 sec): 3 clusters Score: Raw -14134498.574134 + Penalty 5688.284267 = -14128810.289868 nChanged 3 SP:Iteration 91Q (2993.700000 sec): 3 clusters Score: Raw -14134498.868258 + Penalty 5688.284267 = -14128810.583992 nChanged 1 SP:Iteration 92Q (2994.420000 sec): 3 clusters Score: Raw -14134499.051984 + Penalty 5688.284267 = -14128810.767717 nChanged 1 SP:Iteration 93Q (2995.110000 sec): 3 clusters Score: Raw -14134499.159229 + Penalty 5688.284267 = -14128810.874963 nChanged 1 SP:Iteration 94Q (2995.770000 sec): 3 clusters Score: Raw -14134499.237151 + Penalty 5688.284267 = -14128810.952885 nChanged 1 SP:Iteration 95Q (2996.390000 sec): 3 clusters Score: Raw -14134499.284625 + Penalty 5688.284267 = -14128811.000359 nChanged 0 SP:Iteration 96F (2997.010000 sec): 3 clusters Score: Raw -14134499.284625 + Penalty 5688.284267 = -14128811.000359 nChanged 0 Iteration 99Q (3021.480000 sec): 41 clusters Score: Raw -72128126.031385 + Penalty 130350.251489 = -71997775.779896 nChanged 4361 Iteration 100F (3065.970000 sec): 41 clusters Score: Raw -72130559.550659 + Penalty 130350.251489 = -72000209.299170 nChanged 3086 Iteration 101Q (3090.220000 sec): 41 clusters Score: Raw -72132155.955565 + Penalty 130350.251489 = -72001805.704076 nChanged 1871 Iteration 102Q (3109.270000 sec): 41 clusters Score: Raw -72132596.614470 + Penalty 130350.251489 = -72002246.362981 nChanged 1308 Iteration 103Q (3129.260000 sec): 41 clusters Score: Raw -72132865.494519 + Penalty 130350.251489 = -72002515.243030 nChanged 979 Iteration 104Q (3151.030000 sec): 41 clusters Score: Raw -72133026.535968 + Penalty 130350.251489 = -72002676.284479 nChanged 823 Iteration 105Q (3174.850000 sec): 41 clusters Score: Raw -72133148.077910 + Penalty 130350.251489 = -72002797.826421 nChanged 682 Iteration 106Q (3198.540000 sec): 41 clusters Score: Raw -72133273.082719 + Penalty 130350.251489 = -72002922.831230 nChanged 576 Iteration 107Q (3220.120000 sec): 41 clusters Score: Raw -72133344.202625 + Penalty 130350.251489 = -72002993.951136 nChanged 511 Iteration 108Q (3242.890000 sec): 41 clusters Score: Raw -72133402.150606 + Penalty 130350.251489 = -72003051.899117 nChanged 411 Iteration 109Q (3264.990000 sec): 41 clusters Score: Raw -72133440.524529 + Penalty 130350.251489 = -72003090.273040 nChanged 356 Iteration 110Q (3289.820000 sec): 41 clusters Score: Raw -72133473.820454 + Penalty 130350.251489 = -72003123.568965 nChanged 314 Iteration 111Q (3312.990000 sec): 41 clusters Score: Raw -72133503.938083 + Penalty 130350.251489 = -72003153.686594 nChanged 296 Iteration 112Q (3336.210000 sec): 41 clusters Score: Raw -72133531.499597 + Penalty 130350.251489 = -72003181.248108 nChanged 289 Iteration 113Q (3360.140000 sec): 41 clusters Score: Raw -72133558.374952 + Penalty 130350.251489 = -72003208.123463 nChanged 261 Iteration 114Q (3381.390000 sec): 41 clusters Score: Raw -72133580.446662 + Penalty 130350.251489 = -72003230.195173 nChanged 212 Iteration 115Q (3405.320000 sec): 41 clusters Score: Raw -72133595.447502 + Penalty 130350.251489 = -72003245.196013 nChanged 208 Iteration 116Q (3434.290000 sec): 41 clusters Score: Raw -72133609.844893 + Penalty 130350.251489 = -72003259.593404 nChanged 165 Iteration 117Q (3458.160000 sec): 41 clusters Score: Raw -72133620.731264 + Penalty 130350.251489 = -72003270.479775 nChanged 145 Iteration 118Q (3479.110000 sec): 41 clusters Score: Raw -72133630.273691 + Penalty 130350.251489 = -72003280.022202 nChanged 114 Iteration 119Q (3500.550000 sec): 41 clusters Score: Raw -72133640.174272 + Penalty 130350.251489 = -72003289.922783 nChanged 139 Iteration 120F (3542.820000 sec): 41 clusters Score: Raw -72134429.276120 + Penalty 130350.251489 = -72004079.024631 nChanged 144 Iteration 121Q (3563.700000 sec): 41 clusters Score: Raw -72134984.988892 + Penalty 130350.251489 = -72004634.737403 nChanged 139 Iteration 122Q (3584.570000 sec): 41 clusters Score: Raw -72135001.714071 + Penalty 130350.251489 = -72004651.462582 nChanged 123 Iteration 123Q (3610.430000 sec): 41 clusters Score: Raw -72135016.150465 + Penalty 130350.251489 = -72004665.898976 nChanged 130 Iteration 124Q (3636.870000 sec): 41 clusters Score: Raw -72135031.804253 + Penalty 130350.251489 = -72004681.552764 nChanged 127 Iteration 125Q (3659.160000 sec): 41 clusters Score: Raw -72135046.991879 + Penalty 130350.251489 = -72004696.740390 nChanged 125 Iteration 126Q (3683.730000 sec): 41 clusters Score: Raw -72135060.454238 + Penalty 130350.251489 = -72004710.202749 nChanged 117 Iteration 127Q (3705.760000 sec): 41 clusters Score: Raw -72135072.122739 + Penalty 130350.251489 = -72004721.871250 nChanged 97 Iteration 128Q (3724.600000 sec): 41 clusters Score: Raw -72135083.218708 + Penalty 130350.251489 = -72004732.967219 nChanged 105 Iteration 129Q (3744.760000 sec): 41 clusters Score: Raw -72135093.393181 + Penalty 130350.251489 = -72004743.141692 nChanged 77 Iteration 130Q (3768.700000 sec): 41 clusters Score: Raw -72135102.514843 + Penalty 130350.251489 = -72004752.263354 nChanged 77 Iteration 131Q (3792.570000 sec): 41 clusters Score: Raw -72135108.865611 + Penalty 130350.251489 = -72004758.614122 nChanged 49 Iteration 132Q (3815.210000 sec): 41 clusters Score: Raw -72135113.468316 + Penalty 130350.251489 = -72004763.216827 nChanged 57 Iteration 133Q (3841.800000 sec): 41 clusters Score: Raw -72135119.132381 + Penalty 130350.251489 = -72004768.880892 nChanged 67 Iteration 134Q (3866.890000 sec): 41 clusters Score: Raw -72135125.098057 + Penalty 130350.251489 = -72004774.846568 nChanged 47 Iteration 135Q (3889.800000 sec): 41 clusters Score: Raw -72135129.863340 + Penalty 130350.251489 = -72004779.611851 nChanged 52 Iteration 136Q (3911.390000 sec): 41 clusters Score: Raw -72135133.340946 + Penalty 130350.251489 = -72004783.089457 nChanged 43 Iteration 137Q (3932.590000 sec): 41 clusters Score: Raw -72135136.134401 + Penalty 130350.251489 = -72004785.882912 nChanged 38 Iteration 138Q (3964.910000 sec): 41 clusters Score: Raw -72135139.151376 + Penalty 130350.251489 = -72004788.899887 nChanged 37 Writing temp clu file Because OldScore, -72004785.882912, is greater than current (better) Score,-72004788.899887 Compute initial score before splitting: Score: Raw -72135139.151376 + Penalty 130350.251489 = -72004788.899887 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 1 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3965.230000 sec): 2 clusters Score: Raw -161528.546861 + Penalty 1747.568525 = -159780.978336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3965.420000 sec): 3 clusters Score: Raw -161261.594064 + Penalty 3495.137050 = -157766.457014 nChanged 311 SP:Iteration 1F (3965.610000 sec): 3 clusters Score: Raw -161587.565863 + Penalty 3495.137050 = -158092.428813 nChanged 91 SP:Iteration 2F (3965.850000 sec): 3 clusters Score: Raw -161701.328781 + Penalty 3495.137050 = -158206.191731 nChanged 56 SP:Iteration 3Q (3966.010000 sec): 3 clusters Score: Raw -161817.757818 + Penalty 3495.137050 = -158322.620769 nChanged 62 SP:Iteration 4F (3966.190000 sec): 3 clusters Score: Raw -161935.816690 + Penalty 3495.137050 = -158440.679640 nChanged 61 SP:Iteration 5F (3966.330000 sec): 3 clusters Score: Raw -162047.316720 + Penalty 3495.137050 = -158552.179670 nChanged 41 SP:Iteration 6Q (3966.570000 sec): 3 clusters Score: Raw -162112.477039 + Penalty 3495.137050 = -158617.339989 nChanged 26 SP:Iteration 7Q (3966.790000 sec): 3 clusters Score: Raw -162156.709913 + Penalty 3495.137050 = -158661.572864 nChanged 25 SP:Iteration 8Q (3966.970000 sec): 3 clusters Score: Raw -162202.926212 + Penalty 3495.137050 = -158707.789162 nChanged 20 SP:Iteration 9Q (3967.160000 sec): 3 clusters Score: Raw -162248.479793 + Penalty 3495.137050 = -158753.342744 nChanged 15 SP:Iteration 10Q (3967.330000 sec): 3 clusters Score: Raw -162274.709313 + Penalty 3495.137050 = -158779.572264 nChanged 16 SP:Iteration 11Q (3967.510000 sec): 3 clusters Score: Raw -162310.459550 + Penalty 3495.137050 = -158815.322500 nChanged 10 SP:Iteration 12Q (3967.700000 sec): 3 clusters Score: Raw -162338.928285 + Penalty 3495.137050 = -158843.791235 nChanged 11 SP:Iteration 13Q (3967.870000 sec): 3 clusters Score: Raw -162365.134021 + Penalty 3495.137050 = -158869.996971 nChanged 10 SP:Iteration 14Q (3968.050000 sec): 3 clusters Score: Raw -162384.877135 + Penalty 3495.137050 = -158889.740085 nChanged 9 SP:Iteration 15Q (3968.200000 sec): 3 clusters Score: Raw -162407.934695 + Penalty 3495.137050 = -158912.797645 nChanged 9 SP:Iteration 16Q (3968.440000 sec): 3 clusters Score: Raw -162440.207157 + Penalty 3495.137050 = -158945.070107 nChanged 8 SP:Iteration 17Q (3968.610000 sec): 3 clusters Score: Raw -162450.546211 + Penalty 3495.137050 = -158955.409161 nChanged 2 SP:Iteration 18Q (3968.830000 sec): 3 clusters Score: Raw -162452.792470 + Penalty 3495.137050 = -158957.655420 nChanged 2 SP:Iteration 19Q (3968.990000 sec): 3 clusters Score: Raw -162454.332107 + Penalty 3495.137050 = -158959.195057 nChanged 1 SP:Iteration 20F (3969.240000 sec): 3 clusters Score: Raw -162455.605036 + Penalty 3495.137050 = -158960.467986 nChanged 2 SP:Iteration 21Q (3969.400000 sec): 3 clusters Score: Raw -162457.174313 + Penalty 3495.137050 = -158962.037263 nChanged 0 SP:Iteration 22F (3969.560000 sec): 3 clusters Score: Raw -162457.174313 + Penalty 3495.137050 = -158962.037263 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 2 (4657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3969.660000 sec): 2 clusters Score: Raw -653925.818237 + Penalty 2094.639432 = -651831.178805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3969.900000 sec): 3 clusters Score: Raw -651716.418882 + Penalty 4189.278865 = -647527.140017 nChanged 1780 SP:Iteration 1F (3970.130000 sec): 3 clusters Score: Raw -652891.636665 + Penalty 4189.278865 = -648702.357800 nChanged 417 SP:Iteration 2F (3970.340000 sec): 3 clusters Score: Raw -653315.223732 + Penalty 4189.278865 = -649125.944867 nChanged 350 SP:Iteration 3F (3970.510000 sec): 3 clusters Score: Raw -653673.216137 + Penalty 4189.278865 = -649483.937272 nChanged 304 SP:Iteration 4F (3970.700000 sec): 3 clusters Score: Raw -653969.471839 + Penalty 4189.278865 = -649780.192975 nChanged 232 SP:Iteration 5Q (3970.890000 sec): 3 clusters Score: Raw -654193.744076 + Penalty 4189.278865 = -650004.465211 nChanged 207 SP:Iteration 6Q (3971.080000 sec): 3 clusters Score: Raw -654430.095490 + Penalty 4189.278865 = -650240.816626 nChanged 190 SP:Iteration 7Q (3971.300000 sec): 3 clusters Score: Raw -654624.533682 + Penalty 4189.278865 = -650435.254818 nChanged 163 SP:Iteration 8Q (3971.500000 sec): 3 clusters Score: Raw -654749.417589 + Penalty 4189.278865 = -650560.138724 nChanged 125 SP:Iteration 9Q (3971.660000 sec): 3 clusters Score: Raw -654835.784979 + Penalty 4189.278865 = -650646.506114 nChanged 87 SP:Iteration 10Q (3971.890000 sec): 3 clusters Score: Raw -654882.301280 + Penalty 4189.278865 = -650693.022416 nChanged 66 SP:Iteration 11Q (3972.090000 sec): 3 clusters Score: Raw -654915.232180 + Penalty 4189.278865 = -650725.953316 nChanged 41 SP:Iteration 12Q (3972.280000 sec): 3 clusters Score: Raw -654934.176036 + Penalty 4189.278865 = -650744.897172 nChanged 33 SP:Iteration 13Q (3972.470000 sec): 3 clusters Score: Raw -654948.461440 + Penalty 4189.278865 = -650759.182576 nChanged 28 SP:Iteration 14Q (3972.630000 sec): 3 clusters Score: Raw -654958.034319 + Penalty 4189.278865 = -650768.755454 nChanged 22 SP:Iteration 15Q (3972.860000 sec): 3 clusters Score: Raw -654965.290217 + Penalty 4189.278865 = -650776.011352 nChanged 20 SP:Iteration 16Q (3973.040000 sec): 3 clusters Score: Raw -654971.780906 + Penalty 4189.278865 = -650782.502041 nChanged 19 SP:Iteration 17Q (3973.260000 sec): 3 clusters Score: Raw -654978.353894 + Penalty 4189.278865 = -650789.075030 nChanged 15 SP:Iteration 18Q (3973.520000 sec): 3 clusters Score: Raw -654982.515482 + Penalty 4189.278865 = -650793.236617 nChanged 14 SP:Iteration 19Q (3973.730000 sec): 3 clusters Score: Raw -654988.045013 + Penalty 4189.278865 = -650798.766149 nChanged 13 SP:Iteration 20F (3973.910000 sec): 3 clusters Score: Raw -654992.301552 + Penalty 4189.278865 = -650803.022688 nChanged 16 SP:Iteration 21Q (3974.120000 sec): 3 clusters Score: Raw -654997.947167 + Penalty 4189.278865 = -650808.668302 nChanged 14 SP:Iteration 22Q (3974.300000 sec): 3 clusters Score: Raw -655003.747312 + Penalty 4189.278865 = -650814.468448 nChanged 15 SP:Iteration 23Q (3974.530000 sec): 3 clusters Score: Raw -655010.049921 + Penalty 4189.278865 = -650820.771056 nChanged 19 SP:Iteration 24Q (3974.770000 sec): 3 clusters Score: Raw -655016.132368 + Penalty 4189.278865 = -650826.853503 nChanged 16 SP:Iteration 25Q (3974.980000 sec): 3 clusters Score: Raw -655021.402347 + Penalty 4189.278865 = -650832.123483 nChanged 19 SP:Iteration 26Q (3975.150000 sec): 3 clusters Score: Raw -655030.015686 + Penalty 4189.278865 = -650840.736822 nChanged 16 SP:Iteration 27Q (3975.350000 sec): 3 clusters Score: Raw -655036.273149 + Penalty 4189.278865 = -650846.994284 nChanged 15 SP:Iteration 28Q (3975.520000 sec): 3 clusters Score: Raw -655041.986783 + Penalty 4189.278865 = -650852.707918 nChanged 14 SP:Iteration 29Q (3975.690000 sec): 3 clusters Score: Raw -655047.181296 + Penalty 4189.278865 = -650857.902431 nChanged 17 SP:Iteration 30Q (3975.890000 sec): 3 clusters Score: Raw -655054.680950 + Penalty 4189.278865 = -650865.402086 nChanged 17 SP:Iteration 31Q (3976.050000 sec): 3 clusters Score: Raw -655062.788258 + Penalty 4189.278865 = -650873.509394 nChanged 18 SP:Iteration 32Q (3976.310000 sec): 3 clusters Score: Raw -655070.877635 + Penalty 4189.278865 = -650881.598771 nChanged 17 SP:Iteration 33Q (3976.460000 sec): 3 clusters Score: Raw -655078.179629 + Penalty 4189.278865 = -650888.900764 nChanged 19 SP:Iteration 34Q (3976.720000 sec): 3 clusters Score: Raw -655086.129731 + Penalty 4189.278865 = -650896.850866 nChanged 19 SP:Iteration 35Q (3976.920000 sec): 3 clusters Score: Raw -655091.120929 + Penalty 4189.278865 = -650901.842065 nChanged 11 SP:Iteration 36Q (3977.100000 sec): 3 clusters Score: Raw -655094.228119 + Penalty 4189.278865 = -650904.949254 nChanged 11 SP:Iteration 37Q (3977.270000 sec): 3 clusters Score: Raw -655096.636474 + Penalty 4189.278865 = -650907.357609 nChanged 5 SP:Iteration 38Q (3977.520000 sec): 3 clusters Score: Raw -655098.981187 + Penalty 4189.278865 = -650909.702322 nChanged 7 SP:Iteration 39Q (3977.790000 sec): 3 clusters Score: Raw -655102.013818 + Penalty 4189.278865 = -650912.734953 nChanged 8 SP:Iteration 40F (3977.970000 sec): 3 clusters Score: Raw -655104.611360 + Penalty 4189.278865 = -650915.332496 nChanged 8 SP:Iteration 41Q (3978.150000 sec): 3 clusters Score: Raw -655106.517644 + Penalty 4189.278865 = -650917.238779 nChanged 7 SP:Iteration 42Q (3978.300000 sec): 3 clusters Score: Raw -655108.544505 + Penalty 4189.278865 = -650919.265640 nChanged 2 SP:Iteration 43Q (3978.480000 sec): 3 clusters Score: Raw -655108.888868 + Penalty 4189.278865 = -650919.610003 nChanged 0 SP:Iteration 44F (3978.680000 sec): 3 clusters Score: Raw -655108.888868 + Penalty 4189.278865 = -650919.610003 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 3 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3978.790000 sec): 2 clusters Score: Raw -14057.780258 + Penalty 1156.532895 = -12901.247362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3978.940000 sec): 3 clusters Score: Raw -14478.488801 + Penalty 2313.065791 = -12165.423011 nChanged 1 SP:Iteration 1Q (3979.130000 sec): 3 clusters Score: Raw -14483.471148 + Penalty 2313.065791 = -12170.405358 nChanged 0 SP:Iteration 2F (3979.340000 sec): 3 clusters Score: Raw -14483.471148 + Penalty 2313.065791 = -12170.405358 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 4 (14769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3979.530000 sec): 2 clusters Score: Raw -2067025.862739 + Penalty 2380.870846 = -2064644.991893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3979.820000 sec): 3 clusters Score: Raw -2058607.261466 + Penalty 4761.741692 = -2053845.519775 nChanged 6458 SP:Iteration 1F (3980.110000 sec): 3 clusters Score: Raw -2062167.576449 + Penalty 4761.741692 = -2057405.834757 nChanged 982 SP:Iteration 2F (3980.360000 sec): 3 clusters Score: Raw -2062656.064673 + Penalty 4761.741692 = -2057894.322981 nChanged 843 SP:Iteration 3F (3980.700000 sec): 3 clusters Score: Raw -2063136.107046 + Penalty 4761.741692 = -2058374.365355 nChanged 844 SP:Iteration 4F (3980.990000 sec): 3 clusters Score: Raw -2063656.049949 + Penalty 4761.741692 = -2058894.308258 nChanged 772 SP:Iteration 5F (3981.340000 sec): 3 clusters Score: Raw -2064075.197179 + Penalty 4761.741692 = -2059313.455487 nChanged 678 SP:Iteration 6Q (3981.630000 sec): 3 clusters Score: Raw -2064386.768656 + Penalty 4761.741692 = -2059625.026964 nChanged 575 SP:Iteration 7Q (3981.970000 sec): 3 clusters Score: Raw -2064634.362450 + Penalty 4761.741692 = -2059872.620759 nChanged 484 SP:Iteration 8Q (3982.180000 sec): 3 clusters Score: Raw -2064831.937512 + Penalty 4761.741692 = -2060070.195821 nChanged 450 SP:Iteration 9Q (3982.450000 sec): 3 clusters Score: Raw -2065011.857065 + Penalty 4761.741692 = -2060250.115373 nChanged 418 SP:Iteration 10Q (3982.730000 sec): 3 clusters Score: Raw -2065194.495420 + Penalty 4761.741692 = -2060432.753728 nChanged 446 SP:Iteration 11Q (3983.040000 sec): 3 clusters Score: Raw -2065407.283589 + Penalty 4761.741692 = -2060645.541898 nChanged 476 SP:Iteration 12Q (3983.320000 sec): 3 clusters Score: Raw -2065651.479470 + Penalty 4761.741692 = -2060889.737779 nChanged 450 SP:Iteration 13Q (3983.600000 sec): 3 clusters Score: Raw -2065881.788829 + Penalty 4761.741692 = -2061120.047137 nChanged 423 SP:Iteration 14Q (3983.860000 sec): 3 clusters Score: Raw -2066115.892438 + Penalty 4761.741692 = -2061354.150747 nChanged 391 SP:Iteration 15Q (3984.120000 sec): 3 clusters Score: Raw -2066330.725987 + Penalty 4761.741692 = -2061568.984295 nChanged 372 SP:Iteration 16Q (3984.390000 sec): 3 clusters Score: Raw -2066551.627986 + Penalty 4761.741692 = -2061789.886294 nChanged 331 SP:Iteration 17Q (3984.650000 sec): 3 clusters Score: Raw -2066751.517839 + Penalty 4761.741692 = -2061989.776147 nChanged 308 SP:Iteration 18Q (3984.940000 sec): 3 clusters Score: Raw -2066946.159237 + Penalty 4761.741692 = -2062184.417545 nChanged 274 SP:Iteration 19Q (3985.230000 sec): 3 clusters Score: Raw -2067115.271536 + Penalty 4761.741692 = -2062353.529844 nChanged 236 SP:Iteration 20F (3985.520000 sec): 3 clusters Score: Raw -2067266.955667 + Penalty 4761.741692 = -2062505.213976 nChanged 176 SP:Iteration 21Q (3985.780000 sec): 3 clusters Score: Raw -2067381.297883 + Penalty 4761.741692 = -2062619.556192 nChanged 144 SP:Iteration 22Q (3986.060000 sec): 3 clusters Score: Raw -2067494.640996 + Penalty 4761.741692 = -2062732.899304 nChanged 128 SP:Iteration 23Q (3986.350000 sec): 3 clusters Score: Raw -2067606.689798 + Penalty 4761.741692 = -2062844.948106 nChanged 86 SP:Iteration 24Q (3986.570000 sec): 3 clusters Score: Raw -2067670.530472 + Penalty 4761.741692 = -2062908.788780 nChanged 66 SP:Iteration 25Q (3986.860000 sec): 3 clusters Score: Raw -2067709.704121 + Penalty 4761.741692 = -2062947.962430 nChanged 39 SP:Iteration 26Q (3987.080000 sec): 3 clusters Score: Raw -2067733.203469 + Penalty 4761.741692 = -2062971.461778 nChanged 28 SP:Iteration 27Q (3987.340000 sec): 3 clusters Score: Raw -2067757.354968 + Penalty 4761.741692 = -2062995.613277 nChanged 42 SP:Iteration 28Q (3987.580000 sec): 3 clusters Score: Raw -2067788.058010 + Penalty 4761.741692 = -2063026.316319 nChanged 30 SP:Iteration 29Q (3987.820000 sec): 3 clusters Score: Raw -2067808.228091 + Penalty 4761.741692 = -2063046.486399 nChanged 25 SP:Iteration 30Q (3988.090000 sec): 3 clusters Score: Raw -2067823.288574 + Penalty 4761.741692 = -2063061.546882 nChanged 19 SP:Iteration 31Q (3988.400000 sec): 3 clusters Score: Raw -2067834.596779 + Penalty 4761.741692 = -2063072.855088 nChanged 12 SP:Iteration 32Q (3988.640000 sec): 3 clusters Score: Raw -2067842.675482 + Penalty 4761.741692 = -2063080.933791 nChanged 19 SP:Iteration 33Q (3988.890000 sec): 3 clusters Score: Raw -2067855.197496 + Penalty 4761.741692 = -2063093.455804 nChanged 10 SP:Iteration 34Q (3989.150000 sec): 3 clusters Score: Raw -2067860.286938 + Penalty 4761.741692 = -2063098.545247 nChanged 7 SP:Iteration 35Q (3989.400000 sec): 3 clusters Score: Raw -2067864.027998 + Penalty 4761.741692 = -2063102.286306 nChanged 5 SP:Iteration 36Q (3989.720000 sec): 3 clusters Score: Raw -2067866.586957 + Penalty 4761.741692 = -2063104.845265 nChanged 4 SP:Iteration 37Q (3990.020000 sec): 3 clusters Score: Raw -2067868.243677 + Penalty 4761.741692 = -2063106.501986 nChanged 5 SP:Iteration 38Q (3990.240000 sec): 3 clusters Score: Raw -2067871.706563 + Penalty 4761.741692 = -2063109.964872 nChanged 6 SP:Iteration 39Q (3990.570000 sec): 3 clusters Score: Raw -2067873.809312 + Penalty 4761.741692 = -2063112.067620 nChanged 1 SP:Iteration 40F (3990.870000 sec): 3 clusters Score: Raw -2067874.632947 + Penalty 4761.741692 = -2063112.891255 nChanged 2 SP:Iteration 41Q (3991.130000 sec): 3 clusters Score: Raw -2067875.733667 + Penalty 4761.741692 = -2063113.991975 nChanged 0 SP:Iteration 42F (3991.390000 sec): 3 clusters Score: Raw -2067875.733667 + Penalty 4761.741692 = -2063113.991975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 5 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3991.500000 sec): 2 clusters Score: Raw -40422.756038 + Penalty 1428.988743 = -38993.767295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3991.640000 sec): 3 clusters Score: Raw -40740.790653 + Penalty 2857.977486 = -37882.813167 nChanged 55 SP:Iteration 1F (3991.790000 sec): 3 clusters Score: Raw -40905.641242 + Penalty 2857.977486 = -38047.663756 nChanged 19 SP:Iteration 2F (3991.960000 sec): 3 clusters Score: Raw -40965.618864 + Penalty 2857.977486 = -38107.641378 nChanged 17 SP:Iteration 3F (3992.220000 sec): 3 clusters Score: Raw -41028.605537 + Penalty 2857.977486 = -38170.628052 nChanged 14 SP:Iteration 4Q (3992.380000 sec): 3 clusters Score: Raw -41107.689099 + Penalty 2857.977486 = -38249.711613 nChanged 15 SP:Iteration 5Q (3992.570000 sec): 3 clusters Score: Raw -41150.672800 + Penalty 2857.977486 = -38292.695314 nChanged 4 SP:Iteration 6Q (3992.720000 sec): 3 clusters Score: Raw -41192.490370 + Penalty 2857.977486 = -38334.512884 nChanged 4 SP:Iteration 7Q (3992.940000 sec): 3 clusters Score: Raw -41218.031171 + Penalty 2857.977486 = -38360.053685 nChanged 4 SP:Iteration 8Q (3993.120000 sec): 3 clusters Score: Raw -41238.348776 + Penalty 2857.977486 = -38380.371290 nChanged 1 SP:Iteration 9Q (3993.290000 sec): 3 clusters Score: Raw -41240.045947 + Penalty 2857.977486 = -38382.068461 nChanged 0 SP:Iteration 10F (3993.480000 sec): 3 clusters Score: Raw -41240.045947 + Penalty 2857.977486 = -38382.068461 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 6 (3136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3993.580000 sec): 2 clusters Score: Raw -440940.644983 + Penalty 1996.574439 = -438944.070545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3993.830000 sec): 3 clusters Score: Raw -439590.169043 + Penalty 3993.148877 = -435597.020165 nChanged 1088 SP:Iteration 1F (3993.940000 sec): 3 clusters Score: Raw -440338.175111 + Penalty 3993.148877 = -436345.026234 nChanged 304 SP:Iteration 2F (3994.140000 sec): 3 clusters Score: Raw -440727.088752 + Penalty 3993.148877 = -436733.939875 nChanged 261 SP:Iteration 3F (3994.340000 sec): 3 clusters Score: Raw -441108.432215 + Penalty 3993.148877 = -437115.283338 nChanged 241 SP:Iteration 4F (3994.550000 sec): 3 clusters Score: Raw -441398.336755 + Penalty 3993.148877 = -437405.187877 nChanged 191 SP:Iteration 5F (3994.740000 sec): 3 clusters Score: Raw -441576.839751 + Penalty 3993.148877 = -437583.690874 nChanged 119 SP:Iteration 6Q (3994.920000 sec): 3 clusters Score: Raw -441678.147109 + Penalty 3993.148877 = -437684.998232 nChanged 101 SP:Iteration 7Q (3995.130000 sec): 3 clusters Score: Raw -441769.729277 + Penalty 3993.148877 = -437776.580400 nChanged 76 SP:Iteration 8Q (3995.300000 sec): 3 clusters Score: Raw -441821.300022 + Penalty 3993.148877 = -437828.151145 nChanged 42 SP:Iteration 9Q (3995.570000 sec): 3 clusters Score: Raw -441848.419566 + Penalty 3993.148877 = -437855.270689 nChanged 31 SP:Iteration 10Q (3995.770000 sec): 3 clusters Score: Raw -441866.316755 + Penalty 3993.148877 = -437873.167878 nChanged 21 SP:Iteration 11Q (3995.960000 sec): 3 clusters Score: Raw -441877.382774 + Penalty 3993.148877 = -437884.233897 nChanged 20 SP:Iteration 12Q (3996.180000 sec): 3 clusters Score: Raw -441885.748172 + Penalty 3993.148877 = -437892.599295 nChanged 16 SP:Iteration 13Q (3996.390000 sec): 3 clusters Score: Raw -441892.372301 + Penalty 3993.148877 = -437899.223424 nChanged 14 SP:Iteration 14Q (3996.590000 sec): 3 clusters Score: Raw -441898.941534 + Penalty 3993.148877 = -437905.792656 nChanged 6 SP:Iteration 15Q (3996.790000 sec): 3 clusters Score: Raw -441901.780971 + Penalty 3993.148877 = -437908.632093 nChanged 5 SP:Iteration 16Q (3996.970000 sec): 3 clusters Score: Raw -441903.757165 + Penalty 3993.148877 = -437910.608288 nChanged 9 SP:Iteration 17Q (3997.180000 sec): 3 clusters Score: Raw -441906.937245 + Penalty 3993.148877 = -437913.788368 nChanged 5 SP:Iteration 18Q (3997.380000 sec): 3 clusters Score: Raw -441909.171630 + Penalty 3993.148877 = -437916.022752 nChanged 8 SP:Iteration 19Q (3997.610000 sec): 3 clusters Score: Raw -441912.185992 + Penalty 3993.148877 = -437919.037114 nChanged 6 SP:Iteration 20F (3997.810000 sec): 3 clusters Score: Raw -441914.368751 + Penalty 3993.148877 = -437921.219873 nChanged 5 SP:Iteration 21Q (3997.990000 sec): 3 clusters Score: Raw -441917.324343 + Penalty 3993.148877 = -437924.175466 nChanged 8 SP:Iteration 22Q (3998.170000 sec): 3 clusters Score: Raw -441920.046504 + Penalty 3993.148877 = -437926.897626 nChanged 6 SP:Iteration 23Q (3998.360000 sec): 3 clusters Score: Raw -441922.251894 + Penalty 3993.148877 = -437929.103017 nChanged 6 SP:Iteration 24Q (3998.580000 sec): 3 clusters Score: Raw -441925.309323 + Penalty 3993.148877 = -437932.160445 nChanged 4 SP:Iteration 25Q (3998.790000 sec): 3 clusters Score: Raw -441927.400892 + Penalty 3993.148877 = -437934.252015 nChanged 1 SP:Iteration 26Q (3998.950000 sec): 3 clusters Score: Raw -441928.619737 + Penalty 3993.148877 = -437935.470859 nChanged 3 SP:Iteration 27Q (3999.140000 sec): 3 clusters Score: Raw -441929.618797 + Penalty 3993.148877 = -437936.469919 nChanged 1 SP:Iteration 28Q (3999.350000 sec): 3 clusters Score: Raw -441929.988075 + Penalty 3993.148877 = -437936.839197 nChanged 2 SP:Iteration 29Q (3999.540000 sec): 3 clusters Score: Raw -441930.547113 + Penalty 3993.148877 = -437937.398235 nChanged 0 SP:Iteration 30F (3999.710000 sec): 3 clusters Score: Raw -441930.547113 + Penalty 3993.148877 = -437937.398235 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 7 (12754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3999.860000 sec): 2 clusters Score: Raw -1810210.791457 + Penalty 2344.492856 = -1807866.298601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4000.130000 sec): 3 clusters Score: Raw -1803063.015086 + Penalty 4688.985713 = -1798374.029373 nChanged 5465 SP:Iteration 1F (4000.430000 sec): 3 clusters Score: Raw -1805941.587297 + Penalty 4688.985713 = -1801252.601584 nChanged 835 SP:Iteration 2F (4000.690000 sec): 3 clusters Score: Raw -1806315.287826 + Penalty 4688.985713 = -1801626.302113 nChanged 670 SP:Iteration 3F (4000.900000 sec): 3 clusters Score: Raw -1806591.512776 + Penalty 4688.985713 = -1801902.527064 nChanged 561 SP:Iteration 4Q (4001.210000 sec): 3 clusters Score: Raw -1806851.157912 + Penalty 4688.985713 = -1802162.172199 nChanged 570 SP:Iteration 5Q (4001.490000 sec): 3 clusters Score: Raw -1807136.879934 + Penalty 4688.985713 = -1802447.894221 nChanged 609 SP:Iteration 6Q (4001.760000 sec): 3 clusters Score: Raw -1807484.556428 + Penalty 4688.985713 = -1802795.570716 nChanged 670 SP:Iteration 7F (4001.990000 sec): 3 clusters Score: Raw -1807897.157743 + Penalty 4688.985713 = -1803208.172031 nChanged 738 SP:Iteration 8F (4002.300000 sec): 3 clusters Score: Raw -1808413.305416 + Penalty 4688.985713 = -1803724.319703 nChanged 718 SP:Iteration 9F (4002.590000 sec): 3 clusters Score: Raw -1808915.721378 + Penalty 4688.985713 = -1804226.735666 nChanged 602 SP:Iteration 10Q (4002.860000 sec): 3 clusters Score: Raw -1809316.960425 + Penalty 4688.985713 = -1804627.974713 nChanged 507 SP:Iteration 11Q (4003.160000 sec): 3 clusters Score: Raw -1809646.419538 + Penalty 4688.985713 = -1804957.433826 nChanged 394 SP:Iteration 12Q (4003.460000 sec): 3 clusters Score: Raw -1809890.213832 + Penalty 4688.985713 = -1805201.228120 nChanged 304 SP:Iteration 13Q (4003.720000 sec): 3 clusters Score: Raw -1810074.924610 + Penalty 4688.985713 = -1805385.938897 nChanged 258 SP:Iteration 14Q (4003.980000 sec): 3 clusters Score: Raw -1810257.850989 + Penalty 4688.985713 = -1805568.865277 nChanged 204 SP:Iteration 15Q (4004.250000 sec): 3 clusters Score: Raw -1810385.201581 + Penalty 4688.985713 = -1805696.215868 nChanged 140 SP:Iteration 16Q (4004.480000 sec): 3 clusters Score: Raw -1810482.006658 + Penalty 4688.985713 = -1805793.020945 nChanged 133 SP:Iteration 17Q (4004.710000 sec): 3 clusters Score: Raw -1810573.432431 + Penalty 4688.985713 = -1805884.446719 nChanged 117 SP:Iteration 18Q (4005.010000 sec): 3 clusters Score: Raw -1810659.927663 + Penalty 4688.985713 = -1805970.941951 nChanged 92 SP:Iteration 19Q (4005.270000 sec): 3 clusters Score: Raw -1810728.052971 + Penalty 4688.985713 = -1806039.067258 nChanged 74 SP:Iteration 20F (4005.570000 sec): 3 clusters Score: Raw -1810771.244639 + Penalty 4688.985713 = -1806082.258926 nChanged 55 SP:Iteration 21Q (4005.810000 sec): 3 clusters Score: Raw -1810794.115082 + Penalty 4688.985713 = -1806105.129370 nChanged 34 SP:Iteration 22Q (4006.030000 sec): 3 clusters Score: Raw -1810810.548758 + Penalty 4688.985713 = -1806121.563045 nChanged 29 SP:Iteration 23Q (4006.270000 sec): 3 clusters Score: Raw -1810826.062620 + Penalty 4688.985713 = -1806137.076908 nChanged 29 SP:Iteration 24Q (4006.550000 sec): 3 clusters Score: Raw -1810841.058362 + Penalty 4688.985713 = -1806152.072649 nChanged 17 SP:Iteration 25Q (4006.810000 sec): 3 clusters Score: Raw -1810848.483436 + Penalty 4688.985713 = -1806159.497724 nChanged 20 SP:Iteration 26Q (4007.120000 sec): 3 clusters Score: Raw -1810858.516369 + Penalty 4688.985713 = -1806169.530657 nChanged 18 SP:Iteration 27Q (4007.420000 sec): 3 clusters Score: Raw -1810865.311198 + Penalty 4688.985713 = -1806176.325486 nChanged 12 SP:Iteration 28Q (4007.670000 sec): 3 clusters Score: Raw -1810869.250622 + Penalty 4688.985713 = -1806180.264909 nChanged 7 SP:Iteration 29Q (4007.950000 sec): 3 clusters Score: Raw -1810871.588468 + Penalty 4688.985713 = -1806182.602755 nChanged 9 SP:Iteration 30Q (4008.230000 sec): 3 clusters Score: Raw -1810874.594566 + Penalty 4688.985713 = -1806185.608853 nChanged 7 SP:Iteration 31Q (4008.470000 sec): 3 clusters Score: Raw -1810877.659036 + Penalty 4688.985713 = -1806188.673324 nChanged 9 SP:Iteration 32Q (4008.750000 sec): 3 clusters Score: Raw -1810880.173772 + Penalty 4688.985713 = -1806191.188060 nChanged 4 SP:Iteration 33Q (4009.010000 sec): 3 clusters Score: Raw -1810881.206329 + Penalty 4688.985713 = -1806192.220616 nChanged 2 SP:Iteration 34Q (4009.210000 sec): 3 clusters Score: Raw -1810881.791682 + Penalty 4688.985713 = -1806192.805970 nChanged 4 SP:Iteration 35Q (4009.480000 sec): 3 clusters Score: Raw -1810883.580309 + Penalty 4688.985713 = -1806194.594597 nChanged 6 SP:Iteration 36Q (4009.730000 sec): 3 clusters Score: Raw -1810885.498126 + Penalty 4688.985713 = -1806196.512413 nChanged 1 SP:Iteration 37Q (4009.990000 sec): 3 clusters Score: Raw -1810885.786984 + Penalty 4688.985713 = -1806196.801272 nChanged 1 SP:Iteration 38Q (4010.270000 sec): 3 clusters Score: Raw -1810886.309443 + Penalty 4688.985713 = -1806197.323731 nChanged 1 SP:Iteration 39Q (4010.550000 sec): 3 clusters Score: Raw -1810886.483970 + Penalty 4688.985713 = -1806197.498257 nChanged 1 SP:Iteration 40F (4010.770000 sec): 3 clusters Score: Raw -1810886.744595 + Penalty 4688.985713 = -1806197.758883 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 8 (22338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4011.030000 sec): 2 clusters Score: Raw -3319385.058273 + Penalty 2483.483047 = -3316901.575226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4011.350000 sec): 3 clusters Score: Raw -3306474.326902 + Penalty 4966.966093 = -3301507.360809 nChanged 9823 SP:Iteration 1F (4011.730000 sec): 3 clusters Score: Raw -3311665.163849 + Penalty 4966.966093 = -3306698.197755 nChanged 1190 SP:Iteration 2F (4012.060000 sec): 3 clusters Score: Raw -3312096.825348 + Penalty 4966.966093 = -3307129.859254 nChanged 1017 SP:Iteration 3Q (4012.400000 sec): 3 clusters Score: Raw -3312444.049410 + Penalty 4966.966093 = -3307477.083317 nChanged 849 SP:Iteration 4Q (4012.720000 sec): 3 clusters Score: Raw -3312748.798177 + Penalty 4966.966093 = -3307781.832083 nChanged 900 SP:Iteration 5Q (4013.070000 sec): 3 clusters Score: Raw -3313087.311861 + Penalty 4966.966093 = -3308120.345768 nChanged 825 SP:Iteration 6Q (4013.470000 sec): 3 clusters Score: Raw -3313436.668125 + Penalty 4966.966093 = -3308469.702031 nChanged 866 SP:Iteration 7Q (4013.770000 sec): 3 clusters Score: Raw -3313845.619082 + Penalty 4966.966093 = -3308878.652989 nChanged 994 SP:Iteration 8Q (4014.130000 sec): 3 clusters Score: Raw -3314380.185812 + Penalty 4966.966093 = -3309413.219719 nChanged 1146 SP:Iteration 9F (4014.440000 sec): 3 clusters Score: Raw -3315084.859512 + Penalty 4966.966093 = -3310117.893418 nChanged 1269 SP:Iteration 10F (4014.770000 sec): 3 clusters Score: Raw -3315978.501316 + Penalty 4966.966093 = -3311011.535223 nChanged 1262 SP:Iteration 11F (4015.030000 sec): 3 clusters Score: Raw -3316953.128175 + Penalty 4966.966093 = -3311986.162082 nChanged 1128 SP:Iteration 12F (4015.350000 sec): 3 clusters Score: Raw -3317913.885872 + Penalty 4966.966093 = -3312946.919778 nChanged 839 SP:Iteration 13Q (4015.750000 sec): 3 clusters Score: Raw -3318626.366871 + Penalty 4966.966093 = -3313659.400778 nChanged 530 SP:Iteration 14Q (4016.040000 sec): 3 clusters Score: Raw -3319075.249133 + Penalty 4966.966093 = -3314108.283039 nChanged 274 SP:Iteration 15Q (4016.370000 sec): 3 clusters Score: Raw -3319303.053773 + Penalty 4966.966093 = -3314336.087679 nChanged 138 SP:Iteration 16Q (4016.720000 sec): 3 clusters Score: Raw -3319439.989065 + Penalty 4966.966093 = -3314473.022971 nChanged 84 SP:Iteration 17Q (4017.030000 sec): 3 clusters Score: Raw -3319525.756368 + Penalty 4966.966093 = -3314558.790274 nChanged 55 SP:Iteration 18Q (4017.320000 sec): 3 clusters Score: Raw -3319576.794739 + Penalty 4966.966093 = -3314609.828645 nChanged 40 SP:Iteration 19Q (4017.630000 sec): 3 clusters Score: Raw -3319629.256055 + Penalty 4966.966093 = -3314662.289962 nChanged 26 SP:Iteration 20F (4017.930000 sec): 3 clusters Score: Raw -3319658.777637 + Penalty 4966.966093 = -3314691.811544 nChanged 23 SP:Iteration 21Q (4018.280000 sec): 3 clusters Score: Raw -3319685.149667 + Penalty 4966.966093 = -3314718.183574 nChanged 13 SP:Iteration 22Q (4018.580000 sec): 3 clusters Score: Raw -3319700.781748 + Penalty 4966.966093 = -3314733.815655 nChanged 10 SP:Iteration 23Q (4018.870000 sec): 3 clusters Score: Raw -3319712.459541 + Penalty 4966.966093 = -3314745.493448 nChanged 9 SP:Iteration 24Q (4019.170000 sec): 3 clusters Score: Raw -3319721.488637 + Penalty 4966.966093 = -3314754.522544 nChanged 3 SP:Iteration 25Q (4019.450000 sec): 3 clusters Score: Raw -3319724.234730 + Penalty 4966.966093 = -3314757.268637 nChanged 1 SP:Iteration 26Q (4019.830000 sec): 3 clusters Score: Raw -3319726.174990 + Penalty 4966.966093 = -3314759.208897 nChanged 1 SP:Iteration 27Q (4020.140000 sec): 3 clusters Score: Raw -3319727.149073 + Penalty 4966.966093 = -3314760.182979 nChanged 1 SP:Iteration 28Q (4020.410000 sec): 3 clusters Score: Raw -3319730.005399 + Penalty 4966.966093 = -3314763.039305 nChanged 3 SP:Iteration 29Q (4020.740000 sec): 3 clusters Score: Raw -3319733.039363 + Penalty 4966.966093 = -3314766.073269 nChanged 3 SP:Iteration 30Q (4021.090000 sec): 3 clusters Score: Raw -3319737.111739 + Penalty 4966.966093 = -3314770.145646 nChanged 1 SP:Iteration 31Q (4021.380000 sec): 3 clusters Score: Raw -3319739.255112 + Penalty 4966.966093 = -3314772.289019 nChanged 2 SP:Iteration 32Q (4021.650000 sec): 3 clusters Score: Raw -3319741.983873 + Penalty 4966.966093 = -3314775.017779 nChanged 2 SP:Iteration 33Q (4021.900000 sec): 3 clusters Score: Raw -3319743.954873 + Penalty 4966.966093 = -3314776.988779 nChanged 2 SP:Iteration 34Q (4022.200000 sec): 3 clusters Score: Raw -3319745.319763 + Penalty 4966.966093 = -3314778.353670 nChanged 0 SP:Iteration 35F (4022.510000 sec): 3 clusters Score: Raw -3319745.319763 + Penalty 4966.966093 = -3314778.353670 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 9 (39506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4022.810000 sec): 2 clusters Score: Raw -5820832.253537 + Penalty 2624.883544 = -5818207.369993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4023.310000 sec): 3 clusters Score: Raw -5796763.854243 + Penalty 5249.767088 = -5791514.087156 nChanged 18038 SP:Iteration 1F (4023.810000 sec): 3 clusters Score: Raw -5806674.351650 + Penalty 5249.767088 = -5801424.584562 nChanged 2115 SP:Iteration 2F (4024.170000 sec): 3 clusters Score: Raw -5807649.283090 + Penalty 5249.767088 = -5802399.516002 nChanged 2389 SP:Iteration 3F (4024.570000 sec): 3 clusters Score: Raw -5808954.468170 + Penalty 5249.767088 = -5803704.701082 nChanged 2775 SP:Iteration 4F (4024.990000 sec): 3 clusters Score: Raw -5810737.609904 + Penalty 5249.767088 = -5805487.842817 nChanged 2891 SP:Iteration 5F (4025.480000 sec): 3 clusters Score: Raw -5812773.004784 + Penalty 5249.767088 = -5807523.237696 nChanged 2766 SP:Iteration 6F (4025.900000 sec): 3 clusters Score: Raw -5814831.501854 + Penalty 5249.767088 = -5809581.734766 nChanged 2308 SP:Iteration 7F (4026.310000 sec): 3 clusters Score: Raw -5816626.093256 + Penalty 5249.767088 = -5811376.326168 nChanged 1876 SP:Iteration 8Q (4026.800000 sec): 3 clusters Score: Raw -5818113.312185 + Penalty 5249.767088 = -5812863.545098 nChanged 1341 SP:Iteration 9Q (4027.280000 sec): 3 clusters Score: Raw -5819218.396383 + Penalty 5249.767088 = -5813968.629296 nChanged 925 SP:Iteration 10Q (4027.760000 sec): 3 clusters Score: Raw -5819996.570635 + Penalty 5249.767088 = -5814746.803548 nChanged 586 SP:Iteration 11Q (4028.170000 sec): 3 clusters Score: Raw -5820497.602046 + Penalty 5249.767088 = -5815247.834958 nChanged 366 SP:Iteration 12Q (4028.630000 sec): 3 clusters Score: Raw -5820778.893623 + Penalty 5249.767088 = -5815529.126535 nChanged 222 SP:Iteration 13Q (4029.100000 sec): 3 clusters Score: Raw -5820946.667872 + Penalty 5249.767088 = -5815696.900785 nChanged 149 SP:Iteration 14Q (4029.530000 sec): 3 clusters Score: Raw -5821046.486874 + Penalty 5249.767088 = -5815796.719787 nChanged 94 SP:Iteration 15Q (4029.940000 sec): 3 clusters Score: Raw -5821110.160065 + Penalty 5249.767088 = -5815860.392977 nChanged 71 SP:Iteration 16Q (4030.350000 sec): 3 clusters Score: Raw -5821156.639693 + Penalty 5249.767088 = -5815906.872606 nChanged 60 SP:Iteration 17Q (4030.830000 sec): 3 clusters Score: Raw -5821195.648109 + Penalty 5249.767088 = -5815945.881021 nChanged 36 SP:Iteration 18Q (4031.180000 sec): 3 clusters Score: Raw -5821218.957600 + Penalty 5249.767088 = -5815969.190512 nChanged 24 SP:Iteration 19Q (4031.530000 sec): 3 clusters Score: Raw -5821236.235764 + Penalty 5249.767088 = -5815986.468676 nChanged 19 SP:Iteration 20F (4031.920000 sec): 3 clusters Score: Raw -5821252.327497 + Penalty 5249.767088 = -5816002.560409 nChanged 20 SP:Iteration 21Q (4032.300000 sec): 3 clusters Score: Raw -5821263.604353 + Penalty 5249.767088 = -5816013.837265 nChanged 14 SP:Iteration 22Q (4032.670000 sec): 3 clusters Score: Raw -5821271.563037 + Penalty 5249.767088 = -5816021.795950 nChanged 10 SP:Iteration 23Q (4033.080000 sec): 3 clusters Score: Raw -5821276.461764 + Penalty 5249.767088 = -5816026.694677 nChanged 6 SP:Iteration 24Q (4033.470000 sec): 3 clusters Score: Raw -5821281.132241 + Penalty 5249.767088 = -5816031.365153 nChanged 6 SP:Iteration 25Q (4033.850000 sec): 3 clusters Score: Raw -5821286.576429 + Penalty 5249.767088 = -5816036.809342 nChanged 6 SP:Iteration 26Q (4034.240000 sec): 3 clusters Score: Raw -5821290.975155 + Penalty 5249.767088 = -5816041.208068 nChanged 5 SP:Iteration 27Q (4034.700000 sec): 3 clusters Score: Raw -5821294.803819 + Penalty 5249.767088 = -5816045.036731 nChanged 7 SP:Iteration 28Q (4035.100000 sec): 3 clusters Score: Raw -5821300.701811 + Penalty 5249.767088 = -5816050.934723 nChanged 7 SP:Iteration 29Q (4035.520000 sec): 3 clusters Score: Raw -5821304.930538 + Penalty 5249.767088 = -5816055.163450 nChanged 4 SP:Iteration 30Q (4035.880000 sec): 3 clusters Score: Raw -5821306.518888 + Penalty 5249.767088 = -5816056.751801 nChanged 2 SP:Iteration 31Q (4036.300000 sec): 3 clusters Score: Raw -5821308.301774 + Penalty 5249.767088 = -5816058.534686 nChanged 3 SP:Iteration 32Q (4036.710000 sec): 3 clusters Score: Raw -5821310.594978 + Penalty 5249.767088 = -5816060.827890 nChanged 6 SP:Iteration 33Q (4037.080000 sec): 3 clusters Score: Raw -5821314.909033 + Penalty 5249.767088 = -5816065.141945 nChanged 2 SP:Iteration 34Q (4037.470000 sec): 3 clusters Score: Raw -5821316.331242 + Penalty 5249.767088 = -5816066.564154 nChanged 0 SP:Iteration 35F (4037.920000 sec): 3 clusters Score: Raw -5821316.331242 + Penalty 5249.767088 = -5816066.564154 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 10 (19884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4038.120000 sec): 2 clusters Score: Raw -2812992.067611 + Penalty 2454.622325 = -2810537.445286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4038.500000 sec): 3 clusters Score: Raw -2801462.489663 + Penalty 4909.244651 = -2796553.245012 nChanged 8773 SP:Iteration 1F (4038.790000 sec): 3 clusters Score: Raw -2806187.886201 + Penalty 4909.244651 = -2801278.641550 nChanged 1149 SP:Iteration 2F (4039.160000 sec): 3 clusters Score: Raw -2806711.293239 + Penalty 4909.244651 = -2801802.048588 nChanged 1063 SP:Iteration 3F (4039.450000 sec): 3 clusters Score: Raw -2807203.247803 + Penalty 4909.244651 = -2802294.003152 nChanged 1070 SP:Iteration 4F (4039.740000 sec): 3 clusters Score: Raw -2807753.665136 + Penalty 4909.244651 = -2802844.420485 nChanged 1029 SP:Iteration 5F (4040.100000 sec): 3 clusters Score: Raw -2808241.285246 + Penalty 4909.244651 = -2803332.040595 nChanged 962 SP:Iteration 6Q (4040.360000 sec): 3 clusters Score: Raw -2808702.376615 + Penalty 4909.244651 = -2803793.131964 nChanged 907 SP:Iteration 7Q (4040.740000 sec): 3 clusters Score: Raw -2809157.715236 + Penalty 4909.244651 = -2804248.470585 nChanged 846 SP:Iteration 8Q (4041.040000 sec): 3 clusters Score: Raw -2809571.447095 + Penalty 4909.244651 = -2804662.202444 nChanged 765 SP:Iteration 9Q (4041.360000 sec): 3 clusters Score: Raw -2809960.459097 + Penalty 4909.244651 = -2805051.214446 nChanged 738 SP:Iteration 10Q (4041.680000 sec): 3 clusters Score: Raw -2810358.288177 + Penalty 4909.244651 = -2805449.043526 nChanged 714 SP:Iteration 11Q (4042.060000 sec): 3 clusters Score: Raw -2810776.098215 + Penalty 4909.244651 = -2805866.853564 nChanged 653 SP:Iteration 12Q (4042.360000 sec): 3 clusters Score: Raw -2811194.367963 + Penalty 4909.244651 = -2806285.123312 nChanged 611 SP:Iteration 13Q (4042.700000 sec): 3 clusters Score: Raw -2811586.714775 + Penalty 4909.244651 = -2806677.470124 nChanged 533 SP:Iteration 14Q (4043.090000 sec): 3 clusters Score: Raw -2811921.263598 + Penalty 4909.244651 = -2807012.018947 nChanged 464 SP:Iteration 15Q (4043.430000 sec): 3 clusters Score: Raw -2812201.049895 + Penalty 4909.244651 = -2807291.805244 nChanged 382 SP:Iteration 16Q (4043.780000 sec): 3 clusters Score: Raw -2812433.404270 + Penalty 4909.244651 = -2807524.159619 nChanged 342 SP:Iteration 17Q (4044.110000 sec): 3 clusters Score: Raw -2812643.448932 + Penalty 4909.244651 = -2807734.204281 nChanged 293 SP:Iteration 18Q (4044.460000 sec): 3 clusters Score: Raw -2812830.321301 + Penalty 4909.244651 = -2807921.076650 nChanged 256 SP:Iteration 19Q (4044.800000 sec): 3 clusters Score: Raw -2813005.069114 + Penalty 4909.244651 = -2808095.824463 nChanged 223 SP:Iteration 20F (4045.120000 sec): 3 clusters Score: Raw -2813176.086177 + Penalty 4909.244651 = -2808266.841526 nChanged 192 SP:Iteration 21Q (4045.440000 sec): 3 clusters Score: Raw -2813326.536116 + Penalty 4909.244651 = -2808417.291465 nChanged 196 SP:Iteration 22Q (4045.760000 sec): 3 clusters Score: Raw -2813472.835881 + Penalty 4909.244651 = -2808563.591230 nChanged 161 SP:Iteration 23Q (4046.020000 sec): 3 clusters Score: Raw -2813584.769454 + Penalty 4909.244651 = -2808675.524803 nChanged 126 SP:Iteration 24Q (4046.370000 sec): 3 clusters Score: Raw -2813663.748465 + Penalty 4909.244651 = -2808754.503814 nChanged 102 SP:Iteration 25Q (4046.660000 sec): 3 clusters Score: Raw -2813730.212328 + Penalty 4909.244651 = -2808820.967677 nChanged 85 SP:Iteration 26Q (4047.020000 sec): 3 clusters Score: Raw -2813767.432946 + Penalty 4909.244651 = -2808858.188295 nChanged 56 SP:Iteration 27Q (4047.270000 sec): 3 clusters Score: Raw -2813793.972259 + Penalty 4909.244651 = -2808884.727608 nChanged 54 SP:Iteration 28Q (4047.600000 sec): 3 clusters Score: Raw -2813822.969596 + Penalty 4909.244651 = -2808913.724945 nChanged 55 SP:Iteration 29Q (4047.960000 sec): 3 clusters Score: Raw -2813850.915764 + Penalty 4909.244651 = -2808941.671113 nChanged 42 SP:Iteration 30Q (4048.310000 sec): 3 clusters Score: Raw -2813877.334144 + Penalty 4909.244651 = -2808968.089494 nChanged 47 SP:Iteration 31Q (4048.620000 sec): 3 clusters Score: Raw -2813900.062668 + Penalty 4909.244651 = -2808990.818017 nChanged 40 SP:Iteration 32Q (4048.890000 sec): 3 clusters Score: Raw -2813918.060510 + Penalty 4909.244651 = -2809008.815859 nChanged 24 SP:Iteration 33Q (4049.110000 sec): 3 clusters Score: Raw -2813925.469349 + Penalty 4909.244651 = -2809016.224698 nChanged 20 SP:Iteration 34Q (4049.400000 sec): 3 clusters Score: Raw -2813931.926022 + Penalty 4909.244651 = -2809022.681371 nChanged 12 SP:Iteration 35Q (4049.690000 sec): 3 clusters Score: Raw -2813935.418934 + Penalty 4909.244651 = -2809026.174283 nChanged 10 SP:Iteration 36Q (4049.950000 sec): 3 clusters Score: Raw -2813938.170653 + Penalty 4909.244651 = -2809028.926002 nChanged 6 SP:Iteration 37Q (4050.220000 sec): 3 clusters Score: Raw -2813940.254872 + Penalty 4909.244651 = -2809031.010222 nChanged 8 SP:Iteration 38Q (4050.480000 sec): 3 clusters Score: Raw -2813943.087333 + Penalty 4909.244651 = -2809033.842682 nChanged 6 SP:Iteration 39Q (4050.750000 sec): 3 clusters Score: Raw -2813946.172354 + Penalty 4909.244651 = -2809036.927703 nChanged 12 SP:Iteration 40F (4051.060000 sec): 3 clusters Score: Raw -2813950.615325 + Penalty 4909.244651 = -2809041.370674 nChanged 10 SP:Iteration 41Q (4051.320000 sec): 3 clusters Score: Raw -2813953.894036 + Penalty 4909.244651 = -2809044.649385 nChanged 6 SP:Iteration 42Q (4051.620000 sec): 3 clusters Score: Raw -2813956.694355 + Penalty 4909.244651 = -2809047.449704 nChanged 6 SP:Iteration 43Q (4051.960000 sec): 3 clusters Score: Raw -2813958.518851 + Penalty 4909.244651 = -2809049.274200 nChanged 5 SP:Iteration 44Q (4052.240000 sec): 3 clusters Score: Raw -2813960.158061 + Penalty 4909.244651 = -2809050.913410 nChanged 5 SP:Iteration 45Q (4052.490000 sec): 3 clusters Score: Raw -2813961.712561 + Penalty 4909.244651 = -2809052.467910 nChanged 4 SP:Iteration 46Q (4052.760000 sec): 3 clusters Score: Raw -2813962.816855 + Penalty 4909.244651 = -2809053.572204 nChanged 5 SP:Iteration 47Q (4053.020000 sec): 3 clusters Score: Raw -2813963.971727 + Penalty 4909.244651 = -2809054.727076 nChanged 3 SP:Iteration 48Q (4053.280000 sec): 3 clusters Score: Raw -2813964.965322 + Penalty 4909.244651 = -2809055.720671 nChanged 3 SP:Iteration 49Q (4053.560000 sec): 3 clusters Score: Raw -2813965.914123 + Penalty 4909.244651 = -2809056.669472 nChanged 4 SP:Iteration 50Q (4053.820000 sec): 3 clusters Score: Raw -2813967.098748 + Penalty 4909.244651 = -2809057.854097 nChanged 5 SP:Iteration 51Q (4054.170000 sec): 3 clusters Score: Raw -2813968.331595 + Penalty 4909.244651 = -2809059.086944 nChanged 4 SP:Iteration 52Q (4054.380000 sec): 3 clusters Score: Raw -2813969.341125 + Penalty 4909.244651 = -2809060.096474 nChanged 2 SP:Iteration 53Q (4054.700000 sec): 3 clusters Score: Raw -2813970.458276 + Penalty 4909.244651 = -2809061.213625 nChanged 4 SP:Iteration 54Q (4054.960000 sec): 3 clusters Score: Raw -2813971.473116 + Penalty 4909.244651 = -2809062.228465 nChanged 2 SP:Iteration 55Q (4055.320000 sec): 3 clusters Score: Raw -2813972.015341 + Penalty 4909.244651 = -2809062.770690 nChanged 3 SP:Iteration 56Q (4055.620000 sec): 3 clusters Score: Raw -2813972.369262 + Penalty 4909.244651 = -2809063.124611 nChanged 0 SP:Iteration 57F (4055.880000 sec): 3 clusters Score: Raw -2813972.369262 + Penalty 4909.244651 = -2809063.124611 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 11 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4056.000000 sec): 2 clusters Score: Raw -34498.160389 + Penalty 1381.894200 = -33116.266189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4056.190000 sec): 3 clusters Score: Raw -34620.295393 + Penalty 2763.788400 = -31856.506993 nChanged 29 SP:Iteration 1F (4056.420000 sec): 3 clusters Score: Raw -34724.349166 + Penalty 2763.788400 = -31960.560766 nChanged 12 SP:Iteration 2Q (4056.620000 sec): 3 clusters Score: Raw -34785.372716 + Penalty 2763.788400 = -32021.584316 nChanged 8 SP:Iteration 3Q (4056.770000 sec): 3 clusters Score: Raw -34827.571360 + Penalty 2763.788400 = -32063.782960 nChanged 2 SP:Iteration 4Q (4057.010000 sec): 3 clusters Score: Raw -34835.242838 + Penalty 2763.788400 = -32071.454438 nChanged 1 SP:Iteration 5Q (4057.180000 sec): 3 clusters Score: Raw -34838.179201 + Penalty 2763.788400 = -32074.390801 nChanged 2 SP:Iteration 6Q (4057.370000 sec): 3 clusters Score: Raw -34847.599084 + Penalty 2763.788400 = -32083.810684 nChanged 2 SP:Iteration 7Q (4057.560000 sec): 3 clusters Score: Raw -34854.559471 + Penalty 2763.788400 = -32090.771071 nChanged 1 SP:Iteration 8Q (4057.730000 sec): 3 clusters Score: Raw -34859.204205 + Penalty 2763.788400 = -32095.415805 nChanged 0 SP:Iteration 9F (4057.950000 sec): 3 clusters Score: Raw -34859.204205 + Penalty 2763.788400 = -32095.415805 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 12 (122945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4058.650000 sec): 2 clusters Score: Raw -17994123.919715 + Penalty 2906.434110 = -17991217.485605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4059.470000 sec): 3 clusters Score: Raw -17914826.226103 + Penalty 5812.868220 = -17909013.357882 nChanged 58270 SP:Iteration 1F (4060.350000 sec): 3 clusters Score: Raw -17948271.317055 + Penalty 5812.868220 = -17942458.448834 nChanged 4162 SP:Iteration 2Q (4061.420000 sec): 3 clusters Score: Raw -17949536.444764 + Penalty 5812.868220 = -17943723.576543 nChanged 4909 SP:Iteration 3Q (4062.360000 sec): 3 clusters Score: Raw -17951496.044333 + Penalty 5812.868220 = -17945683.176113 nChanged 5890 SP:Iteration 4Q (4063.340000 sec): 3 clusters Score: Raw -17954491.417322 + Penalty 5812.868220 = -17948678.549102 nChanged 7251 SP:Iteration 5F (4064.220000 sec): 3 clusters Score: Raw -17958626.615207 + Penalty 5812.868220 = -17952813.746987 nChanged 7764 SP:Iteration 6F (4065.040000 sec): 3 clusters Score: Raw -17963579.903267 + Penalty 5812.868220 = -17957767.035047 nChanged 7844 SP:Iteration 7F (4066.050000 sec): 3 clusters Score: Raw -17968751.189460 + Penalty 5812.868220 = -17962938.321240 nChanged 7391 SP:Iteration 8F (4066.930000 sec): 3 clusters Score: Raw -17973303.343210 + Penalty 5812.868220 = -17967490.474990 nChanged 6376 SP:Iteration 9F (4067.810000 sec): 3 clusters Score: Raw -17976894.589767 + Penalty 5812.868220 = -17971081.721546 nChanged 5467 SP:Iteration 10Q (4068.840000 sec): 3 clusters Score: Raw -17979822.485580 + Penalty 5812.868220 = -17974009.617359 nChanged 5099 SP:Iteration 11Q (4069.800000 sec): 3 clusters Score: Raw -17982490.938197 + Penalty 5812.868220 = -17976678.069976 nChanged 4906 SP:Iteration 12Q (4070.720000 sec): 3 clusters Score: Raw -17984996.989862 + Penalty 5812.868220 = -17979184.121642 nChanged 4623 SP:Iteration 13Q (4071.680000 sec): 3 clusters Score: Raw -17987286.713385 + Penalty 5812.868220 = -17981473.845165 nChanged 4120 SP:Iteration 14Q (4072.630000 sec): 3 clusters Score: Raw -17989260.127677 + Penalty 5812.868220 = -17983447.259456 nChanged 3554 SP:Iteration 15Q (4073.450000 sec): 3 clusters Score: Raw -17990900.116784 + Penalty 5812.868220 = -17985087.248564 nChanged 2876 SP:Iteration 16Q (4074.350000 sec): 3 clusters Score: Raw -17992164.135283 + Penalty 5812.868220 = -17986351.267063 nChanged 2377 SP:Iteration 17Q (4075.180000 sec): 3 clusters Score: Raw -17993143.146855 + Penalty 5812.868220 = -17987330.278635 nChanged 1785 SP:Iteration 18Q (4076.120000 sec): 3 clusters Score: Raw -17993828.569962 + Penalty 5812.868220 = -17988015.701741 nChanged 1306 SP:Iteration 19Q (4077.070000 sec): 3 clusters Score: Raw -17994290.646736 + Penalty 5812.868220 = -17988477.778515 nChanged 979 SP:Iteration 20F (4078.080000 sec): 3 clusters Score: Raw -17994609.971710 + Penalty 5812.868220 = -17988797.103490 nChanged 728 SP:Iteration 21Q (4079.080000 sec): 3 clusters Score: Raw -17994825.850654 + Penalty 5812.868220 = -17989012.982433 nChanged 539 SP:Iteration 22Q (4080.110000 sec): 3 clusters Score: Raw -17994976.319253 + Penalty 5812.868220 = -17989163.451033 nChanged 402 SP:Iteration 23Q (4081.010000 sec): 3 clusters Score: Raw -17995082.389973 + Penalty 5812.868220 = -17989269.521753 nChanged 293 SP:Iteration 24Q (4081.920000 sec): 3 clusters Score: Raw -17995159.413044 + Penalty 5812.868220 = -17989346.544823 nChanged 248 SP:Iteration 25Q (4082.860000 sec): 3 clusters Score: Raw -17995218.346290 + Penalty 5812.868220 = -17989405.478070 nChanged 185 SP:Iteration 26Q (4083.740000 sec): 3 clusters Score: Raw -17995261.022633 + Penalty 5812.868220 = -17989448.154412 nChanged 169 SP:Iteration 27Q (4084.660000 sec): 3 clusters Score: Raw -17995295.620548 + Penalty 5812.868220 = -17989482.752328 nChanged 116 SP:Iteration 28Q (4085.470000 sec): 3 clusters Score: Raw -17995319.906907 + Penalty 5812.868220 = -17989507.038687 nChanged 102 SP:Iteration 29Q (4086.380000 sec): 3 clusters Score: Raw -17995339.795091 + Penalty 5812.868220 = -17989526.926870 nChanged 92 SP:Iteration 30Q (4087.110000 sec): 3 clusters Score: Raw -17995356.740765 + Penalty 5812.868220 = -17989543.872544 nChanged 67 SP:Iteration 31Q (4087.860000 sec): 3 clusters Score: Raw -17995367.262277 + Penalty 5812.868220 = -17989554.394056 nChanged 74 SP:Iteration 32Q (4088.650000 sec): 3 clusters Score: Raw -17995380.238483 + Penalty 5812.868220 = -17989567.370262 nChanged 58 SP:Iteration 33Q (4089.470000 sec): 3 clusters Score: Raw -17995391.196260 + Penalty 5812.868220 = -17989578.328039 nChanged 54 SP:Iteration 34Q (4090.390000 sec): 3 clusters Score: Raw -17995402.337188 + Penalty 5812.868220 = -17989589.468968 nChanged 61 SP:Iteration 35Q (4091.290000 sec): 3 clusters Score: Raw -17995412.420982 + Penalty 5812.868220 = -17989599.552761 nChanged 57 SP:Iteration 36Q (4092.160000 sec): 3 clusters Score: Raw -17995422.851462 + Penalty 5812.868220 = -17989609.983242 nChanged 57 SP:Iteration 37Q (4093.080000 sec): 3 clusters Score: Raw -17995433.815450 + Penalty 5812.868220 = -17989620.947230 nChanged 49 SP:Iteration 38Q (4093.980000 sec): 3 clusters Score: Raw -17995442.608391 + Penalty 5812.868220 = -17989629.740170 nChanged 51 SP:Iteration 39Q (4094.900000 sec): 3 clusters Score: Raw -17995451.293386 + Penalty 5812.868220 = -17989638.425165 nChanged 42 SP:Iteration 40F (4095.910000 sec): 3 clusters Score: Raw -17995458.078087 + Penalty 5812.868220 = -17989645.209867 nChanged 35 SP:Iteration 41Q (4096.880000 sec): 3 clusters Score: Raw -17995465.004041 + Penalty 5812.868220 = -17989652.135820 nChanged 36 SP:Iteration 42Q (4097.720000 sec): 3 clusters Score: Raw -17995471.309194 + Penalty 5812.868220 = -17989658.440973 nChanged 31 SP:Iteration 43Q (4098.650000 sec): 3 clusters Score: Raw -17995476.852695 + Penalty 5812.868220 = -17989663.984475 nChanged 23 SP:Iteration 44Q (4099.540000 sec): 3 clusters Score: Raw -17995480.150522 + Penalty 5812.868220 = -17989667.282301 nChanged 25 SP:Iteration 45Q (4100.370000 sec): 3 clusters Score: Raw -17995484.255034 + Penalty 5812.868220 = -17989671.386814 nChanged 33 SP:Iteration 46Q (4101.190000 sec): 3 clusters Score: Raw -17995490.205200 + Penalty 5812.868220 = -17989677.336980 nChanged 41 SP:Iteration 47Q (4102.040000 sec): 3 clusters Score: Raw -17995498.471164 + Penalty 5812.868220 = -17989685.602944 nChanged 41 SP:Iteration 48Q (4102.880000 sec): 3 clusters Score: Raw -17995504.537081 + Penalty 5812.868220 = -17989691.668861 nChanged 27 SP:Iteration 49Q (4103.920000 sec): 3 clusters Score: Raw -17995508.371051 + Penalty 5812.868220 = -17989695.502831 nChanged 23 SP:Iteration 50Q (4104.890000 sec): 3 clusters Score: Raw -17995511.587350 + Penalty 5812.868220 = -17989698.719129 nChanged 15 SP:Iteration 51Q (4105.850000 sec): 3 clusters Score: Raw -17995514.532398 + Penalty 5812.868220 = -17989701.664177 nChanged 15 SP:Iteration 52Q (4106.810000 sec): 3 clusters Score: Raw -17995516.861958 + Penalty 5812.868220 = -17989703.993738 nChanged 14 SP:Iteration 53Q (4107.730000 sec): 3 clusters Score: Raw -17995518.821305 + Penalty 5812.868220 = -17989705.953085 nChanged 16 SP:Iteration 54Q (4108.640000 sec): 3 clusters Score: Raw -17995521.291300 + Penalty 5812.868220 = -17989708.423079 nChanged 15 SP:Iteration 55Q (4109.550000 sec): 3 clusters Score: Raw -17995523.341150 + Penalty 5812.868220 = -17989710.472930 nChanged 17 SP:Iteration 56Q (4110.460000 sec): 3 clusters Score: Raw -17995526.438650 + Penalty 5812.868220 = -17989713.570429 nChanged 14 SP:Iteration 57Q (4111.280000 sec): 3 clusters Score: Raw -17995528.643416 + Penalty 5812.868220 = -17989715.775195 nChanged 11 SP:Iteration 58Q (4112.130000 sec): 3 clusters Score: Raw -17995529.966883 + Penalty 5812.868220 = -17989717.098663 nChanged 10 SP:Iteration 59Q (4112.980000 sec): 3 clusters Score: Raw -17995531.358233 + Penalty 5812.868220 = -17989718.490012 nChanged 10 SP:Iteration 60F (4113.780000 sec): 3 clusters Score: Raw -17995533.300303 + Penalty 5812.868220 = -17989720.432083 nChanged 10 SP:Iteration 61Q (4114.620000 sec): 3 clusters Score: Raw -17995534.604629 + Penalty 5812.868220 = -17989721.736408 nChanged 3 SP:Iteration 62Q (4115.340000 sec): 3 clusters Score: Raw -17995535.096782 + Penalty 5812.868220 = -17989722.228562 nChanged 6 SP:Iteration 63Q (4116.180000 sec): 3 clusters Score: Raw -17995535.749896 + Penalty 5812.868220 = -17989722.881675 nChanged 7 SP:Iteration 64Q (4117.030000 sec): 3 clusters Score: Raw -17995536.561975 + Penalty 5812.868220 = -17989723.693754 nChanged 4 SP:Iteration 65Q (4117.920000 sec): 3 clusters Score: Raw -17995537.459410 + Penalty 5812.868220 = -17989724.591190 nChanged 7 SP:Iteration 66Q (4118.800000 sec): 3 clusters Score: Raw -17995538.446942 + Penalty 5812.868220 = -17989725.578722 nChanged 3 SP:Iteration 67Q (4119.580000 sec): 3 clusters Score: Raw -17995539.037150 + Penalty 5812.868220 = -17989726.168929 nChanged 4 SP:Iteration 68Q (4120.400000 sec): 3 clusters Score: Raw -17995539.626657 + Penalty 5812.868220 = -17989726.758437 nChanged 4 SP:Iteration 69Q (4121.240000 sec): 3 clusters Score: Raw -17995540.167602 + Penalty 5812.868220 = -17989727.299382 nChanged 2 SP:Iteration 70Q (4122.140000 sec): 3 clusters Score: Raw -17995540.461821 + Penalty 5812.868220 = -17989727.593601 nChanged 1 SP:Iteration 71Q (4123.020000 sec): 3 clusters Score: Raw -17995540.641412 + Penalty 5812.868220 = -17989727.773192 nChanged 2 SP:Iteration 72Q (4123.980000 sec): 3 clusters Score: Raw -17995540.853147 + Penalty 5812.868220 = -17989727.984926 nChanged 1 SP:Iteration 73Q (4124.900000 sec): 3 clusters Score: Raw -17995541.034601 + Penalty 5812.868220 = -17989728.166380 nChanged 2 SP:Iteration 74Q (4125.790000 sec): 3 clusters Score: Raw -17995541.265057 + Penalty 5812.868220 = -17989728.396836 nChanged 1 SP:Iteration 75Q (4126.630000 sec): 3 clusters Score: Raw -17995541.466972 + Penalty 5812.868220 = -17989728.598752 nChanged 3 SP:Iteration 76Q (4127.530000 sec): 3 clusters Score: Raw -17995541.910537 + Penalty 5812.868220 = -17989729.042317 nChanged 4 SP:Iteration 77Q (4128.340000 sec): 3 clusters Score: Raw -17995542.581044 + Penalty 5812.868220 = -17989729.712823 nChanged 4 SP:Iteration 78Q (4129.020000 sec): 3 clusters Score: Raw -17995543.053619 + Penalty 5812.868220 = -17989730.185398 nChanged 4 SP:Iteration 79Q (4129.830000 sec): 3 clusters Score: Raw -17995543.485480 + Penalty 5812.868220 = -17989730.617260 nChanged 0 SP:Iteration 80F (4130.610000 sec): 3 clusters Score: Raw -17995543.485480 + Penalty 5812.868220 = -17989730.617260 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 13 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4130.740000 sec): 2 clusters Score: Raw -21611.945798 + Penalty 1321.313290 = -20290.632508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4130.880000 sec): 3 clusters Score: Raw -22008.928674 + Penalty 2642.626580 = -19366.302095 nChanged 31 SP:Iteration 1F (4131.060000 sec): 3 clusters Score: Raw -22148.529929 + Penalty 2642.626580 = -19505.903349 nChanged 13 SP:Iteration 2F (4131.230000 sec): 3 clusters Score: Raw -22212.715778 + Penalty 2642.626580 = -19570.089198 nChanged 7 SP:Iteration 3Q (4131.400000 sec): 3 clusters Score: Raw -22263.739232 + Penalty 2642.626580 = -19621.112652 nChanged 1 SP:Iteration 4Q (4131.650000 sec): 3 clusters Score: Raw -22269.409678 + Penalty 2642.626580 = -19626.783098 nChanged 1 SP:Iteration 5Q (4131.790000 sec): 3 clusters Score: Raw -22277.603236 + Penalty 2642.626580 = -19634.976656 nChanged 1 SP:Iteration 6Q (4131.980000 sec): 3 clusters Score: Raw -22281.682665 + Penalty 2642.626580 = -19639.056085 nChanged 1 SP:Iteration 7Q (4132.140000 sec): 3 clusters Score: Raw -22288.211459 + Penalty 2642.626580 = -19645.584879 nChanged 1 SP:Iteration 8Q (4132.350000 sec): 3 clusters Score: Raw -22290.739953 + Penalty 2642.626580 = -19648.113373 nChanged 0 SP:Iteration 9F (4132.490000 sec): 3 clusters Score: Raw -22290.739953 + Penalty 2642.626580 = -19648.113373 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 14 (29404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4132.810000 sec): 2 clusters Score: Raw -4348664.014453 + Penalty 2551.643728 = -4346112.370726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4133.190000 sec): 3 clusters Score: Raw -4331106.714753 + Penalty 5103.287455 = -4326003.427297 nChanged 13248 SP:Iteration 1F (4133.680000 sec): 3 clusters Score: Raw -4338107.378666 + Penalty 5103.287455 = -4333004.091211 nChanged 1463 SP:Iteration 2Q (4134.040000 sec): 3 clusters Score: Raw -4338583.586905 + Penalty 5103.287455 = -4333480.299450 nChanged 1272 SP:Iteration 3Q (4134.420000 sec): 3 clusters Score: Raw -4339001.477396 + Penalty 5103.287455 = -4333898.189941 nChanged 1169 SP:Iteration 4Q (4134.810000 sec): 3 clusters Score: Raw -4339413.177539 + Penalty 5103.287455 = -4334309.890084 nChanged 1189 SP:Iteration 5Q (4135.210000 sec): 3 clusters Score: Raw -4339880.689179 + Penalty 5103.287455 = -4334777.401724 nChanged 1206 SP:Iteration 6Q (4135.550000 sec): 3 clusters Score: Raw -4340424.169966 + Penalty 5103.287455 = -4335320.882511 nChanged 1378 SP:Iteration 7Q (4135.910000 sec): 3 clusters Score: Raw -4341154.364961 + Penalty 5103.287455 = -4336051.077505 nChanged 1512 SP:Iteration 8F (4136.270000 sec): 3 clusters Score: Raw -4342090.785556 + Penalty 5103.287455 = -4336987.498101 nChanged 1691 SP:Iteration 9F (4136.600000 sec): 3 clusters Score: Raw -4343158.941965 + Penalty 5103.287455 = -4338055.654510 nChanged 1628 SP:Iteration 10F (4136.940000 sec): 3 clusters Score: Raw -4344142.162512 + Penalty 5103.287455 = -4339038.875057 nChanged 1396 SP:Iteration 11Q (4137.300000 sec): 3 clusters Score: Raw -4344878.820354 + Penalty 5103.287455 = -4339775.532899 nChanged 1210 SP:Iteration 12Q (4137.650000 sec): 3 clusters Score: Raw -4345436.168776 + Penalty 5103.287455 = -4340332.881320 nChanged 953 SP:Iteration 13Q (4138.000000 sec): 3 clusters Score: Raw -4345782.778533 + Penalty 5103.287455 = -4340679.491078 nChanged 741 SP:Iteration 14Q (4138.370000 sec): 3 clusters Score: Raw -4346041.151981 + Penalty 5103.287455 = -4340937.864526 nChanged 651 SP:Iteration 15Q (4138.770000 sec): 3 clusters Score: Raw -4346265.550114 + Penalty 5103.287455 = -4341162.262659 nChanged 584 SP:Iteration 16Q (4139.120000 sec): 3 clusters Score: Raw -4346455.065004 + Penalty 5103.287455 = -4341351.777549 nChanged 531 SP:Iteration 17Q (4139.480000 sec): 3 clusters Score: Raw -4346608.235579 + Penalty 5103.287455 = -4341504.948124 nChanged 471 SP:Iteration 18Q (4139.870000 sec): 3 clusters Score: Raw -4346724.549460 + Penalty 5103.287455 = -4341621.262005 nChanged 452 SP:Iteration 19Q (4140.240000 sec): 3 clusters Score: Raw -4346842.221973 + Penalty 5103.287455 = -4341738.934517 nChanged 475 SP:Iteration 20F (4140.550000 sec): 3 clusters Score: Raw -4346970.576742 + Penalty 5103.287455 = -4341867.289287 nChanged 474 SP:Iteration 21Q (4140.970000 sec): 3 clusters Score: Raw -4347097.637518 + Penalty 5103.287455 = -4341994.350062 nChanged 500 SP:Iteration 22Q (4141.310000 sec): 3 clusters Score: Raw -4347240.458711 + Penalty 5103.287455 = -4342137.171256 nChanged 511 SP:Iteration 23Q (4141.680000 sec): 3 clusters Score: Raw -4347383.424058 + Penalty 5103.287455 = -4342280.136603 nChanged 497 SP:Iteration 24Q (4142.010000 sec): 3 clusters Score: Raw -4347526.440123 + Penalty 5103.287455 = -4342423.152668 nChanged 554 SP:Iteration 25Q (4142.360000 sec): 3 clusters Score: Raw -4347695.406711 + Penalty 5103.287455 = -4342592.119256 nChanged 511 SP:Iteration 26Q (4142.750000 sec): 3 clusters Score: Raw -4347853.897575 + Penalty 5103.287455 = -4342750.610120 nChanged 488 SP:Iteration 27Q (4143.090000 sec): 3 clusters Score: Raw -4348011.853937 + Penalty 5103.287455 = -4342908.566481 nChanged 456 SP:Iteration 28Q (4143.450000 sec): 3 clusters Score: Raw -4348148.355516 + Penalty 5103.287455 = -4343045.068061 nChanged 419 SP:Iteration 29Q (4143.800000 sec): 3 clusters Score: Raw -4348269.910114 + Penalty 5103.287455 = -4343166.622659 nChanged 400 SP:Iteration 30Q (4144.180000 sec): 3 clusters Score: Raw -4348383.499984 + Penalty 5103.287455 = -4343280.212528 nChanged 388 SP:Iteration 31Q (4144.530000 sec): 3 clusters Score: Raw -4348497.704648 + Penalty 5103.287455 = -4343394.417193 nChanged 338 SP:Iteration 32Q (4144.910000 sec): 3 clusters Score: Raw -4348587.726090 + Penalty 5103.287455 = -4343484.438635 nChanged 290 SP:Iteration 33Q (4145.290000 sec): 3 clusters Score: Raw -4348662.844164 + Penalty 5103.287455 = -4343559.556709 nChanged 279 SP:Iteration 34Q (4145.660000 sec): 3 clusters Score: Raw -4348743.225655 + Penalty 5103.287455 = -4343639.938199 nChanged 258 SP:Iteration 35Q (4146.030000 sec): 3 clusters Score: Raw -4348812.427976 + Penalty 5103.287455 = -4343709.140521 nChanged 224 SP:Iteration 36Q (4146.310000 sec): 3 clusters Score: Raw -4348867.812969 + Penalty 5103.287455 = -4343764.525514 nChanged 198 SP:Iteration 37Q (4146.650000 sec): 3 clusters Score: Raw -4348920.142988 + Penalty 5103.287455 = -4343816.855533 nChanged 177 SP:Iteration 38Q (4147.010000 sec): 3 clusters Score: Raw -4348967.438763 + Penalty 5103.287455 = -4343864.151308 nChanged 166 SP:Iteration 39Q (4147.350000 sec): 3 clusters Score: Raw -4349013.861912 + Penalty 5103.287455 = -4343910.574457 nChanged 171 SP:Iteration 40F (4147.690000 sec): 3 clusters Score: Raw -4349058.839483 + Penalty 5103.287455 = -4343955.552028 nChanged 146 SP:Iteration 41Q (4148.050000 sec): 3 clusters Score: Raw -4349095.679466 + Penalty 5103.287455 = -4343992.392011 nChanged 139 SP:Iteration 42Q (4148.390000 sec): 3 clusters Score: Raw -4349133.854068 + Penalty 5103.287455 = -4344030.566613 nChanged 129 SP:Iteration 43Q (4148.710000 sec): 3 clusters Score: Raw -4349171.536786 + Penalty 5103.287455 = -4344068.249330 nChanged 131 SP:Iteration 44Q (4149.060000 sec): 3 clusters Score: Raw -4349208.073544 + Penalty 5103.287455 = -4344104.786089 nChanged 117 SP:Iteration 45Q (4149.420000 sec): 3 clusters Score: Raw -4349237.005025 + Penalty 5103.287455 = -4344133.717570 nChanged 84 SP:Iteration 46Q (4149.750000 sec): 3 clusters Score: Raw -4349255.230528 + Penalty 5103.287455 = -4344151.943073 nChanged 68 SP:Iteration 47Q (4150.090000 sec): 3 clusters Score: Raw -4349269.930370 + Penalty 5103.287455 = -4344166.642915 nChanged 59 SP:Iteration 48Q (4150.400000 sec): 3 clusters Score: Raw -4349283.790615 + Penalty 5103.287455 = -4344180.503159 nChanged 61 SP:Iteration 49Q (4150.760000 sec): 3 clusters Score: Raw -4349297.264640 + Penalty 5103.287455 = -4344193.977185 nChanged 40 SP:Iteration 50Q (4151.140000 sec): 3 clusters Score: Raw -4349306.488087 + Penalty 5103.287455 = -4344203.200632 nChanged 33 SP:Iteration 51Q (4151.490000 sec): 3 clusters Score: Raw -4349313.941215 + Penalty 5103.287455 = -4344210.653759 nChanged 27 SP:Iteration 52Q (4151.800000 sec): 3 clusters Score: Raw -4349319.162878 + Penalty 5103.287455 = -4344215.875423 nChanged 24 SP:Iteration 53Q (4152.180000 sec): 3 clusters Score: Raw -4349323.339966 + Penalty 5103.287455 = -4344220.052511 nChanged 16 SP:Iteration 54Q (4152.490000 sec): 3 clusters Score: Raw -4349326.405010 + Penalty 5103.287455 = -4344223.117554 nChanged 16 SP:Iteration 55Q (4152.880000 sec): 3 clusters Score: Raw -4349329.198060 + Penalty 5103.287455 = -4344225.910605 nChanged 15 SP:Iteration 56Q (4153.210000 sec): 3 clusters Score: Raw -4349332.043866 + Penalty 5103.287455 = -4344228.756410 nChanged 18 SP:Iteration 57Q (4153.540000 sec): 3 clusters Score: Raw -4349334.970294 + Penalty 5103.287455 = -4344231.682838 nChanged 19 SP:Iteration 58Q (4153.880000 sec): 3 clusters Score: Raw -4349339.809637 + Penalty 5103.287455 = -4344236.522182 nChanged 25 SP:Iteration 59Q (4154.240000 sec): 3 clusters Score: Raw -4349344.985409 + Penalty 5103.287455 = -4344241.697954 nChanged 24 SP:Iteration 60F (4154.580000 sec): 3 clusters Score: Raw -4349349.998927 + Penalty 5103.287455 = -4344246.711472 nChanged 23 SP:Iteration 61Q (4154.900000 sec): 3 clusters Score: Raw -4349355.309711 + Penalty 5103.287455 = -4344252.022256 nChanged 23 SP:Iteration 62Q (4155.270000 sec): 3 clusters Score: Raw -4349359.921160 + Penalty 5103.287455 = -4344256.633704 nChanged 22 SP:Iteration 63Q (4155.590000 sec): 3 clusters Score: Raw -4349365.571702 + Penalty 5103.287455 = -4344262.284247 nChanged 18 SP:Iteration 64Q (4155.940000 sec): 3 clusters Score: Raw -4349370.808551 + Penalty 5103.287455 = -4344267.521095 nChanged 23 SP:Iteration 65Q (4156.330000 sec): 3 clusters Score: Raw -4349376.978017 + Penalty 5103.287455 = -4344273.690562 nChanged 26 SP:Iteration 66Q (4156.640000 sec): 3 clusters Score: Raw -4349382.709548 + Penalty 5103.287455 = -4344279.422093 nChanged 23 SP:Iteration 67Q (4156.980000 sec): 3 clusters Score: Raw -4349389.613082 + Penalty 5103.287455 = -4344286.325627 nChanged 23 SP:Iteration 68Q (4157.360000 sec): 3 clusters Score: Raw -4349395.370383 + Penalty 5103.287455 = -4344292.082927 nChanged 25 SP:Iteration 69Q (4157.710000 sec): 3 clusters Score: Raw -4349400.637116 + Penalty 5103.287455 = -4344297.349661 nChanged 29 SP:Iteration 70Q (4158.070000 sec): 3 clusters Score: Raw -4349407.140162 + Penalty 5103.287455 = -4344303.852707 nChanged 13 SP:Iteration 71Q (4158.470000 sec): 3 clusters Score: Raw -4349409.735612 + Penalty 5103.287455 = -4344306.448157 nChanged 13 SP:Iteration 72Q (4158.850000 sec): 3 clusters Score: Raw -4349412.617920 + Penalty 5103.287455 = -4344309.330464 nChanged 13 SP:Iteration 73Q (4159.160000 sec): 3 clusters Score: Raw -4349415.025400 + Penalty 5103.287455 = -4344311.737945 nChanged 15 SP:Iteration 74Q (4159.510000 sec): 3 clusters Score: Raw -4349418.267329 + Penalty 5103.287455 = -4344314.979874 nChanged 8 SP:Iteration 75Q (4159.900000 sec): 3 clusters Score: Raw -4349419.553999 + Penalty 5103.287455 = -4344316.266544 nChanged 8 SP:Iteration 76Q (4160.190000 sec): 3 clusters Score: Raw -4349420.970669 + Penalty 5103.287455 = -4344317.683214 nChanged 6 SP:Iteration 77Q (4160.600000 sec): 3 clusters Score: Raw -4349422.159213 + Penalty 5103.287455 = -4344318.871758 nChanged 2 SP:Iteration 78Q (4160.940000 sec): 3 clusters Score: Raw -4349422.609346 + Penalty 5103.287455 = -4344319.321891 nChanged 1 SP:Iteration 79Q (4161.330000 sec): 3 clusters Score: Raw -4349422.716093 + Penalty 5103.287455 = -4344319.428637 nChanged 0 SP:Iteration 80F (4161.710000 sec): 3 clusters Score: Raw -4349422.716093 + Penalty 5103.287455 = -4344319.428637 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 15 (54133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4162.110000 sec): 2 clusters Score: Raw -7933682.837063 + Penalty 2703.001417 = -7930979.835646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4162.690000 sec): 3 clusters Score: Raw -7900209.734339 + Penalty 5406.002833 = -7894803.731506 nChanged 25034 SP:Iteration 1F (4163.300000 sec): 3 clusters Score: Raw -7914199.042684 + Penalty 5406.002833 = -7908793.039850 nChanged 2232 SP:Iteration 2Q (4163.880000 sec): 3 clusters Score: Raw -7914874.918571 + Penalty 5406.002833 = -7909468.915738 nChanged 2203 SP:Iteration 3Q (4164.420000 sec): 3 clusters Score: Raw -7915579.208947 + Penalty 5406.002833 = -7910173.206114 nChanged 2210 SP:Iteration 4Q (4164.950000 sec): 3 clusters Score: Raw -7916411.701585 + Penalty 5406.002833 = -7911005.698752 nChanged 2305 SP:Iteration 5Q (4165.490000 sec): 3 clusters Score: Raw -7917462.700467 + Penalty 5406.002833 = -7912056.697634 nChanged 2672 SP:Iteration 6Q (4166.000000 sec): 3 clusters Score: Raw -7918977.108000 + Penalty 5406.002833 = -7913571.105167 nChanged 3026 SP:Iteration 7F (4166.500000 sec): 3 clusters Score: Raw -7921025.776773 + Penalty 5406.002833 = -7915619.773940 nChanged 3197 SP:Iteration 8F (4166.940000 sec): 3 clusters Score: Raw -7923496.400496 + Penalty 5406.002833 = -7918090.397663 nChanged 3135 SP:Iteration 9F (4167.380000 sec): 3 clusters Score: Raw -7925978.161394 + Penalty 5406.002833 = -7920572.158561 nChanged 2611 SP:Iteration 10Q (4167.840000 sec): 3 clusters Score: Raw -7927958.167201 + Penalty 5406.002833 = -7922552.164367 nChanged 1974 SP:Iteration 11Q (4168.290000 sec): 3 clusters Score: Raw -7929341.379411 + Penalty 5406.002833 = -7923935.376578 nChanged 1551 SP:Iteration 12Q (4168.740000 sec): 3 clusters Score: Raw -7930360.291574 + Penalty 5406.002833 = -7924954.288741 nChanged 1266 SP:Iteration 13Q (4169.220000 sec): 3 clusters Score: Raw -7931162.185139 + Penalty 5406.002833 = -7925756.182306 nChanged 1015 SP:Iteration 14Q (4169.680000 sec): 3 clusters Score: Raw -7931821.300342 + Penalty 5406.002833 = -7926415.297509 nChanged 909 SP:Iteration 15Q (4170.130000 sec): 3 clusters Score: Raw -7932454.104901 + Penalty 5406.002833 = -7927048.102068 nChanged 744 SP:Iteration 16Q (4170.540000 sec): 3 clusters Score: Raw -7932954.403607 + Penalty 5406.002833 = -7927548.400774 nChanged 520 SP:Iteration 17Q (4170.960000 sec): 3 clusters Score: Raw -7933289.852665 + Penalty 5406.002833 = -7927883.849832 nChanged 362 SP:Iteration 18Q (4171.340000 sec): 3 clusters Score: Raw -7933543.314523 + Penalty 5406.002833 = -7928137.311690 nChanged 279 SP:Iteration 19Q (4171.770000 sec): 3 clusters Score: Raw -7933747.066826 + Penalty 5406.002833 = -7928341.063993 nChanged 193 SP:Iteration 20F (4172.200000 sec): 3 clusters Score: Raw -7933895.344588 + Penalty 5406.002833 = -7928489.341755 nChanged 142 SP:Iteration 21Q (4172.620000 sec): 3 clusters Score: Raw -7934004.247761 + Penalty 5406.002833 = -7928598.244928 nChanged 103 SP:Iteration 22Q (4173.000000 sec): 3 clusters Score: Raw -7934094.903558 + Penalty 5406.002833 = -7928688.900725 nChanged 67 SP:Iteration 23Q (4173.390000 sec): 3 clusters Score: Raw -7934143.613735 + Penalty 5406.002833 = -7928737.610902 nChanged 44 SP:Iteration 24Q (4173.760000 sec): 3 clusters Score: Raw -7934175.255442 + Penalty 5406.002833 = -7928769.252609 nChanged 23 SP:Iteration 25Q (4174.190000 sec): 3 clusters Score: Raw -7934193.761063 + Penalty 5406.002833 = -7928787.758229 nChanged 18 SP:Iteration 26Q (4174.600000 sec): 3 clusters Score: Raw -7934208.692456 + Penalty 5406.002833 = -7928802.689623 nChanged 16 SP:Iteration 27Q (4175.040000 sec): 3 clusters Score: Raw -7934222.992500 + Penalty 5406.002833 = -7928816.989667 nChanged 8 SP:Iteration 28Q (4175.420000 sec): 3 clusters Score: Raw -7934230.367314 + Penalty 5406.002833 = -7928824.364481 nChanged 8 SP:Iteration 29Q (4175.790000 sec): 3 clusters Score: Raw -7934236.217555 + Penalty 5406.002833 = -7928830.214722 nChanged 6 SP:Iteration 30Q (4176.240000 sec): 3 clusters Score: Raw -7934241.872048 + Penalty 5406.002833 = -7928835.869215 nChanged 4 SP:Iteration 31Q (4176.560000 sec): 3 clusters Score: Raw -7934244.481810 + Penalty 5406.002833 = -7928838.478976 nChanged 4 SP:Iteration 32Q (4176.970000 sec): 3 clusters Score: Raw -7934248.552986 + Penalty 5406.002833 = -7928842.550153 nChanged 6 SP:Iteration 33Q (4177.350000 sec): 3 clusters Score: Raw -7934253.936503 + Penalty 5406.002833 = -7928847.933670 nChanged 4 SP:Iteration 34Q (4177.700000 sec): 3 clusters Score: Raw -7934256.947797 + Penalty 5406.002833 = -7928850.944963 nChanged 5 SP:Iteration 35Q (4178.100000 sec): 3 clusters Score: Raw -7934261.391001 + Penalty 5406.002833 = -7928855.388168 nChanged 3 SP:Iteration 36Q (4178.520000 sec): 3 clusters Score: Raw -7934264.895506 + Penalty 5406.002833 = -7928858.892673 nChanged 8 SP:Iteration 37Q (4178.920000 sec): 3 clusters Score: Raw -7934271.252977 + Penalty 5406.002833 = -7928865.250144 nChanged 4 SP:Iteration 38Q (4179.300000 sec): 3 clusters Score: Raw -7934273.088784 + Penalty 5406.002833 = -7928867.085951 nChanged 2 SP:Iteration 39Q (4179.720000 sec): 3 clusters Score: Raw -7934274.360244 + Penalty 5406.002833 = -7928868.357411 nChanged 1 SP:Iteration 40F (4180.180000 sec): 3 clusters Score: Raw -7934275.490150 + Penalty 5406.002833 = -7928869.487317 nChanged 1 SP:Iteration 41Q (4180.580000 sec): 3 clusters Score: Raw -7934275.963325 + Penalty 5406.002833 = -7928869.960492 nChanged 2 SP:Iteration 42Q (4181.030000 sec): 3 clusters Score: Raw -7934277.262714 + Penalty 5406.002833 = -7928871.259881 nChanged 1 SP:Iteration 43Q (4181.510000 sec): 3 clusters Score: Raw -7934277.913422 + Penalty 5406.002833 = -7928871.910589 nChanged 0 SP:Iteration 44F (4182.000000 sec): 3 clusters Score: Raw -7934277.913422 + Penalty 5406.002833 = -7928871.910589 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 16 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4182.110000 sec): 2 clusters Score: Raw -40194.034327 + Penalty 1405.273819 = -38788.760508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4182.280000 sec): 3 clusters Score: Raw -40387.104359 + Penalty 2810.547637 = -37576.556722 nChanged 34 SP:Iteration 1F (4182.460000 sec): 3 clusters Score: Raw -40500.936100 + Penalty 2810.547637 = -37690.388463 nChanged 4 SP:Iteration 2Q (4182.680000 sec): 3 clusters Score: Raw -40510.560732 + Penalty 2810.547637 = -37700.013095 nChanged 2 SP:Iteration 3Q (4182.880000 sec): 3 clusters Score: Raw -40516.711899 + Penalty 2810.547637 = -37706.164261 nChanged 2 SP:Iteration 4Q (4183.050000 sec): 3 clusters Score: Raw -40521.765396 + Penalty 2810.547637 = -37711.217759 nChanged 2 SP:Iteration 5Q (4183.250000 sec): 3 clusters Score: Raw -40527.537559 + Penalty 2810.547637 = -37716.989922 nChanged 1 SP:Iteration 6Q (4183.500000 sec): 3 clusters Score: Raw -40538.665676 + Penalty 2810.547637 = -37728.118039 nChanged 0 SP:Iteration 7F (4183.690000 sec): 3 clusters Score: Raw -40538.665676 + Penalty 2810.547637 = -37728.118039 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4183.800000 sec): 2 clusters Score: Raw -24571.523735 + Penalty 1303.858852 = -23267.664883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4183.980000 sec): 3 clusters Score: Raw -24784.673418 + Penalty 2607.717705 = -22176.955713 nChanged 16 SP:Iteration 1F (4184.160000 sec): 3 clusters Score: Raw -24867.970152 + Penalty 2607.717705 = -22260.252448 nChanged 4 SP:Iteration 2Q (4184.320000 sec): 3 clusters Score: Raw -24896.308306 + Penalty 2607.717705 = -22288.590602 nChanged 0 SP:Iteration 3F (4184.500000 sec): 3 clusters Score: Raw -24896.308306 + Penalty 2607.717705 = -22288.590602 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 18 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4184.640000 sec): 2 clusters Score: Raw -26273.064489 + Penalty 1310.234525 = -24962.829964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4184.800000 sec): 3 clusters Score: Raw -26445.830899 + Penalty 2620.469049 = -23825.361850 nChanged 13 SP:Iteration 1F (4185.000000 sec): 3 clusters Score: Raw -26497.404032 + Penalty 2620.469049 = -23876.934982 nChanged 1 SP:Iteration 2Q (4185.170000 sec): 3 clusters Score: Raw -26499.246109 + Penalty 2620.469049 = -23878.777060 nChanged 0 SP:Iteration 3F (4185.350000 sec): 3 clusters Score: Raw -26499.246109 + Penalty 2620.469049 = -23878.777060 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 19 (2534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4185.520000 sec): 2 clusters Score: Raw -354408.094136 + Penalty 1943.713481 = -352464.380654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4185.680000 sec): 3 clusters Score: Raw -353363.125390 + Penalty 3887.426963 = -349475.698427 nChanged 876 SP:Iteration 1F (4185.850000 sec): 3 clusters Score: Raw -353960.063095 + Penalty 3887.426963 = -350072.636132 nChanged 212 SP:Iteration 2F (4186.030000 sec): 3 clusters Score: Raw -354134.190645 + Penalty 3887.426963 = -350246.763682 nChanged 115 SP:Iteration 3Q (4186.250000 sec): 3 clusters Score: Raw -354214.716315 + Penalty 3887.426963 = -350327.289352 nChanged 74 SP:Iteration 4Q (4186.410000 sec): 3 clusters Score: Raw -354258.752262 + Penalty 3887.426963 = -350371.325299 nChanged 45 SP:Iteration 5Q (4186.580000 sec): 3 clusters Score: Raw -354285.873089 + Penalty 3887.426963 = -350398.446126 nChanged 34 SP:Iteration 6Q (4186.780000 sec): 3 clusters Score: Raw -354305.651086 + Penalty 3887.426963 = -350418.224123 nChanged 28 SP:Iteration 7Q (4186.960000 sec): 3 clusters Score: Raw -354318.963010 + Penalty 3887.426963 = -350431.536047 nChanged 24 SP:Iteration 8Q (4187.110000 sec): 3 clusters Score: Raw -354333.997333 + Penalty 3887.426963 = -350446.570370 nChanged 19 SP:Iteration 9Q (4187.290000 sec): 3 clusters Score: Raw -354343.199886 + Penalty 3887.426963 = -350455.772923 nChanged 15 SP:Iteration 10Q (4187.490000 sec): 3 clusters Score: Raw -354350.079855 + Penalty 3887.426963 = -350462.652892 nChanged 14 SP:Iteration 11Q (4187.680000 sec): 3 clusters Score: Raw -354357.611965 + Penalty 3887.426963 = -350470.185002 nChanged 12 SP:Iteration 12Q (4187.840000 sec): 3 clusters Score: Raw -354363.814290 + Penalty 3887.426963 = -350476.387327 nChanged 10 SP:Iteration 13Q (4188.020000 sec): 3 clusters Score: Raw -354371.330385 + Penalty 3887.426963 = -350483.903422 nChanged 20 SP:Iteration 14Q (4188.180000 sec): 3 clusters Score: Raw -354383.678527 + Penalty 3887.426963 = -350496.251564 nChanged 15 SP:Iteration 15Q (4188.410000 sec): 3 clusters Score: Raw -354392.035954 + Penalty 3887.426963 = -350504.608991 nChanged 17 SP:Iteration 16Q (4188.600000 sec): 3 clusters Score: Raw -354405.644208 + Penalty 3887.426963 = -350518.217245 nChanged 27 SP:Iteration 17Q (4188.740000 sec): 3 clusters Score: Raw -354420.720555 + Penalty 3887.426963 = -350533.293592 nChanged 21 SP:Iteration 18Q (4188.960000 sec): 3 clusters Score: Raw -354434.430588 + Penalty 3887.426963 = -350547.003625 nChanged 21 SP:Iteration 19Q (4189.080000 sec): 3 clusters Score: Raw -354443.839418 + Penalty 3887.426963 = -350556.412455 nChanged 20 SP:Iteration 20F (4189.230000 sec): 3 clusters Score: Raw -354457.573742 + Penalty 3887.426963 = -350570.146779 nChanged 20 SP:Iteration 21Q (4189.410000 sec): 3 clusters Score: Raw -354468.047659 + Penalty 3887.426963 = -350580.620696 nChanged 14 SP:Iteration 22Q (4189.600000 sec): 3 clusters Score: Raw -354478.560120 + Penalty 3887.426963 = -350591.133157 nChanged 16 SP:Iteration 23Q (4189.780000 sec): 3 clusters Score: Raw -354487.532964 + Penalty 3887.426963 = -350600.106001 nChanged 9 SP:Iteration 24Q (4189.990000 sec): 3 clusters Score: Raw -354491.008487 + Penalty 3887.426963 = -350603.581524 nChanged 9 SP:Iteration 25Q (4190.150000 sec): 3 clusters Score: Raw -354496.254766 + Penalty 3887.426963 = -350608.827803 nChanged 7 SP:Iteration 26Q (4190.360000 sec): 3 clusters Score: Raw -354499.628266 + Penalty 3887.426963 = -350612.201303 nChanged 7 SP:Iteration 27Q (4190.510000 sec): 3 clusters Score: Raw -354502.409823 + Penalty 3887.426963 = -350614.982860 nChanged 7 SP:Iteration 28Q (4190.680000 sec): 3 clusters Score: Raw -354505.346309 + Penalty 3887.426963 = -350617.919346 nChanged 4 SP:Iteration 29Q (4190.910000 sec): 3 clusters Score: Raw -354507.784702 + Penalty 3887.426963 = -350620.357739 nChanged 3 SP:Iteration 30Q (4191.050000 sec): 3 clusters Score: Raw -354509.574089 + Penalty 3887.426963 = -350622.147126 nChanged 3 SP:Iteration 31Q (4191.210000 sec): 3 clusters Score: Raw -354510.777104 + Penalty 3887.426963 = -350623.350141 nChanged 4 SP:Iteration 32Q (4191.430000 sec): 3 clusters Score: Raw -354513.372036 + Penalty 3887.426963 = -350625.945073 nChanged 3 SP:Iteration 33Q (4191.570000 sec): 3 clusters Score: Raw -354514.104484 + Penalty 3887.426963 = -350626.677521 nChanged 2 SP:Iteration 34Q (4191.770000 sec): 3 clusters Score: Raw -354515.184157 + Penalty 3887.426963 = -350627.757194 nChanged 2 SP:Iteration 35Q (4191.930000 sec): 3 clusters Score: Raw -354517.089130 + Penalty 3887.426963 = -350629.662167 nChanged 1 SP:Iteration 36Q (4192.110000 sec): 3 clusters Score: Raw -354517.483054 + Penalty 3887.426963 = -350630.056091 nChanged 2 SP:Iteration 37Q (4192.340000 sec): 3 clusters Score: Raw -354517.986542 + Penalty 3887.426963 = -350630.559579 nChanged 1 SP:Iteration 38Q (4192.510000 sec): 3 clusters Score: Raw -354518.389448 + Penalty 3887.426963 = -350630.962485 nChanged 0 SP:Iteration 39F (4192.700000 sec): 3 clusters Score: Raw -354518.389448 + Penalty 3887.426963 = -350630.962485 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 20 (8723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4192.810000 sec): 2 clusters Score: Raw -1215766.484510 + Penalty 2250.282187 = -1213516.202323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4193.070000 sec): 3 clusters Score: Raw -1211186.229944 + Penalty 4500.564373 = -1206685.665571 nChanged 3558 SP:Iteration 1F (4193.310000 sec): 3 clusters Score: Raw -1213198.663632 + Penalty 4500.564373 = -1208698.099259 nChanged 626 SP:Iteration 2F (4193.500000 sec): 3 clusters Score: Raw -1213521.119321 + Penalty 4500.564373 = -1209020.554948 nChanged 487 SP:Iteration 3F (4193.750000 sec): 3 clusters Score: Raw -1213792.026078 + Penalty 4500.564373 = -1209291.461705 nChanged 428 SP:Iteration 4Q (4194.000000 sec): 3 clusters Score: Raw -1214045.804406 + Penalty 4500.564373 = -1209545.240033 nChanged 423 SP:Iteration 5Q (4194.160000 sec): 3 clusters Score: Raw -1214321.996687 + Penalty 4500.564373 = -1209821.432313 nChanged 411 SP:Iteration 6Q (4194.400000 sec): 3 clusters Score: Raw -1214601.394956 + Penalty 4500.564373 = -1210100.830582 nChanged 398 SP:Iteration 7Q (4194.610000 sec): 3 clusters Score: Raw -1214863.687095 + Penalty 4500.564373 = -1210363.122721 nChanged 371 SP:Iteration 8Q (4194.830000 sec): 3 clusters Score: Raw -1215131.052078 + Penalty 4500.564373 = -1210630.487705 nChanged 359 SP:Iteration 9Q (4195.040000 sec): 3 clusters Score: Raw -1215413.081504 + Penalty 4500.564373 = -1210912.517131 nChanged 320 SP:Iteration 10Q (4195.300000 sec): 3 clusters Score: Raw -1215656.458621 + Penalty 4500.564373 = -1211155.894248 nChanged 278 SP:Iteration 11Q (4195.500000 sec): 3 clusters Score: Raw -1215867.184263 + Penalty 4500.564373 = -1211366.619889 nChanged 240 SP:Iteration 12Q (4195.790000 sec): 3 clusters Score: Raw -1216072.425986 + Penalty 4500.564373 = -1211571.861613 nChanged 224 SP:Iteration 13Q (4195.990000 sec): 3 clusters Score: Raw -1216261.070961 + Penalty 4500.564373 = -1211760.506588 nChanged 171 SP:Iteration 14Q (4196.240000 sec): 3 clusters Score: Raw -1216387.008809 + Penalty 4500.564373 = -1211886.444436 nChanged 129 SP:Iteration 15Q (4196.480000 sec): 3 clusters Score: Raw -1216474.390571 + Penalty 4500.564373 = -1211973.826198 nChanged 97 SP:Iteration 16Q (4196.690000 sec): 3 clusters Score: Raw -1216525.605172 + Penalty 4500.564373 = -1212025.040798 nChanged 73 SP:Iteration 17Q (4196.870000 sec): 3 clusters Score: Raw -1216565.664274 + Penalty 4500.564373 = -1212065.099901 nChanged 59 SP:Iteration 18Q (4197.100000 sec): 3 clusters Score: Raw -1216596.998909 + Penalty 4500.564373 = -1212096.434535 nChanged 43 SP:Iteration 19Q (4197.310000 sec): 3 clusters Score: Raw -1216613.746737 + Penalty 4500.564373 = -1212113.182363 nChanged 25 SP:Iteration 20F (4197.540000 sec): 3 clusters Score: Raw -1216623.106313 + Penalty 4500.564373 = -1212122.541940 nChanged 24 SP:Iteration 21Q (4197.720000 sec): 3 clusters Score: Raw -1216633.735554 + Penalty 4500.564373 = -1212133.171181 nChanged 19 SP:Iteration 22Q (4197.930000 sec): 3 clusters Score: Raw -1216641.544249 + Penalty 4500.564373 = -1212140.979876 nChanged 22 SP:Iteration 23Q (4198.180000 sec): 3 clusters Score: Raw -1216651.775147 + Penalty 4500.564373 = -1212151.210774 nChanged 8 SP:Iteration 24Q (4198.390000 sec): 3 clusters Score: Raw -1216654.232806 + Penalty 4500.564373 = -1212153.668432 nChanged 10 SP:Iteration 25Q (4198.620000 sec): 3 clusters Score: Raw -1216657.817946 + Penalty 4500.564373 = -1212157.253572 nChanged 9 SP:Iteration 26Q (4198.820000 sec): 3 clusters Score: Raw -1216660.009778 + Penalty 4500.564373 = -1212159.445405 nChanged 1 SP:Iteration 27Q (4199.000000 sec): 3 clusters Score: Raw -1216660.549070 + Penalty 4500.564373 = -1212159.984697 nChanged 4 SP:Iteration 28Q (4199.180000 sec): 3 clusters Score: Raw -1216662.273238 + Penalty 4500.564373 = -1212161.708864 nChanged 9 SP:Iteration 29Q (4199.390000 sec): 3 clusters Score: Raw -1216664.892697 + Penalty 4500.564373 = -1212164.328324 nChanged 9 SP:Iteration 30Q (4199.620000 sec): 3 clusters Score: Raw -1216668.362246 + Penalty 4500.564373 = -1212167.797873 nChanged 9 SP:Iteration 31Q (4199.850000 sec): 3 clusters Score: Raw -1216671.869315 + Penalty 4500.564373 = -1212171.304941 nChanged 6 SP:Iteration 32Q (4200.070000 sec): 3 clusters Score: Raw -1216674.349393 + Penalty 4500.564373 = -1212173.785020 nChanged 6 SP:Iteration 33Q (4200.290000 sec): 3 clusters Score: Raw -1216676.531001 + Penalty 4500.564373 = -1212175.966628 nChanged 7 SP:Iteration 34Q (4200.530000 sec): 3 clusters Score: Raw -1216679.668423 + Penalty 4500.564373 = -1212179.104049 nChanged 9 SP:Iteration 35Q (4200.700000 sec): 3 clusters Score: Raw -1216682.400023 + Penalty 4500.564373 = -1212181.835650 nChanged 3 SP:Iteration 36Q (4200.910000 sec): 3 clusters Score: Raw -1216683.070541 + Penalty 4500.564373 = -1212182.506168 nChanged 1 SP:Iteration 37Q (4201.080000 sec): 3 clusters Score: Raw -1216683.719289 + Penalty 4500.564373 = -1212183.154915 nChanged 3 SP:Iteration 38Q (4201.310000 sec): 3 clusters Score: Raw -1216684.790524 + Penalty 4500.564373 = -1212184.226150 nChanged 1 SP:Iteration 39Q (4201.480000 sec): 3 clusters Score: Raw -1216685.033466 + Penalty 4500.564373 = -1212184.469093 nChanged 1 SP:Iteration 40F (4201.670000 sec): 3 clusters Score: Raw -1216685.402304 + Penalty 4500.564373 = -1212184.837931 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 21 (3541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4201.770000 sec): 2 clusters Score: Raw -495481.428722 + Penalty 2026.696784 = -493454.731938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4201.980000 sec): 3 clusters Score: Raw -493947.860517 + Penalty 4053.393568 = -489894.466948 nChanged 1219 SP:Iteration 1F (4202.140000 sec): 3 clusters Score: Raw -494719.600515 + Penalty 4053.393568 = -490666.206946 nChanged 276 SP:Iteration 2F (4202.380000 sec): 3 clusters Score: Raw -494899.721697 + Penalty 4053.393568 = -490846.328129 nChanged 164 SP:Iteration 3Q (4202.570000 sec): 3 clusters Score: Raw -494990.837416 + Penalty 4053.393568 = -490937.443848 nChanged 110 SP:Iteration 4Q (4202.760000 sec): 3 clusters Score: Raw -495054.345984 + Penalty 4053.393568 = -491000.952416 nChanged 80 SP:Iteration 5Q (4202.960000 sec): 3 clusters Score: Raw -495096.244408 + Penalty 4053.393568 = -491042.850840 nChanged 62 SP:Iteration 6Q (4203.140000 sec): 3 clusters Score: Raw -495127.180387 + Penalty 4053.393568 = -491073.786818 nChanged 46 SP:Iteration 7Q (4203.310000 sec): 3 clusters Score: Raw -495152.452810 + Penalty 4053.393568 = -491099.059241 nChanged 44 SP:Iteration 8Q (4203.510000 sec): 3 clusters Score: Raw -495174.366927 + Penalty 4053.393568 = -491120.973358 nChanged 32 SP:Iteration 9Q (4203.710000 sec): 3 clusters Score: Raw -495189.645594 + Penalty 4053.393568 = -491136.252026 nChanged 36 SP:Iteration 10Q (4203.900000 sec): 3 clusters Score: Raw -495206.901269 + Penalty 4053.393568 = -491153.507700 nChanged 28 SP:Iteration 11Q (4204.090000 sec): 3 clusters Score: Raw -495218.115513 + Penalty 4053.393568 = -491164.721945 nChanged 25 SP:Iteration 12Q (4204.260000 sec): 3 clusters Score: Raw -495228.996393 + Penalty 4053.393568 = -491175.602825 nChanged 25 SP:Iteration 13Q (4204.470000 sec): 3 clusters Score: Raw -495240.852545 + Penalty 4053.393568 = -491187.458977 nChanged 28 SP:Iteration 14Q (4204.700000 sec): 3 clusters Score: Raw -495249.873916 + Penalty 4053.393568 = -491196.480347 nChanged 19 SP:Iteration 15Q (4204.860000 sec): 3 clusters Score: Raw -495259.257326 + Penalty 4053.393568 = -491205.863758 nChanged 25 SP:Iteration 16Q (4205.060000 sec): 3 clusters Score: Raw -495268.652299 + Penalty 4053.393568 = -491215.258731 nChanged 28 SP:Iteration 17Q (4205.250000 sec): 3 clusters Score: Raw -495278.712545 + Penalty 4053.393568 = -491225.318976 nChanged 22 SP:Iteration 18Q (4205.420000 sec): 3 clusters Score: Raw -495288.615764 + Penalty 4053.393568 = -491235.222195 nChanged 27 SP:Iteration 19Q (4205.600000 sec): 3 clusters Score: Raw -495301.204696 + Penalty 4053.393568 = -491247.811128 nChanged 30 SP:Iteration 20F (4205.770000 sec): 3 clusters Score: Raw -495314.890131 + Penalty 4053.393568 = -491261.496563 nChanged 23 SP:Iteration 21Q (4205.960000 sec): 3 clusters Score: Raw -495325.682871 + Penalty 4053.393568 = -491272.289303 nChanged 35 SP:Iteration 22Q (4206.140000 sec): 3 clusters Score: Raw -495339.914713 + Penalty 4053.393568 = -491286.521144 nChanged 24 SP:Iteration 23Q (4206.390000 sec): 3 clusters Score: Raw -495349.440925 + Penalty 4053.393568 = -491296.047356 nChanged 23 SP:Iteration 24Q (4206.600000 sec): 3 clusters Score: Raw -495358.476002 + Penalty 4053.393568 = -491305.082433 nChanged 17 SP:Iteration 25Q (4206.830000 sec): 3 clusters Score: Raw -495365.981738 + Penalty 4053.393568 = -491312.588170 nChanged 19 SP:Iteration 26Q (4207.010000 sec): 3 clusters Score: Raw -495371.904091 + Penalty 4053.393568 = -491318.510522 nChanged 15 SP:Iteration 27Q (4207.190000 sec): 3 clusters Score: Raw -495378.320188 + Penalty 4053.393568 = -491324.926620 nChanged 20 SP:Iteration 28Q (4207.420000 sec): 3 clusters Score: Raw -495386.041723 + Penalty 4053.393568 = -491332.648155 nChanged 18 SP:Iteration 29Q (4207.630000 sec): 3 clusters Score: Raw -495393.610528 + Penalty 4053.393568 = -491340.216960 nChanged 14 SP:Iteration 30Q (4207.820000 sec): 3 clusters Score: Raw -495398.138007 + Penalty 4053.393568 = -491344.744439 nChanged 14 SP:Iteration 31Q (4208.010000 sec): 3 clusters Score: Raw -495403.205425 + Penalty 4053.393568 = -491349.811857 nChanged 16 SP:Iteration 32Q (4208.220000 sec): 3 clusters Score: Raw -495409.811145 + Penalty 4053.393568 = -491356.417577 nChanged 15 SP:Iteration 33Q (4208.420000 sec): 3 clusters Score: Raw -495415.432172 + Penalty 4053.393568 = -491362.038604 nChanged 10 SP:Iteration 34Q (4208.570000 sec): 3 clusters Score: Raw -495420.342228 + Penalty 4053.393568 = -491366.948660 nChanged 10 SP:Iteration 35Q (4208.770000 sec): 3 clusters Score: Raw -495424.090207 + Penalty 4053.393568 = -491370.696638 nChanged 15 SP:Iteration 36Q (4208.960000 sec): 3 clusters Score: Raw -495431.371928 + Penalty 4053.393568 = -491377.978360 nChanged 23 SP:Iteration 37Q (4209.160000 sec): 3 clusters Score: Raw -495441.866745 + Penalty 4053.393568 = -491388.473177 nChanged 18 SP:Iteration 38Q (4209.320000 sec): 3 clusters Score: Raw -495449.004569 + Penalty 4053.393568 = -491395.611000 nChanged 16 SP:Iteration 39Q (4209.500000 sec): 3 clusters Score: Raw -495455.556959 + Penalty 4053.393568 = -491402.163391 nChanged 15 SP:Iteration 40F (4209.670000 sec): 3 clusters Score: Raw -495460.912971 + Penalty 4053.393568 = -491407.519403 nChanged 14 SP:Iteration 41Q (4209.870000 sec): 3 clusters Score: Raw -495468.182890 + Penalty 4053.393568 = -491414.789322 nChanged 18 SP:Iteration 42Q (4210.040000 sec): 3 clusters Score: Raw -495474.369483 + Penalty 4053.393568 = -491420.975914 nChanged 13 SP:Iteration 43Q (4210.240000 sec): 3 clusters Score: Raw -495479.088022 + Penalty 4053.393568 = -491425.694454 nChanged 9 SP:Iteration 44Q (4210.420000 sec): 3 clusters Score: Raw -495482.629507 + Penalty 4053.393568 = -491429.235939 nChanged 12 SP:Iteration 45Q (4210.600000 sec): 3 clusters Score: Raw -495487.007697 + Penalty 4053.393568 = -491433.614128 nChanged 14 SP:Iteration 46Q (4210.830000 sec): 3 clusters Score: Raw -495492.611420 + Penalty 4053.393568 = -491439.217852 nChanged 12 SP:Iteration 47Q (4210.990000 sec): 3 clusters Score: Raw -495497.532987 + Penalty 4053.393568 = -491444.139419 nChanged 13 SP:Iteration 48Q (4211.200000 sec): 3 clusters Score: Raw -495503.530306 + Penalty 4053.393568 = -491450.136738 nChanged 18 SP:Iteration 49Q (4211.380000 sec): 3 clusters Score: Raw -495511.925440 + Penalty 4053.393568 = -491458.531872 nChanged 15 SP:Iteration 50Q (4211.570000 sec): 3 clusters Score: Raw -495519.678220 + Penalty 4053.393568 = -491466.284652 nChanged 19 SP:Iteration 51Q (4211.770000 sec): 3 clusters Score: Raw -495528.379505 + Penalty 4053.393568 = -491474.985937 nChanged 23 SP:Iteration 52Q (4211.950000 sec): 3 clusters Score: Raw -495537.289130 + Penalty 4053.393568 = -491483.895561 nChanged 29 SP:Iteration 53Q (4212.130000 sec): 3 clusters Score: Raw -495553.728472 + Penalty 4053.393568 = -491500.334903 nChanged 38 SP:Iteration 54Q (4212.290000 sec): 3 clusters Score: Raw -495584.145267 + Penalty 4053.393568 = -491530.751698 nChanged 47 SP:Iteration 55Q (4212.430000 sec): 3 clusters Score: Raw -495627.652331 + Penalty 4053.393568 = -491574.258762 nChanged 47 SP:Iteration 56Q (4212.630000 sec): 3 clusters Score: Raw -495668.696632 + Penalty 4053.393568 = -491615.303064 nChanged 62 SP:Iteration 57Q (4212.870000 sec): 3 clusters Score: Raw -495725.324751 + Penalty 4053.393568 = -491671.931183 nChanged 74 SP:Iteration 58Q (4213.080000 sec): 3 clusters Score: Raw -495770.295844 + Penalty 4053.393568 = -491716.902276 nChanged 58 SP:Iteration 59Q (4213.260000 sec): 3 clusters Score: Raw -495811.060679 + Penalty 4053.393568 = -491757.667111 nChanged 50 SP:Iteration 60F (4213.440000 sec): 3 clusters Score: Raw -495842.575992 + Penalty 4053.393568 = -491789.182424 nChanged 46 SP:Iteration 61Q (4213.630000 sec): 3 clusters Score: Raw -495867.762037 + Penalty 4053.393568 = -491814.368469 nChanged 38 SP:Iteration 62Q (4213.810000 sec): 3 clusters Score: Raw -495897.794796 + Penalty 4053.393568 = -491844.401228 nChanged 43 SP:Iteration 63Q (4214.000000 sec): 3 clusters Score: Raw -495925.637429 + Penalty 4053.393568 = -491872.243861 nChanged 37 SP:Iteration 64Q (4214.200000 sec): 3 clusters Score: Raw -495946.395248 + Penalty 4053.393568 = -491893.001679 nChanged 34 SP:Iteration 65Q (4214.360000 sec): 3 clusters Score: Raw -495966.061478 + Penalty 4053.393568 = -491912.667910 nChanged 28 SP:Iteration 66Q (4214.580000 sec): 3 clusters Score: Raw -495982.150787 + Penalty 4053.393568 = -491928.757219 nChanged 28 SP:Iteration 67Q (4214.730000 sec): 3 clusters Score: Raw -495998.940656 + Penalty 4053.393568 = -491945.547087 nChanged 29 SP:Iteration 68Q (4214.940000 sec): 3 clusters Score: Raw -496013.909569 + Penalty 4053.393568 = -491960.516000 nChanged 28 SP:Iteration 69Q (4215.120000 sec): 3 clusters Score: Raw -496032.549345 + Penalty 4053.393568 = -491979.155777 nChanged 34 SP:Iteration 70Q (4215.280000 sec): 3 clusters Score: Raw -496054.632417 + Penalty 4053.393568 = -492001.238849 nChanged 41 SP:Iteration 71Q (4215.480000 sec): 3 clusters Score: Raw -496076.191460 + Penalty 4053.393568 = -492022.797892 nChanged 24 SP:Iteration 72Q (4215.660000 sec): 3 clusters Score: Raw -496088.346236 + Penalty 4053.393568 = -492034.952667 nChanged 25 SP:Iteration 73Q (4215.840000 sec): 3 clusters Score: Raw -496101.274388 + Penalty 4053.393568 = -492047.880820 nChanged 24 SP:Iteration 74Q (4216.040000 sec): 3 clusters Score: Raw -496114.780447 + Penalty 4053.393568 = -492061.386879 nChanged 21 SP:Iteration 75Q (4216.210000 sec): 3 clusters Score: Raw -496127.333993 + Penalty 4053.393568 = -492073.940425 nChanged 23 SP:Iteration 76Q (4216.380000 sec): 3 clusters Score: Raw -496138.290142 + Penalty 4053.393568 = -492084.896574 nChanged 18 SP:Iteration 77Q (4216.600000 sec): 3 clusters Score: Raw -496146.787600 + Penalty 4053.393568 = -492093.394032 nChanged 14 SP:Iteration 78Q (4216.810000 sec): 3 clusters Score: Raw -496152.633526 + Penalty 4053.393568 = -492099.239958 nChanged 7 SP:Iteration 79Q (4216.940000 sec): 3 clusters Score: Raw -496155.307173 + Penalty 4053.393568 = -492101.913604 nChanged 9 SP:Iteration 80F (4217.150000 sec): 3 clusters Score: Raw -496158.739046 + Penalty 4053.393568 = -492105.345478 nChanged 5 SP:Iteration 81Q (4217.310000 sec): 3 clusters Score: Raw -496161.834420 + Penalty 4053.393568 = -492108.440852 nChanged 4 SP:Iteration 82Q (4217.510000 sec): 3 clusters Score: Raw -496163.201798 + Penalty 4053.393568 = -492109.808230 nChanged 9 SP:Iteration 83Q (4217.710000 sec): 3 clusters Score: Raw -496166.332498 + Penalty 4053.393568 = -492112.938930 nChanged 4 SP:Iteration 84Q (4217.910000 sec): 3 clusters Score: Raw -496167.243720 + Penalty 4053.393568 = -492113.850151 nChanged 1 SP:Iteration 85Q (4218.090000 sec): 3 clusters Score: Raw -496167.330937 + Penalty 4053.393568 = -492113.937369 nChanged 1 SP:Iteration 86Q (4218.220000 sec): 3 clusters Score: Raw -496167.628131 + Penalty 4053.393568 = -492114.234563 nChanged 1 SP:Iteration 87Q (4218.450000 sec): 3 clusters Score: Raw -496167.924776 + Penalty 4053.393568 = -492114.531208 nChanged 0 SP:Iteration 88F (4218.620000 sec): 3 clusters Score: Raw -496167.924776 + Penalty 4053.393568 = -492114.531208 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 22 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4218.730000 sec): 2 clusters Score: Raw -30764.707832 + Penalty 1355.030288 = -29409.677544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4218.930000 sec): 3 clusters Score: Raw -30998.373950 + Penalty 2710.060575 = -28288.313375 nChanged 22 SP:Iteration 1F (4219.100000 sec): 3 clusters Score: Raw -31101.161120 + Penalty 2710.060575 = -28391.100544 nChanged 6 SP:Iteration 2Q (4219.320000 sec): 3 clusters Score: Raw -31143.913440 + Penalty 2710.060575 = -28433.852864 nChanged 7 SP:Iteration 3Q (4219.460000 sec): 3 clusters Score: Raw -31183.868483 + Penalty 2710.060575 = -28473.807907 nChanged 4 SP:Iteration 4Q (4219.640000 sec): 3 clusters Score: Raw -31213.412106 + Penalty 2710.060575 = -28503.351531 nChanged 0 SP:Iteration 5F (4219.840000 sec): 3 clusters Score: Raw -31213.412106 + Penalty 2710.060575 = -28503.351531 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 23 (16194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4219.990000 sec): 2 clusters Score: Raw -2330605.527705 + Penalty 2403.714228 = -2328201.813477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4220.270000 sec): 3 clusters Score: Raw -2321439.988282 + Penalty 4807.428457 = -2316632.559825 nChanged 6986 SP:Iteration 1F (4220.490000 sec): 3 clusters Score: Raw -2325225.335570 + Penalty 4807.428457 = -2320417.907113 nChanged 973 SP:Iteration 2F (4220.790000 sec): 3 clusters Score: Raw -2325691.915101 + Penalty 4807.428457 = -2320884.486644 nChanged 901 SP:Iteration 3F (4221.030000 sec): 3 clusters Score: Raw -2326173.516470 + Penalty 4807.428457 = -2321366.088013 nChanged 903 SP:Iteration 4F (4221.330000 sec): 3 clusters Score: Raw -2326712.219039 + Penalty 4807.428457 = -2321904.790582 nChanged 926 SP:Iteration 5F (4221.620000 sec): 3 clusters Score: Raw -2327281.454926 + Penalty 4807.428457 = -2322474.026469 nChanged 911 SP:Iteration 6F (4221.920000 sec): 3 clusters Score: Raw -2327838.423137 + Penalty 4807.428457 = -2323030.994681 nChanged 839 SP:Iteration 7F (4222.180000 sec): 3 clusters Score: Raw -2328407.451717 + Penalty 4807.428457 = -2323600.023260 nChanged 818 SP:Iteration 8F (4222.450000 sec): 3 clusters Score: Raw -2328987.326054 + Penalty 4807.428457 = -2324179.897597 nChanged 787 SP:Iteration 9Q (4222.670000 sec): 3 clusters Score: Raw -2329549.365955 + Penalty 4807.428457 = -2324741.937498 nChanged 616 SP:Iteration 10Q (4222.950000 sec): 3 clusters Score: Raw -2329942.888100 + Penalty 4807.428457 = -2325135.459643 nChanged 481 SP:Iteration 11Q (4223.210000 sec): 3 clusters Score: Raw -2330233.441438 + Penalty 4807.428457 = -2325426.012981 nChanged 395 SP:Iteration 12Q (4223.480000 sec): 3 clusters Score: Raw -2330469.048352 + Penalty 4807.428457 = -2325661.619895 nChanged 331 SP:Iteration 13Q (4223.710000 sec): 3 clusters Score: Raw -2330670.116245 + Penalty 4807.428457 = -2325862.687788 nChanged 248 SP:Iteration 14Q (4223.990000 sec): 3 clusters Score: Raw -2330810.374419 + Penalty 4807.428457 = -2326002.945963 nChanged 185 SP:Iteration 15Q (4224.230000 sec): 3 clusters Score: Raw -2330913.239258 + Penalty 4807.428457 = -2326105.810802 nChanged 142 SP:Iteration 16Q (4224.500000 sec): 3 clusters Score: Raw -2330988.004276 + Penalty 4807.428457 = -2326180.575819 nChanged 113 SP:Iteration 17Q (4224.850000 sec): 3 clusters Score: Raw -2331045.288235 + Penalty 4807.428457 = -2326237.859778 nChanged 79 SP:Iteration 18Q (4225.100000 sec): 3 clusters Score: Raw -2331080.161360 + Penalty 4807.428457 = -2326272.732903 nChanged 42 SP:Iteration 19Q (4225.420000 sec): 3 clusters Score: Raw -2331097.510303 + Penalty 4807.428457 = -2326290.081846 nChanged 34 SP:Iteration 20F (4225.670000 sec): 3 clusters Score: Raw -2331113.913563 + Penalty 4807.428457 = -2326306.485106 nChanged 24 SP:Iteration 21Q (4225.980000 sec): 3 clusters Score: Raw -2331125.540098 + Penalty 4807.428457 = -2326318.111641 nChanged 26 SP:Iteration 22Q (4226.290000 sec): 3 clusters Score: Raw -2331136.433595 + Penalty 4807.428457 = -2326329.005138 nChanged 17 SP:Iteration 23Q (4226.580000 sec): 3 clusters Score: Raw -2331144.156939 + Penalty 4807.428457 = -2326336.728482 nChanged 19 SP:Iteration 24Q (4226.880000 sec): 3 clusters Score: Raw -2331153.333784 + Penalty 4807.428457 = -2326345.905328 nChanged 17 SP:Iteration 25Q (4227.160000 sec): 3 clusters Score: Raw -2331162.087758 + Penalty 4807.428457 = -2326354.659301 nChanged 14 SP:Iteration 26Q (4227.370000 sec): 3 clusters Score: Raw -2331167.340435 + Penalty 4807.428457 = -2326359.911978 nChanged 6 SP:Iteration 27Q (4227.670000 sec): 3 clusters Score: Raw -2331170.159357 + Penalty 4807.428457 = -2326362.730900 nChanged 7 SP:Iteration 28Q (4227.960000 sec): 3 clusters Score: Raw -2331172.675771 + Penalty 4807.428457 = -2326365.247314 nChanged 5 SP:Iteration 29Q (4228.210000 sec): 3 clusters Score: Raw -2331174.620228 + Penalty 4807.428457 = -2326367.191771 nChanged 4 SP:Iteration 30Q (4228.420000 sec): 3 clusters Score: Raw -2331176.149689 + Penalty 4807.428457 = -2326368.721232 nChanged 5 SP:Iteration 31Q (4228.700000 sec): 3 clusters Score: Raw -2331177.841800 + Penalty 4807.428457 = -2326370.413343 nChanged 4 SP:Iteration 32Q (4228.990000 sec): 3 clusters Score: Raw -2331179.519702 + Penalty 4807.428457 = -2326372.091245 nChanged 5 SP:Iteration 33Q (4229.230000 sec): 3 clusters Score: Raw -2331181.539135 + Penalty 4807.428457 = -2326374.110678 nChanged 3 SP:Iteration 34Q (4229.540000 sec): 3 clusters Score: Raw -2331183.351233 + Penalty 4807.428457 = -2326375.922776 nChanged 4 SP:Iteration 35Q (4229.800000 sec): 3 clusters Score: Raw -2331184.749483 + Penalty 4807.428457 = -2326377.321027 nChanged 1 SP:Iteration 36Q (4230.020000 sec): 3 clusters Score: Raw -2331185.511530 + Penalty 4807.428457 = -2326378.083073 nChanged 2 SP:Iteration 37Q (4230.340000 sec): 3 clusters Score: Raw -2331187.020386 + Penalty 4807.428457 = -2326379.591929 nChanged 5 SP:Iteration 38Q (4230.520000 sec): 3 clusters Score: Raw -2331188.888942 + Penalty 4807.428457 = -2326381.460485 nChanged 2 SP:Iteration 39Q (4230.790000 sec): 3 clusters Score: Raw -2331189.237147 + Penalty 4807.428457 = -2326381.808691 nChanged 1 SP:Iteration 40F (4231.020000 sec): 3 clusters Score: Raw -2331189.518425 + Penalty 4807.428457 = -2326382.089968 nChanged 1 SP:Iteration 41Q (4231.240000 sec): 3 clusters Score: Raw -2331189.715645 + Penalty 4807.428457 = -2326382.287189 nChanged 1 SP:Iteration 42Q (4231.530000 sec): 3 clusters Score: Raw -2331189.888354 + Penalty 4807.428457 = -2326382.459898 nChanged 0 SP:Iteration 43F (4231.780000 sec): 3 clusters Score: Raw -2331189.888354 + Penalty 4807.428457 = -2326382.459898 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 24 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4231.860000 sec): 2 clusters Score: Raw -138976.093908 + Penalty 1701.184496 = -137274.909411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4232.040000 sec): 3 clusters Score: Raw -138769.518961 + Penalty 3402.368992 = -135367.149969 nChanged 246 SP:Iteration 1F (4232.210000 sec): 3 clusters Score: Raw -139083.205070 + Penalty 3402.368992 = -135680.836078 nChanged 57 SP:Iteration 2F (4232.440000 sec): 3 clusters Score: Raw -139157.849672 + Penalty 3402.368992 = -135755.480680 nChanged 24 SP:Iteration 3Q (4232.590000 sec): 3 clusters Score: Raw -139201.159950 + Penalty 3402.368992 = -135798.790958 nChanged 25 SP:Iteration 4Q (4232.790000 sec): 3 clusters Score: Raw -139240.402975 + Penalty 3402.368992 = -135838.033983 nChanged 21 SP:Iteration 5Q (4232.970000 sec): 3 clusters Score: Raw -139283.179377 + Penalty 3402.368992 = -135880.810385 nChanged 19 SP:Iteration 6Q (4233.150000 sec): 3 clusters Score: Raw -139311.809230 + Penalty 3402.368992 = -135909.440238 nChanged 10 SP:Iteration 7Q (4233.370000 sec): 3 clusters Score: Raw -139328.157370 + Penalty 3402.368992 = -135925.788378 nChanged 7 SP:Iteration 8Q (4233.550000 sec): 3 clusters Score: Raw -139340.661925 + Penalty 3402.368992 = -135938.292933 nChanged 6 SP:Iteration 9Q (4233.710000 sec): 3 clusters Score: Raw -139346.759486 + Penalty 3402.368992 = -135944.390494 nChanged 7 SP:Iteration 10Q (4233.890000 sec): 3 clusters Score: Raw -139358.544786 + Penalty 3402.368992 = -135956.175793 nChanged 9 SP:Iteration 11Q (4234.080000 sec): 3 clusters Score: Raw -139375.152240 + Penalty 3402.368992 = -135972.783247 nChanged 12 SP:Iteration 12Q (4234.260000 sec): 3 clusters Score: Raw -139391.158474 + Penalty 3402.368992 = -135988.789482 nChanged 7 SP:Iteration 13Q (4234.470000 sec): 3 clusters Score: Raw -139404.082557 + Penalty 3402.368992 = -136001.713565 nChanged 10 SP:Iteration 14Q (4234.670000 sec): 3 clusters Score: Raw -139416.975881 + Penalty 3402.368992 = -136014.606888 nChanged 6 SP:Iteration 15Q (4234.810000 sec): 3 clusters Score: Raw -139424.561380 + Penalty 3402.368992 = -136022.192388 nChanged 5 SP:Iteration 16Q (4234.980000 sec): 3 clusters Score: Raw -139432.630656 + Penalty 3402.368992 = -136030.261664 nChanged 4 SP:Iteration 17Q (4235.180000 sec): 3 clusters Score: Raw -139437.740378 + Penalty 3402.368992 = -136035.371386 nChanged 2 SP:Iteration 18Q (4235.340000 sec): 3 clusters Score: Raw -139439.071699 + Penalty 3402.368992 = -136036.702706 nChanged 0 SP:Iteration 19F (4235.530000 sec): 3 clusters Score: Raw -139439.071699 + Penalty 3402.368992 = -136036.702706 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 25 (12350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4235.710000 sec): 2 clusters Score: Raw -1731798.203065 + Penalty 2336.510013 = -1729461.693052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4235.970000 sec): 3 clusters Score: Raw -1724983.718002 + Penalty 4673.020026 = -1720310.697977 nChanged 5140 SP:Iteration 1F (4236.170000 sec): 3 clusters Score: Raw -1727945.571966 + Penalty 4673.020026 = -1723272.551940 nChanged 945 SP:Iteration 2F (4236.460000 sec): 3 clusters Score: Raw -1728545.139095 + Penalty 4673.020026 = -1723872.119070 nChanged 822 SP:Iteration 3F (4236.710000 sec): 3 clusters Score: Raw -1729074.187748 + Penalty 4673.020026 = -1724401.167722 nChanged 747 SP:Iteration 4F (4236.930000 sec): 3 clusters Score: Raw -1729555.868870 + Penalty 4673.020026 = -1724882.848845 nChanged 708 SP:Iteration 5F (4237.220000 sec): 3 clusters Score: Raw -1730016.502292 + Penalty 4673.020026 = -1725343.482266 nChanged 637 SP:Iteration 6F (4237.430000 sec): 3 clusters Score: Raw -1730478.236096 + Penalty 4673.020026 = -1725805.216071 nChanged 621 SP:Iteration 7F (4237.710000 sec): 3 clusters Score: Raw -1730926.414301 + Penalty 4673.020026 = -1726253.394276 nChanged 613 SP:Iteration 8Q (4237.930000 sec): 3 clusters Score: Raw -1731330.786016 + Penalty 4673.020026 = -1726657.765990 nChanged 539 SP:Iteration 9Q (4238.190000 sec): 3 clusters Score: Raw -1731653.520858 + Penalty 4673.020026 = -1726980.500832 nChanged 424 SP:Iteration 10Q (4238.430000 sec): 3 clusters Score: Raw -1731879.396122 + Penalty 4673.020026 = -1727206.376096 nChanged 327 SP:Iteration 11Q (4238.630000 sec): 3 clusters Score: Raw -1732051.263648 + Penalty 4673.020026 = -1727378.243623 nChanged 277 SP:Iteration 12Q (4238.900000 sec): 3 clusters Score: Raw -1732199.836843 + Penalty 4673.020026 = -1727526.816818 nChanged 235 SP:Iteration 13Q (4239.160000 sec): 3 clusters Score: Raw -1732331.587431 + Penalty 4673.020026 = -1727658.567406 nChanged 237 SP:Iteration 14Q (4239.390000 sec): 3 clusters Score: Raw -1732472.038170 + Penalty 4673.020026 = -1727799.018144 nChanged 243 SP:Iteration 15Q (4239.630000 sec): 3 clusters Score: Raw -1732634.841042 + Penalty 4673.020026 = -1727961.821016 nChanged 249 SP:Iteration 16Q (4239.860000 sec): 3 clusters Score: Raw -1732811.937265 + Penalty 4673.020026 = -1728138.917239 nChanged 232 SP:Iteration 17Q (4240.090000 sec): 3 clusters Score: Raw -1732993.396141 + Penalty 4673.020026 = -1728320.376115 nChanged 213 SP:Iteration 18Q (4240.380000 sec): 3 clusters Score: Raw -1733137.320473 + Penalty 4673.020026 = -1728464.300447 nChanged 160 SP:Iteration 19Q (4240.630000 sec): 3 clusters Score: Raw -1733226.681891 + Penalty 4673.020026 = -1728553.661865 nChanged 135 SP:Iteration 20F (4240.910000 sec): 3 clusters Score: Raw -1733296.171314 + Penalty 4673.020026 = -1728623.151288 nChanged 114 SP:Iteration 21Q (4241.120000 sec): 3 clusters Score: Raw -1733343.625971 + Penalty 4673.020026 = -1728670.605945 nChanged 81 SP:Iteration 22Q (4241.360000 sec): 3 clusters Score: Raw -1733372.047811 + Penalty 4673.020026 = -1728699.027786 nChanged 69 SP:Iteration 23Q (4241.580000 sec): 3 clusters Score: Raw -1733390.466323 + Penalty 4673.020026 = -1728717.446297 nChanged 38 SP:Iteration 24Q (4241.870000 sec): 3 clusters Score: Raw -1733401.626927 + Penalty 4673.020026 = -1728728.606901 nChanged 29 SP:Iteration 25Q (4242.080000 sec): 3 clusters Score: Raw -1733409.125058 + Penalty 4673.020026 = -1728736.105033 nChanged 20 SP:Iteration 26Q (4242.360000 sec): 3 clusters Score: Raw -1733412.628235 + Penalty 4673.020026 = -1728739.608209 nChanged 17 SP:Iteration 27Q (4242.570000 sec): 3 clusters Score: Raw -1733415.253170 + Penalty 4673.020026 = -1728742.233145 nChanged 13 SP:Iteration 28Q (4242.810000 sec): 3 clusters Score: Raw -1733417.494266 + Penalty 4673.020026 = -1728744.474241 nChanged 9 SP:Iteration 29Q (4243.030000 sec): 3 clusters Score: Raw -1733419.189280 + Penalty 4673.020026 = -1728746.169254 nChanged 10 SP:Iteration 30Q (4243.250000 sec): 3 clusters Score: Raw -1733421.318959 + Penalty 4673.020026 = -1728748.298933 nChanged 7 SP:Iteration 31Q (4243.450000 sec): 3 clusters Score: Raw -1733422.710882 + Penalty 4673.020026 = -1728749.690857 nChanged 7 SP:Iteration 32Q (4243.720000 sec): 3 clusters Score: Raw -1733423.767307 + Penalty 4673.020026 = -1728750.747281 nChanged 2 SP:Iteration 33Q (4243.910000 sec): 3 clusters Score: Raw -1733423.969302 + Penalty 4673.020026 = -1728750.949276 nChanged 1 SP:Iteration 34Q (4244.150000 sec): 3 clusters Score: Raw -1733424.185840 + Penalty 4673.020026 = -1728751.165814 nChanged 1 SP:Iteration 35Q (4244.390000 sec): 3 clusters Score: Raw -1733424.278026 + Penalty 4673.020026 = -1728751.258001 nChanged 0 SP:Iteration 36F (4244.650000 sec): 3 clusters Score: Raw -1733424.278026 + Penalty 4673.020026 = -1728751.258001 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 26 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4244.720000 sec): 2 clusters Score: Raw -102538.516713 + Penalty 1625.728509 = -100912.788204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4244.930000 sec): 3 clusters Score: Raw -102457.985307 + Penalty 3251.457018 = -99206.528289 nChanged 161 SP:Iteration 1F (4245.080000 sec): 3 clusters Score: Raw -102698.309156 + Penalty 3251.457018 = -99446.852138 nChanged 43 SP:Iteration 2F (4245.240000 sec): 3 clusters Score: Raw -102786.216707 + Penalty 3251.457018 = -99534.759688 nChanged 20 SP:Iteration 3Q (4245.420000 sec): 3 clusters Score: Raw -102826.805754 + Penalty 3251.457018 = -99575.348736 nChanged 12 SP:Iteration 4Q (4245.580000 sec): 3 clusters Score: Raw -102844.606156 + Penalty 3251.457018 = -99593.149138 nChanged 5 SP:Iteration 5Q (4245.720000 sec): 3 clusters Score: Raw -102855.750430 + Penalty 3251.457018 = -99604.293412 nChanged 7 SP:Iteration 6Q (4245.880000 sec): 3 clusters Score: Raw -102865.753845 + Penalty 3251.457018 = -99614.296827 nChanged 5 SP:Iteration 7Q (4246.050000 sec): 3 clusters Score: Raw -102873.359769 + Penalty 3251.457018 = -99621.902751 nChanged 4 SP:Iteration 8Q (4246.230000 sec): 3 clusters Score: Raw -102879.920999 + Penalty 3251.457018 = -99628.463981 nChanged 2 SP:Iteration 9Q (4246.440000 sec): 3 clusters Score: Raw -102881.782656 + Penalty 3251.457018 = -99630.325638 nChanged 2 SP:Iteration 10Q (4246.630000 sec): 3 clusters Score: Raw -102883.948629 + Penalty 3251.457018 = -99632.491610 nChanged 2 SP:Iteration 11Q (4246.800000 sec): 3 clusters Score: Raw -102888.178961 + Penalty 3251.457018 = -99636.721943 nChanged 1 SP:Iteration 12Q (4247.030000 sec): 3 clusters Score: Raw -102888.914622 + Penalty 3251.457018 = -99637.457603 nChanged 0 SP:Iteration 13F (4247.190000 sec): 3 clusters Score: Raw -102888.914622 + Penalty 3251.457018 = -99637.457603 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 27 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4247.280000 sec): 2 clusters Score: Raw -63916.773101 + Penalty 1520.544169 = -62396.228932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4247.460000 sec): 3 clusters Score: Raw -63971.468086 + Penalty 3041.088339 = -60930.379748 nChanged 71 SP:Iteration 1F (4247.630000 sec): 3 clusters Score: Raw -64148.679737 + Penalty 3041.088339 = -61107.591398 nChanged 21 SP:Iteration 2Q (4247.780000 sec): 3 clusters Score: Raw -64199.940575 + Penalty 3041.088339 = -61158.852237 nChanged 5 SP:Iteration 3Q (4247.980000 sec): 3 clusters Score: Raw -64215.287204 + Penalty 3041.088339 = -61174.198866 nChanged 3 SP:Iteration 4Q (4248.130000 sec): 3 clusters Score: Raw -64225.972023 + Penalty 3041.088339 = -61184.883684 nChanged 3 SP:Iteration 5Q (4248.360000 sec): 3 clusters Score: Raw -64241.975788 + Penalty 3041.088339 = -61200.887449 nChanged 2 SP:Iteration 6Q (4248.510000 sec): 3 clusters Score: Raw -64246.325937 + Penalty 3041.088339 = -61205.237598 nChanged 3 SP:Iteration 7Q (4248.730000 sec): 3 clusters Score: Raw -64253.784666 + Penalty 3041.088339 = -61212.696328 nChanged 1 SP:Iteration 8Q (4248.940000 sec): 3 clusters Score: Raw -64256.735570 + Penalty 3041.088339 = -61215.647231 nChanged 0 SP:Iteration 9F (4249.100000 sec): 3 clusters Score: Raw -64256.735570 + Penalty 3041.088339 = -61215.647231 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 28 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4249.220000 sec): 2 clusters Score: Raw -30303.476400 + Penalty 1380.949437 = -28922.526963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4249.420000 sec): 3 clusters Score: Raw -30564.400615 + Penalty 2761.898874 = -27802.501741 nChanged 46 SP:Iteration 1F (4249.550000 sec): 3 clusters Score: Raw -30953.421411 + Penalty 2761.898874 = -28191.522537 nChanged 27 SP:Iteration 2F (4249.750000 sec): 3 clusters Score: Raw -31187.824760 + Penalty 2761.898874 = -28425.925886 nChanged 29 SP:Iteration 3F (4249.950000 sec): 3 clusters Score: Raw -31429.585155 + Penalty 2761.898874 = -28667.686282 nChanged 18 SP:Iteration 4F (4250.110000 sec): 3 clusters Score: Raw -31679.075156 + Penalty 2761.898874 = -28917.176282 nChanged 10 SP:Iteration 5Q (4250.340000 sec): 3 clusters Score: Raw -31902.987821 + Penalty 2761.898874 = -29141.088947 nChanged 6 SP:Iteration 6Q (4250.490000 sec): 3 clusters Score: Raw -31961.655411 + Penalty 2761.898874 = -29199.756537 nChanged 5 SP:Iteration 7Q (4250.660000 sec): 3 clusters Score: Raw -32046.634856 + Penalty 2761.898874 = -29284.735982 nChanged 4 SP:Iteration 8Q (4250.870000 sec): 3 clusters Score: Raw -32098.989592 + Penalty 2761.898874 = -29337.090718 nChanged 1 SP:Iteration 9Q (4251.050000 sec): 3 clusters Score: Raw -32105.977463 + Penalty 2761.898874 = -29344.078589 nChanged 1 SP:Iteration 10Q (4251.280000 sec): 3 clusters Score: Raw -32124.395842 + Penalty 2761.898874 = -29362.496968 nChanged 1 SP:Iteration 11Q (4251.460000 sec): 3 clusters Score: Raw -32137.960387 + Penalty 2761.898874 = -29376.061513 nChanged 0 SP:Iteration 12F (4251.610000 sec): 3 clusters Score: Raw -32146.800388 + Penalty 2761.898874 = -29384.901514 nChanged 2 SP:Iteration 13Q (4251.810000 sec): 3 clusters Score: Raw -32201.774783 + Penalty 2761.898874 = -29439.875909 nChanged 1 SP:Iteration 14Q (4252.010000 sec): 3 clusters Score: Raw -32250.775162 + Penalty 2761.898874 = -29488.876288 nChanged 0 SP:Iteration 15F (4252.170000 sec): 3 clusters Score: Raw -32250.775162 + Penalty 2761.898874 = -29488.876288 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 29 (4191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4252.270000 sec): 2 clusters Score: Raw -599698.127980 + Penalty 2068.492273 = -597629.635708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4252.470000 sec): 3 clusters Score: Raw -597724.956711 + Penalty 4136.984545 = -593587.972166 nChanged 1602 SP:Iteration 1F (4252.690000 sec): 3 clusters Score: Raw -598632.456846 + Penalty 4136.984545 = -594495.472300 nChanged 296 SP:Iteration 2F (4252.880000 sec): 3 clusters Score: Raw -598817.441214 + Penalty 4136.984545 = -594680.456669 nChanged 206 SP:Iteration 3Q (4253.120000 sec): 3 clusters Score: Raw -598948.741216 + Penalty 4136.984545 = -594811.756670 nChanged 156 SP:Iteration 4Q (4253.300000 sec): 3 clusters Score: Raw -599030.501443 + Penalty 4136.984545 = -594893.516897 nChanged 96 SP:Iteration 5Q (4253.550000 sec): 3 clusters Score: Raw -599080.319613 + Penalty 4136.984545 = -594943.335067 nChanged 82 SP:Iteration 6Q (4253.750000 sec): 3 clusters Score: Raw -599117.267007 + Penalty 4136.984545 = -594980.282462 nChanged 64 SP:Iteration 7Q (4253.920000 sec): 3 clusters Score: Raw -599150.257151 + Penalty 4136.984545 = -595013.272606 nChanged 60 SP:Iteration 8Q (4254.110000 sec): 3 clusters Score: Raw -599179.109301 + Penalty 4136.984545 = -595042.124756 nChanged 56 SP:Iteration 9Q (4254.280000 sec): 3 clusters Score: Raw -599205.178559 + Penalty 4136.984545 = -595068.194013 nChanged 60 SP:Iteration 10Q (4254.440000 sec): 3 clusters Score: Raw -599235.692720 + Penalty 4136.984545 = -595098.708175 nChanged 72 SP:Iteration 11Q (4254.660000 sec): 3 clusters Score: Raw -599273.725820 + Penalty 4136.984545 = -595136.741275 nChanged 57 SP:Iteration 12Q (4254.890000 sec): 3 clusters Score: Raw -599297.761248 + Penalty 4136.984545 = -595160.776703 nChanged 48 SP:Iteration 13Q (4255.110000 sec): 3 clusters Score: Raw -599319.478971 + Penalty 4136.984545 = -595182.494425 nChanged 46 SP:Iteration 14Q (4255.300000 sec): 3 clusters Score: Raw -599338.396808 + Penalty 4136.984545 = -595201.412263 nChanged 31 SP:Iteration 15Q (4255.480000 sec): 3 clusters Score: Raw -599352.560969 + Penalty 4136.984545 = -595215.576423 nChanged 34 SP:Iteration 16Q (4255.660000 sec): 3 clusters Score: Raw -599367.324106 + Penalty 4136.984545 = -595230.339560 nChanged 30 SP:Iteration 17Q (4255.840000 sec): 3 clusters Score: Raw -599380.902914 + Penalty 4136.984545 = -595243.918369 nChanged 32 SP:Iteration 18Q (4256.060000 sec): 3 clusters Score: Raw -599396.861063 + Penalty 4136.984545 = -595259.876517 nChanged 24 SP:Iteration 19Q (4256.250000 sec): 3 clusters Score: Raw -599407.262289 + Penalty 4136.984545 = -595270.277744 nChanged 22 SP:Iteration 20F (4256.500000 sec): 3 clusters Score: Raw -599415.823179 + Penalty 4136.984545 = -595278.838634 nChanged 28 SP:Iteration 21Q (4256.680000 sec): 3 clusters Score: Raw -599429.443025 + Penalty 4136.984545 = -595292.458479 nChanged 28 SP:Iteration 22Q (4256.920000 sec): 3 clusters Score: Raw -599442.016891 + Penalty 4136.984545 = -595305.032345 nChanged 22 SP:Iteration 23Q (4257.100000 sec): 3 clusters Score: Raw -599452.704661 + Penalty 4136.984545 = -595315.720116 nChanged 31 SP:Iteration 24Q (4257.300000 sec): 3 clusters Score: Raw -599468.860790 + Penalty 4136.984545 = -595331.876245 nChanged 28 SP:Iteration 25Q (4257.510000 sec): 3 clusters Score: Raw -599481.197671 + Penalty 4136.984545 = -595344.213126 nChanged 25 SP:Iteration 26Q (4257.710000 sec): 3 clusters Score: Raw -599490.376132 + Penalty 4136.984545 = -595353.391586 nChanged 24 SP:Iteration 27Q (4257.910000 sec): 3 clusters Score: Raw -599506.470614 + Penalty 4136.984545 = -595369.486069 nChanged 35 SP:Iteration 28Q (4258.110000 sec): 3 clusters Score: Raw -599529.546352 + Penalty 4136.984545 = -595392.561806 nChanged 39 SP:Iteration 29Q (4258.310000 sec): 3 clusters Score: Raw -599549.978621 + Penalty 4136.984545 = -595412.994076 nChanged 28 SP:Iteration 30Q (4258.530000 sec): 3 clusters Score: Raw -599564.485233 + Penalty 4136.984545 = -595427.500688 nChanged 28 SP:Iteration 31Q (4258.710000 sec): 3 clusters Score: Raw -599581.011178 + Penalty 4136.984545 = -595444.026633 nChanged 27 SP:Iteration 32Q (4258.920000 sec): 3 clusters Score: Raw -599595.695886 + Penalty 4136.984545 = -595458.711341 nChanged 33 SP:Iteration 33Q (4259.140000 sec): 3 clusters Score: Raw -599614.993469 + Penalty 4136.984545 = -595478.008924 nChanged 40 SP:Iteration 34Q (4259.380000 sec): 3 clusters Score: Raw -599633.760915 + Penalty 4136.984545 = -595496.776370 nChanged 24 SP:Iteration 35Q (4259.570000 sec): 3 clusters Score: Raw -599650.600270 + Penalty 4136.984545 = -595513.615725 nChanged 28 SP:Iteration 36Q (4259.740000 sec): 3 clusters Score: Raw -599668.647179 + Penalty 4136.984545 = -595531.662634 nChanged 35 SP:Iteration 37Q (4259.920000 sec): 3 clusters Score: Raw -599699.536641 + Penalty 4136.984545 = -595562.552096 nChanged 44 SP:Iteration 38Q (4260.100000 sec): 3 clusters Score: Raw -599725.991741 + Penalty 4136.984545 = -595589.007195 nChanged 33 SP:Iteration 39Q (4260.260000 sec): 3 clusters Score: Raw -599745.536662 + Penalty 4136.984545 = -595608.552116 nChanged 45 SP:Iteration 40F (4260.500000 sec): 3 clusters Score: Raw -599773.854902 + Penalty 4136.984545 = -595636.870357 nChanged 38 SP:Iteration 41Q (4260.670000 sec): 3 clusters Score: Raw -599795.276300 + Penalty 4136.984545 = -595658.291755 nChanged 27 SP:Iteration 42Q (4260.860000 sec): 3 clusters Score: Raw -599811.174126 + Penalty 4136.984545 = -595674.189581 nChanged 23 SP:Iteration 43Q (4261.070000 sec): 3 clusters Score: Raw -599823.828567 + Penalty 4136.984545 = -595686.844021 nChanged 22 SP:Iteration 44Q (4261.270000 sec): 3 clusters Score: Raw -599835.827084 + Penalty 4136.984545 = -595698.842538 nChanged 16 SP:Iteration 45Q (4261.500000 sec): 3 clusters Score: Raw -599845.082495 + Penalty 4136.984545 = -595708.097949 nChanged 19 SP:Iteration 46Q (4261.730000 sec): 3 clusters Score: Raw -599854.936002 + Penalty 4136.984545 = -595717.951456 nChanged 21 SP:Iteration 47Q (4261.940000 sec): 3 clusters Score: Raw -599866.608174 + Penalty 4136.984545 = -595729.623628 nChanged 23 SP:Iteration 48Q (4262.150000 sec): 3 clusters Score: Raw -599883.304640 + Penalty 4136.984545 = -595746.320095 nChanged 30 SP:Iteration 49Q (4262.330000 sec): 3 clusters Score: Raw -599905.302477 + Penalty 4136.984545 = -595768.317932 nChanged 35 SP:Iteration 50Q (4262.530000 sec): 3 clusters Score: Raw -599928.098470 + Penalty 4136.984545 = -595791.113924 nChanged 27 SP:Iteration 51Q (4262.680000 sec): 3 clusters Score: Raw -599948.237106 + Penalty 4136.984545 = -595811.252560 nChanged 32 SP:Iteration 52Q (4262.890000 sec): 3 clusters Score: Raw -599975.410815 + Penalty 4136.984545 = -595838.426270 nChanged 31 SP:Iteration 53Q (4263.090000 sec): 3 clusters Score: Raw -599999.878687 + Penalty 4136.984545 = -595862.894142 nChanged 25 SP:Iteration 54Q (4263.270000 sec): 3 clusters Score: Raw -600015.206807 + Penalty 4136.984545 = -595878.222262 nChanged 22 SP:Iteration 55Q (4263.440000 sec): 3 clusters Score: Raw -600029.511054 + Penalty 4136.984545 = -595892.526508 nChanged 21 SP:Iteration 56Q (4263.640000 sec): 3 clusters Score: Raw -600045.651120 + Penalty 4136.984545 = -595908.666575 nChanged 31 SP:Iteration 57Q (4263.890000 sec): 3 clusters Score: Raw -600066.111998 + Penalty 4136.984545 = -595929.127453 nChanged 26 SP:Iteration 58Q (4264.090000 sec): 3 clusters Score: Raw -600094.717208 + Penalty 4136.984545 = -595957.732663 nChanged 36 SP:Iteration 59Q (4264.340000 sec): 3 clusters Score: Raw -600128.222006 + Penalty 4136.984545 = -595991.237461 nChanged 29 SP:Iteration 60F (4264.510000 sec): 3 clusters Score: Raw -600152.989161 + Penalty 4136.984545 = -596016.004616 nChanged 33 SP:Iteration 61Q (4264.740000 sec): 3 clusters Score: Raw -600176.838197 + Penalty 4136.984545 = -596039.853652 nChanged 32 SP:Iteration 62Q (4264.920000 sec): 3 clusters Score: Raw -600204.676748 + Penalty 4136.984545 = -596067.692203 nChanged 23 SP:Iteration 63Q (4265.110000 sec): 3 clusters Score: Raw -600218.953801 + Penalty 4136.984545 = -596081.969256 nChanged 10 SP:Iteration 64Q (4265.290000 sec): 3 clusters Score: Raw -600225.358752 + Penalty 4136.984545 = -596088.374207 nChanged 9 SP:Iteration 65Q (4265.470000 sec): 3 clusters Score: Raw -600229.773642 + Penalty 4136.984545 = -596092.789097 nChanged 5 SP:Iteration 66Q (4265.710000 sec): 3 clusters Score: Raw -600231.842913 + Penalty 4136.984545 = -596094.858367 nChanged 4 SP:Iteration 67Q (4265.890000 sec): 3 clusters Score: Raw -600233.669925 + Penalty 4136.984545 = -596096.685379 nChanged 4 SP:Iteration 68Q (4266.110000 sec): 3 clusters Score: Raw -600235.453824 + Penalty 4136.984545 = -596098.469278 nChanged 4 SP:Iteration 69Q (4266.300000 sec): 3 clusters Score: Raw -600237.017611 + Penalty 4136.984545 = -596100.033066 nChanged 3 SP:Iteration 70Q (4266.530000 sec): 3 clusters Score: Raw -600238.366312 + Penalty 4136.984545 = -596101.381767 nChanged 4 SP:Iteration 71Q (4266.720000 sec): 3 clusters Score: Raw -600239.749991 + Penalty 4136.984545 = -596102.765445 nChanged 4 SP:Iteration 72Q (4266.930000 sec): 3 clusters Score: Raw -600241.137739 + Penalty 4136.984545 = -596104.153194 nChanged 4 SP:Iteration 73Q (4267.100000 sec): 3 clusters Score: Raw -600243.873895 + Penalty 4136.984545 = -596106.889350 nChanged 4 SP:Iteration 74Q (4267.320000 sec): 3 clusters Score: Raw -600245.435672 + Penalty 4136.984545 = -596108.451126 nChanged 3 SP:Iteration 75Q (4267.500000 sec): 3 clusters Score: Raw -600246.853857 + Penalty 4136.984545 = -596109.869311 nChanged 2 SP:Iteration 76Q (4267.700000 sec): 3 clusters Score: Raw -600248.129867 + Penalty 4136.984545 = -596111.145322 nChanged 3 SP:Iteration 77Q (4267.890000 sec): 3 clusters Score: Raw -600250.010932 + Penalty 4136.984545 = -596113.026387 nChanged 1 SP:Iteration 78Q (4268.110000 sec): 3 clusters Score: Raw -600250.317304 + Penalty 4136.984545 = -596113.332759 nChanged 1 SP:Iteration 79Q (4268.310000 sec): 3 clusters Score: Raw -600250.665646 + Penalty 4136.984545 = -596113.681100 nChanged 2 SP:Iteration 80F (4268.490000 sec): 3 clusters Score: Raw -600251.493610 + Penalty 4136.984545 = -596114.509065 nChanged 1 SP:Iteration 81Q (4268.700000 sec): 3 clusters Score: Raw -600251.688963 + Penalty 4136.984545 = -596114.704418 nChanged 1 SP:Iteration 82Q (4268.890000 sec): 3 clusters Score: Raw -600251.981288 + Penalty 4136.984545 = -596114.996743 nChanged 1 SP:Iteration 83Q (4269.120000 sec): 3 clusters Score: Raw -600252.404563 + Penalty 4136.984545 = -596115.420017 nChanged 0 SP:Iteration 84F (4269.290000 sec): 3 clusters Score: Raw -600252.404563 + Penalty 4136.984545 = -596115.420017 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 30 (10245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4269.480000 sec): 2 clusters Score: Raw -1453185.443828 + Penalty 2290.167175 = -1450895.276653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4269.740000 sec): 3 clusters Score: Raw -1447575.260097 + Penalty 4580.334350 = -1442994.925747 nChanged 4253 SP:Iteration 1F (4269.990000 sec): 3 clusters Score: Raw -1449925.249610 + Penalty 4580.334350 = -1445344.915260 nChanged 728 SP:Iteration 2F (4270.200000 sec): 3 clusters Score: Raw -1450297.080403 + Penalty 4580.334350 = -1445716.746052 nChanged 575 SP:Iteration 3F (4270.480000 sec): 3 clusters Score: Raw -1450575.471060 + Penalty 4580.334350 = -1445995.136710 nChanged 466 SP:Iteration 4Q (4270.680000 sec): 3 clusters Score: Raw -1450798.720007 + Penalty 4580.334350 = -1446218.385657 nChanged 409 SP:Iteration 5Q (4270.930000 sec): 3 clusters Score: Raw -1450996.779070 + Penalty 4580.334350 = -1446416.444720 nChanged 380 SP:Iteration 6Q (4271.190000 sec): 3 clusters Score: Raw -1451179.308752 + Penalty 4580.334350 = -1446598.974402 nChanged 352 SP:Iteration 7Q (4271.410000 sec): 3 clusters Score: Raw -1451355.952950 + Penalty 4580.334350 = -1446775.618600 nChanged 350 SP:Iteration 8Q (4271.610000 sec): 3 clusters Score: Raw -1451546.418706 + Penalty 4580.334350 = -1446966.084356 nChanged 356 SP:Iteration 9Q (4271.870000 sec): 3 clusters Score: Raw -1451745.898223 + Penalty 4580.334350 = -1447165.563873 nChanged 368 SP:Iteration 10Q (4272.110000 sec): 3 clusters Score: Raw -1451951.643147 + Penalty 4580.334350 = -1447371.308797 nChanged 356 SP:Iteration 11Q (4272.390000 sec): 3 clusters Score: Raw -1452149.178038 + Penalty 4580.334350 = -1447568.843687 nChanged 340 SP:Iteration 12Q (4272.630000 sec): 3 clusters Score: Raw -1452342.527237 + Penalty 4580.334350 = -1447762.192887 nChanged 310 SP:Iteration 13Q (4272.850000 sec): 3 clusters Score: Raw -1452523.563192 + Penalty 4580.334350 = -1447943.228842 nChanged 290 SP:Iteration 14Q (4273.130000 sec): 3 clusters Score: Raw -1452712.592077 + Penalty 4580.334350 = -1448132.257726 nChanged 267 SP:Iteration 15Q (4273.340000 sec): 3 clusters Score: Raw -1452887.477533 + Penalty 4580.334350 = -1448307.143183 nChanged 228 SP:Iteration 16Q (4273.580000 sec): 3 clusters Score: Raw -1453038.264871 + Penalty 4580.334350 = -1448457.930521 nChanged 197 SP:Iteration 17Q (4273.790000 sec): 3 clusters Score: Raw -1453182.877620 + Penalty 4580.334350 = -1448602.543270 nChanged 169 SP:Iteration 18Q (4273.990000 sec): 3 clusters Score: Raw -1453303.375919 + Penalty 4580.334350 = -1448723.041569 nChanged 111 SP:Iteration 19Q (4274.190000 sec): 3 clusters Score: Raw -1453389.322026 + Penalty 4580.334350 = -1448808.987676 nChanged 85 SP:Iteration 20F (4274.400000 sec): 3 clusters Score: Raw -1453451.101845 + Penalty 4580.334350 = -1448870.767495 nChanged 66 SP:Iteration 21Q (4274.600000 sec): 3 clusters Score: Raw -1453491.723622 + Penalty 4580.334350 = -1448911.389271 nChanged 48 SP:Iteration 22Q (4274.840000 sec): 3 clusters Score: Raw -1453524.329750 + Penalty 4580.334350 = -1448943.995400 nChanged 33 SP:Iteration 23Q (4275.070000 sec): 3 clusters Score: Raw -1453548.129090 + Penalty 4580.334350 = -1448967.794740 nChanged 23 SP:Iteration 24Q (4275.310000 sec): 3 clusters Score: Raw -1453564.632608 + Penalty 4580.334350 = -1448984.298258 nChanged 17 SP:Iteration 25Q (4275.530000 sec): 3 clusters Score: Raw -1453577.259512 + Penalty 4580.334350 = -1448996.925162 nChanged 18 SP:Iteration 26Q (4275.720000 sec): 3 clusters Score: Raw -1453589.934431 + Penalty 4580.334350 = -1449009.600081 nChanged 9 SP:Iteration 27Q (4275.950000 sec): 3 clusters Score: Raw -1453596.562268 + Penalty 4580.334350 = -1449016.227918 nChanged 9 SP:Iteration 28Q (4276.190000 sec): 3 clusters Score: Raw -1453603.641484 + Penalty 4580.334350 = -1449023.307134 nChanged 11 SP:Iteration 29Q (4276.390000 sec): 3 clusters Score: Raw -1453613.176501 + Penalty 4580.334350 = -1449032.842151 nChanged 12 SP:Iteration 30Q (4276.620000 sec): 3 clusters Score: Raw -1453622.658772 + Penalty 4580.334350 = -1449042.324422 nChanged 6 SP:Iteration 31Q (4276.840000 sec): 3 clusters Score: Raw -1453626.758005 + Penalty 4580.334350 = -1449046.423655 nChanged 5 SP:Iteration 32Q (4277.090000 sec): 3 clusters Score: Raw -1453632.342402 + Penalty 4580.334350 = -1449052.008052 nChanged 3 SP:Iteration 33Q (4277.330000 sec): 3 clusters Score: Raw -1453633.964477 + Penalty 4580.334350 = -1449053.630127 nChanged 5 SP:Iteration 34Q (4277.550000 sec): 3 clusters Score: Raw -1453636.606096 + Penalty 4580.334350 = -1449056.271746 nChanged 2 SP:Iteration 35Q (4277.790000 sec): 3 clusters Score: Raw -1453637.584771 + Penalty 4580.334350 = -1449057.250421 nChanged 1 SP:Iteration 36Q (4278.010000 sec): 3 clusters Score: Raw -1453638.609434 + Penalty 4580.334350 = -1449058.275084 nChanged 5 SP:Iteration 37Q (4278.240000 sec): 3 clusters Score: Raw -1453642.925497 + Penalty 4580.334350 = -1449062.591147 nChanged 3 SP:Iteration 38Q (4278.490000 sec): 3 clusters Score: Raw -1453645.006116 + Penalty 4580.334350 = -1449064.671766 nChanged 3 SP:Iteration 39Q (4278.710000 sec): 3 clusters Score: Raw -1453646.755690 + Penalty 4580.334350 = -1449066.421340 nChanged 3 SP:Iteration 40F (4279.000000 sec): 3 clusters Score: Raw -1453647.991790 + Penalty 4580.334350 = -1449067.657440 nChanged 3 SP:Iteration 41Q (4279.210000 sec): 3 clusters Score: Raw -1453649.286080 + Penalty 4580.334350 = -1449068.951730 nChanged 1 SP:Iteration 42Q (4279.430000 sec): 3 clusters Score: Raw -1453650.049087 + Penalty 4580.334350 = -1449069.714737 nChanged 4 SP:Iteration 43Q (4279.670000 sec): 3 clusters Score: Raw -1453652.448132 + Penalty 4580.334350 = -1449072.113782 nChanged 3 SP:Iteration 44Q (4279.880000 sec): 3 clusters Score: Raw -1453653.902766 + Penalty 4580.334350 = -1449073.568416 nChanged 3 SP:Iteration 45Q (4280.120000 sec): 3 clusters Score: Raw -1453657.016218 + Penalty 4580.334350 = -1449076.681868 nChanged 1 SP:Iteration 46Q (4280.360000 sec): 3 clusters Score: Raw -1453657.447340 + Penalty 4580.334350 = -1449077.112990 nChanged 0 SP:Iteration 47F (4280.580000 sec): 3 clusters Score: Raw -1453657.447340 + Penalty 4580.334350 = -1449077.112990 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 31 (3973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4280.670000 sec): 2 clusters Score: Raw -513293.575707 + Penalty 2055.244635 = -511238.331071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4280.880000 sec): 3 clusters Score: Raw -511546.370745 + Penalty 4110.489271 = -507435.881475 nChanged 1504 SP:Iteration 1F (4281.080000 sec): 3 clusters Score: Raw -512614.908287 + Penalty 4110.489271 = -508504.419016 nChanged 409 SP:Iteration 2F (4281.300000 sec): 3 clusters Score: Raw -513057.752422 + Penalty 4110.489271 = -508947.263151 nChanged 317 SP:Iteration 3F (4281.460000 sec): 3 clusters Score: Raw -513451.711572 + Penalty 4110.489271 = -509341.222301 nChanged 275 SP:Iteration 4F (4281.690000 sec): 3 clusters Score: Raw -513790.053814 + Penalty 4110.489271 = -509679.564543 nChanged 225 SP:Iteration 5F (4281.880000 sec): 3 clusters Score: Raw -513989.110770 + Penalty 4110.489271 = -509878.621499 nChanged 146 SP:Iteration 6Q (4282.070000 sec): 3 clusters Score: Raw -514105.111031 + Penalty 4110.489271 = -509994.621760 nChanged 119 SP:Iteration 7Q (4282.300000 sec): 3 clusters Score: Raw -514207.171883 + Penalty 4110.489271 = -510096.682612 nChanged 105 SP:Iteration 8Q (4282.510000 sec): 3 clusters Score: Raw -514276.223467 + Penalty 4110.489271 = -510165.734196 nChanged 73 SP:Iteration 9Q (4282.720000 sec): 3 clusters Score: Raw -514319.567239 + Penalty 4110.489271 = -510209.077968 nChanged 56 SP:Iteration 10Q (4282.880000 sec): 3 clusters Score: Raw -514344.532818 + Penalty 4110.489271 = -510234.043547 nChanged 39 SP:Iteration 11Q (4283.120000 sec): 3 clusters Score: Raw -514366.478026 + Penalty 4110.489271 = -510255.988756 nChanged 40 SP:Iteration 12Q (4283.340000 sec): 3 clusters Score: Raw -514385.848381 + Penalty 4110.489271 = -510275.359110 nChanged 39 SP:Iteration 13Q (4283.510000 sec): 3 clusters Score: Raw -514402.984905 + Penalty 4110.489271 = -510292.495634 nChanged 25 SP:Iteration 14Q (4283.720000 sec): 3 clusters Score: Raw -514412.074874 + Penalty 4110.489271 = -510301.585603 nChanged 15 SP:Iteration 15Q (4283.900000 sec): 3 clusters Score: Raw -514417.622013 + Penalty 4110.489271 = -510307.132742 nChanged 12 SP:Iteration 16Q (4284.080000 sec): 3 clusters Score: Raw -514421.154838 + Penalty 4110.489271 = -510310.665567 nChanged 10 SP:Iteration 17Q (4284.250000 sec): 3 clusters Score: Raw -514424.643432 + Penalty 4110.489271 = -510314.154161 nChanged 7 SP:Iteration 18Q (4284.410000 sec): 3 clusters Score: Raw -514427.091606 + Penalty 4110.489271 = -510316.602335 nChanged 8 SP:Iteration 19Q (4284.580000 sec): 3 clusters Score: Raw -514430.143403 + Penalty 4110.489271 = -510319.654133 nChanged 5 SP:Iteration 20F (4284.800000 sec): 3 clusters Score: Raw -514431.487489 + Penalty 4110.489271 = -510320.998218 nChanged 4 SP:Iteration 21Q (4284.980000 sec): 3 clusters Score: Raw -514432.444924 + Penalty 4110.489271 = -510321.955653 nChanged 6 SP:Iteration 22Q (4285.180000 sec): 3 clusters Score: Raw -514433.936619 + Penalty 4110.489271 = -510323.447348 nChanged 4 SP:Iteration 23Q (4285.360000 sec): 3 clusters Score: Raw -514435.169664 + Penalty 4110.489271 = -510324.680394 nChanged 3 SP:Iteration 24Q (4285.530000 sec): 3 clusters Score: Raw -514436.013213 + Penalty 4110.489271 = -510325.523943 nChanged 3 SP:Iteration 25Q (4285.720000 sec): 3 clusters Score: Raw -514436.919626 + Penalty 4110.489271 = -510326.430355 nChanged 0 SP:Iteration 26F (4285.930000 sec): 3 clusters Score: Raw -514436.919626 + Penalty 4110.489271 = -510326.430355 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 32 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4286.040000 sec): 2 clusters Score: Raw -30658.755713 + Penalty 1345.387604 = -29313.368108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4286.190000 sec): 3 clusters Score: Raw -30827.661826 + Penalty 2690.775209 = -28136.886617 nChanged 13 SP:Iteration 1F (4286.370000 sec): 3 clusters Score: Raw -30894.836481 + Penalty 2690.775209 = -28204.061272 nChanged 5 SP:Iteration 2Q (4286.560000 sec): 3 clusters Score: Raw -30918.331031 + Penalty 2690.775209 = -28227.555823 nChanged 3 SP:Iteration 3Q (4286.750000 sec): 3 clusters Score: Raw -30935.025357 + Penalty 2690.775209 = -28244.250148 nChanged 2 SP:Iteration 4Q (4286.940000 sec): 3 clusters Score: Raw -30943.298177 + Penalty 2690.775209 = -28252.522968 nChanged 2 SP:Iteration 5Q (4287.130000 sec): 3 clusters Score: Raw -30948.604427 + Penalty 2690.775209 = -28257.829218 nChanged 1 SP:Iteration 6Q (4287.340000 sec): 3 clusters Score: Raw -30953.867769 + Penalty 2690.775209 = -28263.092560 nChanged 1 SP:Iteration 7Q (4287.540000 sec): 3 clusters Score: Raw -30956.928497 + Penalty 2690.775209 = -28266.153288 nChanged 0 SP:Iteration 8F (4287.720000 sec): 3 clusters Score: Raw -30956.928497 + Penalty 2690.775209 = -28266.153288 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 33 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4287.820000 sec): 2 clusters Score: Raw -64817.763835 + Penalty 1530.063462 = -63287.700373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4287.990000 sec): 3 clusters Score: Raw -64897.460278 + Penalty 3060.126923 = -61837.333355 nChanged 93 SP:Iteration 1F (4288.200000 sec): 3 clusters Score: Raw -65114.404884 + Penalty 3060.126923 = -62054.277961 nChanged 21 SP:Iteration 2Q (4288.370000 sec): 3 clusters Score: Raw -65167.607433 + Penalty 3060.126923 = -62107.480510 nChanged 15 SP:Iteration 3Q (4288.580000 sec): 3 clusters Score: Raw -65216.193410 + Penalty 3060.126923 = -62156.066487 nChanged 10 SP:Iteration 4Q (4288.770000 sec): 3 clusters Score: Raw -65281.332879 + Penalty 3060.126923 = -62221.205955 nChanged 5 SP:Iteration 5Q (4288.970000 sec): 3 clusters Score: Raw -65300.579881 + Penalty 3060.126923 = -62240.452957 nChanged 5 SP:Iteration 6Q (4289.130000 sec): 3 clusters Score: Raw -65313.426950 + Penalty 3060.126923 = -62253.300026 nChanged 1 SP:Iteration 7Q (4289.350000 sec): 3 clusters Score: Raw -65315.918390 + Penalty 3060.126923 = -62255.791467 nChanged 2 SP:Iteration 8Q (4289.530000 sec): 3 clusters Score: Raw -65321.963534 + Penalty 3060.126923 = -62261.836611 nChanged 2 SP:Iteration 9Q (4289.680000 sec): 3 clusters Score: Raw -65329.197267 + Penalty 3060.126923 = -62269.070344 nChanged 1 SP:Iteration 10Q (4289.800000 sec): 3 clusters Score: Raw -65331.261970 + Penalty 3060.126923 = -62271.135047 nChanged 0 SP:Iteration 11F (4290.020000 sec): 3 clusters Score: Raw -65331.261970 + Penalty 3060.126923 = -62271.135047 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 34 (4403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4290.090000 sec): 2 clusters Score: Raw -611696.715658 + Penalty 2080.730269 = -609615.985390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4290.310000 sec): 3 clusters Score: Raw -609659.529293 + Penalty 4161.460537 = -605498.068755 nChanged 1672 SP:Iteration 1F (4290.540000 sec): 3 clusters Score: Raw -610897.308200 + Penalty 4161.460537 = -606735.847663 nChanged 430 SP:Iteration 2F (4290.720000 sec): 3 clusters Score: Raw -611433.506505 + Penalty 4161.460537 = -607272.045968 nChanged 342 SP:Iteration 3F (4290.870000 sec): 3 clusters Score: Raw -611867.548967 + Penalty 4161.460537 = -607706.088430 nChanged 317 SP:Iteration 4F (4291.040000 sec): 3 clusters Score: Raw -612269.022814 + Penalty 4161.460537 = -608107.562277 nChanged 262 SP:Iteration 5F (4291.270000 sec): 3 clusters Score: Raw -612522.434820 + Penalty 4161.460537 = -608360.974283 nChanged 213 SP:Iteration 6Q (4291.470000 sec): 3 clusters Score: Raw -612718.855574 + Penalty 4161.460537 = -608557.395037 nChanged 178 SP:Iteration 7Q (4291.630000 sec): 3 clusters Score: Raw -612866.408253 + Penalty 4161.460537 = -608704.947715 nChanged 131 SP:Iteration 8Q (4291.830000 sec): 3 clusters Score: Raw -612976.963631 + Penalty 4161.460537 = -608815.503094 nChanged 102 SP:Iteration 9Q (4291.990000 sec): 3 clusters Score: Raw -613054.928667 + Penalty 4161.460537 = -608893.468129 nChanged 79 SP:Iteration 10Q (4292.210000 sec): 3 clusters Score: Raw -613095.239927 + Penalty 4161.460537 = -608933.779390 nChanged 60 SP:Iteration 11Q (4292.390000 sec): 3 clusters Score: Raw -613131.782942 + Penalty 4161.460537 = -608970.322405 nChanged 46 SP:Iteration 12Q (4292.580000 sec): 3 clusters Score: Raw -613154.621916 + Penalty 4161.460537 = -608993.161379 nChanged 30 SP:Iteration 13Q (4292.820000 sec): 3 clusters Score: Raw -613167.414387 + Penalty 4161.460537 = -609005.953850 nChanged 28 SP:Iteration 14Q (4293.040000 sec): 3 clusters Score: Raw -613181.494868 + Penalty 4161.460537 = -609020.034331 nChanged 26 SP:Iteration 15Q (4293.200000 sec): 3 clusters Score: Raw -613191.151084 + Penalty 4161.460537 = -609029.690546 nChanged 20 SP:Iteration 16Q (4293.440000 sec): 3 clusters Score: Raw -613196.962672 + Penalty 4161.460537 = -609035.502135 nChanged 14 SP:Iteration 17Q (4293.660000 sec): 3 clusters Score: Raw -613201.336987 + Penalty 4161.460537 = -609039.876450 nChanged 16 SP:Iteration 18Q (4293.880000 sec): 3 clusters Score: Raw -613209.485469 + Penalty 4161.460537 = -609048.024932 nChanged 17 SP:Iteration 19Q (4294.040000 sec): 3 clusters Score: Raw -613216.584261 + Penalty 4161.460537 = -609055.123723 nChanged 16 SP:Iteration 20F (4294.230000 sec): 3 clusters Score: Raw -613221.961958 + Penalty 4161.460537 = -609060.501420 nChanged 8 SP:Iteration 21Q (4294.460000 sec): 3 clusters Score: Raw -613223.745317 + Penalty 4161.460537 = -609062.284780 nChanged 2 SP:Iteration 22Q (4294.710000 sec): 3 clusters Score: Raw -613224.531806 + Penalty 4161.460537 = -609063.071269 nChanged 4 SP:Iteration 23Q (4294.900000 sec): 3 clusters Score: Raw -613226.376584 + Penalty 4161.460537 = -609064.916047 nChanged 7 SP:Iteration 24Q (4295.100000 sec): 3 clusters Score: Raw -613229.317418 + Penalty 4161.460537 = -609067.856881 nChanged 7 SP:Iteration 25Q (4295.270000 sec): 3 clusters Score: Raw -613232.669441 + Penalty 4161.460537 = -609071.208904 nChanged 8 SP:Iteration 26Q (4295.460000 sec): 3 clusters Score: Raw -613235.568854 + Penalty 4161.460537 = -609074.108316 nChanged 4 SP:Iteration 27Q (4295.710000 sec): 3 clusters Score: Raw -613237.018789 + Penalty 4161.460537 = -609075.558252 nChanged 8 SP:Iteration 28Q (4295.880000 sec): 3 clusters Score: Raw -613239.787898 + Penalty 4161.460537 = -609078.327361 nChanged 6 SP:Iteration 29Q (4296.060000 sec): 3 clusters Score: Raw -613241.451261 + Penalty 4161.460537 = -609079.990723 nChanged 7 SP:Iteration 30Q (4296.330000 sec): 3 clusters Score: Raw -613244.646763 + Penalty 4161.460537 = -609083.186226 nChanged 11 SP:Iteration 31Q (4296.500000 sec): 3 clusters Score: Raw -613250.088942 + Penalty 4161.460537 = -609088.628404 nChanged 13 SP:Iteration 32Q (4296.700000 sec): 3 clusters Score: Raw -613256.196822 + Penalty 4161.460537 = -609094.736284 nChanged 16 SP:Iteration 33Q (4296.920000 sec): 3 clusters Score: Raw -613262.989514 + Penalty 4161.460537 = -609101.528977 nChanged 23 SP:Iteration 34Q (4297.090000 sec): 3 clusters Score: Raw -613274.858078 + Penalty 4161.460537 = -609113.397541 nChanged 29 SP:Iteration 35Q (4297.300000 sec): 3 clusters Score: Raw -613292.486063 + Penalty 4161.460537 = -609131.025526 nChanged 35 SP:Iteration 36Q (4297.520000 sec): 3 clusters Score: Raw -613317.192355 + Penalty 4161.460537 = -609155.731818 nChanged 32 SP:Iteration 37Q (4297.720000 sec): 3 clusters Score: Raw -613335.468135 + Penalty 4161.460537 = -609174.007598 nChanged 45 SP:Iteration 38Q (4297.900000 sec): 3 clusters Score: Raw -613374.646028 + Penalty 4161.460537 = -609213.185491 nChanged 62 SP:Iteration 39Q (4298.100000 sec): 3 clusters Score: Raw -613423.833005 + Penalty 4161.460537 = -609262.372468 nChanged 53 SP:Iteration 40F (4298.310000 sec): 3 clusters Score: Raw -613471.188975 + Penalty 4161.460537 = -609309.728438 nChanged 52 SP:Iteration 41Q (4298.470000 sec): 3 clusters Score: Raw -613511.721885 + Penalty 4161.460537 = -609350.261348 nChanged 44 SP:Iteration 42Q (4298.680000 sec): 3 clusters Score: Raw -613540.242483 + Penalty 4161.460537 = -609378.781946 nChanged 44 SP:Iteration 43Q (4298.900000 sec): 3 clusters Score: Raw -613568.080220 + Penalty 4161.460537 = -609406.619683 nChanged 33 SP:Iteration 44Q (4299.080000 sec): 3 clusters Score: Raw -613598.798209 + Penalty 4161.460537 = -609437.337671 nChanged 44 SP:Iteration 45Q (4299.270000 sec): 3 clusters Score: Raw -613633.338857 + Penalty 4161.460537 = -609471.878319 nChanged 33 SP:Iteration 46Q (4299.460000 sec): 3 clusters Score: Raw -613656.907451 + Penalty 4161.460537 = -609495.446914 nChanged 29 SP:Iteration 47Q (4299.640000 sec): 3 clusters Score: Raw -613677.489316 + Penalty 4161.460537 = -609516.028779 nChanged 20 SP:Iteration 48Q (4299.830000 sec): 3 clusters Score: Raw -613697.543117 + Penalty 4161.460537 = -609536.082579 nChanged 27 SP:Iteration 49Q (4300.050000 sec): 3 clusters Score: Raw -613726.179575 + Penalty 4161.460537 = -609564.719038 nChanged 31 SP:Iteration 50Q (4300.250000 sec): 3 clusters Score: Raw -613757.698117 + Penalty 4161.460537 = -609596.237579 nChanged 36 SP:Iteration 51Q (4300.440000 sec): 3 clusters Score: Raw -613785.445521 + Penalty 4161.460537 = -609623.984983 nChanged 24 SP:Iteration 52Q (4300.610000 sec): 3 clusters Score: Raw -613798.393881 + Penalty 4161.460537 = -609636.933343 nChanged 18 SP:Iteration 53Q (4300.840000 sec): 3 clusters Score: Raw -613806.489863 + Penalty 4161.460537 = -609645.029325 nChanged 15 SP:Iteration 54Q (4301.020000 sec): 3 clusters Score: Raw -613814.103046 + Penalty 4161.460537 = -609652.642509 nChanged 12 SP:Iteration 55Q (4301.180000 sec): 3 clusters Score: Raw -613822.769526 + Penalty 4161.460537 = -609661.308988 nChanged 10 SP:Iteration 56Q (4301.420000 sec): 3 clusters Score: Raw -613828.966787 + Penalty 4161.460537 = -609667.506250 nChanged 10 SP:Iteration 57Q (4301.650000 sec): 3 clusters Score: Raw -613836.349007 + Penalty 4161.460537 = -609674.888469 nChanged 10 SP:Iteration 58Q (4301.820000 sec): 3 clusters Score: Raw -613841.713362 + Penalty 4161.460537 = -609680.252825 nChanged 3 SP:Iteration 59Q (4302.030000 sec): 3 clusters Score: Raw -613842.504983 + Penalty 4161.460537 = -609681.044446 nChanged 2 SP:Iteration 60F (4302.230000 sec): 3 clusters Score: Raw -613843.630156 + Penalty 4161.460537 = -609682.169619 nChanged 6 SP:Iteration 61Q (4302.390000 sec): 3 clusters Score: Raw -613849.032400 + Penalty 4161.460537 = -609687.571863 nChanged 11 SP:Iteration 62Q (4302.580000 sec): 3 clusters Score: Raw -613858.821333 + Penalty 4161.460537 = -609697.360796 nChanged 16 SP:Iteration 63Q (4302.780000 sec): 3 clusters Score: Raw -613883.071061 + Penalty 4161.460537 = -609721.610524 nChanged 17 SP:Iteration 64Q (4302.960000 sec): 3 clusters Score: Raw -613944.282652 + Penalty 4161.460537 = -609782.822115 nChanged 27 SP:Iteration 65Q (4303.170000 sec): 3 clusters Score: Raw -614043.425593 + Penalty 4161.460537 = -609881.965055 nChanged 18 SP:Iteration 66Q (4303.340000 sec): 3 clusters Score: Raw -614066.609637 + Penalty 4161.460537 = -609905.149099 nChanged 10 SP:Iteration 67Q (4303.510000 sec): 3 clusters Score: Raw -614070.457576 + Penalty 4161.460537 = -609908.997039 nChanged 5 SP:Iteration 68Q (4303.680000 sec): 3 clusters Score: Raw -614071.836635 + Penalty 4161.460537 = -609910.376097 nChanged 2 SP:Iteration 69Q (4303.880000 sec): 3 clusters Score: Raw -614073.795863 + Penalty 4161.460537 = -609912.335326 nChanged 4 SP:Iteration 70Q (4304.080000 sec): 3 clusters Score: Raw -614078.150831 + Penalty 4161.460537 = -609916.690293 nChanged 4 SP:Iteration 71Q (4304.270000 sec): 3 clusters Score: Raw -614079.800561 + Penalty 4161.460537 = -609918.340023 nChanged 4 SP:Iteration 72Q (4304.490000 sec): 3 clusters Score: Raw -614081.633659 + Penalty 4161.460537 = -609920.173122 nChanged 2 SP:Iteration 73Q (4304.670000 sec): 3 clusters Score: Raw -614082.278811 + Penalty 4161.460537 = -609920.818274 nChanged 0 SP:Iteration 74F (4304.880000 sec): 3 clusters Score: Raw -614082.278811 + Penalty 4161.460537 = -609920.818274 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 35 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4304.960000 sec): 2 clusters Score: Raw -40923.433941 + Penalty 1415.363346 = -39508.070595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4305.130000 sec): 3 clusters Score: Raw -41041.840109 + Penalty 2830.726691 = -38211.113417 nChanged 32 SP:Iteration 1F (4305.340000 sec): 3 clusters Score: Raw -41151.909310 + Penalty 2830.726691 = -38321.182619 nChanged 11 SP:Iteration 2Q (4305.470000 sec): 3 clusters Score: Raw -41199.021436 + Penalty 2830.726691 = -38368.294745 nChanged 5 SP:Iteration 3Q (4305.640000 sec): 3 clusters Score: Raw -41215.745443 + Penalty 2830.726691 = -38385.018752 nChanged 0 SP:Iteration 4F (4305.810000 sec): 3 clusters Score: Raw -41215.745443 + Penalty 2830.726691 = -38385.018752 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 36 (94588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.350000 sec): 2 clusters Score: Raw -13987705.451774 + Penalty 2841.406902 = -13984864.044872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4307.020000 sec): 3 clusters Score: Raw -13927105.532385 + Penalty 5682.813805 = -13921422.718580 nChanged 44807 SP:Iteration 1F (4307.710000 sec): 3 clusters Score: Raw -13953354.212717 + Penalty 5682.813805 = -13947671.398912 nChanged 4090 SP:Iteration 2Q (4308.380000 sec): 3 clusters Score: Raw -13955033.615375 + Penalty 5682.813805 = -13949350.801570 nChanged 5304 SP:Iteration 3F (4309.090000 sec): 3 clusters Score: Raw -13958016.146298 + Penalty 5682.813805 = -13952333.332493 nChanged 6720 SP:Iteration 4F (4309.790000 sec): 3 clusters Score: Raw -13962521.152763 + Penalty 5682.813805 = -13956838.338958 nChanged 7502 SP:Iteration 5F (4310.480000 sec): 3 clusters Score: Raw -13967806.127168 + Penalty 5682.813805 = -13962123.313363 nChanged 6963 SP:Iteration 6F (4311.210000 sec): 3 clusters Score: Raw -13972175.843436 + Penalty 5682.813805 = -13966493.029631 nChanged 5583 SP:Iteration 7F (4311.870000 sec): 3 clusters Score: Raw -13975135.583712 + Penalty 5682.813805 = -13969452.769907 nChanged 4315 SP:Iteration 8Q (4312.680000 sec): 3 clusters Score: Raw -13977073.319137 + Penalty 5682.813805 = -13971390.505332 nChanged 3355 SP:Iteration 9Q (4313.490000 sec): 3 clusters Score: Raw -13978521.161178 + Penalty 5682.813805 = -13972838.347373 nChanged 2896 SP:Iteration 10Q (4314.220000 sec): 3 clusters Score: Raw -13979824.656462 + Penalty 5682.813805 = -13974141.842657 nChanged 2746 SP:Iteration 11Q (4315.020000 sec): 3 clusters Score: Raw -13981087.438593 + Penalty 5682.813805 = -13975404.624788 nChanged 2646 SP:Iteration 12Q (4315.770000 sec): 3 clusters Score: Raw -13982419.819161 + Penalty 5682.813805 = -13976737.005356 nChanged 2596 SP:Iteration 13Q (4316.550000 sec): 3 clusters Score: Raw -13983828.656867 + Penalty 5682.813805 = -13978145.843062 nChanged 2265 SP:Iteration 14Q (4317.280000 sec): 3 clusters Score: Raw -13985070.524905 + Penalty 5682.813805 = -13979387.711100 nChanged 1832 SP:Iteration 15Q (4318.080000 sec): 3 clusters Score: Raw -13986071.106371 + Penalty 5682.813805 = -13980388.292566 nChanged 1485 SP:Iteration 16Q (4318.840000 sec): 3 clusters Score: Raw -13986924.176538 + Penalty 5682.813805 = -13981241.362733 nChanged 1085 SP:Iteration 17Q (4319.520000 sec): 3 clusters Score: Raw -13987519.809245 + Penalty 5682.813805 = -13981836.995440 nChanged 794 SP:Iteration 18Q (4320.190000 sec): 3 clusters Score: Raw -13987945.026777 + Penalty 5682.813805 = -13982262.212972 nChanged 531 SP:Iteration 19Q (4320.850000 sec): 3 clusters Score: Raw -13988214.267970 + Penalty 5682.813805 = -13982531.454165 nChanged 358 SP:Iteration 20F (4321.540000 sec): 3 clusters Score: Raw -13988408.190051 + Penalty 5682.813805 = -13982725.376246 nChanged 265 SP:Iteration 21Q (4322.170000 sec): 3 clusters Score: Raw -13988560.287301 + Penalty 5682.813805 = -13982877.473496 nChanged 192 SP:Iteration 22Q (4322.770000 sec): 3 clusters Score: Raw -13988663.209676 + Penalty 5682.813805 = -13982980.395871 nChanged 150 SP:Iteration 23Q (4323.380000 sec): 3 clusters Score: Raw -13988735.770232 + Penalty 5682.813805 = -13983052.956427 nChanged 104 SP:Iteration 24Q (4324.050000 sec): 3 clusters Score: Raw -13988785.509336 + Penalty 5682.813805 = -13983102.695532 nChanged 83 SP:Iteration 25Q (4324.710000 sec): 3 clusters Score: Raw -13988817.339622 + Penalty 5682.813805 = -13983134.525817 nChanged 66 SP:Iteration 26Q (4325.330000 sec): 3 clusters Score: Raw -13988840.817118 + Penalty 5682.813805 = -13983158.003313 nChanged 54 SP:Iteration 27Q (4326.030000 sec): 3 clusters Score: Raw -13988858.593776 + Penalty 5682.813805 = -13983175.779971 nChanged 52 SP:Iteration 28Q (4326.650000 sec): 3 clusters Score: Raw -13988881.135517 + Penalty 5682.813805 = -13983198.321712 nChanged 46 SP:Iteration 29Q (4327.290000 sec): 3 clusters Score: Raw -13988899.992074 + Penalty 5682.813805 = -13983217.178269 nChanged 39 SP:Iteration 30Q (4327.850000 sec): 3 clusters Score: Raw -13988917.713557 + Penalty 5682.813805 = -13983234.899752 nChanged 41 SP:Iteration 31Q (4328.460000 sec): 3 clusters Score: Raw -13988933.919504 + Penalty 5682.813805 = -13983251.105699 nChanged 33 SP:Iteration 32Q (4329.120000 sec): 3 clusters Score: Raw -13988945.223605 + Penalty 5682.813805 = -13983262.409800 nChanged 17 SP:Iteration 33Q (4329.740000 sec): 3 clusters Score: Raw -13988953.026751 + Penalty 5682.813805 = -13983270.212946 nChanged 22 SP:Iteration 34Q (4330.570000 sec): 3 clusters Score: Raw -13988963.677271 + Penalty 5682.813805 = -13983280.863466 nChanged 29 SP:Iteration 35Q (4331.250000 sec): 3 clusters Score: Raw -13988975.957434 + Penalty 5682.813805 = -13983293.143629 nChanged 27 SP:Iteration 36Q (4331.920000 sec): 3 clusters Score: Raw -13988988.851172 + Penalty 5682.813805 = -13983306.037367 nChanged 31 SP:Iteration 37Q (4332.680000 sec): 3 clusters Score: Raw -13989005.069359 + Penalty 5682.813805 = -13983322.255554 nChanged 34 SP:Iteration 38Q (4333.360000 sec): 3 clusters Score: Raw -13989021.195311 + Penalty 5682.813805 = -13983338.381506 nChanged 38 SP:Iteration 39Q (4334.000000 sec): 3 clusters Score: Raw -13989038.647733 + Penalty 5682.813805 = -13983355.833928 nChanged 33 SP:Iteration 40F (4334.800000 sec): 3 clusters Score: Raw -13989051.538414 + Penalty 5682.813805 = -13983368.724609 nChanged 24 SP:Iteration 41Q (4335.520000 sec): 3 clusters Score: Raw -13989058.665372 + Penalty 5682.813805 = -13983375.851567 nChanged 13 SP:Iteration 42Q (4336.210000 sec): 3 clusters Score: Raw -13989062.285006 + Penalty 5682.813805 = -13983379.471201 nChanged 9 SP:Iteration 43Q (4336.870000 sec): 3 clusters Score: Raw -13989065.030362 + Penalty 5682.813805 = -13983382.216557 nChanged 4 SP:Iteration 44Q (4337.550000 sec): 3 clusters Score: Raw -13989066.182998 + Penalty 5682.813805 = -13983383.369193 nChanged 7 SP:Iteration 45Q (4338.200000 sec): 3 clusters Score: Raw -13989068.236030 + Penalty 5682.813805 = -13983385.422225 nChanged 8 SP:Iteration 46Q (4338.930000 sec): 3 clusters Score: Raw -13989070.215096 + Penalty 5682.813805 = -13983387.401291 nChanged 6 SP:Iteration 47Q (4339.550000 sec): 3 clusters Score: Raw -13989072.177147 + Penalty 5682.813805 = -13983389.363342 nChanged 8 SP:Iteration 48Q (4340.170000 sec): 3 clusters Score: Raw -13989074.783878 + Penalty 5682.813805 = -13983391.970073 nChanged 7 SP:Iteration 49Q (4340.860000 sec): 3 clusters Score: Raw -13989076.433702 + Penalty 5682.813805 = -13983393.619897 nChanged 3 SP:Iteration 50Q (4341.520000 sec): 3 clusters Score: Raw -13989076.976198 + Penalty 5682.813805 = -13983394.162393 nChanged 1 SP:Iteration 51Q (4342.180000 sec): 3 clusters Score: Raw -13989077.385651 + Penalty 5682.813805 = -13983394.571846 nChanged 4 SP:Iteration 52Q (4342.950000 sec): 3 clusters Score: Raw -13989078.674207 + Penalty 5682.813805 = -13983395.860402 nChanged 2 SP:Iteration 53Q (4343.640000 sec): 3 clusters Score: Raw -13989078.937657 + Penalty 5682.813805 = -13983396.123852 nChanged 3 SP:Iteration 54Q (4344.320000 sec): 3 clusters Score: Raw -13989079.658782 + Penalty 5682.813805 = -13983396.844977 nChanged 3 SP:Iteration 55Q (4344.970000 sec): 3 clusters Score: Raw -13989080.984310 + Penalty 5682.813805 = -13983398.170505 nChanged 6 SP:Iteration 56Q (4345.630000 sec): 3 clusters Score: Raw -13989082.241291 + Penalty 5682.813805 = -13983399.427486 nChanged 4 SP:Iteration 57Q (4346.320000 sec): 3 clusters Score: Raw -13989083.401431 + Penalty 5682.813805 = -13983400.587626 nChanged 7 SP:Iteration 58Q (4347.020000 sec): 3 clusters Score: Raw -13989085.361567 + Penalty 5682.813805 = -13983402.547762 nChanged 7 SP:Iteration 59Q (4347.650000 sec): 3 clusters Score: Raw -13989087.184029 + Penalty 5682.813805 = -13983404.370224 nChanged 3 SP:Iteration 60F (4348.380000 sec): 3 clusters Score: Raw -13989088.333883 + Penalty 5682.813805 = -13983405.520078 nChanged 5 SP:Iteration 61Q (4349.040000 sec): 3 clusters Score: Raw -13989090.712982 + Penalty 5682.813805 = -13983407.899177 nChanged 10 SP:Iteration 62Q (4349.670000 sec): 3 clusters Score: Raw -13989094.499071 + Penalty 5682.813805 = -13983411.685266 nChanged 10 SP:Iteration 63Q (4350.370000 sec): 3 clusters Score: Raw -13989098.207306 + Penalty 5682.813805 = -13983415.393501 nChanged 11 SP:Iteration 64Q (4351.020000 sec): 3 clusters Score: Raw -13989100.328877 + Penalty 5682.813805 = -13983417.515072 nChanged 5 SP:Iteration 65Q (4351.660000 sec): 3 clusters Score: Raw -13989101.192024 + Penalty 5682.813805 = -13983418.378219 nChanged 5 SP:Iteration 66Q (4352.320000 sec): 3 clusters Score: Raw -13989102.544368 + Penalty 5682.813805 = -13983419.730563 nChanged 3 SP:Iteration 67Q (4352.980000 sec): 3 clusters Score: Raw -13989103.223136 + Penalty 5682.813805 = -13983420.409331 nChanged 1 SP:Iteration 68Q (4353.680000 sec): 3 clusters Score: Raw -13989103.320875 + Penalty 5682.813805 = -13983420.507070 nChanged 0 SP:Iteration 69F (4354.490000 sec): 3 clusters Score: Raw -13989103.320875 + Penalty 5682.813805 = -13983420.507070 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 37 (10006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4354.640000 sec): 2 clusters Score: Raw -1413378.314770 + Penalty 2284.313168 = -1411094.001602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4354.950000 sec): 3 clusters Score: Raw -1408023.468367 + Penalty 4568.626335 = -1403454.842032 nChanged 4191 SP:Iteration 1F (4355.160000 sec): 3 clusters Score: Raw -1410284.138865 + Penalty 4568.626335 = -1405715.512530 nChanged 721 SP:Iteration 2F (4355.410000 sec): 3 clusters Score: Raw -1410649.623703 + Penalty 4568.626335 = -1406080.997367 nChanged 551 SP:Iteration 3F (4355.680000 sec): 3 clusters Score: Raw -1410956.903604 + Penalty 4568.626335 = -1406388.277269 nChanged 517 SP:Iteration 4F (4355.910000 sec): 3 clusters Score: Raw -1411279.251637 + Penalty 4568.626335 = -1406710.625302 nChanged 520 SP:Iteration 5F (4356.150000 sec): 3 clusters Score: Raw -1411640.467437 + Penalty 4568.626335 = -1407071.841101 nChanged 525 SP:Iteration 6F (4356.390000 sec): 3 clusters Score: Raw -1412032.569045 + Penalty 4568.626335 = -1407463.942710 nChanged 503 SP:Iteration 7F (4356.630000 sec): 3 clusters Score: Raw -1412422.937126 + Penalty 4568.626335 = -1407854.310791 nChanged 455 SP:Iteration 8Q (4356.890000 sec): 3 clusters Score: Raw -1412737.243153 + Penalty 4568.626335 = -1408168.616818 nChanged 407 SP:Iteration 9Q (4357.070000 sec): 3 clusters Score: Raw -1413001.229801 + Penalty 4568.626335 = -1408432.603466 nChanged 362 SP:Iteration 10Q (4357.320000 sec): 3 clusters Score: Raw -1413229.489073 + Penalty 4568.626335 = -1408660.862738 nChanged 344 SP:Iteration 11Q (4357.570000 sec): 3 clusters Score: Raw -1413450.184498 + Penalty 4568.626335 = -1408881.558163 nChanged 308 SP:Iteration 12Q (4357.800000 sec): 3 clusters Score: Raw -1413636.417536 + Penalty 4568.626335 = -1409067.791200 nChanged 275 SP:Iteration 13Q (4358.060000 sec): 3 clusters Score: Raw -1413800.603075 + Penalty 4568.626335 = -1409231.976739 nChanged 260 SP:Iteration 14Q (4358.240000 sec): 3 clusters Score: Raw -1413954.922720 + Penalty 4568.626335 = -1409386.296385 nChanged 263 SP:Iteration 15Q (4358.480000 sec): 3 clusters Score: Raw -1414118.814524 + Penalty 4568.626335 = -1409550.188189 nChanged 244 SP:Iteration 16Q (4358.740000 sec): 3 clusters Score: Raw -1414276.545686 + Penalty 4568.626335 = -1409707.919351 nChanged 240 SP:Iteration 17Q (4358.970000 sec): 3 clusters Score: Raw -1414424.936389 + Penalty 4568.626335 = -1409856.310054 nChanged 197 SP:Iteration 18Q (4359.200000 sec): 3 clusters Score: Raw -1414527.543116 + Penalty 4568.626335 = -1409958.916781 nChanged 155 SP:Iteration 19Q (4359.490000 sec): 3 clusters Score: Raw -1414604.571310 + Penalty 4568.626335 = -1410035.944975 nChanged 134 SP:Iteration 20F (4359.710000 sec): 3 clusters Score: Raw -1414674.149496 + Penalty 4568.626335 = -1410105.523161 nChanged 126 SP:Iteration 21Q (4359.980000 sec): 3 clusters Score: Raw -1414727.794309 + Penalty 4568.626335 = -1410159.167974 nChanged 94 SP:Iteration 22Q (4360.210000 sec): 3 clusters Score: Raw -1414763.015823 + Penalty 4568.626335 = -1410194.389487 nChanged 82 SP:Iteration 23Q (4360.440000 sec): 3 clusters Score: Raw -1414789.230441 + Penalty 4568.626335 = -1410220.604105 nChanged 61 SP:Iteration 24Q (4360.660000 sec): 3 clusters Score: Raw -1414805.107852 + Penalty 4568.626335 = -1410236.481517 nChanged 51 SP:Iteration 25Q (4360.910000 sec): 3 clusters Score: Raw -1414820.252966 + Penalty 4568.626335 = -1410251.626631 nChanged 49 SP:Iteration 26Q (4361.130000 sec): 3 clusters Score: Raw -1414836.519527 + Penalty 4568.626335 = -1410267.893192 nChanged 51 SP:Iteration 27Q (4361.400000 sec): 3 clusters Score: Raw -1414850.190845 + Penalty 4568.626335 = -1410281.564510 nChanged 41 SP:Iteration 28Q (4361.620000 sec): 3 clusters Score: Raw -1414862.028054 + Penalty 4568.626335 = -1410293.401719 nChanged 36 SP:Iteration 29Q (4361.860000 sec): 3 clusters Score: Raw -1414872.245217 + Penalty 4568.626335 = -1410303.618882 nChanged 37 SP:Iteration 30Q (4362.050000 sec): 3 clusters Score: Raw -1414883.472599 + Penalty 4568.626335 = -1410314.846263 nChanged 39 SP:Iteration 31Q (4362.270000 sec): 3 clusters Score: Raw -1414899.342830 + Penalty 4568.626335 = -1410330.716495 nChanged 57 SP:Iteration 32Q (4362.490000 sec): 3 clusters Score: Raw -1414919.733565 + Penalty 4568.626335 = -1410351.107230 nChanged 49 SP:Iteration 33Q (4362.690000 sec): 3 clusters Score: Raw -1414935.715848 + Penalty 4568.626335 = -1410367.089513 nChanged 47 SP:Iteration 34Q (4362.930000 sec): 3 clusters Score: Raw -1414950.472232 + Penalty 4568.626335 = -1410381.845897 nChanged 39 SP:Iteration 35Q (4363.140000 sec): 3 clusters Score: Raw -1414962.923276 + Penalty 4568.626335 = -1410394.296941 nChanged 40 SP:Iteration 36Q (4363.360000 sec): 3 clusters Score: Raw -1414975.984630 + Penalty 4568.626335 = -1410407.358295 nChanged 36 SP:Iteration 37Q (4363.560000 sec): 3 clusters Score: Raw -1414987.780328 + Penalty 4568.626335 = -1410419.153992 nChanged 28 SP:Iteration 38Q (4363.780000 sec): 3 clusters Score: Raw -1414996.401614 + Penalty 4568.626335 = -1410427.775279 nChanged 19 SP:Iteration 39Q (4364.010000 sec): 3 clusters Score: Raw -1415001.095058 + Penalty 4568.626335 = -1410432.468723 nChanged 17 SP:Iteration 40F (4364.250000 sec): 3 clusters Score: Raw -1415004.437131 + Penalty 4568.626335 = -1410435.810796 nChanged 19 SP:Iteration 41Q (4364.500000 sec): 3 clusters Score: Raw -1415008.552129 + Penalty 4568.626335 = -1410439.925794 nChanged 21 SP:Iteration 42Q (4364.680000 sec): 3 clusters Score: Raw -1415014.212947 + Penalty 4568.626335 = -1410445.586611 nChanged 16 SP:Iteration 43Q (4364.920000 sec): 3 clusters Score: Raw -1415017.999482 + Penalty 4568.626335 = -1410449.373147 nChanged 15 SP:Iteration 44Q (4365.150000 sec): 3 clusters Score: Raw -1415021.099122 + Penalty 4568.626335 = -1410452.472787 nChanged 10 SP:Iteration 45Q (4365.370000 sec): 3 clusters Score: Raw -1415022.608963 + Penalty 4568.626335 = -1410453.982628 nChanged 7 SP:Iteration 46Q (4365.580000 sec): 3 clusters Score: Raw -1415023.651593 + Penalty 4568.626335 = -1410455.025258 nChanged 8 SP:Iteration 47Q (4365.840000 sec): 3 clusters Score: Raw -1415025.885891 + Penalty 4568.626335 = -1410457.259555 nChanged 6 SP:Iteration 48Q (4366.080000 sec): 3 clusters Score: Raw -1415027.077798 + Penalty 4568.626335 = -1410458.451463 nChanged 8 SP:Iteration 49Q (4366.310000 sec): 3 clusters Score: Raw -1415028.881935 + Penalty 4568.626335 = -1410460.255600 nChanged 6 SP:Iteration 50Q (4366.560000 sec): 3 clusters Score: Raw -1415030.794089 + Penalty 4568.626335 = -1410462.167754 nChanged 8 SP:Iteration 51Q (4366.780000 sec): 3 clusters Score: Raw -1415032.579221 + Penalty 4568.626335 = -1410463.952886 nChanged 9 SP:Iteration 52Q (4367.030000 sec): 3 clusters Score: Raw -1415034.421252 + Penalty 4568.626335 = -1410465.794917 nChanged 8 SP:Iteration 53Q (4367.290000 sec): 3 clusters Score: Raw -1415036.123990 + Penalty 4568.626335 = -1410467.497655 nChanged 6 SP:Iteration 54Q (4367.530000 sec): 3 clusters Score: Raw -1415037.461483 + Penalty 4568.626335 = -1410468.835148 nChanged 9 SP:Iteration 55Q (4367.730000 sec): 3 clusters Score: Raw -1415039.643555 + Penalty 4568.626335 = -1410471.017220 nChanged 13 SP:Iteration 56Q (4367.950000 sec): 3 clusters Score: Raw -1415043.420835 + Penalty 4568.626335 = -1410474.794499 nChanged 19 SP:Iteration 57Q (4368.190000 sec): 3 clusters Score: Raw -1415048.997004 + Penalty 4568.626335 = -1410480.370669 nChanged 14 SP:Iteration 58Q (4368.440000 sec): 3 clusters Score: Raw -1415053.472846 + Penalty 4568.626335 = -1410484.846511 nChanged 16 SP:Iteration 59Q (4368.670000 sec): 3 clusters Score: Raw -1415058.144734 + Penalty 4568.626335 = -1410489.518399 nChanged 16 SP:Iteration 60F (4368.890000 sec): 3 clusters Score: Raw -1415062.296863 + Penalty 4568.626335 = -1410493.670528 nChanged 13 SP:Iteration 61Q (4369.130000 sec): 3 clusters Score: Raw -1415066.261968 + Penalty 4568.626335 = -1410497.635633 nChanged 14 SP:Iteration 62Q (4369.340000 sec): 3 clusters Score: Raw -1415070.607292 + Penalty 4568.626335 = -1410501.980957 nChanged 18 SP:Iteration 63Q (4369.550000 sec): 3 clusters Score: Raw -1415075.917821 + Penalty 4568.626335 = -1410507.291485 nChanged 15 SP:Iteration 64Q (4369.750000 sec): 3 clusters Score: Raw -1415079.433396 + Penalty 4568.626335 = -1410510.807060 nChanged 12 SP:Iteration 65Q (4369.970000 sec): 3 clusters Score: Raw -1415082.303313 + Penalty 4568.626335 = -1410513.676977 nChanged 9 SP:Iteration 66Q (4370.210000 sec): 3 clusters Score: Raw -1415083.577769 + Penalty 4568.626335 = -1410514.951433 nChanged 3 SP:Iteration 67Q (4370.410000 sec): 3 clusters Score: Raw -1415084.262029 + Penalty 4568.626335 = -1410515.635694 nChanged 4 SP:Iteration 68Q (4370.620000 sec): 3 clusters Score: Raw -1415084.865118 + Penalty 4568.626335 = -1410516.238783 nChanged 3 SP:Iteration 69Q (4370.830000 sec): 3 clusters Score: Raw -1415085.566236 + Penalty 4568.626335 = -1410516.939900 nChanged 4 SP:Iteration 70Q (4371.030000 sec): 3 clusters Score: Raw -1415086.121699 + Penalty 4568.626335 = -1410517.495364 nChanged 1 SP:Iteration 71Q (4371.230000 sec): 3 clusters Score: Raw -1415086.319688 + Penalty 4568.626335 = -1410517.693352 nChanged 2 SP:Iteration 72Q (4371.460000 sec): 3 clusters Score: Raw -1415086.680661 + Penalty 4568.626335 = -1410518.054326 nChanged 4 SP:Iteration 73Q (4371.680000 sec): 3 clusters Score: Raw -1415087.444348 + Penalty 4568.626335 = -1410518.818013 nChanged 2 SP:Iteration 74Q (4371.890000 sec): 3 clusters Score: Raw -1415087.621531 + Penalty 4568.626335 = -1410518.995196 nChanged 1 SP:Iteration 75Q (4372.120000 sec): 3 clusters Score: Raw -1415087.834677 + Penalty 4568.626335 = -1410519.208342 nChanged 2 SP:Iteration 76Q (4372.300000 sec): 3 clusters Score: Raw -1415088.026992 + Penalty 4568.626335 = -1410519.400657 nChanged 0 SP:Iteration 77F (4372.540000 sec): 3 clusters Score: Raw -1415088.026992 + Penalty 4568.626335 = -1410519.400657 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 38 (4114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4372.690000 sec): 2 clusters Score: Raw -580842.371177 + Penalty 2063.893465 = -578778.477712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4372.880000 sec): 3 clusters Score: Raw -578913.211263 + Penalty 4127.786931 = -574785.424332 nChanged 1501 SP:Iteration 1F (4373.100000 sec): 3 clusters Score: Raw -579741.933360 + Penalty 4127.786931 = -575614.146429 nChanged 270 SP:Iteration 2F (4373.270000 sec): 3 clusters Score: Raw -579906.050248 + Penalty 4127.786931 = -575778.263317 nChanged 182 SP:Iteration 3Q (4373.480000 sec): 3 clusters Score: Raw -580008.690309 + Penalty 4127.786931 = -575880.903378 nChanged 132 SP:Iteration 4Q (4373.660000 sec): 3 clusters Score: Raw -580081.513579 + Penalty 4127.786931 = -575953.726648 nChanged 112 SP:Iteration 5Q (4373.850000 sec): 3 clusters Score: Raw -580137.281967 + Penalty 4127.786931 = -576009.495037 nChanged 88 SP:Iteration 6Q (4374.030000 sec): 3 clusters Score: Raw -580177.020116 + Penalty 4127.786931 = -576049.233185 nChanged 72 SP:Iteration 7Q (4374.210000 sec): 3 clusters Score: Raw -580213.366511 + Penalty 4127.786931 = -576085.579580 nChanged 63 SP:Iteration 8Q (4374.370000 sec): 3 clusters Score: Raw -580240.404464 + Penalty 4127.786931 = -576112.617534 nChanged 56 SP:Iteration 9Q (4374.560000 sec): 3 clusters Score: Raw -580266.934824 + Penalty 4127.786931 = -576139.147893 nChanged 56 SP:Iteration 10Q (4374.770000 sec): 3 clusters Score: Raw -580289.615243 + Penalty 4127.786931 = -576161.828312 nChanged 50 SP:Iteration 11Q (4374.940000 sec): 3 clusters Score: Raw -580309.701789 + Penalty 4127.786931 = -576181.914858 nChanged 44 SP:Iteration 12Q (4375.140000 sec): 3 clusters Score: Raw -580327.856508 + Penalty 4127.786931 = -576200.069577 nChanged 46 SP:Iteration 13Q (4375.330000 sec): 3 clusters Score: Raw -580350.998098 + Penalty 4127.786931 = -576223.211167 nChanged 47 SP:Iteration 14Q (4375.500000 sec): 3 clusters Score: Raw -580374.694863 + Penalty 4127.786931 = -576246.907932 nChanged 38 SP:Iteration 15Q (4375.660000 sec): 3 clusters Score: Raw -580394.107540 + Penalty 4127.786931 = -576266.320609 nChanged 44 SP:Iteration 16Q (4375.840000 sec): 3 clusters Score: Raw -580413.670914 + Penalty 4127.786931 = -576285.883983 nChanged 37 SP:Iteration 17Q (4376.010000 sec): 3 clusters Score: Raw -580430.232604 + Penalty 4127.786931 = -576302.445673 nChanged 41 SP:Iteration 18Q (4376.250000 sec): 3 clusters Score: Raw -580448.015920 + Penalty 4127.786931 = -576320.228989 nChanged 48 SP:Iteration 19Q (4376.450000 sec): 3 clusters Score: Raw -580469.783680 + Penalty 4127.786931 = -576341.996750 nChanged 47 SP:Iteration 20F (4376.640000 sec): 3 clusters Score: Raw -580490.045086 + Penalty 4127.786931 = -576362.258155 nChanged 39 SP:Iteration 21Q (4376.820000 sec): 3 clusters Score: Raw -580509.778705 + Penalty 4127.786931 = -576381.991774 nChanged 38 SP:Iteration 22Q (4377.030000 sec): 3 clusters Score: Raw -580530.575199 + Penalty 4127.786931 = -576402.788269 nChanged 38 SP:Iteration 23Q (4377.240000 sec): 3 clusters Score: Raw -580549.417261 + Penalty 4127.786931 = -576421.630331 nChanged 36 SP:Iteration 24Q (4377.440000 sec): 3 clusters Score: Raw -580569.905842 + Penalty 4127.786931 = -576442.118911 nChanged 42 SP:Iteration 25Q (4377.610000 sec): 3 clusters Score: Raw -580593.662437 + Penalty 4127.786931 = -576465.875506 nChanged 43 SP:Iteration 26Q (4377.840000 sec): 3 clusters Score: Raw -580614.336224 + Penalty 4127.786931 = -576486.549293 nChanged 40 SP:Iteration 27Q (4378.040000 sec): 3 clusters Score: Raw -580635.379996 + Penalty 4127.786931 = -576507.593066 nChanged 37 SP:Iteration 28Q (4378.210000 sec): 3 clusters Score: Raw -580657.039308 + Penalty 4127.786931 = -576529.252377 nChanged 43 SP:Iteration 29Q (4378.420000 sec): 3 clusters Score: Raw -580681.097664 + Penalty 4127.786931 = -576553.310733 nChanged 37 SP:Iteration 30Q (4378.620000 sec): 3 clusters Score: Raw -580702.639215 + Penalty 4127.786931 = -576574.852284 nChanged 34 SP:Iteration 31Q (4378.780000 sec): 3 clusters Score: Raw -580720.851482 + Penalty 4127.786931 = -576593.064552 nChanged 35 SP:Iteration 32Q (4379.000000 sec): 3 clusters Score: Raw -580739.412102 + Penalty 4127.786931 = -576611.625171 nChanged 42 SP:Iteration 33Q (4379.200000 sec): 3 clusters Score: Raw -580763.629518 + Penalty 4127.786931 = -576635.842587 nChanged 40 SP:Iteration 34Q (4379.360000 sec): 3 clusters Score: Raw -580784.597087 + Penalty 4127.786931 = -576656.810156 nChanged 35 SP:Iteration 35Q (4379.570000 sec): 3 clusters Score: Raw -580810.624318 + Penalty 4127.786931 = -576682.837387 nChanged 38 SP:Iteration 36Q (4379.760000 sec): 3 clusters Score: Raw -580835.785971 + Penalty 4127.786931 = -576707.999040 nChanged 42 SP:Iteration 37Q (4379.930000 sec): 3 clusters Score: Raw -580863.816555 + Penalty 4127.786931 = -576736.029624 nChanged 31 SP:Iteration 38Q (4380.100000 sec): 3 clusters Score: Raw -580885.826245 + Penalty 4127.786931 = -576758.039314 nChanged 30 SP:Iteration 39Q (4380.290000 sec): 3 clusters Score: Raw -580902.640350 + Penalty 4127.786931 = -576774.853419 nChanged 21 SP:Iteration 40F (4380.500000 sec): 3 clusters Score: Raw -580914.350695 + Penalty 4127.786931 = -576786.563764 nChanged 24 SP:Iteration 41Q (4380.680000 sec): 3 clusters Score: Raw -580927.905894 + Penalty 4127.786931 = -576800.118963 nChanged 18 SP:Iteration 42Q (4380.860000 sec): 3 clusters Score: Raw -580937.429795 + Penalty 4127.786931 = -576809.642865 nChanged 17 SP:Iteration 43Q (4381.050000 sec): 3 clusters Score: Raw -580946.759736 + Penalty 4127.786931 = -576818.972805 nChanged 15 SP:Iteration 44Q (4381.270000 sec): 3 clusters Score: Raw -580955.786639 + Penalty 4127.786931 = -576827.999708 nChanged 19 SP:Iteration 45Q (4381.450000 sec): 3 clusters Score: Raw -580964.607143 + Penalty 4127.786931 = -576836.820213 nChanged 13 SP:Iteration 46Q (4381.660000 sec): 3 clusters Score: Raw -580974.916471 + Penalty 4127.786931 = -576847.129540 nChanged 18 SP:Iteration 47Q (4381.830000 sec): 3 clusters Score: Raw -580987.891879 + Penalty 4127.786931 = -576860.104948 nChanged 13 SP:Iteration 48Q (4382.010000 sec): 3 clusters Score: Raw -580998.692340 + Penalty 4127.786931 = -576870.905409 nChanged 17 SP:Iteration 49Q (4382.200000 sec): 3 clusters Score: Raw -581008.530912 + Penalty 4127.786931 = -576880.743981 nChanged 13 SP:Iteration 50Q (4382.390000 sec): 3 clusters Score: Raw -581018.248127 + Penalty 4127.786931 = -576890.461197 nChanged 9 SP:Iteration 51Q (4382.540000 sec): 3 clusters Score: Raw -581025.281523 + Penalty 4127.786931 = -576897.494592 nChanged 3 SP:Iteration 52Q (4382.760000 sec): 3 clusters Score: Raw -581026.299383 + Penalty 4127.786931 = -576898.512452 nChanged 1 SP:Iteration 53Q (4382.930000 sec): 3 clusters Score: Raw -581026.689930 + Penalty 4127.786931 = -576898.902999 nChanged 1 SP:Iteration 54Q (4383.160000 sec): 3 clusters Score: Raw -581027.219618 + Penalty 4127.786931 = -576899.432687 nChanged 0 SP:Iteration 55F (4383.320000 sec): 3 clusters Score: Raw -581027.219618 + Penalty 4127.786931 = -576899.432687 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 39 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4383.420000 sec): 2 clusters Score: Raw -74792.316968 + Penalty 1560.767981 = -73231.548986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4383.590000 sec): 3 clusters Score: Raw -74790.597057 + Penalty 3121.535962 = -71669.061095 nChanged 99 SP:Iteration 1F (4383.770000 sec): 3 clusters Score: Raw -74980.240927 + Penalty 3121.535962 = -71858.704965 nChanged 26 SP:Iteration 2Q (4383.970000 sec): 3 clusters Score: Raw -75037.531405 + Penalty 3121.535962 = -71915.995443 nChanged 13 SP:Iteration 3Q (4384.120000 sec): 3 clusters Score: Raw -75077.544673 + Penalty 3121.535962 = -71956.008711 nChanged 7 SP:Iteration 4Q (4384.320000 sec): 3 clusters Score: Raw -75094.013314 + Penalty 3121.535962 = -71972.477351 nChanged 5 SP:Iteration 5Q (4384.460000 sec): 3 clusters Score: Raw -75108.637239 + Penalty 3121.535962 = -71987.101277 nChanged 4 SP:Iteration 6Q (4384.600000 sec): 3 clusters Score: Raw -75115.930996 + Penalty 3121.535962 = -71994.395034 nChanged 3 SP:Iteration 7Q (4384.790000 sec): 3 clusters Score: Raw -75121.393311 + Penalty 3121.535962 = -71999.857349 nChanged 6 SP:Iteration 8Q (4384.930000 sec): 3 clusters Score: Raw -75129.273712 + Penalty 3121.535962 = -72007.737749 nChanged 2 SP:Iteration 9Q (4385.090000 sec): 3 clusters Score: Raw -75134.169102 + Penalty 3121.535962 = -72012.633140 nChanged 2 SP:Iteration 10Q (4385.240000 sec): 3 clusters Score: Raw -75139.153773 + Penalty 3121.535962 = -72017.617810 nChanged 2 SP:Iteration 11Q (4385.430000 sec): 3 clusters Score: Raw -75142.026597 + Penalty 3121.535962 = -72020.490635 nChanged 3 SP:Iteration 12Q (4385.630000 sec): 3 clusters Score: Raw -75148.219876 + Penalty 3121.535962 = -72026.683914 nChanged 1 SP:Iteration 13Q (4385.820000 sec): 3 clusters Score: Raw -75151.668982 + Penalty 3121.535962 = -72030.133019 nChanged 1 SP:Iteration 14Q (4386.010000 sec): 3 clusters Score: Raw -75154.944721 + Penalty 3121.535962 = -72033.408759 nChanged 0 SP:Iteration 15F (4386.170000 sec): 3 clusters Score: Raw -75154.944721 + Penalty 3121.535962 = -72033.408759 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 40 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4386.220000 sec): 2 clusters Score: Raw -10036.656750 + Penalty 1074.021868 = -8962.634882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4386.400000 sec): 3 clusters Score: Raw -10517.485106 + Penalty 2148.043737 = -8369.441369 nChanged 0 Iteration 139Q (4407.610000 sec): 43 clusters Score: Raw -72140108.355737 + Penalty 136867.764063 = -72003240.591674 nChanged 380 Iteration 140F (4451.500000 sec): 43 clusters Score: Raw -72140751.808682 + Penalty 136867.764063 = -72003884.044619 nChanged 575 Iteration 141Q (4476.190000 sec): 43 clusters Score: Raw -72141267.303231 + Penalty 136867.764063 = -72004399.539167 nChanged 394 Iteration 142Q (4499.370000 sec): 43 clusters Score: Raw -72141449.767995 + Penalty 136867.764063 = -72004582.003932 nChanged 313 Iteration 143Q (4524.190000 sec): 43 clusters Score: Raw -72141542.699376 + Penalty 136867.764063 = -72004674.935313 nChanged 300 Iteration 144Q (4548.660000 sec): 43 clusters Score: Raw -72141624.619994 + Penalty 136867.764063 = -72004756.855930 nChanged 246 Iteration 145Q (4572.610000 sec): 43 clusters Score: Raw -72141686.828473 + Penalty 136867.764063 = -72004819.064410 nChanged 232 Iteration 146Q (4597.530000 sec): 43 clusters Score: Raw -72141743.611462 + Penalty 136867.764063 = -72004875.847398 nChanged 212 Iteration 147Q (4621.550000 sec): 43 clusters Score: Raw -72141800.216005 + Penalty 136867.764063 = -72004932.451941 nChanged 210 Iteration 148Q (4645.950000 sec): 43 clusters Score: Raw -72141850.247958 + Penalty 136867.764063 = -72004982.483895 nChanged 213 Iteration 149Q (4671.950000 sec): 43 clusters Score: Raw -72141904.010597 + Penalty 136867.764063 = -72005036.246534 nChanged 205 Iteration 150Q (4697.730000 sec): 43 clusters Score: Raw -72141957.010290 + Penalty 136867.764063 = -72005089.246227 nChanged 213 Iteration 151Q (4723.710000 sec): 43 clusters Score: Raw -72142012.538674 + Penalty 136867.764063 = -72005144.774611 nChanged 184 Iteration 152Q (4750.830000 sec): 43 clusters Score: Raw -72142056.285382 + Penalty 136867.764063 = -72005188.521319 nChanged 183 Iteration 153Q (4774.300000 sec): 43 clusters Score: Raw -72142105.026763 + Penalty 136867.764063 = -72005237.262699 nChanged 188 Iteration 154Q (4798.770000 sec): 43 clusters Score: Raw -72142140.744257 + Penalty 136867.764063 = -72005272.980193 nChanged 181 Iteration 155Q (4822.530000 sec): 43 clusters Score: Raw -72142174.209507 + Penalty 136867.764063 = -72005306.445443 nChanged 166 Iteration 156Q (4847.440000 sec): 43 clusters Score: Raw -72142210.556998 + Penalty 136867.764063 = -72005342.792934 nChanged 155 Iteration 157Q (4872.270000 sec): 43 clusters Score: Raw -72142235.303409 + Penalty 136867.764063 = -72005367.539346 nChanged 115 Iteration 158Q (4895.740000 sec): 43 clusters Score: Raw -72142253.911102 + Penalty 136867.764063 = -72005386.147039 nChanged 98 Iteration 159Q (4919.000000 sec): 43 clusters Score: Raw -72142269.074740 + Penalty 136867.764063 = -72005401.310677 nChanged 105 Iteration 160F (4960.900000 sec): 43 clusters Score: Raw -72142409.366096 + Penalty 136867.764063 = -72005541.602033 nChanged 117 Iteration 161Q (4986.500000 sec): 43 clusters Score: Raw -72142658.140657 + Penalty 136867.764063 = -72005790.376594 nChanged 134 Iteration 162Q (5008.760000 sec): 43 clusters Score: Raw -72142690.714263 + Penalty 136867.764063 = -72005822.950199 nChanged 135 Iteration 163Q (5031.050000 sec): 43 clusters Score: Raw -72142716.651243 + Penalty 136867.764063 = -72005848.887180 nChanged 150 Iteration 164Q (5053.670000 sec): 43 clusters Score: Raw -72142742.402098 + Penalty 136867.764063 = -72005874.638035 nChanged 156 Iteration 165Q (5077.030000 sec): 43 clusters Score: Raw -72142768.374054 + Penalty 136867.764063 = -72005900.609991 nChanged 140 Iteration 166Q (5101.680000 sec): 43 clusters Score: Raw -72142794.856112 + Penalty 136867.764063 = -72005927.092049 nChanged 144 Iteration 167Q (5123.050000 sec): 43 clusters Score: Raw -72142824.841941 + Penalty 136867.764063 = -72005957.077878 nChanged 165 Iteration 168Q (5147.220000 sec): 43 clusters Score: Raw -72142858.097019 + Penalty 136867.764063 = -72005990.332955 nChanged 147 Iteration 169Q (5170.500000 sec): 43 clusters Score: Raw -72142883.575562 + Penalty 136867.764063 = -72006015.811499 nChanged 170 Iteration 170Q (5193.220000 sec): 43 clusters Score: Raw -72142914.796461 + Penalty 136867.764063 = -72006047.032397 nChanged 187 Iteration 171Q (5215.580000 sec): 43 clusters Score: Raw -72142946.589713 + Penalty 136867.764063 = -72006078.825649 nChanged 189 Iteration 172Q (5236.070000 sec): 43 clusters Score: Raw -72142979.964671 + Penalty 136867.764063 = -72006112.200608 nChanged 195 Iteration 173Q (5260.910000 sec): 43 clusters Score: Raw -72143012.838399 + Penalty 136867.764063 = -72006145.074335 nChanged 186 Iteration 174Q (5286.390000 sec): 43 clusters Score: Raw -72143040.138493 + Penalty 136867.764063 = -72006172.374430 nChanged 196 Iteration 175Q (5310.230000 sec): 43 clusters Score: Raw -72143069.088857 + Penalty 136867.764063 = -72006201.324793 nChanged 170 Iteration 176Q (5336.840000 sec): 43 clusters Score: Raw -72143095.120043 + Penalty 136867.764063 = -72006227.355980 nChanged 171 Iteration 177Q (5360.290000 sec): 43 clusters Score: Raw -72143123.704516 + Penalty 136867.764063 = -72006255.940452 nChanged 185 Iteration 178Q (5384.250000 sec): 43 clusters Score: Raw -72143153.121619 + Penalty 136867.764063 = -72006285.357555 nChanged 145 Writing temp clu file Because OldScore, -72006255.940452, is greater than current (better) Score,-72006285.357555 Compute initial score before splitting: Score: Raw -72143153.121619 + Penalty 136867.764063 = -72006285.357555 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 1 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5384.470000 sec): 2 clusters Score: Raw -161672.204029 + Penalty 1747.784271 = -159924.419758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5384.680000 sec): 3 clusters Score: Raw -161399.707209 + Penalty 3495.568542 = -157904.138667 nChanged 334 SP:Iteration 1F (5384.880000 sec): 3 clusters Score: Raw -161743.562081 + Penalty 3495.568542 = -158247.993539 nChanged 81 SP:Iteration 2F (5385.080000 sec): 3 clusters Score: Raw -161843.455221 + Penalty 3495.568542 = -158347.886679 nChanged 48 SP:Iteration 3Q (5385.260000 sec): 3 clusters Score: Raw -161926.971168 + Penalty 3495.568542 = -158431.402626 nChanged 35 SP:Iteration 4Q (5385.470000 sec): 3 clusters Score: Raw -161965.439842 + Penalty 3495.568542 = -158469.871300 nChanged 24 SP:Iteration 5Q (5385.690000 sec): 3 clusters Score: Raw -161990.754585 + Penalty 3495.568542 = -158495.186043 nChanged 14 SP:Iteration 6Q (5385.840000 sec): 3 clusters Score: Raw -162005.298313 + Penalty 3495.568542 = -158509.729771 nChanged 14 SP:Iteration 7Q (5386.010000 sec): 3 clusters Score: Raw -162020.641337 + Penalty 3495.568542 = -158525.072795 nChanged 12 SP:Iteration 8Q (5386.160000 sec): 3 clusters Score: Raw -162033.167385 + Penalty 3495.568542 = -158537.598843 nChanged 10 SP:Iteration 9Q (5386.360000 sec): 3 clusters Score: Raw -162044.018607 + Penalty 3495.568542 = -158548.450065 nChanged 11 SP:Iteration 10Q (5386.480000 sec): 3 clusters Score: Raw -162051.609072 + Penalty 3495.568542 = -158556.040530 nChanged 9 SP:Iteration 11Q (5386.610000 sec): 3 clusters Score: Raw -162063.899209 + Penalty 3495.568542 = -158568.330667 nChanged 13 SP:Iteration 12Q (5386.750000 sec): 3 clusters Score: Raw -162076.780718 + Penalty 3495.568542 = -158581.212176 nChanged 17 SP:Iteration 13Q (5386.900000 sec): 3 clusters Score: Raw -162090.811833 + Penalty 3495.568542 = -158595.243291 nChanged 8 SP:Iteration 14Q (5387.070000 sec): 3 clusters Score: Raw -162096.808903 + Penalty 3495.568542 = -158601.240361 nChanged 7 SP:Iteration 15Q (5387.260000 sec): 3 clusters Score: Raw -162101.487297 + Penalty 3495.568542 = -158605.918755 nChanged 9 SP:Iteration 16Q (5387.400000 sec): 3 clusters Score: Raw -162107.637599 + Penalty 3495.568542 = -158612.069057 nChanged 10 SP:Iteration 17Q (5387.580000 sec): 3 clusters Score: Raw -162116.573463 + Penalty 3495.568542 = -158621.004921 nChanged 6 SP:Iteration 18Q (5387.740000 sec): 3 clusters Score: Raw -162120.778708 + Penalty 3495.568542 = -158625.210166 nChanged 8 SP:Iteration 19Q (5387.950000 sec): 3 clusters Score: Raw -162131.063732 + Penalty 3495.568542 = -158635.495190 nChanged 7 SP:Iteration 20F (5388.080000 sec): 3 clusters Score: Raw -162138.202877 + Penalty 3495.568542 = -158642.634335 nChanged 5 SP:Iteration 21Q (5388.270000 sec): 3 clusters Score: Raw -162143.401175 + Penalty 3495.568542 = -158647.832633 nChanged 3 SP:Iteration 22Q (5388.480000 sec): 3 clusters Score: Raw -162147.964190 + Penalty 3495.568542 = -158652.395648 nChanged 3 SP:Iteration 23Q (5388.630000 sec): 3 clusters Score: Raw -162150.434646 + Penalty 3495.568542 = -158654.866105 nChanged 4 SP:Iteration 24Q (5388.810000 sec): 3 clusters Score: Raw -162152.872015 + Penalty 3495.568542 = -158657.303474 nChanged 2 SP:Iteration 25Q (5389.020000 sec): 3 clusters Score: Raw -162155.368012 + Penalty 3495.568542 = -158659.799470 nChanged 1 SP:Iteration 26Q (5389.190000 sec): 3 clusters Score: Raw -162156.669016 + Penalty 3495.568542 = -158661.100474 nChanged 2 SP:Iteration 27Q (5389.420000 sec): 3 clusters Score: Raw -162157.670392 + Penalty 3495.568542 = -158662.101850 nChanged 1 SP:Iteration 28Q (5389.620000 sec): 3 clusters Score: Raw -162158.335137 + Penalty 3495.568542 = -158662.766595 nChanged 1 SP:Iteration 29Q (5389.840000 sec): 3 clusters Score: Raw -162159.465143 + Penalty 3495.568542 = -158663.896601 nChanged 0 SP:Iteration 30F (5390.080000 sec): 3 clusters Score: Raw -162159.465143 + Penalty 3495.568542 = -158663.896601 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 2 (4038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5390.170000 sec): 2 clusters Score: Raw -568888.114907 + Penalty 2059.269190 = -566828.845717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5390.360000 sec): 3 clusters Score: Raw -567144.095109 + Penalty 4118.538380 = -563025.556729 nChanged 1444 SP:Iteration 1F (5390.620000 sec): 3 clusters Score: Raw -568155.192877 + Penalty 4118.538380 = -564036.654497 nChanged 361 SP:Iteration 2F (5390.820000 sec): 3 clusters Score: Raw -568488.655412 + Penalty 4118.538380 = -564370.117032 nChanged 261 SP:Iteration 3F (5390.990000 sec): 3 clusters Score: Raw -568732.965376 + Penalty 4118.538380 = -564614.426995 nChanged 201 SP:Iteration 4Q (5391.200000 sec): 3 clusters Score: Raw -568900.695113 + Penalty 4118.538380 = -564782.156733 nChanged 163 SP:Iteration 5Q (5391.400000 sec): 3 clusters Score: Raw -569056.667478 + Penalty 4118.538380 = -564938.129097 nChanged 146 SP:Iteration 6Q (5391.630000 sec): 3 clusters Score: Raw -569201.833689 + Penalty 4118.538380 = -565083.295308 nChanged 145 SP:Iteration 7Q (5391.870000 sec): 3 clusters Score: Raw -569332.873431 + Penalty 4118.538380 = -565214.335051 nChanged 128 SP:Iteration 8Q (5392.060000 sec): 3 clusters Score: Raw -569472.103544 + Penalty 4118.538380 = -565353.565164 nChanged 129 SP:Iteration 9Q (5392.270000 sec): 3 clusters Score: Raw -569613.890730 + Penalty 4118.538380 = -565495.352350 nChanged 114 SP:Iteration 10Q (5392.530000 sec): 3 clusters Score: Raw -569728.940943 + Penalty 4118.538380 = -565610.402563 nChanged 104 SP:Iteration 11Q (5392.740000 sec): 3 clusters Score: Raw -569851.620534 + Penalty 4118.538380 = -565733.082154 nChanged 111 SP:Iteration 12Q (5392.950000 sec): 3 clusters Score: Raw -569977.025224 + Penalty 4118.538380 = -565858.486844 nChanged 116 SP:Iteration 13Q (5393.140000 sec): 3 clusters Score: Raw -570127.342055 + Penalty 4118.538380 = -566008.803675 nChanged 123 SP:Iteration 14Q (5393.380000 sec): 3 clusters Score: Raw -570283.846998 + Penalty 4118.538380 = -566165.308617 nChanged 106 SP:Iteration 15Q (5393.570000 sec): 3 clusters Score: Raw -570400.703617 + Penalty 4118.538380 = -566282.165236 nChanged 78 SP:Iteration 16Q (5393.780000 sec): 3 clusters Score: Raw -570474.333519 + Penalty 4118.538380 = -566355.795139 nChanged 55 SP:Iteration 17Q (5393.980000 sec): 3 clusters Score: Raw -570518.173648 + Penalty 4118.538380 = -566399.635268 nChanged 38 SP:Iteration 18Q (5394.180000 sec): 3 clusters Score: Raw -570545.103641 + Penalty 4118.538380 = -566426.565261 nChanged 32 SP:Iteration 19Q (5394.390000 sec): 3 clusters Score: Raw -570565.918933 + Penalty 4118.538380 = -566447.380552 nChanged 29 SP:Iteration 20F (5394.580000 sec): 3 clusters Score: Raw -570584.330491 + Penalty 4118.538380 = -566465.792111 nChanged 17 SP:Iteration 21Q (5394.850000 sec): 3 clusters Score: Raw -570591.319973 + Penalty 4118.538380 = -566472.781593 nChanged 11 SP:Iteration 22Q (5395.010000 sec): 3 clusters Score: Raw -570597.815104 + Penalty 4118.538380 = -566479.276724 nChanged 8 SP:Iteration 23Q (5395.260000 sec): 3 clusters Score: Raw -570601.518729 + Penalty 4118.538380 = -566482.980349 nChanged 6 SP:Iteration 24Q (5395.420000 sec): 3 clusters Score: Raw -570604.238425 + Penalty 4118.538380 = -566485.700045 nChanged 5 SP:Iteration 25Q (5395.620000 sec): 3 clusters Score: Raw -570606.382688 + Penalty 4118.538380 = -566487.844308 nChanged 3 SP:Iteration 26Q (5395.830000 sec): 3 clusters Score: Raw -570607.242512 + Penalty 4118.538380 = -566488.704132 nChanged 3 SP:Iteration 27Q (5396.010000 sec): 3 clusters Score: Raw -570608.551191 + Penalty 4118.538380 = -566490.012811 nChanged 2 SP:Iteration 28Q (5396.200000 sec): 3 clusters Score: Raw -570609.391591 + Penalty 4118.538380 = -566490.853211 nChanged 0 SP:Iteration 29F (5396.380000 sec): 3 clusters Score: Raw -570609.391591 + Penalty 4118.538380 = -566490.853211 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 3 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5396.500000 sec): 2 clusters Score: Raw -14057.780258 + Penalty 1156.532895 = -12901.247362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5396.680000 sec): 3 clusters Score: Raw -14399.411727 + Penalty 2313.065791 = -12086.345937 nChanged 2 SP:Iteration 1Q (5396.900000 sec): 3 clusters Score: Raw -14421.003749 + Penalty 2313.065791 = -12107.937959 nChanged 0 SP:Iteration 2F (5397.100000 sec): 3 clusters Score: Raw -14421.003749 + Penalty 2313.065791 = -12107.937959 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 4 (14392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5397.260000 sec): 2 clusters Score: Raw -2016320.226392 + Penalty 2374.458088 = -2013945.768303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5397.540000 sec): 3 clusters Score: Raw -2008241.350676 + Penalty 4748.916177 = -2003492.434499 nChanged 6257 SP:Iteration 1F (5397.780000 sec): 3 clusters Score: Raw -2011610.733848 + Penalty 4748.916177 = -2006861.817672 nChanged 998 SP:Iteration 2F (5398.060000 sec): 3 clusters Score: Raw -2012095.970657 + Penalty 4748.916177 = -2007347.054481 nChanged 848 SP:Iteration 3F (5398.370000 sec): 3 clusters Score: Raw -2012523.553678 + Penalty 4748.916177 = -2007774.637502 nChanged 748 SP:Iteration 4F (5398.700000 sec): 3 clusters Score: Raw -2012882.769893 + Penalty 4748.916177 = -2008133.853717 nChanged 638 SP:Iteration 5Q (5398.980000 sec): 3 clusters Score: Raw -2013167.605772 + Penalty 4748.916177 = -2008418.689595 nChanged 621 SP:Iteration 6Q (5399.210000 sec): 3 clusters Score: Raw -2013471.847778 + Penalty 4748.916177 = -2008722.931601 nChanged 621 SP:Iteration 7Q (5399.500000 sec): 3 clusters Score: Raw -2013806.681344 + Penalty 4748.916177 = -2009057.765167 nChanged 607 SP:Iteration 8Q (5399.770000 sec): 3 clusters Score: Raw -2014145.464507 + Penalty 4748.916177 = -2009396.548330 nChanged 579 SP:Iteration 9Q (5400.030000 sec): 3 clusters Score: Raw -2014464.459643 + Penalty 4748.916177 = -2009715.543467 nChanged 489 SP:Iteration 10Q (5400.340000 sec): 3 clusters Score: Raw -2014739.894173 + Penalty 4748.916177 = -2009990.977996 nChanged 420 SP:Iteration 11Q (5400.650000 sec): 3 clusters Score: Raw -2014958.290247 + Penalty 4748.916177 = -2010209.374070 nChanged 375 SP:Iteration 12Q (5400.910000 sec): 3 clusters Score: Raw -2015157.484221 + Penalty 4748.916177 = -2010408.568044 nChanged 352 SP:Iteration 13Q (5401.230000 sec): 3 clusters Score: Raw -2015317.813996 + Penalty 4748.916177 = -2010568.897819 nChanged 292 SP:Iteration 14Q (5401.510000 sec): 3 clusters Score: Raw -2015463.709693 + Penalty 4748.916177 = -2010714.793516 nChanged 273 SP:Iteration 15Q (5401.800000 sec): 3 clusters Score: Raw -2015598.466517 + Penalty 4748.916177 = -2010849.550341 nChanged 233 SP:Iteration 16Q (5402.050000 sec): 3 clusters Score: Raw -2015723.233160 + Penalty 4748.916177 = -2010974.316983 nChanged 241 SP:Iteration 17Q (5402.330000 sec): 3 clusters Score: Raw -2015867.873325 + Penalty 4748.916177 = -2011118.957149 nChanged 215 SP:Iteration 18Q (5402.550000 sec): 3 clusters Score: Raw -2016009.498255 + Penalty 4748.916177 = -2011260.582078 nChanged 204 SP:Iteration 19Q (5402.870000 sec): 3 clusters Score: Raw -2016161.022317 + Penalty 4748.916177 = -2011412.106140 nChanged 196 SP:Iteration 20F (5403.120000 sec): 3 clusters Score: Raw -2016322.501681 + Penalty 4748.916177 = -2011573.585504 nChanged 192 SP:Iteration 21Q (5403.380000 sec): 3 clusters Score: Raw -2016507.478027 + Penalty 4748.916177 = -2011758.561850 nChanged 202 SP:Iteration 22Q (5403.650000 sec): 3 clusters Score: Raw -2016738.626105 + Penalty 4748.916177 = -2011989.709928 nChanged 201 SP:Iteration 23Q (5403.870000 sec): 3 clusters Score: Raw -2016931.264666 + Penalty 4748.916177 = -2012182.348489 nChanged 220 SP:Iteration 24Q (5404.120000 sec): 3 clusters Score: Raw -2017087.427064 + Penalty 4748.916177 = -2012338.510887 nChanged 209 SP:Iteration 25Q (5404.400000 sec): 3 clusters Score: Raw -2017218.769526 + Penalty 4748.916177 = -2012469.853349 nChanged 219 SP:Iteration 26Q (5404.700000 sec): 3 clusters Score: Raw -2017344.108945 + Penalty 4748.916177 = -2012595.192769 nChanged 174 SP:Iteration 27Q (5404.940000 sec): 3 clusters Score: Raw -2017443.023959 + Penalty 4748.916177 = -2012694.107783 nChanged 180 SP:Iteration 28Q (5405.190000 sec): 3 clusters Score: Raw -2017546.952013 + Penalty 4748.916177 = -2012798.035836 nChanged 178 SP:Iteration 29Q (5405.490000 sec): 3 clusters Score: Raw -2017655.598240 + Penalty 4748.916177 = -2012906.682064 nChanged 189 SP:Iteration 30Q (5405.760000 sec): 3 clusters Score: Raw -2017773.074314 + Penalty 4748.916177 = -2013024.158137 nChanged 201 SP:Iteration 31Q (5406.010000 sec): 3 clusters Score: Raw -2017907.599761 + Penalty 4748.916177 = -2013158.683585 nChanged 220 SP:Iteration 32Q (5406.250000 sec): 3 clusters Score: Raw -2018059.939957 + Penalty 4748.916177 = -2013311.023780 nChanged 195 SP:Iteration 33Q (5406.560000 sec): 3 clusters Score: Raw -2018194.510970 + Penalty 4748.916177 = -2013445.594793 nChanged 181 SP:Iteration 34Q (5406.800000 sec): 3 clusters Score: Raw -2018326.185897 + Penalty 4748.916177 = -2013577.269720 nChanged 182 SP:Iteration 35Q (5407.080000 sec): 3 clusters Score: Raw -2018439.152798 + Penalty 4748.916177 = -2013690.236621 nChanged 171 SP:Iteration 36Q (5407.330000 sec): 3 clusters Score: Raw -2018545.292292 + Penalty 4748.916177 = -2013796.376115 nChanged 180 SP:Iteration 37Q (5407.590000 sec): 3 clusters Score: Raw -2018658.014750 + Penalty 4748.916177 = -2013909.098573 nChanged 172 SP:Iteration 38Q (5407.850000 sec): 3 clusters Score: Raw -2018769.242336 + Penalty 4748.916177 = -2014020.326159 nChanged 147 SP:Iteration 39Q (5408.120000 sec): 3 clusters Score: Raw -2018840.582916 + Penalty 4748.916177 = -2014091.666740 nChanged 104 SP:Iteration 40F (5408.370000 sec): 3 clusters Score: Raw -2018893.357196 + Penalty 4748.916177 = -2014144.441019 nChanged 101 SP:Iteration 41Q (5408.670000 sec): 3 clusters Score: Raw -2018938.029747 + Penalty 4748.916177 = -2014189.113571 nChanged 74 SP:Iteration 42Q (5408.930000 sec): 3 clusters Score: Raw -2018963.774928 + Penalty 4748.916177 = -2014214.858751 nChanged 61 SP:Iteration 43Q (5409.270000 sec): 3 clusters Score: Raw -2018980.250059 + Penalty 4748.916177 = -2014231.333882 nChanged 40 SP:Iteration 44Q (5409.510000 sec): 3 clusters Score: Raw -2018988.389772 + Penalty 4748.916177 = -2014239.473596 nChanged 28 SP:Iteration 45Q (5409.830000 sec): 3 clusters Score: Raw -2018993.396237 + Penalty 4748.916177 = -2014244.480060 nChanged 20 SP:Iteration 46Q (5410.100000 sec): 3 clusters Score: Raw -2018997.236893 + Penalty 4748.916177 = -2014248.320717 nChanged 16 SP:Iteration 47Q (5410.330000 sec): 3 clusters Score: Raw -2019000.071946 + Penalty 4748.916177 = -2014251.155770 nChanged 8 SP:Iteration 48Q (5410.600000 sec): 3 clusters Score: Raw -2019001.426325 + Penalty 4748.916177 = -2014252.510148 nChanged 5 SP:Iteration 49Q (5410.890000 sec): 3 clusters Score: Raw -2019002.252402 + Penalty 4748.916177 = -2014253.336225 nChanged 3 SP:Iteration 50Q (5411.120000 sec): 3 clusters Score: Raw -2019002.666343 + Penalty 4748.916177 = -2014253.750167 nChanged 4 SP:Iteration 51Q (5411.420000 sec): 3 clusters Score: Raw -2019003.284411 + Penalty 4748.916177 = -2014254.368234 nChanged 2 SP:Iteration 52Q (5411.720000 sec): 3 clusters Score: Raw -2019003.559267 + Penalty 4748.916177 = -2014254.643090 nChanged 3 SP:Iteration 53Q (5411.970000 sec): 3 clusters Score: Raw -2019003.851556 + Penalty 4748.916177 = -2014254.935379 nChanged 0 SP:Iteration 54F (5412.230000 sec): 3 clusters Score: Raw -2019003.851556 + Penalty 4748.916177 = -2014254.935379 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 5 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5412.360000 sec): 2 clusters Score: Raw -39551.834313 + Penalty 1423.468642 = -38128.365671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5412.580000 sec): 3 clusters Score: Raw -39808.526303 + Penalty 2846.937284 = -36961.589019 nChanged 53 SP:Iteration 1F (5412.750000 sec): 3 clusters Score: Raw -39969.083155 + Penalty 2846.937284 = -37122.145871 nChanged 11 SP:Iteration 2Q (5412.960000 sec): 3 clusters Score: Raw -39998.229394 + Penalty 2846.937284 = -37151.292110 nChanged 6 SP:Iteration 3Q (5413.150000 sec): 3 clusters Score: Raw -40010.759986 + Penalty 2846.937284 = -37163.822702 nChanged 5 SP:Iteration 4Q (5413.320000 sec): 3 clusters Score: Raw -40022.499229 + Penalty 2846.937284 = -37175.561945 nChanged 4 SP:Iteration 5Q (5413.560000 sec): 3 clusters Score: Raw -40032.237228 + Penalty 2846.937284 = -37185.299944 nChanged 4 SP:Iteration 6Q (5413.760000 sec): 3 clusters Score: Raw -40045.857079 + Penalty 2846.937284 = -37198.919794 nChanged 5 SP:Iteration 7Q (5413.980000 sec): 3 clusters Score: Raw -40062.201745 + Penalty 2846.937284 = -37215.264460 nChanged 3 SP:Iteration 8Q (5414.180000 sec): 3 clusters Score: Raw -40068.388355 + Penalty 2846.937284 = -37221.451070 nChanged 4 SP:Iteration 9Q (5414.340000 sec): 3 clusters Score: Raw -40081.800779 + Penalty 2846.937284 = -37234.863495 nChanged 5 SP:Iteration 10Q (5414.540000 sec): 3 clusters Score: Raw -40102.243216 + Penalty 2846.937284 = -37255.305931 nChanged 5 SP:Iteration 11Q (5414.680000 sec): 3 clusters Score: Raw -40117.194049 + Penalty 2846.937284 = -37270.256764 nChanged 3 SP:Iteration 12Q (5414.880000 sec): 3 clusters Score: Raw -40180.111773 + Penalty 2846.937284 = -37333.174489 nChanged 5 SP:Iteration 13Q (5415.090000 sec): 3 clusters Score: Raw -40196.254745 + Penalty 2846.937284 = -37349.317461 nChanged 7 SP:Iteration 14Q (5415.290000 sec): 3 clusters Score: Raw -40221.626939 + Penalty 2846.937284 = -37374.689655 nChanged 1 SP:Iteration 15Q (5415.490000 sec): 3 clusters Score: Raw -40223.369338 + Penalty 2846.937284 = -37376.432053 nChanged 0 SP:Iteration 16F (5415.700000 sec): 3 clusters Score: Raw -40223.369338 + Penalty 2846.937284 = -37376.432053 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 6 (3192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5415.820000 sec): 2 clusters Score: Raw -448232.859749 + Penalty 2000.963934 = -446231.895815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5416.020000 sec): 3 clusters Score: Raw -446902.396809 + Penalty 4001.927867 = -442900.468941 nChanged 1124 SP:Iteration 1F (5416.200000 sec): 3 clusters Score: Raw -447754.561495 + Penalty 4001.927867 = -443752.633627 nChanged 326 SP:Iteration 2F (5416.420000 sec): 3 clusters Score: Raw -448157.433009 + Penalty 4001.927867 = -444155.505142 nChanged 244 SP:Iteration 3F (5416.650000 sec): 3 clusters Score: Raw -448444.203760 + Penalty 4001.927867 = -444442.275892 nChanged 159 SP:Iteration 4Q (5416.860000 sec): 3 clusters Score: Raw -448592.025583 + Penalty 4001.927867 = -444590.097716 nChanged 113 SP:Iteration 5Q (5417.080000 sec): 3 clusters Score: Raw -448675.743328 + Penalty 4001.927867 = -444673.815460 nChanged 80 SP:Iteration 6Q (5417.290000 sec): 3 clusters Score: Raw -448727.968837 + Penalty 4001.927867 = -444726.040970 nChanged 52 SP:Iteration 7Q (5417.510000 sec): 3 clusters Score: Raw -448762.919933 + Penalty 4001.927867 = -444760.992066 nChanged 52 SP:Iteration 8Q (5417.690000 sec): 3 clusters Score: Raw -448796.679133 + Penalty 4001.927867 = -444794.751265 nChanged 53 SP:Iteration 9Q (5417.880000 sec): 3 clusters Score: Raw -448825.240377 + Penalty 4001.927867 = -444823.312510 nChanged 33 SP:Iteration 10Q (5418.140000 sec): 3 clusters Score: Raw -448843.178226 + Penalty 4001.927867 = -444841.250359 nChanged 23 SP:Iteration 11Q (5418.360000 sec): 3 clusters Score: Raw -448852.711803 + Penalty 4001.927867 = -444850.783935 nChanged 17 SP:Iteration 12Q (5418.550000 sec): 3 clusters Score: Raw -448861.046123 + Penalty 4001.927867 = -444859.118255 nChanged 18 SP:Iteration 13Q (5418.750000 sec): 3 clusters Score: Raw -448869.758602 + Penalty 4001.927867 = -444867.830734 nChanged 17 SP:Iteration 14Q (5419.010000 sec): 3 clusters Score: Raw -448878.231333 + Penalty 4001.927867 = -444876.303466 nChanged 18 SP:Iteration 15Q (5419.240000 sec): 3 clusters Score: Raw -448886.672302 + Penalty 4001.927867 = -444884.744434 nChanged 19 SP:Iteration 16Q (5419.410000 sec): 3 clusters Score: Raw -448896.466003 + Penalty 4001.927867 = -444894.538135 nChanged 24 SP:Iteration 17Q (5419.610000 sec): 3 clusters Score: Raw -448906.960722 + Penalty 4001.927867 = -444905.032854 nChanged 20 SP:Iteration 18Q (5419.810000 sec): 3 clusters Score: Raw -448915.659351 + Penalty 4001.927867 = -444913.731483 nChanged 14 SP:Iteration 19Q (5420.010000 sec): 3 clusters Score: Raw -448922.235821 + Penalty 4001.927867 = -444920.307954 nChanged 10 SP:Iteration 20F (5420.270000 sec): 3 clusters Score: Raw -448928.024947 + Penalty 4001.927867 = -444926.097079 nChanged 10 SP:Iteration 21Q (5420.460000 sec): 3 clusters Score: Raw -448936.313619 + Penalty 4001.927867 = -444934.385751 nChanged 13 SP:Iteration 22Q (5420.690000 sec): 3 clusters Score: Raw -448945.094737 + Penalty 4001.927867 = -444943.166869 nChanged 13 SP:Iteration 23Q (5420.900000 sec): 3 clusters Score: Raw -448951.419535 + Penalty 4001.927867 = -444949.491667 nChanged 9 SP:Iteration 24Q (5421.090000 sec): 3 clusters Score: Raw -448956.915378 + Penalty 4001.927867 = -444954.987511 nChanged 9 SP:Iteration 25Q (5421.310000 sec): 3 clusters Score: Raw -448961.496098 + Penalty 4001.927867 = -444959.568231 nChanged 6 SP:Iteration 26Q (5421.500000 sec): 3 clusters Score: Raw -448964.321409 + Penalty 4001.927867 = -444962.393542 nChanged 4 SP:Iteration 27Q (5421.670000 sec): 3 clusters Score: Raw -448965.663685 + Penalty 4001.927867 = -444963.735817 nChanged 6 SP:Iteration 28Q (5421.900000 sec): 3 clusters Score: Raw -448967.895327 + Penalty 4001.927867 = -444965.967459 nChanged 7 SP:Iteration 29Q (5422.090000 sec): 3 clusters Score: Raw -448971.470221 + Penalty 4001.927867 = -444969.542353 nChanged 6 SP:Iteration 30Q (5422.270000 sec): 3 clusters Score: Raw -448974.865620 + Penalty 4001.927867 = -444972.937752 nChanged 5 SP:Iteration 31Q (5422.450000 sec): 3 clusters Score: Raw -448977.261513 + Penalty 4001.927867 = -444975.333646 nChanged 5 SP:Iteration 32Q (5422.640000 sec): 3 clusters Score: Raw -448980.046710 + Penalty 4001.927867 = -444978.118842 nChanged 5 SP:Iteration 33Q (5422.830000 sec): 3 clusters Score: Raw -448982.260744 + Penalty 4001.927867 = -444980.332876 nChanged 6 SP:Iteration 34Q (5422.990000 sec): 3 clusters Score: Raw -448984.881056 + Penalty 4001.927867 = -444982.953189 nChanged 4 SP:Iteration 35Q (5423.190000 sec): 3 clusters Score: Raw -448986.701127 + Penalty 4001.927867 = -444984.773259 nChanged 5 SP:Iteration 36Q (5423.410000 sec): 3 clusters Score: Raw -448988.750226 + Penalty 4001.927867 = -444986.822358 nChanged 10 SP:Iteration 37Q (5423.620000 sec): 3 clusters Score: Raw -448992.159679 + Penalty 4001.927867 = -444990.231811 nChanged 4 SP:Iteration 38Q (5423.800000 sec): 3 clusters Score: Raw -448994.084701 + Penalty 4001.927867 = -444992.156834 nChanged 3 SP:Iteration 39Q (5423.990000 sec): 3 clusters Score: Raw -448995.075261 + Penalty 4001.927867 = -444993.147393 nChanged 3 SP:Iteration 40F (5424.210000 sec): 3 clusters Score: Raw -448996.491605 + Penalty 4001.927867 = -444994.563738 nChanged 5 SP:Iteration 41Q (5424.410000 sec): 3 clusters Score: Raw -448999.010695 + Penalty 4001.927867 = -444997.082828 nChanged 3 SP:Iteration 42Q (5424.580000 sec): 3 clusters Score: Raw -448999.479266 + Penalty 4001.927867 = -444997.551399 nChanged 0 SP:Iteration 43F (5424.790000 sec): 3 clusters Score: Raw -448999.479266 + Penalty 4001.927867 = -444997.551399 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 7 (12734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5424.970000 sec): 2 clusters Score: Raw -1807494.396736 + Penalty 2344.103653 = -1805150.293083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5425.200000 sec): 3 clusters Score: Raw -1800524.171557 + Penalty 4688.207307 = -1795835.964250 nChanged 5432 SP:Iteration 1F (5425.430000 sec): 3 clusters Score: Raw -1803392.213046 + Penalty 4688.207307 = -1798704.005739 nChanged 917 SP:Iteration 2F (5425.710000 sec): 3 clusters Score: Raw -1803910.336739 + Penalty 4688.207307 = -1799222.129433 nChanged 835 SP:Iteration 3F (5425.960000 sec): 3 clusters Score: Raw -1804421.491327 + Penalty 4688.207307 = -1799733.284021 nChanged 803 SP:Iteration 4F (5426.210000 sec): 3 clusters Score: Raw -1804972.468282 + Penalty 4688.207307 = -1800284.260975 nChanged 776 SP:Iteration 5F (5426.410000 sec): 3 clusters Score: Raw -1805523.400061 + Penalty 4688.207307 = -1800835.192754 nChanged 689 SP:Iteration 6F (5426.660000 sec): 3 clusters Score: Raw -1806005.276573 + Penalty 4688.207307 = -1801317.069266 nChanged 619 SP:Iteration 7Q (5426.950000 sec): 3 clusters Score: Raw -1806427.676807 + Penalty 4688.207307 = -1801739.469500 nChanged 494 SP:Iteration 8Q (5427.220000 sec): 3 clusters Score: Raw -1806768.190969 + Penalty 4688.207307 = -1802079.983662 nChanged 386 SP:Iteration 9Q (5427.480000 sec): 3 clusters Score: Raw -1807023.032178 + Penalty 4688.207307 = -1802334.824871 nChanged 297 SP:Iteration 10Q (5427.690000 sec): 3 clusters Score: Raw -1807214.177218 + Penalty 4688.207307 = -1802525.969912 nChanged 249 SP:Iteration 11Q (5427.980000 sec): 3 clusters Score: Raw -1807374.333706 + Penalty 4688.207307 = -1802686.126399 nChanged 202 SP:Iteration 12Q (5428.240000 sec): 3 clusters Score: Raw -1807511.718781 + Penalty 4688.207307 = -1802823.511474 nChanged 166 SP:Iteration 13Q (5428.510000 sec): 3 clusters Score: Raw -1807627.626733 + Penalty 4688.207307 = -1802939.419426 nChanged 128 SP:Iteration 14Q (5428.720000 sec): 3 clusters Score: Raw -1807700.716924 + Penalty 4688.207307 = -1803012.509617 nChanged 100 SP:Iteration 15Q (5429.000000 sec): 3 clusters Score: Raw -1807763.760892 + Penalty 4688.207307 = -1803075.553585 nChanged 89 SP:Iteration 16Q (5429.240000 sec): 3 clusters Score: Raw -1807809.199179 + Penalty 4688.207307 = -1803120.991872 nChanged 57 SP:Iteration 17Q (5429.480000 sec): 3 clusters Score: Raw -1807841.947975 + Penalty 4688.207307 = -1803153.740668 nChanged 55 SP:Iteration 18Q (5429.780000 sec): 3 clusters Score: Raw -1807871.811021 + Penalty 4688.207307 = -1803183.603714 nChanged 44 SP:Iteration 19Q (5430.040000 sec): 3 clusters Score: Raw -1807896.726946 + Penalty 4688.207307 = -1803208.519639 nChanged 40 SP:Iteration 20F (5430.320000 sec): 3 clusters Score: Raw -1807917.747062 + Penalty 4688.207307 = -1803229.539755 nChanged 32 SP:Iteration 21Q (5430.630000 sec): 3 clusters Score: Raw -1807933.308019 + Penalty 4688.207307 = -1803245.100712 nChanged 29 SP:Iteration 22Q (5430.880000 sec): 3 clusters Score: Raw -1807946.345773 + Penalty 4688.207307 = -1803258.138466 nChanged 19 SP:Iteration 23Q (5431.130000 sec): 3 clusters Score: Raw -1807955.702015 + Penalty 4688.207307 = -1803267.494708 nChanged 20 SP:Iteration 24Q (5431.480000 sec): 3 clusters Score: Raw -1807964.592739 + Penalty 4688.207307 = -1803276.385433 nChanged 20 SP:Iteration 25Q (5431.760000 sec): 3 clusters Score: Raw -1807975.006980 + Penalty 4688.207307 = -1803286.799673 nChanged 21 SP:Iteration 26Q (5431.940000 sec): 3 clusters Score: Raw -1807985.524027 + Penalty 4688.207307 = -1803297.316720 nChanged 16 SP:Iteration 27Q (5432.220000 sec): 3 clusters Score: Raw -1807994.553137 + Penalty 4688.207307 = -1803306.345830 nChanged 13 SP:Iteration 28Q (5432.430000 sec): 3 clusters Score: Raw -1808001.453027 + Penalty 4688.207307 = -1803313.245720 nChanged 11 SP:Iteration 29Q (5432.720000 sec): 3 clusters Score: Raw -1808009.214911 + Penalty 4688.207307 = -1803321.007604 nChanged 15 SP:Iteration 30Q (5432.990000 sec): 3 clusters Score: Raw -1808017.697577 + Penalty 4688.207307 = -1803329.490270 nChanged 13 SP:Iteration 31Q (5433.250000 sec): 3 clusters Score: Raw -1808023.247306 + Penalty 4688.207307 = -1803335.039999 nChanged 7 SP:Iteration 32Q (5433.480000 sec): 3 clusters Score: Raw -1808025.998292 + Penalty 4688.207307 = -1803337.790985 nChanged 5 SP:Iteration 33Q (5433.770000 sec): 3 clusters Score: Raw -1808031.643334 + Penalty 4688.207307 = -1803343.436027 nChanged 11 SP:Iteration 34Q (5433.990000 sec): 3 clusters Score: Raw -1808038.568134 + Penalty 4688.207307 = -1803350.360827 nChanged 9 SP:Iteration 35Q (5434.310000 sec): 3 clusters Score: Raw -1808044.568754 + Penalty 4688.207307 = -1803356.361447 nChanged 9 SP:Iteration 36Q (5434.570000 sec): 3 clusters Score: Raw -1808049.582859 + Penalty 4688.207307 = -1803361.375552 nChanged 11 SP:Iteration 37Q (5434.840000 sec): 3 clusters Score: Raw -1808054.495690 + Penalty 4688.207307 = -1803366.288383 nChanged 5 SP:Iteration 38Q (5435.150000 sec): 3 clusters Score: Raw -1808058.224707 + Penalty 4688.207307 = -1803370.017400 nChanged 7 SP:Iteration 39Q (5435.430000 sec): 3 clusters Score: Raw -1808060.466349 + Penalty 4688.207307 = -1803372.259042 nChanged 1 SP:Iteration 40F (5435.720000 sec): 3 clusters Score: Raw -1808061.239013 + Penalty 4688.207307 = -1803373.031707 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 8 (20625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5435.910000 sec): 2 clusters Score: Raw -3077847.904470 + Penalty 2463.696284 = -3075384.208186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5436.190000 sec): 3 clusters Score: Raw -3065819.605724 + Penalty 4927.392569 = -3060892.213155 nChanged 9064 SP:Iteration 1F (5436.480000 sec): 3 clusters Score: Raw -3070734.672651 + Penalty 4927.392569 = -3065807.280082 nChanged 1256 SP:Iteration 2F (5436.810000 sec): 3 clusters Score: Raw -3071308.429015 + Penalty 4927.392569 = -3066381.036446 nChanged 1184 SP:Iteration 3F (5437.120000 sec): 3 clusters Score: Raw -3071900.048925 + Penalty 4927.392569 = -3066972.656357 nChanged 1254 SP:Iteration 4F (5437.460000 sec): 3 clusters Score: Raw -3072616.864886 + Penalty 4927.392569 = -3067689.472317 nChanged 1306 SP:Iteration 5F (5437.760000 sec): 3 clusters Score: Raw -3073518.046760 + Penalty 4927.392569 = -3068590.654191 nChanged 1386 SP:Iteration 6F (5438.060000 sec): 3 clusters Score: Raw -3074654.236952 + Penalty 4927.392569 = -3069726.844384 nChanged 1283 SP:Iteration 7F (5438.380000 sec): 3 clusters Score: Raw -3075788.594385 + Penalty 4927.392569 = -3070861.201816 nChanged 1025 SP:Iteration 8Q (5438.680000 sec): 3 clusters Score: Raw -3076735.582784 + Penalty 4927.392569 = -3071808.190215 nChanged 642 SP:Iteration 9Q (5438.980000 sec): 3 clusters Score: Raw -3077331.385977 + Penalty 4927.392569 = -3072403.993408 nChanged 340 SP:Iteration 10Q (5439.300000 sec): 3 clusters Score: Raw -3077663.710257 + Penalty 4927.392569 = -3072736.317688 nChanged 193 SP:Iteration 11Q (5439.580000 sec): 3 clusters Score: Raw -3077854.094514 + Penalty 4927.392569 = -3072926.701945 nChanged 89 SP:Iteration 12Q (5439.910000 sec): 3 clusters Score: Raw -3077962.584587 + Penalty 4927.392569 = -3073035.192018 nChanged 52 SP:Iteration 13Q (5440.180000 sec): 3 clusters Score: Raw -3078025.647300 + Penalty 4927.392569 = -3073098.254731 nChanged 29 SP:Iteration 14Q (5440.490000 sec): 3 clusters Score: Raw -3078056.784504 + Penalty 4927.392569 = -3073129.391935 nChanged 15 SP:Iteration 15Q (5440.850000 sec): 3 clusters Score: Raw -3078079.694797 + Penalty 4927.392569 = -3073152.302229 nChanged 14 SP:Iteration 16Q (5441.140000 sec): 3 clusters Score: Raw -3078100.551279 + Penalty 4927.392569 = -3073173.158710 nChanged 14 SP:Iteration 17Q (5441.450000 sec): 3 clusters Score: Raw -3078120.484314 + Penalty 4927.392569 = -3073193.091745 nChanged 9 SP:Iteration 18Q (5441.760000 sec): 3 clusters Score: Raw -3078133.520333 + Penalty 4927.392569 = -3073206.127764 nChanged 3 SP:Iteration 19Q (5442.110000 sec): 3 clusters Score: Raw -3078138.623681 + Penalty 4927.392569 = -3073211.231113 nChanged 7 SP:Iteration 20F (5442.360000 sec): 3 clusters Score: Raw -3078149.778148 + Penalty 4927.392569 = -3073222.385579 nChanged 8 SP:Iteration 21Q (5442.720000 sec): 3 clusters Score: Raw -3078161.893309 + Penalty 4927.392569 = -3073234.500740 nChanged 4 SP:Iteration 22Q (5443.010000 sec): 3 clusters Score: Raw -3078167.403200 + Penalty 4927.392569 = -3073240.010631 nChanged 4 SP:Iteration 23Q (5443.320000 sec): 3 clusters Score: Raw -3078172.536854 + Penalty 4927.392569 = -3073245.144285 nChanged 3 SP:Iteration 24Q (5443.640000 sec): 3 clusters Score: Raw -3078175.623783 + Penalty 4927.392569 = -3073248.231214 nChanged 3 SP:Iteration 25Q (5443.940000 sec): 3 clusters Score: Raw -3078180.997245 + Penalty 4927.392569 = -3073253.604677 nChanged 3 SP:Iteration 26Q (5444.280000 sec): 3 clusters Score: Raw -3078183.360203 + Penalty 4927.392569 = -3073255.967634 nChanged 3 SP:Iteration 27Q (5444.580000 sec): 3 clusters Score: Raw -3078185.263748 + Penalty 4927.392569 = -3073257.871179 nChanged 0 SP:Iteration 28F (5444.900000 sec): 3 clusters Score: Raw -3078185.263748 + Penalty 4927.392569 = -3073257.871179 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 9 (39480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5445.180000 sec): 2 clusters Score: Raw -5817097.042806 + Penalty 2624.720274 = -5814472.322531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5445.680000 sec): 3 clusters Score: Raw -5793021.847341 + Penalty 5249.440549 = -5787772.406792 nChanged 18092 SP:Iteration 1F (5446.120000 sec): 3 clusters Score: Raw -5802953.917246 + Penalty 5249.440549 = -5797704.476697 nChanged 1789 SP:Iteration 2Q (5446.580000 sec): 3 clusters Score: Raw -5803553.701765 + Penalty 5249.440549 = -5798304.261216 nChanged 1786 SP:Iteration 3Q (5447.020000 sec): 3 clusters Score: Raw -5804232.038610 + Penalty 5249.440549 = -5798982.598061 nChanged 1961 SP:Iteration 4Q (5447.480000 sec): 3 clusters Score: Raw -5805200.133764 + Penalty 5249.440549 = -5799950.693216 nChanged 2437 SP:Iteration 5F (5447.890000 sec): 3 clusters Score: Raw -5806739.677588 + Penalty 5249.440549 = -5801490.237039 nChanged 2913 SP:Iteration 6F (5448.340000 sec): 3 clusters Score: Raw -5808900.992295 + Penalty 5249.440549 = -5803651.551747 nChanged 2957 SP:Iteration 7F (5448.820000 sec): 3 clusters Score: Raw -5811255.407737 + Penalty 5249.440549 = -5806005.967188 nChanged 2620 SP:Iteration 8F (5449.230000 sec): 3 clusters Score: Raw -5813335.995030 + Penalty 5249.440549 = -5808086.554482 nChanged 1977 SP:Iteration 9F (5449.640000 sec): 3 clusters Score: Raw -5814838.125961 + Penalty 5249.440549 = -5809588.685412 nChanged 1404 SP:Iteration 10Q (5450.180000 sec): 3 clusters Score: Raw -5815832.081909 + Penalty 5249.440549 = -5810582.641361 nChanged 938 SP:Iteration 11Q (5450.660000 sec): 3 clusters Score: Raw -5816446.223699 + Penalty 5249.440549 = -5811196.783151 nChanged 591 SP:Iteration 12Q (5451.130000 sec): 3 clusters Score: Raw -5816823.453810 + Penalty 5249.440549 = -5811574.013262 nChanged 373 SP:Iteration 13Q (5451.520000 sec): 3 clusters Score: Raw -5817043.398280 + Penalty 5249.440549 = -5811793.957731 nChanged 255 SP:Iteration 14Q (5451.930000 sec): 3 clusters Score: Raw -5817187.579359 + Penalty 5249.440549 = -5811938.138810 nChanged 158 SP:Iteration 15Q (5452.310000 sec): 3 clusters Score: Raw -5817279.072121 + Penalty 5249.440549 = -5812029.631572 nChanged 119 SP:Iteration 16Q (5452.760000 sec): 3 clusters Score: Raw -5817354.604500 + Penalty 5249.440549 = -5812105.163951 nChanged 96 SP:Iteration 17Q (5453.240000 sec): 3 clusters Score: Raw -5817415.495887 + Penalty 5249.440549 = -5812166.055338 nChanged 80 SP:Iteration 18Q (5453.680000 sec): 3 clusters Score: Raw -5817461.995188 + Penalty 5249.440549 = -5812212.554639 nChanged 60 SP:Iteration 19Q (5454.150000 sec): 3 clusters Score: Raw -5817498.466403 + Penalty 5249.440549 = -5812249.025855 nChanged 39 SP:Iteration 20F (5454.540000 sec): 3 clusters Score: Raw -5817522.042112 + Penalty 5249.440549 = -5812272.601564 nChanged 29 SP:Iteration 21Q (5455.040000 sec): 3 clusters Score: Raw -5817539.802667 + Penalty 5249.440549 = -5812290.362118 nChanged 23 SP:Iteration 22Q (5455.510000 sec): 3 clusters Score: Raw -5817552.977815 + Penalty 5249.440549 = -5812303.537266 nChanged 14 SP:Iteration 23Q (5455.930000 sec): 3 clusters Score: Raw -5817560.670752 + Penalty 5249.440549 = -5812311.230204 nChanged 9 SP:Iteration 24Q (5456.360000 sec): 3 clusters Score: Raw -5817565.206857 + Penalty 5249.440549 = -5812315.766309 nChanged 5 SP:Iteration 25Q (5456.780000 sec): 3 clusters Score: Raw -5817567.132366 + Penalty 5249.440549 = -5812317.691817 nChanged 5 SP:Iteration 26Q (5457.130000 sec): 3 clusters Score: Raw -5817568.728530 + Penalty 5249.440549 = -5812319.287981 nChanged 1 SP:Iteration 27Q (5457.530000 sec): 3 clusters Score: Raw -5817569.228209 + Penalty 5249.440549 = -5812319.787660 nChanged 2 SP:Iteration 28Q (5457.960000 sec): 3 clusters Score: Raw -5817570.533195 + Penalty 5249.440549 = -5812321.092646 nChanged 0 SP:Iteration 29F (5458.380000 sec): 3 clusters Score: Raw -5817570.533195 + Penalty 5249.440549 = -5812321.092646 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 10 (19968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5458.640000 sec): 2 clusters Score: Raw -2824780.918492 + Penalty 2455.667795 = -2822325.250696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5458.980000 sec): 3 clusters Score: Raw -2813146.998671 + Penalty 4911.335590 = -2808235.663081 nChanged 8806 SP:Iteration 1F (5459.360000 sec): 3 clusters Score: Raw -2818013.323117 + Penalty 4911.335590 = -2813101.987526 nChanged 1275 SP:Iteration 2F (5459.630000 sec): 3 clusters Score: Raw -2818615.111224 + Penalty 4911.335590 = -2813703.775633 nChanged 1142 SP:Iteration 3F (5459.940000 sec): 3 clusters Score: Raw -2819218.058122 + Penalty 4911.335590 = -2814306.722531 nChanged 1171 SP:Iteration 4F (5460.250000 sec): 3 clusters Score: Raw -2819844.329496 + Penalty 4911.335590 = -2814932.993905 nChanged 1128 SP:Iteration 5F (5460.540000 sec): 3 clusters Score: Raw -2820482.612809 + Penalty 4911.335590 = -2815571.277218 nChanged 1051 SP:Iteration 6F (5460.840000 sec): 3 clusters Score: Raw -2821054.806501 + Penalty 4911.335590 = -2816143.470910 nChanged 929 SP:Iteration 7Q (5461.160000 sec): 3 clusters Score: Raw -2821532.843893 + Penalty 4911.335590 = -2816621.508302 nChanged 856 SP:Iteration 8Q (5461.490000 sec): 3 clusters Score: Raw -2821928.185099 + Penalty 4911.335590 = -2817016.849509 nChanged 770 SP:Iteration 9Q (5461.810000 sec): 3 clusters Score: Raw -2822247.800583 + Penalty 4911.335590 = -2817336.464993 nChanged 575 SP:Iteration 10Q (5462.140000 sec): 3 clusters Score: Raw -2822468.077884 + Penalty 4911.335590 = -2817556.742293 nChanged 514 SP:Iteration 11Q (5462.470000 sec): 3 clusters Score: Raw -2822639.659693 + Penalty 4911.335590 = -2817728.324102 nChanged 408 SP:Iteration 12Q (5462.800000 sec): 3 clusters Score: Raw -2822773.262900 + Penalty 4911.335590 = -2817861.927309 nChanged 378 SP:Iteration 13Q (5463.080000 sec): 3 clusters Score: Raw -2822897.632623 + Penalty 4911.335590 = -2817986.297032 nChanged 340 SP:Iteration 14Q (5463.380000 sec): 3 clusters Score: Raw -2823000.054521 + Penalty 4911.335590 = -2818088.718931 nChanged 318 SP:Iteration 15Q (5463.760000 sec): 3 clusters Score: Raw -2823099.976771 + Penalty 4911.335590 = -2818188.641181 nChanged 304 SP:Iteration 16Q (5464.040000 sec): 3 clusters Score: Raw -2823192.463994 + Penalty 4911.335590 = -2818281.128403 nChanged 263 SP:Iteration 17Q (5464.330000 sec): 3 clusters Score: Raw -2823264.323945 + Penalty 4911.335590 = -2818352.988354 nChanged 235 SP:Iteration 18Q (5464.670000 sec): 3 clusters Score: Raw -2823320.167448 + Penalty 4911.335590 = -2818408.831858 nChanged 211 SP:Iteration 19Q (5464.970000 sec): 3 clusters Score: Raw -2823380.519152 + Penalty 4911.335590 = -2818469.183562 nChanged 230 SP:Iteration 20F (5465.240000 sec): 3 clusters Score: Raw -2823440.411577 + Penalty 4911.335590 = -2818529.075987 nChanged 183 SP:Iteration 21Q (5465.620000 sec): 3 clusters Score: Raw -2823485.202599 + Penalty 4911.335590 = -2818573.867009 nChanged 166 SP:Iteration 22Q (5465.900000 sec): 3 clusters Score: Raw -2823523.153143 + Penalty 4911.335590 = -2818611.817552 nChanged 141 SP:Iteration 23Q (5466.180000 sec): 3 clusters Score: Raw -2823555.764124 + Penalty 4911.335590 = -2818644.428533 nChanged 135 SP:Iteration 24Q (5466.510000 sec): 3 clusters Score: Raw -2823581.196495 + Penalty 4911.335590 = -2818669.860904 nChanged 128 SP:Iteration 25Q (5466.840000 sec): 3 clusters Score: Raw -2823608.193183 + Penalty 4911.335590 = -2818696.857593 nChanged 132 SP:Iteration 26Q (5467.130000 sec): 3 clusters Score: Raw -2823639.095352 + Penalty 4911.335590 = -2818727.759762 nChanged 147 SP:Iteration 27Q (5467.490000 sec): 3 clusters Score: Raw -2823678.992508 + Penalty 4911.335590 = -2818767.656918 nChanged 160 SP:Iteration 28Q (5467.860000 sec): 3 clusters Score: Raw -2823717.472148 + Penalty 4911.335590 = -2818806.136557 nChanged 157 SP:Iteration 29Q (5468.160000 sec): 3 clusters Score: Raw -2823758.526982 + Penalty 4911.335590 = -2818847.191392 nChanged 168 SP:Iteration 30Q (5468.490000 sec): 3 clusters Score: Raw -2823810.951336 + Penalty 4911.335590 = -2818899.615745 nChanged 189 SP:Iteration 31Q (5468.800000 sec): 3 clusters Score: Raw -2823863.719110 + Penalty 4911.335590 = -2818952.383520 nChanged 179 SP:Iteration 32Q (5469.110000 sec): 3 clusters Score: Raw -2823907.555384 + Penalty 4911.335590 = -2818996.219793 nChanged 164 SP:Iteration 33Q (5469.390000 sec): 3 clusters Score: Raw -2823947.002769 + Penalty 4911.335590 = -2819035.667179 nChanged 143 SP:Iteration 34Q (5469.730000 sec): 3 clusters Score: Raw -2823982.237432 + Penalty 4911.335590 = -2819070.901841 nChanged 169 SP:Iteration 35Q (5470.010000 sec): 3 clusters Score: Raw -2824028.518511 + Penalty 4911.335590 = -2819117.182921 nChanged 167 SP:Iteration 36Q (5470.330000 sec): 3 clusters Score: Raw -2824072.991729 + Penalty 4911.335590 = -2819161.656138 nChanged 170 SP:Iteration 37Q (5470.650000 sec): 3 clusters Score: Raw -2824123.474271 + Penalty 4911.335590 = -2819212.138680 nChanged 184 SP:Iteration 38Q (5470.960000 sec): 3 clusters Score: Raw -2824181.895955 + Penalty 4911.335590 = -2819270.560365 nChanged 179 SP:Iteration 39Q (5471.300000 sec): 3 clusters Score: Raw -2824245.449205 + Penalty 4911.335590 = -2819334.113615 nChanged 191 SP:Iteration 40F (5471.530000 sec): 3 clusters Score: Raw -2824312.176949 + Penalty 4911.335590 = -2819400.841359 nChanged 210 SP:Iteration 41Q (5471.870000 sec): 3 clusters Score: Raw -2824390.028202 + Penalty 4911.335590 = -2819478.692611 nChanged 177 SP:Iteration 42Q (5472.190000 sec): 3 clusters Score: Raw -2824453.467469 + Penalty 4911.335590 = -2819542.131878 nChanged 168 SP:Iteration 43Q (5472.490000 sec): 3 clusters Score: Raw -2824516.486994 + Penalty 4911.335590 = -2819605.151404 nChanged 166 SP:Iteration 44Q (5472.790000 sec): 3 clusters Score: Raw -2824594.721535 + Penalty 4911.335590 = -2819683.385945 nChanged 192 SP:Iteration 45Q (5473.110000 sec): 3 clusters Score: Raw -2824691.950289 + Penalty 4911.335590 = -2819780.614698 nChanged 210 SP:Iteration 46Q (5473.350000 sec): 3 clusters Score: Raw -2824793.740747 + Penalty 4911.335590 = -2819882.405157 nChanged 191 SP:Iteration 47Q (5473.680000 sec): 3 clusters Score: Raw -2824882.225130 + Penalty 4911.335590 = -2819970.889539 nChanged 164 SP:Iteration 48Q (5474.020000 sec): 3 clusters Score: Raw -2824963.590312 + Penalty 4911.335590 = -2820052.254722 nChanged 162 SP:Iteration 49Q (5474.290000 sec): 3 clusters Score: Raw -2825053.781477 + Penalty 4911.335590 = -2820142.445886 nChanged 160 SP:Iteration 50Q (5474.620000 sec): 3 clusters Score: Raw -2825139.495142 + Penalty 4911.335590 = -2820228.159552 nChanged 140 SP:Iteration 51Q (5474.900000 sec): 3 clusters Score: Raw -2825210.570506 + Penalty 4911.335590 = -2820299.234916 nChanged 147 SP:Iteration 52Q (5475.220000 sec): 3 clusters Score: Raw -2825279.654061 + Penalty 4911.335590 = -2820368.318470 nChanged 128 SP:Iteration 53Q (5475.550000 sec): 3 clusters Score: Raw -2825335.440647 + Penalty 4911.335590 = -2820424.105056 nChanged 112 SP:Iteration 54Q (5475.840000 sec): 3 clusters Score: Raw -2825382.632464 + Penalty 4911.335590 = -2820471.296874 nChanged 118 SP:Iteration 55Q (5476.090000 sec): 3 clusters Score: Raw -2825431.023618 + Penalty 4911.335590 = -2820519.688027 nChanged 94 SP:Iteration 56Q (5476.410000 sec): 3 clusters Score: Raw -2825469.061277 + Penalty 4911.335590 = -2820557.725686 nChanged 83 SP:Iteration 57Q (5476.690000 sec): 3 clusters Score: Raw -2825499.009471 + Penalty 4911.335590 = -2820587.673880 nChanged 87 SP:Iteration 58Q (5476.960000 sec): 3 clusters Score: Raw -2825540.690863 + Penalty 4911.335590 = -2820629.355273 nChanged 84 SP:Iteration 59Q (5477.260000 sec): 3 clusters Score: Raw -2825575.183457 + Penalty 4911.335590 = -2820663.847867 nChanged 60 SP:Iteration 60F (5477.550000 sec): 3 clusters Score: Raw -2825596.695621 + Penalty 4911.335590 = -2820685.360030 nChanged 44 SP:Iteration 61Q (5477.820000 sec): 3 clusters Score: Raw -2825609.879447 + Penalty 4911.335590 = -2820698.543856 nChanged 37 SP:Iteration 62Q (5478.160000 sec): 3 clusters Score: Raw -2825622.571828 + Penalty 4911.335590 = -2820711.236237 nChanged 32 SP:Iteration 63Q (5478.480000 sec): 3 clusters Score: Raw -2825632.793962 + Penalty 4911.335590 = -2820721.458372 nChanged 36 SP:Iteration 64Q (5478.720000 sec): 3 clusters Score: Raw -2825641.694684 + Penalty 4911.335590 = -2820730.359094 nChanged 31 SP:Iteration 65Q (5479.030000 sec): 3 clusters Score: Raw -2825650.915359 + Penalty 4911.335590 = -2820739.579769 nChanged 28 SP:Iteration 66Q (5479.290000 sec): 3 clusters Score: Raw -2825657.792276 + Penalty 4911.335590 = -2820746.456686 nChanged 21 SP:Iteration 67Q (5479.580000 sec): 3 clusters Score: Raw -2825662.113167 + Penalty 4911.335590 = -2820750.777576 nChanged 15 SP:Iteration 68Q (5479.840000 sec): 3 clusters Score: Raw -2825665.879066 + Penalty 4911.335590 = -2820754.543476 nChanged 17 SP:Iteration 69Q (5480.130000 sec): 3 clusters Score: Raw -2825670.051746 + Penalty 4911.335590 = -2820758.716155 nChanged 20 SP:Iteration 70Q (5480.410000 sec): 3 clusters Score: Raw -2825675.987622 + Penalty 4911.335590 = -2820764.652032 nChanged 23 SP:Iteration 71Q (5480.660000 sec): 3 clusters Score: Raw -2825681.102019 + Penalty 4911.335590 = -2820769.766428 nChanged 20 SP:Iteration 72Q (5480.970000 sec): 3 clusters Score: Raw -2825686.819769 + Penalty 4911.335590 = -2820775.484179 nChanged 20 SP:Iteration 73Q (5481.250000 sec): 3 clusters Score: Raw -2825691.546955 + Penalty 4911.335590 = -2820780.211365 nChanged 26 SP:Iteration 74Q (5481.540000 sec): 3 clusters Score: Raw -2825698.124938 + Penalty 4911.335590 = -2820786.789348 nChanged 20 SP:Iteration 75Q (5481.770000 sec): 3 clusters Score: Raw -2825705.242532 + Penalty 4911.335590 = -2820793.906942 nChanged 25 SP:Iteration 76Q (5482.080000 sec): 3 clusters Score: Raw -2825710.924038 + Penalty 4911.335590 = -2820799.588448 nChanged 19 SP:Iteration 77Q (5482.340000 sec): 3 clusters Score: Raw -2825715.456512 + Penalty 4911.335590 = -2820804.120922 nChanged 16 SP:Iteration 78Q (5482.580000 sec): 3 clusters Score: Raw -2825718.950232 + Penalty 4911.335590 = -2820807.614641 nChanged 18 SP:Iteration 79Q (5482.900000 sec): 3 clusters Score: Raw -2825723.557983 + Penalty 4911.335590 = -2820812.222392 nChanged 19 SP:Iteration 80F (5483.230000 sec): 3 clusters Score: Raw -2825728.102567 + Penalty 4911.335590 = -2820816.766976 nChanged 14 SP:Iteration 81Q (5483.470000 sec): 3 clusters Score: Raw -2825731.942568 + Penalty 4911.335590 = -2820820.606978 nChanged 17 SP:Iteration 82Q (5483.720000 sec): 3 clusters Score: Raw -2825737.426033 + Penalty 4911.335590 = -2820826.090442 nChanged 14 SP:Iteration 83Q (5483.950000 sec): 3 clusters Score: Raw -2825741.251470 + Penalty 4911.335590 = -2820829.915879 nChanged 14 SP:Iteration 84Q (5484.200000 sec): 3 clusters Score: Raw -2825745.174004 + Penalty 4911.335590 = -2820833.838414 nChanged 14 SP:Iteration 85Q (5484.480000 sec): 3 clusters Score: Raw -2825747.607224 + Penalty 4911.335590 = -2820836.271633 nChanged 6 SP:Iteration 86Q (5484.750000 sec): 3 clusters Score: Raw -2825749.479527 + Penalty 4911.335590 = -2820838.143936 nChanged 15 SP:Iteration 87Q (5484.990000 sec): 3 clusters Score: Raw -2825754.172106 + Penalty 4911.335590 = -2820842.836515 nChanged 15 SP:Iteration 88Q (5485.280000 sec): 3 clusters Score: Raw -2825757.436482 + Penalty 4911.335590 = -2820846.100892 nChanged 12 SP:Iteration 89Q (5485.520000 sec): 3 clusters Score: Raw -2825760.192345 + Penalty 4911.335590 = -2820848.856754 nChanged 8 SP:Iteration 90Q (5485.840000 sec): 3 clusters Score: Raw -2825762.266477 + Penalty 4911.335590 = -2820850.930887 nChanged 9 SP:Iteration 91Q (5486.070000 sec): 3 clusters Score: Raw -2825764.295006 + Penalty 4911.335590 = -2820852.959415 nChanged 6 SP:Iteration 92Q (5486.330000 sec): 3 clusters Score: Raw -2825765.507735 + Penalty 4911.335590 = -2820854.172144 nChanged 5 SP:Iteration 93Q (5486.600000 sec): 3 clusters Score: Raw -2825766.608994 + Penalty 4911.335590 = -2820855.273403 nChanged 6 SP:Iteration 94Q (5486.880000 sec): 3 clusters Score: Raw -2825767.327030 + Penalty 4911.335590 = -2820855.991439 nChanged 3 SP:Iteration 95Q (5487.170000 sec): 3 clusters Score: Raw -2825767.944333 + Penalty 4911.335590 = -2820856.608743 nChanged 4 SP:Iteration 96Q (5487.440000 sec): 3 clusters Score: Raw -2825768.504193 + Penalty 4911.335590 = -2820857.168602 nChanged 1 SP:Iteration 97Q (5487.680000 sec): 3 clusters Score: Raw -2825768.641577 + Penalty 4911.335590 = -2820857.305987 nChanged 0 SP:Iteration 98F (5487.970000 sec): 3 clusters Score: Raw -2825768.641577 + Penalty 4911.335590 = -2820857.305987 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 11 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5488.090000 sec): 2 clusters Score: Raw -34800.878395 + Penalty 1385.637667 = -33415.240727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5488.240000 sec): 3 clusters Score: Raw -34960.312736 + Penalty 2771.275335 = -32189.037402 nChanged 29 SP:Iteration 1F (5488.430000 sec): 3 clusters Score: Raw -35080.162315 + Penalty 2771.275335 = -32308.886980 nChanged 8 SP:Iteration 2Q (5488.660000 sec): 3 clusters Score: Raw -35111.847752 + Penalty 2771.275335 = -32340.572417 nChanged 3 SP:Iteration 3Q (5488.810000 sec): 3 clusters Score: Raw -35119.986663 + Penalty 2771.275335 = -32348.711329 nChanged 1 SP:Iteration 4Q (5489.000000 sec): 3 clusters Score: Raw -35121.353106 + Penalty 2771.275335 = -32350.077772 nChanged 1 SP:Iteration 5Q (5489.190000 sec): 3 clusters Score: Raw -35132.579883 + Penalty 2771.275335 = -32361.304548 nChanged 5 SP:Iteration 6Q (5489.370000 sec): 3 clusters Score: Raw -35149.153534 + Penalty 2771.275335 = -32377.878199 nChanged 1 SP:Iteration 7Q (5489.520000 sec): 3 clusters Score: Raw -35154.864907 + Penalty 2771.275335 = -32383.589573 nChanged 0 SP:Iteration 8F (5489.670000 sec): 3 clusters Score: Raw -35154.864907 + Penalty 2771.275335 = -32383.589573 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 12 (122785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5490.290000 sec): 2 clusters Score: Raw -17971727.824561 + Penalty 2906.111154 = -17968821.713407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5491.060000 sec): 3 clusters Score: Raw -17892671.017176 + Penalty 5812.222308 = -17886858.794868 nChanged 58401 SP:Iteration 1F (5491.800000 sec): 3 clusters Score: Raw -17926568.968880 + Penalty 5812.222308 = -17920756.746572 nChanged 4749 SP:Iteration 2Q (5492.680000 sec): 3 clusters Score: Raw -17928129.277069 + Penalty 5812.222308 = -17922317.054760 nChanged 5452 SP:Iteration 3Q (5493.580000 sec): 3 clusters Score: Raw -17930324.187585 + Penalty 5812.222308 = -17924511.965277 nChanged 6535 SP:Iteration 4F (5494.400000 sec): 3 clusters Score: Raw -17933475.958906 + Penalty 5812.222308 = -17927663.736598 nChanged 7558 SP:Iteration 5F (5495.230000 sec): 3 clusters Score: Raw -17937605.579253 + Penalty 5812.222308 = -17931793.356945 nChanged 8213 SP:Iteration 6F (5496.110000 sec): 3 clusters Score: Raw -17942380.313689 + Penalty 5812.222308 = -17936568.091381 nChanged 8039 SP:Iteration 7F (5497.000000 sec): 3 clusters Score: Raw -17947053.462030 + Penalty 5812.222308 = -17941241.239722 nChanged 7223 SP:Iteration 8F (5497.830000 sec): 3 clusters Score: Raw -17951217.936196 + Penalty 5812.222308 = -17945405.713888 nChanged 6282 SP:Iteration 9F (5498.770000 sec): 3 clusters Score: Raw -17954909.847221 + Penalty 5812.222308 = -17949097.624913 nChanged 5511 SP:Iteration 10Q (5499.800000 sec): 3 clusters Score: Raw -17958380.203572 + Penalty 5812.222308 = -17952567.981263 nChanged 5021 SP:Iteration 11Q (5500.730000 sec): 3 clusters Score: Raw -17961732.041273 + Penalty 5812.222308 = -17955919.818965 nChanged 4308 SP:Iteration 12Q (5501.610000 sec): 3 clusters Score: Raw -17964701.078735 + Penalty 5812.222308 = -17958888.856426 nChanged 3488 SP:Iteration 13Q (5502.430000 sec): 3 clusters Score: Raw -17967201.243450 + Penalty 5812.222308 = -17961389.021142 nChanged 2613 SP:Iteration 14Q (5503.230000 sec): 3 clusters Score: Raw -17969098.414785 + Penalty 5812.222308 = -17963286.192477 nChanged 1698 SP:Iteration 15Q (5504.010000 sec): 3 clusters Score: Raw -17970272.517112 + Penalty 5812.222308 = -17964460.294804 nChanged 1041 SP:Iteration 16Q (5504.780000 sec): 3 clusters Score: Raw -17970966.821652 + Penalty 5812.222308 = -17965154.599344 nChanged 675 SP:Iteration 17Q (5505.670000 sec): 3 clusters Score: Raw -17971374.019885 + Penalty 5812.222308 = -17965561.797577 nChanged 394 SP:Iteration 18Q (5506.660000 sec): 3 clusters Score: Raw -17971589.081127 + Penalty 5812.222308 = -17965776.858819 nChanged 294 SP:Iteration 19Q (5507.590000 sec): 3 clusters Score: Raw -17971746.091012 + Penalty 5812.222308 = -17965933.868704 nChanged 188 SP:Iteration 20F (5508.550000 sec): 3 clusters Score: Raw -17971850.871067 + Penalty 5812.222308 = -17966038.648759 nChanged 152 SP:Iteration 21Q (5509.390000 sec): 3 clusters Score: Raw -17971931.681770 + Penalty 5812.222308 = -17966119.459462 nChanged 111 SP:Iteration 22Q (5510.180000 sec): 3 clusters Score: Raw -17971991.896422 + Penalty 5812.222308 = -17966179.674114 nChanged 75 SP:Iteration 23Q (5511.020000 sec): 3 clusters Score: Raw -17972028.536924 + Penalty 5812.222308 = -17966216.314616 nChanged 60 SP:Iteration 24Q (5511.920000 sec): 3 clusters Score: Raw -17972054.670624 + Penalty 5812.222308 = -17966242.448316 nChanged 42 SP:Iteration 25Q (5512.850000 sec): 3 clusters Score: Raw -17972070.864574 + Penalty 5812.222308 = -17966258.642266 nChanged 30 SP:Iteration 26Q (5513.680000 sec): 3 clusters Score: Raw -17972084.924756 + Penalty 5812.222308 = -17966272.702448 nChanged 26 SP:Iteration 27Q (5514.560000 sec): 3 clusters Score: Raw -17972092.991538 + Penalty 5812.222308 = -17966280.769230 nChanged 18 SP:Iteration 28Q (5515.400000 sec): 3 clusters Score: Raw -17972101.296729 + Penalty 5812.222308 = -17966289.074421 nChanged 20 SP:Iteration 29Q (5516.280000 sec): 3 clusters Score: Raw -17972109.861774 + Penalty 5812.222308 = -17966297.639465 nChanged 17 SP:Iteration 30Q (5517.080000 sec): 3 clusters Score: Raw -17972118.512079 + Penalty 5812.222308 = -17966306.289771 nChanged 23 SP:Iteration 31Q (5517.950000 sec): 3 clusters Score: Raw -17972128.850768 + Penalty 5812.222308 = -17966316.628460 nChanged 16 SP:Iteration 32Q (5518.760000 sec): 3 clusters Score: Raw -17972138.049975 + Penalty 5812.222308 = -17966325.827667 nChanged 17 SP:Iteration 33Q (5519.670000 sec): 3 clusters Score: Raw -17972144.962460 + Penalty 5812.222308 = -17966332.740152 nChanged 10 SP:Iteration 34Q (5520.590000 sec): 3 clusters Score: Raw -17972148.993343 + Penalty 5812.222308 = -17966336.771035 nChanged 11 SP:Iteration 35Q (5521.470000 sec): 3 clusters Score: Raw -17972152.657288 + Penalty 5812.222308 = -17966340.434980 nChanged 4 SP:Iteration 36Q (5522.400000 sec): 3 clusters Score: Raw -17972154.427511 + Penalty 5812.222308 = -17966342.205202 nChanged 4 SP:Iteration 37Q (5523.380000 sec): 3 clusters Score: Raw -17972155.644161 + Penalty 5812.222308 = -17966343.421853 nChanged 4 SP:Iteration 38Q (5524.290000 sec): 3 clusters Score: Raw -17972157.198297 + Penalty 5812.222308 = -17966344.975989 nChanged 4 SP:Iteration 39Q (5525.200000 sec): 3 clusters Score: Raw -17972158.690255 + Penalty 5812.222308 = -17966346.467947 nChanged 4 SP:Iteration 40F (5526.090000 sec): 3 clusters Score: Raw -17972160.135094 + Penalty 5812.222308 = -17966347.912786 nChanged 4 SP:Iteration 41Q (5526.930000 sec): 3 clusters Score: Raw -17972161.699149 + Penalty 5812.222308 = -17966349.476841 nChanged 4 SP:Iteration 42Q (5527.920000 sec): 3 clusters Score: Raw -17972162.960097 + Penalty 5812.222308 = -17966350.737789 nChanged 3 SP:Iteration 43Q (5528.780000 sec): 3 clusters Score: Raw -17972163.864707 + Penalty 5812.222308 = -17966351.642398 nChanged 2 SP:Iteration 44Q (5529.670000 sec): 3 clusters Score: Raw -17972164.769098 + Penalty 5812.222308 = -17966352.546790 nChanged 3 SP:Iteration 45Q (5530.490000 sec): 3 clusters Score: Raw -17972165.743648 + Penalty 5812.222308 = -17966353.521340 nChanged 3 SP:Iteration 46Q (5531.380000 sec): 3 clusters Score: Raw -17972166.594418 + Penalty 5812.222308 = -17966354.372110 nChanged 1 SP:Iteration 47Q (5532.140000 sec): 3 clusters Score: Raw -17972166.857732 + Penalty 5812.222308 = -17966354.635424 nChanged 0 SP:Iteration 48F (5532.980000 sec): 3 clusters Score: Raw -17972166.857732 + Penalty 5812.222308 = -17966354.635424 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 13 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5533.080000 sec): 2 clusters Score: Raw -21003.750259 + Penalty 1317.675083 = -19686.075176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5533.300000 sec): 3 clusters Score: Raw -21580.392828 + Penalty 2635.350166 = -18945.042662 nChanged 28 SP:Iteration 1F (5533.510000 sec): 3 clusters Score: Raw -21732.498900 + Penalty 2635.350166 = -19097.148734 nChanged 13 SP:Iteration 2F (5533.710000 sec): 3 clusters Score: Raw -21790.227795 + Penalty 2635.350166 = -19154.877630 nChanged 8 SP:Iteration 3Q (5533.880000 sec): 3 clusters Score: Raw -21838.217073 + Penalty 2635.350166 = -19202.866908 nChanged 3 SP:Iteration 4Q (5534.050000 sec): 3 clusters Score: Raw -21848.076474 + Penalty 2635.350166 = -19212.726309 nChanged 1 SP:Iteration 5Q (5534.230000 sec): 3 clusters Score: Raw -21854.368392 + Penalty 2635.350166 = -19219.018227 nChanged 0 SP:Iteration 6F (5534.470000 sec): 3 clusters Score: Raw -21854.368392 + Penalty 2635.350166 = -19219.018227 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 14 (29345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5534.750000 sec): 2 clusters Score: Raw -4340086.835267 + Penalty 2551.145608 = -4337535.689659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5535.110000 sec): 3 clusters Score: Raw -4322444.757606 + Penalty 5102.291217 = -4317342.466390 nChanged 13262 SP:Iteration 1F (5535.530000 sec): 3 clusters Score: Raw -4329681.282961 + Penalty 5102.291217 = -4324578.991744 nChanged 1355 SP:Iteration 2Q (5535.930000 sec): 3 clusters Score: Raw -4330123.202237 + Penalty 5102.291217 = -4325020.911020 nChanged 1194 SP:Iteration 3Q (5536.290000 sec): 3 clusters Score: Raw -4330469.369795 + Penalty 5102.291217 = -4325367.078578 nChanged 1036 SP:Iteration 4Q (5536.670000 sec): 3 clusters Score: Raw -4330748.163817 + Penalty 5102.291217 = -4325645.872600 nChanged 897 SP:Iteration 5Q (5537.050000 sec): 3 clusters Score: Raw -4330971.602011 + Penalty 5102.291217 = -4325869.310794 nChanged 821 SP:Iteration 6Q (5537.430000 sec): 3 clusters Score: Raw -4331168.188773 + Penalty 5102.291217 = -4326065.897556 nChanged 803 SP:Iteration 7Q (5537.810000 sec): 3 clusters Score: Raw -4331385.922999 + Penalty 5102.291217 = -4326283.631782 nChanged 889 SP:Iteration 8Q (5538.190000 sec): 3 clusters Score: Raw -4331685.623081 + Penalty 5102.291217 = -4326583.331864 nChanged 1066 SP:Iteration 9Q (5538.610000 sec): 3 clusters Score: Raw -4332116.433355 + Penalty 5102.291217 = -4327014.142139 nChanged 1284 SP:Iteration 10Q (5538.990000 sec): 3 clusters Score: Raw -4332735.954567 + Penalty 5102.291217 = -4327633.663350 nChanged 1525 SP:Iteration 11F (5539.350000 sec): 3 clusters Score: Raw -4333652.840381 + Penalty 5102.291217 = -4328550.549165 nChanged 1763 SP:Iteration 12F (5539.730000 sec): 3 clusters Score: Raw -4334901.930178 + Penalty 5102.291217 = -4329799.638961 nChanged 1821 SP:Iteration 13F (5540.110000 sec): 3 clusters Score: Raw -4336342.073380 + Penalty 5102.291217 = -4331239.782163 nChanged 1622 SP:Iteration 14F (5540.510000 sec): 3 clusters Score: Raw -4337672.294611 + Penalty 5102.291217 = -4332570.003395 nChanged 1255 SP:Iteration 15Q (5540.950000 sec): 3 clusters Score: Raw -4338695.314978 + Penalty 5102.291217 = -4333593.023761 nChanged 821 SP:Iteration 16Q (5541.310000 sec): 3 clusters Score: Raw -4339348.746828 + Penalty 5102.291217 = -4334246.455611 nChanged 502 SP:Iteration 17Q (5541.680000 sec): 3 clusters Score: Raw -4339742.526435 + Penalty 5102.291217 = -4334640.235219 nChanged 307 SP:Iteration 18Q (5542.030000 sec): 3 clusters Score: Raw -4339979.280509 + Penalty 5102.291217 = -4334876.989293 nChanged 213 SP:Iteration 19Q (5542.340000 sec): 3 clusters Score: Raw -4340153.540172 + Penalty 5102.291217 = -4335051.248956 nChanged 120 SP:Iteration 20F (5542.710000 sec): 3 clusters Score: Raw -4340250.502606 + Penalty 5102.291217 = -4335148.211390 nChanged 79 SP:Iteration 21Q (5543.110000 sec): 3 clusters Score: Raw -4340320.350267 + Penalty 5102.291217 = -4335218.059050 nChanged 64 SP:Iteration 22Q (5543.420000 sec): 3 clusters Score: Raw -4340370.011817 + Penalty 5102.291217 = -4335267.720600 nChanged 35 SP:Iteration 23Q (5543.800000 sec): 3 clusters Score: Raw -4340399.042201 + Penalty 5102.291217 = -4335296.750984 nChanged 26 SP:Iteration 24Q (5544.140000 sec): 3 clusters Score: Raw -4340422.151199 + Penalty 5102.291217 = -4335319.859982 nChanged 20 SP:Iteration 25Q (5544.490000 sec): 3 clusters Score: Raw -4340439.783020 + Penalty 5102.291217 = -4335337.491803 nChanged 14 SP:Iteration 26Q (5544.870000 sec): 3 clusters Score: Raw -4340450.190773 + Penalty 5102.291217 = -4335347.899556 nChanged 13 SP:Iteration 27Q (5545.160000 sec): 3 clusters Score: Raw -4340461.540342 + Penalty 5102.291217 = -4335359.249125 nChanged 10 SP:Iteration 28Q (5545.560000 sec): 3 clusters Score: Raw -4340468.344899 + Penalty 5102.291217 = -4335366.053683 nChanged 5 SP:Iteration 29Q (5545.920000 sec): 3 clusters Score: Raw -4340473.382608 + Penalty 5102.291217 = -4335371.091391 nChanged 9 SP:Iteration 30Q (5546.280000 sec): 3 clusters Score: Raw -4340480.102544 + Penalty 5102.291217 = -4335377.811327 nChanged 6 SP:Iteration 31Q (5546.660000 sec): 3 clusters Score: Raw -4340485.874640 + Penalty 5102.291217 = -4335383.583423 nChanged 6 SP:Iteration 32Q (5547.000000 sec): 3 clusters Score: Raw -4340490.795365 + Penalty 5102.291217 = -4335388.504148 nChanged 4 SP:Iteration 33Q (5547.360000 sec): 3 clusters Score: Raw -4340494.652665 + Penalty 5102.291217 = -4335392.361448 nChanged 1 SP:Iteration 34Q (5547.780000 sec): 3 clusters Score: Raw -4340495.140891 + Penalty 5102.291217 = -4335392.849674 nChanged 1 SP:Iteration 35Q (5548.110000 sec): 3 clusters Score: Raw -4340496.068535 + Penalty 5102.291217 = -4335393.777318 nChanged 2 SP:Iteration 36Q (5548.460000 sec): 3 clusters Score: Raw -4340497.671859 + Penalty 5102.291217 = -4335395.380642 nChanged 3 SP:Iteration 37Q (5548.830000 sec): 3 clusters Score: Raw -4340499.916600 + Penalty 5102.291217 = -4335397.625384 nChanged 3 SP:Iteration 38Q (5549.220000 sec): 3 clusters Score: Raw -4340502.305483 + Penalty 5102.291217 = -4335400.014266 nChanged 1 SP:Iteration 39Q (5549.570000 sec): 3 clusters Score: Raw -4340502.962057 + Penalty 5102.291217 = -4335400.670841 nChanged 1 SP:Iteration 40F (5549.990000 sec): 3 clusters Score: Raw -4340503.904551 + Penalty 5102.291217 = -4335401.613334 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 15 (54080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5550.370000 sec): 2 clusters Score: Raw -7926347.470516 + Penalty 2702.758488 = -7923644.712028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5550.910000 sec): 3 clusters Score: Raw -7892744.617875 + Penalty 5405.516977 = -7887339.100899 nChanged 25056 SP:Iteration 1F (5551.410000 sec): 3 clusters Score: Raw -7906890.850682 + Penalty 5405.516977 = -7901485.333706 nChanged 2307 SP:Iteration 2Q (5551.870000 sec): 3 clusters Score: Raw -7907647.239296 + Penalty 5405.516977 = -7902241.722319 nChanged 2333 SP:Iteration 3Q (5552.440000 sec): 3 clusters Score: Raw -7908489.451704 + Penalty 5405.516977 = -7903083.934728 nChanged 2466 SP:Iteration 4Q (5552.990000 sec): 3 clusters Score: Raw -7909477.170837 + Penalty 5405.516977 = -7904071.653861 nChanged 2735 SP:Iteration 5F (5553.530000 sec): 3 clusters Score: Raw -7910738.722141 + Penalty 5405.516977 = -7905333.205164 nChanged 2906 SP:Iteration 6F (5554.050000 sec): 3 clusters Score: Raw -7912343.089110 + Penalty 5405.516977 = -7906937.572133 nChanged 3140 SP:Iteration 7F (5554.550000 sec): 3 clusters Score: Raw -7914362.881760 + Penalty 5405.516977 = -7908957.364784 nChanged 3097 SP:Iteration 8F (5555.090000 sec): 3 clusters Score: Raw -7916641.081144 + Penalty 5405.516977 = -7911235.564168 nChanged 2832 SP:Iteration 9F (5555.540000 sec): 3 clusters Score: Raw -7918952.391758 + Penalty 5405.516977 = -7913546.874781 nChanged 2389 SP:Iteration 10Q (5556.090000 sec): 3 clusters Score: Raw -7920912.421837 + Penalty 5405.516977 = -7915506.904861 nChanged 1751 SP:Iteration 11Q (5556.630000 sec): 3 clusters Score: Raw -7922201.343029 + Penalty 5405.516977 = -7916795.826052 nChanged 1332 SP:Iteration 12Q (5557.140000 sec): 3 clusters Score: Raw -7923076.100875 + Penalty 5405.516977 = -7917670.583899 nChanged 1063 SP:Iteration 13Q (5557.670000 sec): 3 clusters Score: Raw -7923713.625944 + Penalty 5405.516977 = -7918308.108967 nChanged 871 SP:Iteration 14Q (5558.230000 sec): 3 clusters Score: Raw -7924221.541105 + Penalty 5405.516977 = -7918816.024129 nChanged 718 SP:Iteration 15Q (5558.710000 sec): 3 clusters Score: Raw -7924644.814729 + Penalty 5405.516977 = -7919239.297753 nChanged 634 SP:Iteration 16Q (5559.200000 sec): 3 clusters Score: Raw -7925030.878178 + Penalty 5405.516977 = -7919625.361202 nChanged 561 SP:Iteration 17Q (5559.730000 sec): 3 clusters Score: Raw -7925389.290564 + Penalty 5405.516977 = -7919983.773587 nChanged 455 SP:Iteration 18Q (5560.270000 sec): 3 clusters Score: Raw -7925667.470259 + Penalty 5405.516977 = -7920261.953283 nChanged 358 SP:Iteration 19Q (5560.740000 sec): 3 clusters Score: Raw -7925896.190751 + Penalty 5405.516977 = -7920490.673775 nChanged 297 SP:Iteration 20F (5561.170000 sec): 3 clusters Score: Raw -7926081.868736 + Penalty 5405.516977 = -7920676.351760 nChanged 214 SP:Iteration 21Q (5561.710000 sec): 3 clusters Score: Raw -7926218.543302 + Penalty 5405.516977 = -7920813.026325 nChanged 149 SP:Iteration 22Q (5562.250000 sec): 3 clusters Score: Raw -7926307.884321 + Penalty 5405.516977 = -7920902.367344 nChanged 112 SP:Iteration 23Q (5562.730000 sec): 3 clusters Score: Raw -7926380.958178 + Penalty 5405.516977 = -7920975.441202 nChanged 95 SP:Iteration 24Q (5563.210000 sec): 3 clusters Score: Raw -7926441.299910 + Penalty 5405.516977 = -7921035.782934 nChanged 69 SP:Iteration 25Q (5563.680000 sec): 3 clusters Score: Raw -7926478.362138 + Penalty 5405.516977 = -7921072.845162 nChanged 47 SP:Iteration 26Q (5564.130000 sec): 3 clusters Score: Raw -7926503.003021 + Penalty 5405.516977 = -7921097.486044 nChanged 40 SP:Iteration 27Q (5564.670000 sec): 3 clusters Score: Raw -7926523.626613 + Penalty 5405.516977 = -7921118.109636 nChanged 30 SP:Iteration 28Q (5565.170000 sec): 3 clusters Score: Raw -7926542.868093 + Penalty 5405.516977 = -7921137.351117 nChanged 23 SP:Iteration 29Q (5565.720000 sec): 3 clusters Score: Raw -7926557.245059 + Penalty 5405.516977 = -7921151.728082 nChanged 26 SP:Iteration 30Q (5566.190000 sec): 3 clusters Score: Raw -7926576.162949 + Penalty 5405.516977 = -7921170.645972 nChanged 29 SP:Iteration 31Q (5566.590000 sec): 3 clusters Score: Raw -7926598.543165 + Penalty 5405.516977 = -7921193.026189 nChanged 24 SP:Iteration 32Q (5567.050000 sec): 3 clusters Score: Raw -7926618.248807 + Penalty 5405.516977 = -7921212.731831 nChanged 25 SP:Iteration 33Q (5567.570000 sec): 3 clusters Score: Raw -7926636.088305 + Penalty 5405.516977 = -7921230.571328 nChanged 17 SP:Iteration 34Q (5568.010000 sec): 3 clusters Score: Raw -7926649.686210 + Penalty 5405.516977 = -7921244.169233 nChanged 16 SP:Iteration 35Q (5568.450000 sec): 3 clusters Score: Raw -7926662.044195 + Penalty 5405.516977 = -7921256.527219 nChanged 13 SP:Iteration 36Q (5568.940000 sec): 3 clusters Score: Raw -7926670.009599 + Penalty 5405.516977 = -7921264.492623 nChanged 10 SP:Iteration 37Q (5569.390000 sec): 3 clusters Score: Raw -7926675.618466 + Penalty 5405.516977 = -7921270.101490 nChanged 7 SP:Iteration 38Q (5569.840000 sec): 3 clusters Score: Raw -7926680.023087 + Penalty 5405.516977 = -7921274.506111 nChanged 5 SP:Iteration 39Q (5570.230000 sec): 3 clusters Score: Raw -7926682.686157 + Penalty 5405.516977 = -7921277.169180 nChanged 2 SP:Iteration 40F (5570.700000 sec): 3 clusters Score: Raw -7926684.185911 + Penalty 5405.516977 = -7921278.668935 nChanged 3 SP:Iteration 41Q (5571.200000 sec): 3 clusters Score: Raw -7926685.715141 + Penalty 5405.516977 = -7921280.198165 nChanged 1 SP:Iteration 42Q (5571.680000 sec): 3 clusters Score: Raw -7926686.264131 + Penalty 5405.516977 = -7921280.747155 nChanged 0 SP:Iteration 43F (5572.160000 sec): 3 clusters Score: Raw -7926686.264131 + Penalty 5405.516977 = -7921280.747155 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 16 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5572.290000 sec): 2 clusters Score: Raw -40194.034327 + Penalty 1405.273819 = -38788.760508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5572.470000 sec): 3 clusters Score: Raw -40428.679271 + Penalty 2810.547637 = -37618.131634 nChanged 34 SP:Iteration 1F (5572.730000 sec): 3 clusters Score: Raw -40531.184874 + Penalty 2810.547637 = -37720.637237 nChanged 5 SP:Iteration 2Q (5572.900000 sec): 3 clusters Score: Raw -40547.989448 + Penalty 2810.547637 = -37737.441811 nChanged 3 SP:Iteration 3Q (5573.090000 sec): 3 clusters Score: Raw -40559.739535 + Penalty 2810.547637 = -37749.191898 nChanged 0 SP:Iteration 4F (5573.260000 sec): 3 clusters Score: Raw -40559.739535 + Penalty 2810.547637 = -37749.191898 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5573.380000 sec): 2 clusters Score: Raw -24571.523735 + Penalty 1303.858852 = -23267.664883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5573.590000 sec): 3 clusters Score: Raw -24779.884112 + Penalty 2607.717705 = -22172.166407 nChanged 9 SP:Iteration 1Q (5573.810000 sec): 3 clusters Score: Raw -24820.527239 + Penalty 2607.717705 = -22212.809535 nChanged 3 SP:Iteration 2Q (5573.950000 sec): 3 clusters Score: Raw -24834.521178 + Penalty 2607.717705 = -22226.803473 nChanged 2 SP:Iteration 3Q (5574.160000 sec): 3 clusters Score: Raw -24860.003545 + Penalty 2607.717705 = -22252.285841 nChanged 1 SP:Iteration 4Q (5574.390000 sec): 3 clusters Score: Raw -24866.120242 + Penalty 2607.717705 = -22258.402538 nChanged 2 SP:Iteration 5Q (5574.570000 sec): 3 clusters Score: Raw -24873.549148 + Penalty 2607.717705 = -22265.831444 nChanged 1 SP:Iteration 6Q (5574.780000 sec): 3 clusters Score: Raw -24879.149990 + Penalty 2607.717705 = -22271.432285 nChanged 0 SP:Iteration 7F (5574.920000 sec): 3 clusters Score: Raw -24879.149990 + Penalty 2607.717705 = -22271.432285 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 18 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5575.040000 sec): 2 clusters Score: Raw -26273.064489 + Penalty 1310.234525 = -24962.829964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5575.220000 sec): 3 clusters Score: Raw -26446.617703 + Penalty 2620.469049 = -23826.148653 nChanged 21 SP:Iteration 1F (5575.390000 sec): 3 clusters Score: Raw -26550.954623 + Penalty 2620.469049 = -23930.485573 nChanged 5 SP:Iteration 2Q (5575.550000 sec): 3 clusters Score: Raw -26588.488599 + Penalty 2620.469049 = -23968.019550 nChanged 1 SP:Iteration 3Q (5575.720000 sec): 3 clusters Score: Raw -26594.219150 + Penalty 2620.469049 = -23973.750100 nChanged 0 SP:Iteration 4F (5575.860000 sec): 3 clusters Score: Raw -26594.219150 + Penalty 2620.469049 = -23973.750100 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 19 (2455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5576.030000 sec): 2 clusters Score: Raw -343519.251114 + Penalty 1935.858746 = -341583.392368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5576.220000 sec): 3 clusters Score: Raw -342524.366769 + Penalty 3871.717492 = -338652.649277 nChanged 806 SP:Iteration 1F (5576.420000 sec): 3 clusters Score: Raw -343083.323298 + Penalty 3871.717492 = -339211.605806 nChanged 182 SP:Iteration 2F (5576.580000 sec): 3 clusters Score: Raw -343219.621310 + Penalty 3871.717492 = -339347.903818 nChanged 98 SP:Iteration 3Q (5576.810000 sec): 3 clusters Score: Raw -343298.926082 + Penalty 3871.717492 = -339427.208590 nChanged 71 SP:Iteration 4Q (5577.000000 sec): 3 clusters Score: Raw -343354.381886 + Penalty 3871.717492 = -339482.664394 nChanged 46 SP:Iteration 5Q (5577.150000 sec): 3 clusters Score: Raw -343387.027254 + Penalty 3871.717492 = -339515.309762 nChanged 34 SP:Iteration 6Q (5577.360000 sec): 3 clusters Score: Raw -343404.858519 + Penalty 3871.717492 = -339533.141027 nChanged 26 SP:Iteration 7Q (5577.510000 sec): 3 clusters Score: Raw -343418.252476 + Penalty 3871.717492 = -339546.534984 nChanged 19 SP:Iteration 8Q (5577.700000 sec): 3 clusters Score: Raw -343428.792935 + Penalty 3871.717492 = -339557.075443 nChanged 21 SP:Iteration 9Q (5577.860000 sec): 3 clusters Score: Raw -343439.752276 + Penalty 3871.717492 = -339568.034784 nChanged 23 SP:Iteration 10Q (5578.040000 sec): 3 clusters Score: Raw -343451.472911 + Penalty 3871.717492 = -339579.755419 nChanged 20 SP:Iteration 11Q (5578.260000 sec): 3 clusters Score: Raw -343461.983747 + Penalty 3871.717492 = -339590.266255 nChanged 22 SP:Iteration 12Q (5578.410000 sec): 3 clusters Score: Raw -343475.372114 + Penalty 3871.717492 = -339603.654622 nChanged 23 SP:Iteration 13Q (5578.600000 sec): 3 clusters Score: Raw -343487.060684 + Penalty 3871.717492 = -339615.343192 nChanged 24 SP:Iteration 14Q (5578.770000 sec): 3 clusters Score: Raw -343499.863488 + Penalty 3871.717492 = -339628.145996 nChanged 19 SP:Iteration 15Q (5578.960000 sec): 3 clusters Score: Raw -343511.101290 + Penalty 3871.717492 = -339639.383798 nChanged 18 SP:Iteration 16Q (5579.120000 sec): 3 clusters Score: Raw -343519.402047 + Penalty 3871.717492 = -339647.684556 nChanged 20 SP:Iteration 17Q (5579.290000 sec): 3 clusters Score: Raw -343532.552741 + Penalty 3871.717492 = -339660.835249 nChanged 23 SP:Iteration 18Q (5579.490000 sec): 3 clusters Score: Raw -343548.555287 + Penalty 3871.717492 = -339676.837795 nChanged 19 SP:Iteration 19Q (5579.660000 sec): 3 clusters Score: Raw -343559.598364 + Penalty 3871.717492 = -339687.880872 nChanged 18 SP:Iteration 20F (5579.850000 sec): 3 clusters Score: Raw -343568.736533 + Penalty 3871.717492 = -339697.019041 nChanged 13 SP:Iteration 21Q (5580.120000 sec): 3 clusters Score: Raw -343575.125351 + Penalty 3871.717492 = -339703.407859 nChanged 10 SP:Iteration 22Q (5580.340000 sec): 3 clusters Score: Raw -343582.174308 + Penalty 3871.717492 = -339710.456816 nChanged 8 SP:Iteration 23Q (5580.560000 sec): 3 clusters Score: Raw -343591.833291 + Penalty 3871.717492 = -339720.115799 nChanged 18 SP:Iteration 24Q (5580.780000 sec): 3 clusters Score: Raw -343600.201074 + Penalty 3871.717492 = -339728.483582 nChanged 8 SP:Iteration 25Q (5580.980000 sec): 3 clusters Score: Raw -343604.304215 + Penalty 3871.717492 = -339732.586723 nChanged 6 SP:Iteration 26Q (5581.150000 sec): 3 clusters Score: Raw -343606.525056 + Penalty 3871.717492 = -339734.807564 nChanged 6 SP:Iteration 27Q (5581.360000 sec): 3 clusters Score: Raw -343609.568151 + Penalty 3871.717492 = -339737.850659 nChanged 3 SP:Iteration 28Q (5581.500000 sec): 3 clusters Score: Raw -343610.564880 + Penalty 3871.717492 = -339738.847388 nChanged 2 SP:Iteration 29Q (5581.700000 sec): 3 clusters Score: Raw -343611.077125 + Penalty 3871.717492 = -339739.359633 nChanged 0 SP:Iteration 30F (5581.860000 sec): 3 clusters Score: Raw -343611.077125 + Penalty 3871.717492 = -339739.359633 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 20 (8709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5582.000000 sec): 2 clusters Score: Raw -1213987.455830 + Penalty 2249.883839 = -1211737.571992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5582.210000 sec): 3 clusters Score: Raw -1209339.412656 + Penalty 4499.767677 = -1204839.644978 nChanged 3591 SP:Iteration 1F (5582.480000 sec): 3 clusters Score: Raw -1211309.396615 + Penalty 4499.767677 = -1206809.628938 nChanged 607 SP:Iteration 2F (5582.650000 sec): 3 clusters Score: Raw -1211605.837202 + Penalty 4499.767677 = -1207106.069525 nChanged 440 SP:Iteration 3F (5582.920000 sec): 3 clusters Score: Raw -1211816.150662 + Penalty 4499.767677 = -1207316.382985 nChanged 406 SP:Iteration 4Q (5583.110000 sec): 3 clusters Score: Raw -1212011.234721 + Penalty 4499.767677 = -1207511.467044 nChanged 348 SP:Iteration 5Q (5583.380000 sec): 3 clusters Score: Raw -1212212.563524 + Penalty 4499.767677 = -1207712.795847 nChanged 395 SP:Iteration 6Q (5583.600000 sec): 3 clusters Score: Raw -1212485.064268 + Penalty 4499.767677 = -1207985.296590 nChanged 447 SP:Iteration 7F (5583.800000 sec): 3 clusters Score: Raw -1212801.657470 + Penalty 4499.767677 = -1208301.889793 nChanged 428 SP:Iteration 8Q (5584.080000 sec): 3 clusters Score: Raw -1213085.780088 + Penalty 4499.767677 = -1208586.012411 nChanged 408 SP:Iteration 9Q (5584.290000 sec): 3 clusters Score: Raw -1213337.670851 + Penalty 4499.767677 = -1208837.903174 nChanged 332 SP:Iteration 10Q (5584.500000 sec): 3 clusters Score: Raw -1213523.363634 + Penalty 4499.767677 = -1209023.595957 nChanged 283 SP:Iteration 11Q (5584.720000 sec): 3 clusters Score: Raw -1213662.469493 + Penalty 4499.767677 = -1209162.701816 nChanged 239 SP:Iteration 12Q (5584.980000 sec): 3 clusters Score: Raw -1213770.875711 + Penalty 4499.767677 = -1209271.108034 nChanged 187 SP:Iteration 13Q (5585.180000 sec): 3 clusters Score: Raw -1213844.152172 + Penalty 4499.767677 = -1209344.384494 nChanged 140 SP:Iteration 14Q (5585.430000 sec): 3 clusters Score: Raw -1213896.447148 + Penalty 4499.767677 = -1209396.679471 nChanged 123 SP:Iteration 15Q (5585.640000 sec): 3 clusters Score: Raw -1213946.994773 + Penalty 4499.767677 = -1209447.227095 nChanged 133 SP:Iteration 16Q (5585.870000 sec): 3 clusters Score: Raw -1214005.237318 + Penalty 4499.767677 = -1209505.469640 nChanged 118 SP:Iteration 17Q (5586.070000 sec): 3 clusters Score: Raw -1214052.053528 + Penalty 4499.767677 = -1209552.285850 nChanged 105 SP:Iteration 18Q (5586.260000 sec): 3 clusters Score: Raw -1214095.238647 + Penalty 4499.767677 = -1209595.470970 nChanged 111 SP:Iteration 19Q (5586.470000 sec): 3 clusters Score: Raw -1214144.818340 + Penalty 4499.767677 = -1209645.050663 nChanged 114 SP:Iteration 20F (5586.630000 sec): 3 clusters Score: Raw -1214193.728625 + Penalty 4499.767677 = -1209693.960948 nChanged 101 SP:Iteration 21Q (5586.860000 sec): 3 clusters Score: Raw -1214239.857811 + Penalty 4499.767677 = -1209740.090134 nChanged 111 SP:Iteration 22Q (5587.060000 sec): 3 clusters Score: Raw -1214294.265651 + Penalty 4499.767677 = -1209794.497973 nChanged 106 SP:Iteration 23Q (5587.260000 sec): 3 clusters Score: Raw -1214348.705303 + Penalty 4499.767677 = -1209848.937626 nChanged 112 SP:Iteration 24Q (5587.490000 sec): 3 clusters Score: Raw -1214407.317748 + Penalty 4499.767677 = -1209907.550070 nChanged 102 SP:Iteration 25Q (5587.670000 sec): 3 clusters Score: Raw -1214456.808800 + Penalty 4499.767677 = -1209957.041123 nChanged 88 SP:Iteration 26Q (5587.870000 sec): 3 clusters Score: Raw -1214505.689992 + Penalty 4499.767677 = -1210005.922315 nChanged 100 SP:Iteration 27Q (5588.090000 sec): 3 clusters Score: Raw -1214554.043577 + Penalty 4499.767677 = -1210054.275900 nChanged 82 SP:Iteration 28Q (5588.320000 sec): 3 clusters Score: Raw -1214587.564623 + Penalty 4499.767677 = -1210087.796946 nChanged 70 SP:Iteration 29Q (5588.550000 sec): 3 clusters Score: Raw -1214616.478562 + Penalty 4499.767677 = -1210116.710885 nChanged 65 SP:Iteration 30Q (5588.790000 sec): 3 clusters Score: Raw -1214647.571469 + Penalty 4499.767677 = -1210147.803791 nChanged 72 SP:Iteration 31Q (5588.970000 sec): 3 clusters Score: Raw -1214681.450325 + Penalty 4499.767677 = -1210181.682647 nChanged 64 SP:Iteration 32Q (5589.190000 sec): 3 clusters Score: Raw -1214710.396629 + Penalty 4499.767677 = -1210210.628951 nChanged 46 SP:Iteration 33Q (5589.420000 sec): 3 clusters Score: Raw -1214730.852476 + Penalty 4499.767677 = -1210231.084798 nChanged 50 SP:Iteration 34Q (5589.690000 sec): 3 clusters Score: Raw -1214759.043966 + Penalty 4499.767677 = -1210259.276289 nChanged 56 SP:Iteration 35Q (5589.960000 sec): 3 clusters Score: Raw -1214786.055577 + Penalty 4499.767677 = -1210286.287900 nChanged 40 SP:Iteration 36Q (5590.180000 sec): 3 clusters Score: Raw -1214805.282835 + Penalty 4499.767677 = -1210305.515158 nChanged 38 SP:Iteration 37Q (5590.420000 sec): 3 clusters Score: Raw -1214821.928358 + Penalty 4499.767677 = -1210322.160681 nChanged 28 SP:Iteration 38Q (5590.700000 sec): 3 clusters Score: Raw -1214833.209791 + Penalty 4499.767677 = -1210333.442114 nChanged 21 SP:Iteration 39Q (5590.910000 sec): 3 clusters Score: Raw -1214841.342106 + Penalty 4499.767677 = -1210341.574429 nChanged 18 SP:Iteration 40F (5591.120000 sec): 3 clusters Score: Raw -1214848.198597 + Penalty 4499.767677 = -1210348.430919 nChanged 22 SP:Iteration 41Q (5591.390000 sec): 3 clusters Score: Raw -1214858.939235 + Penalty 4499.767677 = -1210359.171558 nChanged 29 SP:Iteration 42Q (5591.630000 sec): 3 clusters Score: Raw -1214871.576235 + Penalty 4499.767677 = -1210371.808558 nChanged 22 SP:Iteration 43Q (5591.880000 sec): 3 clusters Score: Raw -1214879.298653 + Penalty 4499.767677 = -1210379.530975 nChanged 17 SP:Iteration 44Q (5592.160000 sec): 3 clusters Score: Raw -1214883.491398 + Penalty 4499.767677 = -1210383.723721 nChanged 12 SP:Iteration 45Q (5592.440000 sec): 3 clusters Score: Raw -1214887.371254 + Penalty 4499.767677 = -1210387.603577 nChanged 13 SP:Iteration 46Q (5592.630000 sec): 3 clusters Score: Raw -1214892.000962 + Penalty 4499.767677 = -1210392.233285 nChanged 10 SP:Iteration 47Q (5592.870000 sec): 3 clusters Score: Raw -1214895.259331 + Penalty 4499.767677 = -1210395.491653 nChanged 7 SP:Iteration 48Q (5593.110000 sec): 3 clusters Score: Raw -1214897.719966 + Penalty 4499.767677 = -1210397.952289 nChanged 9 SP:Iteration 49Q (5593.330000 sec): 3 clusters Score: Raw -1214902.579000 + Penalty 4499.767677 = -1210402.811322 nChanged 12 SP:Iteration 50Q (5593.590000 sec): 3 clusters Score: Raw -1214906.107539 + Penalty 4499.767677 = -1210406.339862 nChanged 10 SP:Iteration 51Q (5593.800000 sec): 3 clusters Score: Raw -1214909.158870 + Penalty 4499.767677 = -1210409.391193 nChanged 8 SP:Iteration 52Q (5594.060000 sec): 3 clusters Score: Raw -1214912.320707 + Penalty 4499.767677 = -1210412.553029 nChanged 6 SP:Iteration 53Q (5594.330000 sec): 3 clusters Score: Raw -1214914.226287 + Penalty 4499.767677 = -1210414.458609 nChanged 2 SP:Iteration 54Q (5594.520000 sec): 3 clusters Score: Raw -1214914.660939 + Penalty 4499.767677 = -1210414.893262 nChanged 1 SP:Iteration 55Q (5594.730000 sec): 3 clusters Score: Raw -1214915.250307 + Penalty 4499.767677 = -1210415.482630 nChanged 2 SP:Iteration 56Q (5594.980000 sec): 3 clusters Score: Raw -1214915.939045 + Penalty 4499.767677 = -1210416.171368 nChanged 1 SP:Iteration 57Q (5595.220000 sec): 3 clusters Score: Raw -1214916.165265 + Penalty 4499.767677 = -1210416.397588 nChanged 2 SP:Iteration 58Q (5595.470000 sec): 3 clusters Score: Raw -1214916.792387 + Penalty 4499.767677 = -1210417.024710 nChanged 3 SP:Iteration 59Q (5595.690000 sec): 3 clusters Score: Raw -1214917.562673 + Penalty 4499.767677 = -1210417.794996 nChanged 1 SP:Iteration 60F (5595.910000 sec): 3 clusters Score: Raw -1214917.702364 + Penalty 4499.767677 = -1210417.934687 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 21 (3419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5596.020000 sec): 2 clusters Score: Raw -478470.192425 + Penalty 2018.001641 = -476452.190784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5596.190000 sec): 3 clusters Score: Raw -476978.038652 + Penalty 4036.003281 = -472942.035370 nChanged 1198 SP:Iteration 1F (5596.330000 sec): 3 clusters Score: Raw -477742.578199 + Penalty 4036.003281 = -473706.574917 nChanged 270 SP:Iteration 2F (5596.550000 sec): 3 clusters Score: Raw -477919.736707 + Penalty 4036.003281 = -473883.733426 nChanged 171 SP:Iteration 3F (5596.730000 sec): 3 clusters Score: Raw -478042.155341 + Penalty 4036.003281 = -474006.152059 nChanged 133 SP:Iteration 4Q (5596.990000 sec): 3 clusters Score: Raw -478145.983364 + Penalty 4036.003281 = -474109.980083 nChanged 111 SP:Iteration 5Q (5597.180000 sec): 3 clusters Score: Raw -478244.458403 + Penalty 4036.003281 = -474208.455121 nChanged 109 SP:Iteration 6Q (5597.390000 sec): 3 clusters Score: Raw -478337.706911 + Penalty 4036.003281 = -474301.703630 nChanged 109 SP:Iteration 7Q (5597.560000 sec): 3 clusters Score: Raw -478437.550619 + Penalty 4036.003281 = -474401.547338 nChanged 105 SP:Iteration 8Q (5597.720000 sec): 3 clusters Score: Raw -478534.332001 + Penalty 4036.003281 = -474498.328720 nChanged 100 SP:Iteration 9Q (5598.000000 sec): 3 clusters Score: Raw -478629.871475 + Penalty 4036.003281 = -474593.868194 nChanged 108 SP:Iteration 10Q (5598.210000 sec): 3 clusters Score: Raw -478740.229749 + Penalty 4036.003281 = -474704.226468 nChanged 98 SP:Iteration 11Q (5598.390000 sec): 3 clusters Score: Raw -478841.438900 + Penalty 4036.003281 = -474805.435619 nChanged 99 SP:Iteration 12Q (5598.590000 sec): 3 clusters Score: Raw -478925.250857 + Penalty 4036.003281 = -474889.247576 nChanged 85 SP:Iteration 13Q (5598.890000 sec): 3 clusters Score: Raw -478992.810260 + Penalty 4036.003281 = -474956.806979 nChanged 61 SP:Iteration 14Q (5599.130000 sec): 3 clusters Score: Raw -479032.406398 + Penalty 4036.003281 = -474996.403117 nChanged 38 SP:Iteration 15Q (5599.310000 sec): 3 clusters Score: Raw -479055.054329 + Penalty 4036.003281 = -475019.051048 nChanged 33 SP:Iteration 16Q (5599.530000 sec): 3 clusters Score: Raw -479070.546417 + Penalty 4036.003281 = -475034.543136 nChanged 28 SP:Iteration 17Q (5599.760000 sec): 3 clusters Score: Raw -479086.292077 + Penalty 4036.003281 = -475050.288796 nChanged 25 SP:Iteration 18Q (5599.980000 sec): 3 clusters Score: Raw -479103.518207 + Penalty 4036.003281 = -475067.514925 nChanged 24 SP:Iteration 19Q (5600.200000 sec): 3 clusters Score: Raw -479116.357147 + Penalty 4036.003281 = -475080.353866 nChanged 14 SP:Iteration 20F (5600.370000 sec): 3 clusters Score: Raw -479124.276893 + Penalty 4036.003281 = -475088.273611 nChanged 11 SP:Iteration 21Q (5600.560000 sec): 3 clusters Score: Raw -479133.069250 + Penalty 4036.003281 = -475097.065968 nChanged 12 SP:Iteration 22Q (5600.790000 sec): 3 clusters Score: Raw -479139.537347 + Penalty 4036.003281 = -475103.534065 nChanged 11 SP:Iteration 23Q (5600.970000 sec): 3 clusters Score: Raw -479143.199449 + Penalty 4036.003281 = -475107.196168 nChanged 8 SP:Iteration 24Q (5601.200000 sec): 3 clusters Score: Raw -479148.456014 + Penalty 4036.003281 = -475112.452733 nChanged 12 SP:Iteration 25Q (5601.380000 sec): 3 clusters Score: Raw -479154.210499 + Penalty 4036.003281 = -475118.207218 nChanged 8 SP:Iteration 26Q (5601.580000 sec): 3 clusters Score: Raw -479158.095395 + Penalty 4036.003281 = -475122.092114 nChanged 7 SP:Iteration 27Q (5601.800000 sec): 3 clusters Score: Raw -479160.796963 + Penalty 4036.003281 = -475124.793682 nChanged 5 SP:Iteration 28Q (5601.990000 sec): 3 clusters Score: Raw -479162.959564 + Penalty 4036.003281 = -475126.956283 nChanged 5 SP:Iteration 29Q (5602.230000 sec): 3 clusters Score: Raw -479164.532528 + Penalty 4036.003281 = -475128.529247 nChanged 3 SP:Iteration 30Q (5602.420000 sec): 3 clusters Score: Raw -479166.069762 + Penalty 4036.003281 = -475130.066481 nChanged 3 SP:Iteration 31Q (5602.630000 sec): 3 clusters Score: Raw -479166.941849 + Penalty 4036.003281 = -475130.938568 nChanged 1 SP:Iteration 32Q (5602.810000 sec): 3 clusters Score: Raw -479167.356011 + Penalty 4036.003281 = -475131.352729 nChanged 4 SP:Iteration 33Q (5603.010000 sec): 3 clusters Score: Raw -479168.777490 + Penalty 4036.003281 = -475132.774208 nChanged 4 SP:Iteration 34Q (5603.240000 sec): 3 clusters Score: Raw -479170.212552 + Penalty 4036.003281 = -475134.209271 nChanged 2 SP:Iteration 35Q (5603.470000 sec): 3 clusters Score: Raw -479170.963824 + Penalty 4036.003281 = -475134.960542 nChanged 1 SP:Iteration 36Q (5603.680000 sec): 3 clusters Score: Raw -479171.187554 + Penalty 4036.003281 = -475135.184272 nChanged 1 SP:Iteration 37Q (5603.910000 sec): 3 clusters Score: Raw -479171.630095 + Penalty 4036.003281 = -475135.626814 nChanged 1 SP:Iteration 38Q (5604.100000 sec): 3 clusters Score: Raw -479171.794458 + Penalty 4036.003281 = -475135.791177 nChanged 1 SP:Iteration 39Q (5604.300000 sec): 3 clusters Score: Raw -479173.242013 + Penalty 4036.003281 = -475137.238732 nChanged 3 SP:Iteration 40F (5604.510000 sec): 3 clusters Score: Raw -479174.098393 + Penalty 4036.003281 = -475138.095112 nChanged 1 SP:Iteration 41Q (5604.750000 sec): 3 clusters Score: Raw -479174.336896 + Penalty 4036.003281 = -475138.333615 nChanged 1 SP:Iteration 42Q (5604.950000 sec): 3 clusters Score: Raw -479174.584023 + Penalty 4036.003281 = -475138.580741 nChanged 2 SP:Iteration 43Q (5605.170000 sec): 3 clusters Score: Raw -479175.517566 + Penalty 4036.003281 = -475139.514284 nChanged 4 SP:Iteration 44Q (5605.340000 sec): 3 clusters Score: Raw -479177.117596 + Penalty 4036.003281 = -475141.114315 nChanged 3 SP:Iteration 45Q (5605.580000 sec): 3 clusters Score: Raw -479178.772375 + Penalty 4036.003281 = -475142.769094 nChanged 4 SP:Iteration 46Q (5605.770000 sec): 3 clusters Score: Raw -479180.116705 + Penalty 4036.003281 = -475144.113424 nChanged 2 SP:Iteration 47Q (5606.020000 sec): 3 clusters Score: Raw -479180.542786 + Penalty 4036.003281 = -475144.539505 nChanged 1 SP:Iteration 48Q (5606.200000 sec): 3 clusters Score: Raw -479180.648658 + Penalty 4036.003281 = -475144.645376 nChanged 0 SP:Iteration 49F (5606.420000 sec): 3 clusters Score: Raw -479180.648658 + Penalty 4036.003281 = -475144.645376 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 22 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5606.510000 sec): 2 clusters Score: Raw -30764.707832 + Penalty 1355.030288 = -29409.677544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5606.680000 sec): 3 clusters Score: Raw -31030.732439 + Penalty 2710.060575 = -28320.671863 nChanged 24 SP:Iteration 1F (5606.870000 sec): 3 clusters Score: Raw -31182.678199 + Penalty 2710.060575 = -28472.617624 nChanged 11 SP:Iteration 2Q (5607.060000 sec): 3 clusters Score: Raw -31244.744419 + Penalty 2710.060575 = -28534.683844 nChanged 8 SP:Iteration 3Q (5607.250000 sec): 3 clusters Score: Raw -31283.763720 + Penalty 2710.060575 = -28573.703144 nChanged 2 SP:Iteration 4Q (5607.460000 sec): 3 clusters Score: Raw -31292.627624 + Penalty 2710.060575 = -28582.567049 nChanged 0 SP:Iteration 5F (5607.690000 sec): 3 clusters Score: Raw -31292.627624 + Penalty 2710.060575 = -28582.567049 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 23 (15774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5607.900000 sec): 2 clusters Score: Raw -2273317.882344 + Penalty 2397.197337 = -2270920.685007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5608.230000 sec): 3 clusters Score: Raw -2264349.757415 + Penalty 4794.394674 = -2259555.362741 nChanged 6822 SP:Iteration 1F (5608.520000 sec): 3 clusters Score: Raw -2268088.281380 + Penalty 4794.394674 = -2263293.886706 nChanged 1117 SP:Iteration 2F (5608.750000 sec): 3 clusters Score: Raw -2268664.833206 + Penalty 4794.394674 = -2263870.438532 nChanged 1014 SP:Iteration 3F (5609.070000 sec): 3 clusters Score: Raw -2269280.886122 + Penalty 4794.394674 = -2264486.491448 nChanged 992 SP:Iteration 4F (5609.330000 sec): 3 clusters Score: Raw -2269940.656510 + Penalty 4794.394674 = -2265146.261836 nChanged 968 SP:Iteration 5F (5609.620000 sec): 3 clusters Score: Raw -2270586.543388 + Penalty 4794.394674 = -2265792.148714 nChanged 865 SP:Iteration 6F (5609.850000 sec): 3 clusters Score: Raw -2271186.307774 + Penalty 4794.394674 = -2266391.913100 nChanged 785 SP:Iteration 7Q (5610.130000 sec): 3 clusters Score: Raw -2271655.912189 + Penalty 4794.394674 = -2266861.517515 nChanged 674 SP:Iteration 8Q (5610.380000 sec): 3 clusters Score: Raw -2272013.387304 + Penalty 4794.394674 = -2267218.992630 nChanged 541 SP:Iteration 9Q (5610.680000 sec): 3 clusters Score: Raw -2272297.175570 + Penalty 4794.394674 = -2267502.780896 nChanged 503 SP:Iteration 10Q (5610.940000 sec): 3 clusters Score: Raw -2272544.679271 + Penalty 4794.394674 = -2267750.284597 nChanged 424 SP:Iteration 11Q (5611.190000 sec): 3 clusters Score: Raw -2272734.047796 + Penalty 4794.394674 = -2267939.653122 nChanged 343 SP:Iteration 12Q (5611.490000 sec): 3 clusters Score: Raw -2272858.899326 + Penalty 4794.394674 = -2268064.504652 nChanged 303 SP:Iteration 13Q (5611.730000 sec): 3 clusters Score: Raw -2272972.347063 + Penalty 4794.394674 = -2268177.952390 nChanged 270 SP:Iteration 14Q (5612.030000 sec): 3 clusters Score: Raw -2273070.448591 + Penalty 4794.394674 = -2268276.053917 nChanged 227 SP:Iteration 15Q (5612.330000 sec): 3 clusters Score: Raw -2273136.566353 + Penalty 4794.394674 = -2268342.171679 nChanged 190 SP:Iteration 16Q (5612.570000 sec): 3 clusters Score: Raw -2273196.345428 + Penalty 4794.394674 = -2268401.950755 nChanged 182 SP:Iteration 17Q (5612.900000 sec): 3 clusters Score: Raw -2273252.113143 + Penalty 4794.394674 = -2268457.718469 nChanged 148 SP:Iteration 18Q (5613.160000 sec): 3 clusters Score: Raw -2273296.253875 + Penalty 4794.394674 = -2268501.859201 nChanged 131 SP:Iteration 19Q (5613.470000 sec): 3 clusters Score: Raw -2273327.362950 + Penalty 4794.394674 = -2268532.968276 nChanged 129 SP:Iteration 20F (5613.770000 sec): 3 clusters Score: Raw -2273357.343778 + Penalty 4794.394674 = -2268562.949105 nChanged 99 SP:Iteration 21Q (5614.030000 sec): 3 clusters Score: Raw -2273380.304261 + Penalty 4794.394674 = -2268585.909587 nChanged 81 SP:Iteration 22Q (5614.310000 sec): 3 clusters Score: Raw -2273396.218504 + Penalty 4794.394674 = -2268601.823830 nChanged 76 SP:Iteration 23Q (5614.610000 sec): 3 clusters Score: Raw -2273413.534633 + Penalty 4794.394674 = -2268619.139960 nChanged 88 SP:Iteration 24Q (5614.840000 sec): 3 clusters Score: Raw -2273436.336432 + Penalty 4794.394674 = -2268641.941758 nChanged 101 SP:Iteration 25Q (5615.120000 sec): 3 clusters Score: Raw -2273456.960081 + Penalty 4794.394674 = -2268662.565408 nChanged 80 SP:Iteration 26Q (5615.380000 sec): 3 clusters Score: Raw -2273470.891727 + Penalty 4794.394674 = -2268676.497054 nChanged 66 SP:Iteration 27Q (5615.670000 sec): 3 clusters Score: Raw -2273481.595404 + Penalty 4794.394674 = -2268687.200730 nChanged 56 SP:Iteration 28Q (5615.950000 sec): 3 clusters Score: Raw -2273491.157658 + Penalty 4794.394674 = -2268696.762984 nChanged 62 SP:Iteration 29Q (5616.210000 sec): 3 clusters Score: Raw -2273501.892902 + Penalty 4794.394674 = -2268707.498229 nChanged 63 SP:Iteration 30Q (5616.510000 sec): 3 clusters Score: Raw -2273513.057722 + Penalty 4794.394674 = -2268718.663048 nChanged 63 SP:Iteration 31Q (5616.760000 sec): 3 clusters Score: Raw -2273524.272064 + Penalty 4794.394674 = -2268729.877390 nChanged 60 SP:Iteration 32Q (5617.030000 sec): 3 clusters Score: Raw -2273534.648860 + Penalty 4794.394674 = -2268740.254186 nChanged 54 SP:Iteration 33Q (5617.290000 sec): 3 clusters Score: Raw -2273543.003229 + Penalty 4794.394674 = -2268748.608555 nChanged 49 SP:Iteration 34Q (5617.520000 sec): 3 clusters Score: Raw -2273550.423836 + Penalty 4794.394674 = -2268756.029162 nChanged 43 SP:Iteration 35Q (5617.790000 sec): 3 clusters Score: Raw -2273556.875524 + Penalty 4794.394674 = -2268762.480850 nChanged 39 SP:Iteration 36Q (5618.070000 sec): 3 clusters Score: Raw -2273562.213236 + Penalty 4794.394674 = -2268767.818562 nChanged 34 SP:Iteration 37Q (5618.330000 sec): 3 clusters Score: Raw -2273566.804978 + Penalty 4794.394674 = -2268772.410305 nChanged 32 SP:Iteration 38Q (5618.600000 sec): 3 clusters Score: Raw -2273571.555871 + Penalty 4794.394674 = -2268777.161197 nChanged 37 SP:Iteration 39Q (5618.870000 sec): 3 clusters Score: Raw -2273576.779343 + Penalty 4794.394674 = -2268782.384669 nChanged 33 SP:Iteration 40F (5619.170000 sec): 3 clusters Score: Raw -2273582.888288 + Penalty 4794.394674 = -2268788.493614 nChanged 37 SP:Iteration 41Q (5619.410000 sec): 3 clusters Score: Raw -2273588.882972 + Penalty 4794.394674 = -2268794.488298 nChanged 36 SP:Iteration 42Q (5619.690000 sec): 3 clusters Score: Raw -2273593.521590 + Penalty 4794.394674 = -2268799.126916 nChanged 28 SP:Iteration 43Q (5619.920000 sec): 3 clusters Score: Raw -2273597.816245 + Penalty 4794.394674 = -2268803.421571 nChanged 30 SP:Iteration 44Q (5620.210000 sec): 3 clusters Score: Raw -2273603.236132 + Penalty 4794.394674 = -2268808.841458 nChanged 44 SP:Iteration 45Q (5620.490000 sec): 3 clusters Score: Raw -2273609.742161 + Penalty 4794.394674 = -2268815.347487 nChanged 39 SP:Iteration 46Q (5620.760000 sec): 3 clusters Score: Raw -2273615.075891 + Penalty 4794.394674 = -2268820.681217 nChanged 38 SP:Iteration 47Q (5621.010000 sec): 3 clusters Score: Raw -2273620.088534 + Penalty 4794.394674 = -2268825.693860 nChanged 32 SP:Iteration 48Q (5621.290000 sec): 3 clusters Score: Raw -2273623.917635 + Penalty 4794.394674 = -2268829.522961 nChanged 33 SP:Iteration 49Q (5621.560000 sec): 3 clusters Score: Raw -2273627.663506 + Penalty 4794.394674 = -2268833.268833 nChanged 30 SP:Iteration 50Q (5621.810000 sec): 3 clusters Score: Raw -2273631.442510 + Penalty 4794.394674 = -2268837.047836 nChanged 32 SP:Iteration 51Q (5622.110000 sec): 3 clusters Score: Raw -2273635.046002 + Penalty 4794.394674 = -2268840.651329 nChanged 33 SP:Iteration 52Q (5622.380000 sec): 3 clusters Score: Raw -2273639.120628 + Penalty 4794.394674 = -2268844.725954 nChanged 29 SP:Iteration 53Q (5622.630000 sec): 3 clusters Score: Raw -2273643.517950 + Penalty 4794.394674 = -2268849.123276 nChanged 42 SP:Iteration 54Q (5622.970000 sec): 3 clusters Score: Raw -2273648.560312 + Penalty 4794.394674 = -2268854.165638 nChanged 27 SP:Iteration 55Q (5623.230000 sec): 3 clusters Score: Raw -2273651.445715 + Penalty 4794.394674 = -2268857.051041 nChanged 24 SP:Iteration 56Q (5623.560000 sec): 3 clusters Score: Raw -2273654.703799 + Penalty 4794.394674 = -2268860.309125 nChanged 22 SP:Iteration 57Q (5623.850000 sec): 3 clusters Score: Raw -2273657.218692 + Penalty 4794.394674 = -2268862.824018 nChanged 20 SP:Iteration 58Q (5624.140000 sec): 3 clusters Score: Raw -2273658.958417 + Penalty 4794.394674 = -2268864.563743 nChanged 7 SP:Iteration 59Q (5624.390000 sec): 3 clusters Score: Raw -2273659.570677 + Penalty 4794.394674 = -2268865.176004 nChanged 5 SP:Iteration 60F (5624.670000 sec): 3 clusters Score: Raw -2273659.971099 + Penalty 4794.394674 = -2268865.576425 nChanged 4 SP:Iteration 61Q (5624.930000 sec): 3 clusters Score: Raw -2273660.233310 + Penalty 4794.394674 = -2268865.838636 nChanged 3 SP:Iteration 62Q (5625.190000 sec): 3 clusters Score: Raw -2273660.531656 + Penalty 4794.394674 = -2268866.136982 nChanged 5 SP:Iteration 63Q (5625.500000 sec): 3 clusters Score: Raw -2273660.938571 + Penalty 4794.394674 = -2268866.543898 nChanged 4 SP:Iteration 64Q (5625.730000 sec): 3 clusters Score: Raw -2273661.237142 + Penalty 4794.394674 = -2268866.842468 nChanged 5 SP:Iteration 65Q (5625.990000 sec): 3 clusters Score: Raw -2273661.558781 + Penalty 4794.394674 = -2268867.164107 nChanged 4 SP:Iteration 66Q (5626.260000 sec): 3 clusters Score: Raw -2273661.753937 + Penalty 4794.394674 = -2268867.359264 nChanged 6 SP:Iteration 67Q (5626.530000 sec): 3 clusters Score: Raw -2273662.405607 + Penalty 4794.394674 = -2268868.010933 nChanged 9 SP:Iteration 68Q (5626.790000 sec): 3 clusters Score: Raw -2273663.395538 + Penalty 4794.394674 = -2268869.000864 nChanged 11 SP:Iteration 69Q (5627.070000 sec): 3 clusters Score: Raw -2273664.436266 + Penalty 4794.394674 = -2268870.041592 nChanged 5 SP:Iteration 70Q (5627.320000 sec): 3 clusters Score: Raw -2273664.813471 + Penalty 4794.394674 = -2268870.418797 nChanged 6 SP:Iteration 71Q (5627.590000 sec): 3 clusters Score: Raw -2273665.351444 + Penalty 4794.394674 = -2268870.956770 nChanged 11 SP:Iteration 72Q (5627.870000 sec): 3 clusters Score: Raw -2273666.107692 + Penalty 4794.394674 = -2268871.713018 nChanged 7 SP:Iteration 73Q (5628.120000 sec): 3 clusters Score: Raw -2273666.588730 + Penalty 4794.394674 = -2268872.194056 nChanged 5 SP:Iteration 74Q (5628.450000 sec): 3 clusters Score: Raw -2273666.997333 + Penalty 4794.394674 = -2268872.602659 nChanged 4 SP:Iteration 75Q (5628.710000 sec): 3 clusters Score: Raw -2273667.202658 + Penalty 4794.394674 = -2268872.807984 nChanged 3 SP:Iteration 76Q (5629.020000 sec): 3 clusters Score: Raw -2273667.452657 + Penalty 4794.394674 = -2268873.057983 nChanged 1 SP:Iteration 77Q (5629.290000 sec): 3 clusters Score: Raw -2273667.639456 + Penalty 4794.394674 = -2268873.244783 nChanged 2 SP:Iteration 78Q (5629.580000 sec): 3 clusters Score: Raw -2273667.834210 + Penalty 4794.394674 = -2268873.439536 nChanged 2 SP:Iteration 79Q (5629.840000 sec): 3 clusters Score: Raw -2273668.069086 + Penalty 4794.394674 = -2268873.674412 nChanged 1 SP:Iteration 80F (5630.100000 sec): 3 clusters Score: Raw -2273668.159302 + Penalty 4794.394674 = -2268873.764628 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 24 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5630.230000 sec): 2 clusters Score: Raw -138947.382515 + Penalty 1701.184496 = -137246.198019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5630.410000 sec): 3 clusters Score: Raw -138724.560345 + Penalty 3402.368992 = -135322.191352 nChanged 221 SP:Iteration 1F (5630.610000 sec): 3 clusters Score: Raw -138938.591300 + Penalty 3402.368992 = -135536.222308 nChanged 58 SP:Iteration 2F (5630.820000 sec): 3 clusters Score: Raw -139025.258714 + Penalty 3402.368992 = -135622.889721 nChanged 39 SP:Iteration 3Q (5630.990000 sec): 3 clusters Score: Raw -139091.748719 + Penalty 3402.368992 = -135689.379727 nChanged 28 SP:Iteration 4Q (5631.180000 sec): 3 clusters Score: Raw -139137.124976 + Penalty 3402.368992 = -135734.755984 nChanged 24 SP:Iteration 5Q (5631.360000 sec): 3 clusters Score: Raw -139173.237764 + Penalty 3402.368992 = -135770.868772 nChanged 15 SP:Iteration 6Q (5631.550000 sec): 3 clusters Score: Raw -139192.997498 + Penalty 3402.368992 = -135790.628506 nChanged 14 SP:Iteration 7Q (5631.740000 sec): 3 clusters Score: Raw -139219.896047 + Penalty 3402.368992 = -135817.527055 nChanged 20 SP:Iteration 8Q (5631.940000 sec): 3 clusters Score: Raw -139253.238341 + Penalty 3402.368992 = -135850.869349 nChanged 19 SP:Iteration 9Q (5632.150000 sec): 3 clusters Score: Raw -139288.205083 + Penalty 3402.368992 = -135885.836090 nChanged 14 SP:Iteration 10Q (5632.360000 sec): 3 clusters Score: Raw -139310.869138 + Penalty 3402.368992 = -135908.500146 nChanged 15 SP:Iteration 11Q (5632.570000 sec): 3 clusters Score: Raw -139330.793163 + Penalty 3402.368992 = -135928.424170 nChanged 11 SP:Iteration 12Q (5632.810000 sec): 3 clusters Score: Raw -139344.697368 + Penalty 3402.368992 = -135942.328376 nChanged 8 SP:Iteration 13Q (5632.940000 sec): 3 clusters Score: Raw -139357.080123 + Penalty 3402.368992 = -135954.711131 nChanged 7 SP:Iteration 14Q (5633.150000 sec): 3 clusters Score: Raw -139367.036526 + Penalty 3402.368992 = -135964.667533 nChanged 5 SP:Iteration 15Q (5633.310000 sec): 3 clusters Score: Raw -139370.608215 + Penalty 3402.368992 = -135968.239223 nChanged 2 SP:Iteration 16Q (5633.490000 sec): 3 clusters Score: Raw -139375.172682 + Penalty 3402.368992 = -135972.803689 nChanged 0 SP:Iteration 17F (5633.630000 sec): 3 clusters Score: Raw -139375.172682 + Penalty 3402.368992 = -135972.803689 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 25 (12373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5633.740000 sec): 2 clusters Score: Raw -1735129.890854 + Penalty 2336.971446 = -1732792.919408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5633.990000 sec): 3 clusters Score: Raw -1728304.314384 + Penalty 4673.942891 = -1723630.371492 nChanged 5269 SP:Iteration 1F (5634.210000 sec): 3 clusters Score: Raw -1731217.288896 + Penalty 4673.942891 = -1726543.346005 nChanged 849 SP:Iteration 2F (5634.530000 sec): 3 clusters Score: Raw -1731740.522235 + Penalty 4673.942891 = -1727066.579344 nChanged 793 SP:Iteration 3F (5634.780000 sec): 3 clusters Score: Raw -1732361.048473 + Penalty 4673.942891 = -1727687.105582 nChanged 803 SP:Iteration 4F (5635.040000 sec): 3 clusters Score: Raw -1733061.683365 + Penalty 4673.942891 = -1728387.740474 nChanged 807 SP:Iteration 5F (5635.270000 sec): 3 clusters Score: Raw -1733667.788305 + Penalty 4673.942891 = -1728993.845413 nChanged 739 SP:Iteration 6F (5635.520000 sec): 3 clusters Score: Raw -1734130.660559 + Penalty 4673.942891 = -1729456.717668 nChanged 620 SP:Iteration 7F (5635.810000 sec): 3 clusters Score: Raw -1734502.644654 + Penalty 4673.942891 = -1729828.701763 nChanged 526 SP:Iteration 8Q (5636.050000 sec): 3 clusters Score: Raw -1734814.250556 + Penalty 4673.942891 = -1730140.307665 nChanged 479 SP:Iteration 9Q (5636.310000 sec): 3 clusters Score: Raw -1735130.674972 + Penalty 4673.942891 = -1730456.732081 nChanged 467 SP:Iteration 10Q (5636.540000 sec): 3 clusters Score: Raw -1735460.872385 + Penalty 4673.942891 = -1730786.929493 nChanged 424 SP:Iteration 11Q (5636.840000 sec): 3 clusters Score: Raw -1735724.178082 + Penalty 4673.942891 = -1731050.235191 nChanged 391 SP:Iteration 12Q (5637.060000 sec): 3 clusters Score: Raw -1735966.164781 + Penalty 4673.942891 = -1731292.221890 nChanged 366 SP:Iteration 13Q (5637.260000 sec): 3 clusters Score: Raw -1736200.869022 + Penalty 4673.942891 = -1731526.926131 nChanged 326 SP:Iteration 14Q (5637.560000 sec): 3 clusters Score: Raw -1736391.238382 + Penalty 4673.942891 = -1731717.295491 nChanged 245 SP:Iteration 15Q (5637.840000 sec): 3 clusters Score: Raw -1736524.959729 + Penalty 4673.942891 = -1731851.016837 nChanged 206 SP:Iteration 16Q (5638.090000 sec): 3 clusters Score: Raw -1736607.894796 + Penalty 4673.942891 = -1731933.951905 nChanged 127 SP:Iteration 17Q (5638.360000 sec): 3 clusters Score: Raw -1736652.494312 + Penalty 4673.942891 = -1731978.551421 nChanged 111 SP:Iteration 18Q (5638.590000 sec): 3 clusters Score: Raw -1736682.296138 + Penalty 4673.942891 = -1732008.353247 nChanged 69 SP:Iteration 19Q (5638.840000 sec): 3 clusters Score: Raw -1736698.723991 + Penalty 4673.942891 = -1732024.781100 nChanged 57 SP:Iteration 20F (5639.080000 sec): 3 clusters Score: Raw -1736709.830400 + Penalty 4673.942891 = -1732035.887509 nChanged 39 SP:Iteration 21Q (5639.360000 sec): 3 clusters Score: Raw -1736717.646248 + Penalty 4673.942891 = -1732043.703357 nChanged 35 SP:Iteration 22Q (5639.660000 sec): 3 clusters Score: Raw -1736723.779377 + Penalty 4673.942891 = -1732049.836486 nChanged 32 SP:Iteration 23Q (5639.920000 sec): 3 clusters Score: Raw -1736730.075938 + Penalty 4673.942891 = -1732056.133047 nChanged 29 SP:Iteration 24Q (5640.170000 sec): 3 clusters Score: Raw -1736735.437659 + Penalty 4673.942891 = -1732061.494768 nChanged 32 SP:Iteration 25Q (5640.450000 sec): 3 clusters Score: Raw -1736740.355764 + Penalty 4673.942891 = -1732066.412873 nChanged 17 SP:Iteration 26Q (5640.650000 sec): 3 clusters Score: Raw -1736743.565647 + Penalty 4673.942891 = -1732069.622756 nChanged 16 SP:Iteration 27Q (5640.890000 sec): 3 clusters Score: Raw -1736745.750579 + Penalty 4673.942891 = -1732071.807688 nChanged 12 SP:Iteration 28Q (5641.110000 sec): 3 clusters Score: Raw -1736747.422067 + Penalty 4673.942891 = -1732073.479176 nChanged 10 SP:Iteration 29Q (5641.340000 sec): 3 clusters Score: Raw -1736748.903373 + Penalty 4673.942891 = -1732074.960482 nChanged 8 SP:Iteration 30Q (5641.590000 sec): 3 clusters Score: Raw -1736750.017038 + Penalty 4673.942891 = -1732076.074147 nChanged 8 SP:Iteration 31Q (5641.890000 sec): 3 clusters Score: Raw -1736750.977729 + Penalty 4673.942891 = -1732077.034837 nChanged 8 SP:Iteration 32Q (5642.130000 sec): 3 clusters Score: Raw -1736751.790437 + Penalty 4673.942891 = -1732077.847546 nChanged 3 SP:Iteration 33Q (5642.370000 sec): 3 clusters Score: Raw -1736752.031398 + Penalty 4673.942891 = -1732078.088507 nChanged 0 SP:Iteration 34F (5642.650000 sec): 3 clusters Score: Raw -1736752.031398 + Penalty 4673.942891 = -1732078.088507 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 26 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5642.730000 sec): 2 clusters Score: Raw -102380.325044 + Penalty 1625.375484 = -100754.949560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5642.910000 sec): 3 clusters Score: Raw -102341.849193 + Penalty 3250.750968 = -99091.098225 nChanged 150 SP:Iteration 1F (5643.120000 sec): 3 clusters Score: Raw -102623.668877 + Penalty 3250.750968 = -99372.917908 nChanged 51 SP:Iteration 2F (5643.290000 sec): 3 clusters Score: Raw -102743.184422 + Penalty 3250.750968 = -99492.433454 nChanged 26 SP:Iteration 3Q (5643.450000 sec): 3 clusters Score: Raw -102794.013175 + Penalty 3250.750968 = -99543.262206 nChanged 15 SP:Iteration 4Q (5643.600000 sec): 3 clusters Score: Raw -102831.929030 + Penalty 3250.750968 = -99581.178062 nChanged 14 SP:Iteration 5Q (5643.800000 sec): 3 clusters Score: Raw -102877.480548 + Penalty 3250.750968 = -99626.729579 nChanged 15 SP:Iteration 6Q (5643.980000 sec): 3 clusters Score: Raw -102907.017541 + Penalty 3250.750968 = -99656.266573 nChanged 10 SP:Iteration 7Q (5644.130000 sec): 3 clusters Score: Raw -102929.131365 + Penalty 3250.750968 = -99678.380397 nChanged 8 SP:Iteration 8Q (5644.350000 sec): 3 clusters Score: Raw -102950.495181 + Penalty 3250.750968 = -99699.744213 nChanged 13 SP:Iteration 9Q (5644.540000 sec): 3 clusters Score: Raw -102977.821708 + Penalty 3250.750968 = -99727.070740 nChanged 6 SP:Iteration 10Q (5644.750000 sec): 3 clusters Score: Raw -102993.696115 + Penalty 3250.750968 = -99742.945147 nChanged 4 SP:Iteration 11Q (5644.970000 sec): 3 clusters Score: Raw -103000.565964 + Penalty 3250.750968 = -99749.814996 nChanged 2 SP:Iteration 12Q (5645.120000 sec): 3 clusters Score: Raw -103005.100654 + Penalty 3250.750968 = -99754.349686 nChanged 2 SP:Iteration 13Q (5645.330000 sec): 3 clusters Score: Raw -103008.284521 + Penalty 3250.750968 = -99757.533552 nChanged 3 SP:Iteration 14Q (5645.500000 sec): 3 clusters Score: Raw -103013.118071 + Penalty 3250.750968 = -99762.367103 nChanged 5 SP:Iteration 15Q (5645.720000 sec): 3 clusters Score: Raw -103022.534741 + Penalty 3250.750968 = -99771.783773 nChanged 2 SP:Iteration 16Q (5645.890000 sec): 3 clusters Score: Raw -103025.204050 + Penalty 3250.750968 = -99774.453082 nChanged 3 SP:Iteration 17Q (5646.070000 sec): 3 clusters Score: Raw -103032.712518 + Penalty 3250.750968 = -99781.961549 nChanged 3 SP:Iteration 18Q (5646.290000 sec): 3 clusters Score: Raw -103039.311413 + Penalty 3250.750968 = -99788.560444 nChanged 2 SP:Iteration 19Q (5646.430000 sec): 3 clusters Score: Raw -103043.354231 + Penalty 3250.750968 = -99792.603263 nChanged 3 SP:Iteration 20F (5646.630000 sec): 3 clusters Score: Raw -103052.806815 + Penalty 3250.750968 = -99802.055847 nChanged 1 SP:Iteration 21Q (5646.840000 sec): 3 clusters Score: Raw -103056.706870 + Penalty 3250.750968 = -99805.955901 nChanged 1 SP:Iteration 22Q (5647.010000 sec): 3 clusters Score: Raw -103060.385432 + Penalty 3250.750968 = -99809.634464 nChanged 3 SP:Iteration 23Q (5647.230000 sec): 3 clusters Score: Raw -103064.022826 + Penalty 3250.750968 = -99813.271857 nChanged 1 SP:Iteration 24Q (5647.410000 sec): 3 clusters Score: Raw -103065.756198 + Penalty 3250.750968 = -99815.005230 nChanged 2 SP:Iteration 25Q (5647.580000 sec): 3 clusters Score: Raw -103071.789800 + Penalty 3250.750968 = -99821.038831 nChanged 2 SP:Iteration 26Q (5647.770000 sec): 3 clusters Score: Raw -103074.471230 + Penalty 3250.750968 = -99823.720261 nChanged 1 SP:Iteration 27Q (5647.930000 sec): 3 clusters Score: Raw -103079.247511 + Penalty 3250.750968 = -99828.496542 nChanged 3 SP:Iteration 28Q (5648.130000 sec): 3 clusters Score: Raw -103088.268169 + Penalty 3250.750968 = -99837.517200 nChanged 3 SP:Iteration 29Q (5648.310000 sec): 3 clusters Score: Raw -103096.039663 + Penalty 3250.750968 = -99845.288695 nChanged 3 SP:Iteration 30Q (5648.470000 sec): 3 clusters Score: Raw -103101.446043 + Penalty 3250.750968 = -99850.695074 nChanged 3 SP:Iteration 31Q (5648.680000 sec): 3 clusters Score: Raw -103106.178646 + Penalty 3250.750968 = -99855.427678 nChanged 4 SP:Iteration 32Q (5648.870000 sec): 3 clusters Score: Raw -103114.412693 + Penalty 3250.750968 = -99863.661725 nChanged 7 SP:Iteration 33Q (5649.050000 sec): 3 clusters Score: Raw -103129.018071 + Penalty 3250.750968 = -99878.267102 nChanged 7 SP:Iteration 34Q (5649.190000 sec): 3 clusters Score: Raw -103147.751608 + Penalty 3250.750968 = -99897.000640 nChanged 3 SP:Iteration 35Q (5649.390000 sec): 3 clusters Score: Raw -103157.694399 + Penalty 3250.750968 = -99906.943430 nChanged 3 SP:Iteration 36Q (5649.580000 sec): 3 clusters Score: Raw -103167.575156 + Penalty 3250.750968 = -99916.824187 nChanged 4 SP:Iteration 37Q (5649.770000 sec): 3 clusters Score: Raw -103176.750351 + Penalty 3250.750968 = -99925.999382 nChanged 2 SP:Iteration 38Q (5649.920000 sec): 3 clusters Score: Raw -103182.025319 + Penalty 3250.750968 = -99931.274350 nChanged 1 SP:Iteration 39Q (5650.120000 sec): 3 clusters Score: Raw -103185.868651 + Penalty 3250.750968 = -99935.117683 nChanged 1 SP:Iteration 40F (5650.290000 sec): 3 clusters Score: Raw -103189.868275 + Penalty 3250.750968 = -99939.117307 nChanged 2 SP:Iteration 41Q (5650.460000 sec): 3 clusters Score: Raw -103194.520181 + Penalty 3250.750968 = -99943.769213 nChanged 2 SP:Iteration 42Q (5650.630000 sec): 3 clusters Score: Raw -103197.201257 + Penalty 3250.750968 = -99946.450288 nChanged 1 SP:Iteration 43Q (5650.850000 sec): 3 clusters Score: Raw -103198.373104 + Penalty 3250.750968 = -99947.622136 nChanged 0 SP:Iteration 44F (5651.000000 sec): 3 clusters Score: Raw -103198.373104 + Penalty 3250.750968 = -99947.622136 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 27 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5651.100000 sec): 2 clusters Score: Raw -63916.773101 + Penalty 1520.544169 = -62396.228932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5651.230000 sec): 3 clusters Score: Raw -63929.118619 + Penalty 3041.088339 = -60888.030280 nChanged 69 SP:Iteration 1F (5651.440000 sec): 3 clusters Score: Raw -64087.436639 + Penalty 3041.088339 = -61046.348301 nChanged 19 SP:Iteration 2Q (5651.630000 sec): 3 clusters Score: Raw -64136.270588 + Penalty 3041.088339 = -61095.182250 nChanged 8 SP:Iteration 3Q (5651.800000 sec): 3 clusters Score: Raw -64153.928655 + Penalty 3041.088339 = -61112.840316 nChanged 3 SP:Iteration 4Q (5651.990000 sec): 3 clusters Score: Raw -64165.856135 + Penalty 3041.088339 = -61124.767796 nChanged 4 SP:Iteration 5Q (5652.210000 sec): 3 clusters Score: Raw -64191.457283 + Penalty 3041.088339 = -61150.368944 nChanged 7 SP:Iteration 6Q (5652.350000 sec): 3 clusters Score: Raw -64206.708325 + Penalty 3041.088339 = -61165.619986 nChanged 5 SP:Iteration 7Q (5652.550000 sec): 3 clusters Score: Raw -64219.878869 + Penalty 3041.088339 = -61178.790530 nChanged 3 SP:Iteration 8Q (5652.690000 sec): 3 clusters Score: Raw -64226.673910 + Penalty 3041.088339 = -61185.585571 nChanged 2 SP:Iteration 9Q (5652.910000 sec): 3 clusters Score: Raw -64229.860328 + Penalty 3041.088339 = -61188.771989 nChanged 0 SP:Iteration 10F (5653.160000 sec): 3 clusters Score: Raw -64229.860328 + Penalty 3041.088339 = -61188.771989 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 28 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5653.220000 sec): 2 clusters Score: Raw -23828.804456 + Penalty 1305.147167 = -22523.657289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5653.410000 sec): 3 clusters Score: Raw -24173.377018 + Penalty 2610.294334 = -21563.082685 nChanged 26 SP:Iteration 1F (5653.610000 sec): 3 clusters Score: Raw -24324.398930 + Penalty 2610.294334 = -21714.104596 nChanged 9 SP:Iteration 2Q (5653.760000 sec): 3 clusters Score: Raw -24365.317613 + Penalty 2610.294334 = -21755.023280 nChanged 6 SP:Iteration 3Q (5653.940000 sec): 3 clusters Score: Raw -24402.578575 + Penalty 2610.294334 = -21792.284242 nChanged 1 SP:Iteration 4Q (5654.140000 sec): 3 clusters Score: Raw -24409.405536 + Penalty 2610.294334 = -21799.111203 nChanged 0 SP:Iteration 5F (5654.300000 sec): 3 clusters Score: Raw -24409.405536 + Penalty 2610.294334 = -21799.111203 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 29 (4177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5654.410000 sec): 2 clusters Score: Raw -597774.464557 + Penalty 2067.662444 = -595706.802113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5654.630000 sec): 3 clusters Score: Raw -595860.257739 + Penalty 4135.324888 = -591724.932851 nChanged 1517 SP:Iteration 1F (5654.800000 sec): 3 clusters Score: Raw -596712.530776 + Penalty 4135.324888 = -592577.205888 nChanged 318 SP:Iteration 2F (5655.010000 sec): 3 clusters Score: Raw -596917.353007 + Penalty 4135.324888 = -592782.028119 nChanged 205 SP:Iteration 3Q (5655.170000 sec): 3 clusters Score: Raw -597029.171299 + Penalty 4135.324888 = -592893.846411 nChanged 143 SP:Iteration 4Q (5655.390000 sec): 3 clusters Score: Raw -597110.704997 + Penalty 4135.324888 = -592975.380109 nChanged 114 SP:Iteration 5Q (5655.540000 sec): 3 clusters Score: Raw -597169.564735 + Penalty 4135.324888 = -593034.239847 nChanged 82 SP:Iteration 6Q (5655.730000 sec): 3 clusters Score: Raw -597208.572508 + Penalty 4135.324888 = -593073.247620 nChanged 67 SP:Iteration 7Q (5655.920000 sec): 3 clusters Score: Raw -597238.793903 + Penalty 4135.324888 = -593103.469015 nChanged 54 SP:Iteration 8Q (5656.170000 sec): 3 clusters Score: Raw -597260.833586 + Penalty 4135.324888 = -593125.508698 nChanged 54 SP:Iteration 9Q (5656.410000 sec): 3 clusters Score: Raw -597285.203770 + Penalty 4135.324888 = -593149.878882 nChanged 47 SP:Iteration 10Q (5656.590000 sec): 3 clusters Score: Raw -597305.457447 + Penalty 4135.324888 = -593170.132559 nChanged 57 SP:Iteration 11Q (5656.790000 sec): 3 clusters Score: Raw -597331.744525 + Penalty 4135.324888 = -593196.419637 nChanged 72 SP:Iteration 12Q (5657.010000 sec): 3 clusters Score: Raw -597365.125713 + Penalty 4135.324888 = -593229.800825 nChanged 58 SP:Iteration 13Q (5657.160000 sec): 3 clusters Score: Raw -597391.127772 + Penalty 4135.324888 = -593255.802884 nChanged 56 SP:Iteration 14Q (5657.320000 sec): 3 clusters Score: Raw -597414.244497 + Penalty 4135.324888 = -593278.919609 nChanged 37 SP:Iteration 15Q (5657.500000 sec): 3 clusters Score: Raw -597432.316476 + Penalty 4135.324888 = -593296.991589 nChanged 45 SP:Iteration 16Q (5657.670000 sec): 3 clusters Score: Raw -597450.634971 + Penalty 4135.324888 = -593315.310083 nChanged 43 SP:Iteration 17Q (5657.890000 sec): 3 clusters Score: Raw -597468.653751 + Penalty 4135.324888 = -593333.328863 nChanged 49 SP:Iteration 18Q (5658.070000 sec): 3 clusters Score: Raw -597490.956163 + Penalty 4135.324888 = -593355.631275 nChanged 48 SP:Iteration 19Q (5658.270000 sec): 3 clusters Score: Raw -597513.845316 + Penalty 4135.324888 = -593378.520428 nChanged 44 SP:Iteration 20F (5658.450000 sec): 3 clusters Score: Raw -597538.810535 + Penalty 4135.324888 = -593403.485647 nChanged 54 SP:Iteration 21Q (5658.610000 sec): 3 clusters Score: Raw -597569.832553 + Penalty 4135.324888 = -593434.507665 nChanged 61 SP:Iteration 22Q (5658.850000 sec): 3 clusters Score: Raw -597603.645734 + Penalty 4135.324888 = -593468.320846 nChanged 73 SP:Iteration 23Q (5659.000000 sec): 3 clusters Score: Raw -597647.314756 + Penalty 4135.324888 = -593511.989868 nChanged 85 SP:Iteration 24Q (5659.190000 sec): 3 clusters Score: Raw -597700.448011 + Penalty 4135.324888 = -593565.123123 nChanged 74 SP:Iteration 25Q (5659.410000 sec): 3 clusters Score: Raw -597752.805899 + Penalty 4135.324888 = -593617.481011 nChanged 67 SP:Iteration 26Q (5659.610000 sec): 3 clusters Score: Raw -597803.048175 + Penalty 4135.324888 = -593667.723287 nChanged 62 SP:Iteration 27Q (5659.810000 sec): 3 clusters Score: Raw -597852.036291 + Penalty 4135.324888 = -593716.711403 nChanged 55 SP:Iteration 28Q (5660.000000 sec): 3 clusters Score: Raw -597897.925113 + Penalty 4135.324888 = -593762.600225 nChanged 47 SP:Iteration 29Q (5660.220000 sec): 3 clusters Score: Raw -597933.360635 + Penalty 4135.324888 = -593798.035747 nChanged 39 SP:Iteration 30Q (5660.420000 sec): 3 clusters Score: Raw -597963.832475 + Penalty 4135.324888 = -593828.507587 nChanged 36 SP:Iteration 31Q (5660.670000 sec): 3 clusters Score: Raw -597992.079046 + Penalty 4135.324888 = -593856.754158 nChanged 30 SP:Iteration 32Q (5660.850000 sec): 3 clusters Score: Raw -598014.772642 + Penalty 4135.324888 = -593879.447754 nChanged 22 SP:Iteration 33Q (5661.100000 sec): 3 clusters Score: Raw -598034.580360 + Penalty 4135.324888 = -593899.255472 nChanged 24 SP:Iteration 34Q (5661.270000 sec): 3 clusters Score: Raw -598055.139678 + Penalty 4135.324888 = -593919.814790 nChanged 15 SP:Iteration 35Q (5661.510000 sec): 3 clusters Score: Raw -598064.665364 + Penalty 4135.324888 = -593929.340476 nChanged 9 SP:Iteration 36Q (5661.690000 sec): 3 clusters Score: Raw -598072.767705 + Penalty 4135.324888 = -593937.442817 nChanged 10 SP:Iteration 37Q (5661.910000 sec): 3 clusters Score: Raw -598081.618426 + Penalty 4135.324888 = -593946.293538 nChanged 8 SP:Iteration 38Q (5662.110000 sec): 3 clusters Score: Raw -598087.310212 + Penalty 4135.324888 = -593951.985324 nChanged 8 SP:Iteration 39Q (5662.330000 sec): 3 clusters Score: Raw -598093.303371 + Penalty 4135.324888 = -593957.978483 nChanged 6 SP:Iteration 40F (5662.510000 sec): 3 clusters Score: Raw -598098.406350 + Penalty 4135.324888 = -593963.081462 nChanged 4 SP:Iteration 41Q (5662.690000 sec): 3 clusters Score: Raw -598101.725174 + Penalty 4135.324888 = -593966.400286 nChanged 2 SP:Iteration 42Q (5662.930000 sec): 3 clusters Score: Raw -598103.178293 + Penalty 4135.324888 = -593967.853405 nChanged 2 SP:Iteration 43Q (5663.130000 sec): 3 clusters Score: Raw -598104.440172 + Penalty 4135.324888 = -593969.115284 nChanged 3 SP:Iteration 44Q (5663.290000 sec): 3 clusters Score: Raw -598107.035619 + Penalty 4135.324888 = -593971.710731 nChanged 1 SP:Iteration 45Q (5663.490000 sec): 3 clusters Score: Raw -598107.553850 + Penalty 4135.324888 = -593972.228962 nChanged 0 SP:Iteration 46F (5663.730000 sec): 3 clusters Score: Raw -598107.553850 + Penalty 4135.324888 = -593972.228962 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 30 (10304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5663.840000 sec): 2 clusters Score: Raw -1461383.444309 + Penalty 2291.591287 = -1459091.853022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5664.130000 sec): 3 clusters Score: Raw -1455776.655137 + Penalty 4583.182574 = -1451193.472563 nChanged 4308 SP:Iteration 1F (5664.340000 sec): 3 clusters Score: Raw -1458081.057906 + Penalty 4583.182574 = -1453497.875332 nChanged 703 SP:Iteration 2F (5664.590000 sec): 3 clusters Score: Raw -1458393.730633 + Penalty 4583.182574 = -1453810.548059 nChanged 557 SP:Iteration 3F (5664.830000 sec): 3 clusters Score: Raw -1458660.350938 + Penalty 4583.182574 = -1454077.168364 nChanged 491 SP:Iteration 4Q (5665.090000 sec): 3 clusters Score: Raw -1458898.176548 + Penalty 4583.182574 = -1454314.993974 nChanged 428 SP:Iteration 5Q (5665.390000 sec): 3 clusters Score: Raw -1459092.658807 + Penalty 4583.182574 = -1454509.476233 nChanged 397 SP:Iteration 6Q (5665.610000 sec): 3 clusters Score: Raw -1459278.353200 + Penalty 4583.182574 = -1454695.170626 nChanged 390 SP:Iteration 7Q (5665.850000 sec): 3 clusters Score: Raw -1459464.560484 + Penalty 4583.182574 = -1454881.377910 nChanged 396 SP:Iteration 8Q (5666.140000 sec): 3 clusters Score: Raw -1459675.901048 + Penalty 4583.182574 = -1455092.718473 nChanged 394 SP:Iteration 9Q (5666.380000 sec): 3 clusters Score: Raw -1459895.857158 + Penalty 4583.182574 = -1455312.674584 nChanged 402 SP:Iteration 10Q (5666.590000 sec): 3 clusters Score: Raw -1460149.081603 + Penalty 4583.182574 = -1455565.899029 nChanged 416 SP:Iteration 11Q (5666.840000 sec): 3 clusters Score: Raw -1460447.524283 + Penalty 4583.182574 = -1455864.341708 nChanged 407 SP:Iteration 12Q (5667.090000 sec): 3 clusters Score: Raw -1460752.249172 + Penalty 4583.182574 = -1456169.066597 nChanged 361 SP:Iteration 13Q (5667.340000 sec): 3 clusters Score: Raw -1461040.184658 + Penalty 4583.182574 = -1456457.002084 nChanged 248 SP:Iteration 14Q (5667.610000 sec): 3 clusters Score: Raw -1461242.668364 + Penalty 4583.182574 = -1456659.485789 nChanged 206 SP:Iteration 15Q (5667.830000 sec): 3 clusters Score: Raw -1461406.700558 + Penalty 4583.182574 = -1456823.517983 nChanged 149 SP:Iteration 16Q (5668.070000 sec): 3 clusters Score: Raw -1461532.094520 + Penalty 4583.182574 = -1456948.911945 nChanged 126 SP:Iteration 17Q (5668.310000 sec): 3 clusters Score: Raw -1461630.189426 + Penalty 4583.182574 = -1457047.006851 nChanged 91 SP:Iteration 18Q (5668.550000 sec): 3 clusters Score: Raw -1461702.470470 + Penalty 4583.182574 = -1457119.287895 nChanged 69 SP:Iteration 19Q (5668.760000 sec): 3 clusters Score: Raw -1461762.808508 + Penalty 4583.182574 = -1457179.625933 nChanged 58 SP:Iteration 20F (5668.960000 sec): 3 clusters Score: Raw -1461809.553830 + Penalty 4583.182574 = -1457226.371255 nChanged 41 SP:Iteration 21Q (5669.230000 sec): 3 clusters Score: Raw -1461839.924338 + Penalty 4583.182574 = -1457256.741763 nChanged 29 SP:Iteration 22Q (5669.440000 sec): 3 clusters Score: Raw -1461858.383861 + Penalty 4583.182574 = -1457275.201287 nChanged 18 SP:Iteration 23Q (5669.720000 sec): 3 clusters Score: Raw -1461871.559355 + Penalty 4583.182574 = -1457288.376780 nChanged 12 SP:Iteration 24Q (5669.920000 sec): 3 clusters Score: Raw -1461881.788943 + Penalty 4583.182574 = -1457298.606369 nChanged 16 SP:Iteration 25Q (5670.130000 sec): 3 clusters Score: Raw -1461891.911361 + Penalty 4583.182574 = -1457308.728787 nChanged 14 SP:Iteration 26Q (5670.400000 sec): 3 clusters Score: Raw -1461901.425172 + Penalty 4583.182574 = -1457318.242597 nChanged 4 SP:Iteration 27Q (5670.610000 sec): 3 clusters Score: Raw -1461903.120609 + Penalty 4583.182574 = -1457319.938035 nChanged 1 SP:Iteration 28Q (5670.860000 sec): 3 clusters Score: Raw -1461903.618350 + Penalty 4583.182574 = -1457320.435776 nChanged 0 SP:Iteration 29F (5671.050000 sec): 3 clusters Score: Raw -1461903.618350 + Penalty 4583.182574 = -1457320.435776 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 31 (3925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5671.190000 sec): 2 clusters Score: Raw -507034.215592 + Penalty 2052.230164 = -504981.985428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5671.410000 sec): 3 clusters Score: Raw -505280.930085 + Penalty 4104.460329 = -501176.469756 nChanged 1466 SP:Iteration 1F (5671.610000 sec): 3 clusters Score: Raw -506230.940718 + Penalty 4104.460329 = -502126.480389 nChanged 345 SP:Iteration 2F (5671.780000 sec): 3 clusters Score: Raw -506553.791446 + Penalty 4104.460329 = -502449.331118 nChanged 238 SP:Iteration 3F (5671.990000 sec): 3 clusters Score: Raw -506782.580273 + Penalty 4104.460329 = -502678.119944 nChanged 195 SP:Iteration 4Q (5672.190000 sec): 3 clusters Score: Raw -506950.704120 + Penalty 4104.460329 = -502846.243792 nChanged 162 SP:Iteration 5Q (5672.370000 sec): 3 clusters Score: Raw -507074.241862 + Penalty 4104.460329 = -502969.781534 nChanged 142 SP:Iteration 6Q (5672.600000 sec): 3 clusters Score: Raw -507173.200507 + Penalty 4104.460329 = -503068.740179 nChanged 126 SP:Iteration 7Q (5672.830000 sec): 3 clusters Score: Raw -507252.617188 + Penalty 4104.460329 = -503148.156860 nChanged 100 SP:Iteration 8Q (5673.070000 sec): 3 clusters Score: Raw -507312.206863 + Penalty 4104.460329 = -503207.746534 nChanged 88 SP:Iteration 9Q (5673.300000 sec): 3 clusters Score: Raw -507362.518830 + Penalty 4104.460329 = -503258.058501 nChanged 66 SP:Iteration 10Q (5673.490000 sec): 3 clusters Score: Raw -507396.887140 + Penalty 4104.460329 = -503292.426812 nChanged 67 SP:Iteration 11Q (5673.680000 sec): 3 clusters Score: Raw -507434.446676 + Penalty 4104.460329 = -503329.986347 nChanged 67 SP:Iteration 12Q (5673.880000 sec): 3 clusters Score: Raw -507471.986207 + Penalty 4104.460329 = -503367.525878 nChanged 65 SP:Iteration 13Q (5674.060000 sec): 3 clusters Score: Raw -507509.525454 + Penalty 4104.460329 = -503405.065126 nChanged 67 SP:Iteration 14Q (5674.240000 sec): 3 clusters Score: Raw -507544.174306 + Penalty 4104.460329 = -503439.713978 nChanged 59 SP:Iteration 15Q (5674.430000 sec): 3 clusters Score: Raw -507574.758301 + Penalty 4104.460329 = -503470.297973 nChanged 62 SP:Iteration 16Q (5674.590000 sec): 3 clusters Score: Raw -507613.524611 + Penalty 4104.460329 = -503509.064283 nChanged 70 SP:Iteration 17Q (5674.790000 sec): 3 clusters Score: Raw -507657.032709 + Penalty 4104.460329 = -503552.572381 nChanged 63 SP:Iteration 18Q (5674.950000 sec): 3 clusters Score: Raw -507698.510459 + Penalty 4104.460329 = -503594.050131 nChanged 57 SP:Iteration 19Q (5675.180000 sec): 3 clusters Score: Raw -507732.344186 + Penalty 4104.460329 = -503627.883857 nChanged 55 SP:Iteration 20F (5675.380000 sec): 3 clusters Score: Raw -507764.790507 + Penalty 4104.460329 = -503660.330179 nChanged 60 SP:Iteration 21Q (5675.550000 sec): 3 clusters Score: Raw -507800.308616 + Penalty 4104.460329 = -503695.848287 nChanged 61 SP:Iteration 22Q (5675.740000 sec): 3 clusters Score: Raw -507839.579030 + Penalty 4104.460329 = -503735.118702 nChanged 62 SP:Iteration 23Q (5675.910000 sec): 3 clusters Score: Raw -507880.045743 + Penalty 4104.460329 = -503775.585415 nChanged 57 SP:Iteration 24Q (5676.110000 sec): 3 clusters Score: Raw -507918.638365 + Penalty 4104.460329 = -503814.178036 nChanged 47 SP:Iteration 25Q (5676.330000 sec): 3 clusters Score: Raw -507951.264271 + Penalty 4104.460329 = -503846.803942 nChanged 44 SP:Iteration 26Q (5676.580000 sec): 3 clusters Score: Raw -507981.467879 + Penalty 4104.460329 = -503877.007550 nChanged 34 SP:Iteration 27Q (5676.750000 sec): 3 clusters Score: Raw -508008.599881 + Penalty 4104.460329 = -503904.139552 nChanged 32 SP:Iteration 28Q (5676.990000 sec): 3 clusters Score: Raw -508030.951135 + Penalty 4104.460329 = -503926.490806 nChanged 28 SP:Iteration 29Q (5677.190000 sec): 3 clusters Score: Raw -508048.562879 + Penalty 4104.460329 = -503944.102550 nChanged 24 SP:Iteration 30Q (5677.430000 sec): 3 clusters Score: Raw -508067.527957 + Penalty 4104.460329 = -503963.067629 nChanged 25 SP:Iteration 31Q (5677.690000 sec): 3 clusters Score: Raw -508085.570115 + Penalty 4104.460329 = -503981.109787 nChanged 16 SP:Iteration 32Q (5677.870000 sec): 3 clusters Score: Raw -508094.505372 + Penalty 4104.460329 = -503990.045043 nChanged 13 SP:Iteration 33Q (5678.060000 sec): 3 clusters Score: Raw -508102.646166 + Penalty 4104.460329 = -503998.185838 nChanged 9 SP:Iteration 34Q (5678.250000 sec): 3 clusters Score: Raw -508106.190444 + Penalty 4104.460329 = -504001.730115 nChanged 5 SP:Iteration 35Q (5678.430000 sec): 3 clusters Score: Raw -508108.731630 + Penalty 4104.460329 = -504004.271302 nChanged 3 SP:Iteration 36Q (5678.610000 sec): 3 clusters Score: Raw -508109.367748 + Penalty 4104.460329 = -504004.907419 nChanged 0 SP:Iteration 37F (5678.780000 sec): 3 clusters Score: Raw -508109.367748 + Penalty 4104.460329 = -504004.907419 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 32 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5678.880000 sec): 2 clusters Score: Raw -30658.755713 + Penalty 1345.387604 = -29313.368108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5679.090000 sec): 3 clusters Score: Raw -30835.613075 + Penalty 2690.775209 = -28144.837866 nChanged 19 SP:Iteration 1F (5679.320000 sec): 3 clusters Score: Raw -30944.916287 + Penalty 2690.775209 = -28254.141079 nChanged 4 SP:Iteration 2Q (5679.510000 sec): 3 clusters Score: Raw -30963.489921 + Penalty 2690.775209 = -28272.714713 nChanged 1 SP:Iteration 3Q (5679.690000 sec): 3 clusters Score: Raw -30968.613587 + Penalty 2690.775209 = -28277.838379 nChanged 1 SP:Iteration 4Q (5679.910000 sec): 3 clusters Score: Raw -30977.837047 + Penalty 2690.775209 = -28287.061838 nChanged 0 SP:Iteration 5F (5680.080000 sec): 3 clusters Score: Raw -30977.837047 + Penalty 2690.775209 = -28287.061838 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 33 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5680.190000 sec): 2 clusters Score: Raw -64817.763835 + Penalty 1530.063462 = -63287.700373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5680.360000 sec): 3 clusters Score: Raw -64851.774983 + Penalty 3060.126923 = -61791.648060 nChanged 80 SP:Iteration 1F (5680.570000 sec): 3 clusters Score: Raw -65049.804194 + Penalty 3060.126923 = -61989.677270 nChanged 34 SP:Iteration 2F (5680.760000 sec): 3 clusters Score: Raw -65182.041957 + Penalty 3060.126923 = -62121.915034 nChanged 24 SP:Iteration 3F (5680.950000 sec): 3 clusters Score: Raw -65310.554055 + Penalty 3060.126923 = -62250.427132 nChanged 21 SP:Iteration 4Q (5681.170000 sec): 3 clusters Score: Raw -65404.300989 + Penalty 3060.126923 = -62344.174066 nChanged 21 SP:Iteration 5Q (5681.370000 sec): 3 clusters Score: Raw -65481.771626 + Penalty 3060.126923 = -62421.644703 nChanged 21 SP:Iteration 6Q (5681.520000 sec): 3 clusters Score: Raw -65564.765078 + Penalty 3060.126923 = -62504.638155 nChanged 17 SP:Iteration 7Q (5681.710000 sec): 3 clusters Score: Raw -65648.042100 + Penalty 3060.126923 = -62587.915177 nChanged 11 SP:Iteration 8Q (5681.860000 sec): 3 clusters Score: Raw -65691.407764 + Penalty 3060.126923 = -62631.280841 nChanged 5 SP:Iteration 9Q (5682.020000 sec): 3 clusters Score: Raw -65712.229180 + Penalty 3060.126923 = -62652.102256 nChanged 5 SP:Iteration 10Q (5682.190000 sec): 3 clusters Score: Raw -65730.220008 + Penalty 3060.126923 = -62670.093085 nChanged 2 SP:Iteration 11Q (5682.370000 sec): 3 clusters Score: Raw -65733.027868 + Penalty 3060.126923 = -62672.900944 nChanged 2 SP:Iteration 12Q (5682.530000 sec): 3 clusters Score: Raw -65741.246101 + Penalty 3060.126923 = -62681.119177 nChanged 3 SP:Iteration 13Q (5682.730000 sec): 3 clusters Score: Raw -65755.318792 + Penalty 3060.126923 = -62695.191869 nChanged 2 SP:Iteration 14Q (5682.970000 sec): 3 clusters Score: Raw -65760.140653 + Penalty 3060.126923 = -62700.013730 nChanged 0 SP:Iteration 15F (5683.170000 sec): 3 clusters Score: Raw -65761.132996 + Penalty 3060.126923 = -62701.006073 nChanged 1 SP:Iteration 16Q (5683.370000 sec): 3 clusters Score: Raw -65771.240289 + Penalty 3060.126923 = -62711.113365 nChanged 3 SP:Iteration 17Q (5683.530000 sec): 3 clusters Score: Raw -65782.326312 + Penalty 3060.126923 = -62722.199389 nChanged 1 SP:Iteration 18Q (5683.670000 sec): 3 clusters Score: Raw -65787.273155 + Penalty 3060.126923 = -62727.146232 nChanged 1 SP:Iteration 19Q (5683.890000 sec): 3 clusters Score: Raw -65789.499523 + Penalty 3060.126923 = -62729.372600 nChanged 0 SP:Iteration 20F (5684.030000 sec): 3 clusters Score: Raw -65789.499523 + Penalty 3060.126923 = -62729.372600 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 34 (1538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5684.140000 sec): 2 clusters Score: Raw -218434.045183 + Penalty 1819.883061 = -216614.162122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5684.330000 sec): 3 clusters Score: Raw -217968.409882 + Penalty 3639.766122 = -214328.643760 nChanged 439 SP:Iteration 1F (5684.500000 sec): 3 clusters Score: Raw -218423.877641 + Penalty 3639.766122 = -214784.111519 nChanged 114 SP:Iteration 2F (5684.700000 sec): 3 clusters Score: Raw -218565.696132 + Penalty 3639.766122 = -214925.930010 nChanged 68 SP:Iteration 3Q (5684.860000 sec): 3 clusters Score: Raw -218634.059221 + Penalty 3639.766122 = -214994.293098 nChanged 46 SP:Iteration 4Q (5684.960000 sec): 3 clusters Score: Raw -218683.207298 + Penalty 3639.766122 = -215043.441176 nChanged 33 SP:Iteration 5Q (5685.110000 sec): 3 clusters Score: Raw -218723.003641 + Penalty 3639.766122 = -215083.237519 nChanged 30 SP:Iteration 6Q (5685.260000 sec): 3 clusters Score: Raw -218758.267807 + Penalty 3639.766122 = -215118.501685 nChanged 25 SP:Iteration 7Q (5685.410000 sec): 3 clusters Score: Raw -218800.125001 + Penalty 3639.766122 = -215160.358879 nChanged 25 SP:Iteration 8Q (5685.580000 sec): 3 clusters Score: Raw -218849.130162 + Penalty 3639.766122 = -215209.364040 nChanged 31 SP:Iteration 9Q (5685.770000 sec): 3 clusters Score: Raw -218889.697789 + Penalty 3639.766122 = -215249.931667 nChanged 27 SP:Iteration 10Q (5685.920000 sec): 3 clusters Score: Raw -218930.781517 + Penalty 3639.766122 = -215291.015394 nChanged 27 SP:Iteration 11Q (5686.050000 sec): 3 clusters Score: Raw -218979.700357 + Penalty 3639.766122 = -215339.934234 nChanged 33 SP:Iteration 12Q (5686.220000 sec): 3 clusters Score: Raw -219043.274551 + Penalty 3639.766122 = -215403.508429 nChanged 34 SP:Iteration 13Q (5686.430000 sec): 3 clusters Score: Raw -219099.671072 + Penalty 3639.766122 = -215459.904950 nChanged 38 SP:Iteration 14Q (5686.630000 sec): 3 clusters Score: Raw -219170.250119 + Penalty 3639.766122 = -215530.483997 nChanged 42 SP:Iteration 15Q (5686.790000 sec): 3 clusters Score: Raw -219251.304947 + Penalty 3639.766122 = -215611.538824 nChanged 40 SP:Iteration 16Q (5686.970000 sec): 3 clusters Score: Raw -219324.939689 + Penalty 3639.766122 = -215685.173567 nChanged 35 SP:Iteration 17Q (5687.170000 sec): 3 clusters Score: Raw -219379.532803 + Penalty 3639.766122 = -215739.766680 nChanged 33 SP:Iteration 18Q (5687.360000 sec): 3 clusters Score: Raw -219433.044815 + Penalty 3639.766122 = -215793.278692 nChanged 25 SP:Iteration 19Q (5687.580000 sec): 3 clusters Score: Raw -219479.250649 + Penalty 3639.766122 = -215839.484527 nChanged 21 SP:Iteration 20F (5687.790000 sec): 3 clusters Score: Raw -219560.384602 + Penalty 3639.766122 = -215920.618479 nChanged 23 SP:Iteration 21Q (5687.990000 sec): 3 clusters Score: Raw -219618.081472 + Penalty 3639.766122 = -215978.315349 nChanged 21 SP:Iteration 22Q (5688.160000 sec): 3 clusters Score: Raw -219678.302098 + Penalty 3639.766122 = -216038.535975 nChanged 23 SP:Iteration 23Q (5688.360000 sec): 3 clusters Score: Raw -219742.776156 + Penalty 3639.766122 = -216103.010033 nChanged 23 SP:Iteration 24Q (5688.540000 sec): 3 clusters Score: Raw -219811.714718 + Penalty 3639.766122 = -216171.948595 nChanged 24 SP:Iteration 25Q (5688.700000 sec): 3 clusters Score: Raw -219895.689414 + Penalty 3639.766122 = -216255.923292 nChanged 14 SP:Iteration 26Q (5688.910000 sec): 3 clusters Score: Raw -219928.279938 + Penalty 3639.766122 = -216288.513816 nChanged 11 SP:Iteration 27Q (5689.080000 sec): 3 clusters Score: Raw -219958.217710 + Penalty 3639.766122 = -216318.451588 nChanged 12 SP:Iteration 28Q (5689.250000 sec): 3 clusters Score: Raw -219991.852387 + Penalty 3639.766122 = -216352.086264 nChanged 5 SP:Iteration 29Q (5689.470000 sec): 3 clusters Score: Raw -220007.267005 + Penalty 3639.766122 = -216367.500882 nChanged 3 SP:Iteration 30Q (5689.640000 sec): 3 clusters Score: Raw -220020.821769 + Penalty 3639.766122 = -216381.055647 nChanged 6 SP:Iteration 31Q (5689.820000 sec): 3 clusters Score: Raw -220035.517853 + Penalty 3639.766122 = -216395.751730 nChanged 2 SP:Iteration 32Q (5690.010000 sec): 3 clusters Score: Raw -220037.771048 + Penalty 3639.766122 = -216398.004925 nChanged 2 SP:Iteration 33Q (5690.190000 sec): 3 clusters Score: Raw -220044.847068 + Penalty 3639.766122 = -216405.080945 nChanged 2 SP:Iteration 34Q (5690.390000 sec): 3 clusters Score: Raw -220048.167083 + Penalty 3639.766122 = -216408.400960 nChanged 3 SP:Iteration 35Q (5690.570000 sec): 3 clusters Score: Raw -220056.236072 + Penalty 3639.766122 = -216416.469950 nChanged 3 SP:Iteration 36Q (5690.710000 sec): 3 clusters Score: Raw -220061.752508 + Penalty 3639.766122 = -216421.986386 nChanged 2 SP:Iteration 37Q (5690.890000 sec): 3 clusters Score: Raw -220063.952864 + Penalty 3639.766122 = -216424.186742 nChanged 0 SP:Iteration 38F (5691.100000 sec): 3 clusters Score: Raw -220063.952864 + Penalty 3639.766122 = -216424.186742 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 35 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5691.160000 sec): 2 clusters Score: Raw -40923.433941 + Penalty 1415.363346 = -39508.070595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5691.330000 sec): 3 clusters Score: Raw -41074.921078 + Penalty 2830.726691 = -38244.194386 nChanged 27 SP:Iteration 1F (5691.530000 sec): 3 clusters Score: Raw -41171.835134 + Penalty 2830.726691 = -38341.108443 nChanged 6 SP:Iteration 2Q (5691.720000 sec): 3 clusters Score: Raw -41197.420661 + Penalty 2830.726691 = -38366.693970 nChanged 1 SP:Iteration 3Q (5691.910000 sec): 3 clusters Score: Raw -41200.378134 + Penalty 2830.726691 = -38369.651443 nChanged 1 SP:Iteration 4Q (5692.060000 sec): 3 clusters Score: Raw -41209.322045 + Penalty 2830.726691 = -38378.595354 nChanged 3 SP:Iteration 5Q (5692.270000 sec): 3 clusters Score: Raw -41227.536320 + Penalty 2830.726691 = -38396.809629 nChanged 1 SP:Iteration 6Q (5692.460000 sec): 3 clusters Score: Raw -41230.776349 + Penalty 2830.726691 = -38400.049658 nChanged 1 SP:Iteration 7Q (5692.650000 sec): 3 clusters Score: Raw -41236.518251 + Penalty 2830.726691 = -38405.791560 nChanged 0 SP:Iteration 8F (5692.830000 sec): 3 clusters Score: Raw -41236.518251 + Penalty 2830.726691 = -38405.791560 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 36 (94059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5693.420000 sec): 2 clusters Score: Raw -13915598.778293 + Penalty 2840.016026 = -13912758.762267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5694.150000 sec): 3 clusters Score: Raw -13855493.016687 + Penalty 5680.032052 = -13849812.984636 nChanged 44347 SP:Iteration 1F (5694.950000 sec): 3 clusters Score: Raw -13881117.516407 + Penalty 5680.032052 = -13875437.484355 nChanged 3763 SP:Iteration 2Q (5695.780000 sec): 3 clusters Score: Raw -13882348.800072 + Penalty 5680.032052 = -13876668.768020 nChanged 4251 SP:Iteration 3Q (5696.580000 sec): 3 clusters Score: Raw -13883992.732031 + Penalty 5680.032052 = -13878312.699979 nChanged 4919 SP:Iteration 4F (5697.310000 sec): 3 clusters Score: Raw -13886228.242193 + Penalty 5680.032052 = -13880548.210141 nChanged 5509 SP:Iteration 5F (5698.050000 sec): 3 clusters Score: Raw -13889085.644767 + Penalty 5680.032052 = -13883405.612715 nChanged 5994 SP:Iteration 6F (5698.810000 sec): 3 clusters Score: Raw -13892377.029365 + Penalty 5680.032052 = -13886696.997313 nChanged 5854 SP:Iteration 7F (5699.510000 sec): 3 clusters Score: Raw -13895513.598696 + Penalty 5680.032052 = -13889833.566645 nChanged 5218 SP:Iteration 8F (5700.280000 sec): 3 clusters Score: Raw -13898249.145509 + Penalty 5680.032052 = -13892569.113457 nChanged 4510 SP:Iteration 9Q (5701.100000 sec): 3 clusters Score: Raw -13900571.930279 + Penalty 5680.032052 = -13894891.898227 nChanged 4069 SP:Iteration 10Q (5701.890000 sec): 3 clusters Score: Raw -13902722.730522 + Penalty 5680.032052 = -13897042.698470 nChanged 3757 SP:Iteration 11Q (5702.610000 sec): 3 clusters Score: Raw -13904829.722671 + Penalty 5680.032052 = -13899149.690619 nChanged 3521 SP:Iteration 12Q (5703.400000 sec): 3 clusters Score: Raw -13906879.518220 + Penalty 5680.032052 = -13901199.486168 nChanged 3145 SP:Iteration 13Q (5704.140000 sec): 3 clusters Score: Raw -13908747.288341 + Penalty 5680.032052 = -13903067.256289 nChanged 2784 SP:Iteration 14Q (5704.870000 sec): 3 clusters Score: Raw -13910443.222876 + Penalty 5680.032052 = -13904763.190824 nChanged 2347 SP:Iteration 15Q (5705.570000 sec): 3 clusters Score: Raw -13911906.604273 + Penalty 5680.032052 = -13906226.572222 nChanged 1887 SP:Iteration 16Q (5706.280000 sec): 3 clusters Score: Raw -13913108.462211 + Penalty 5680.032052 = -13907428.430159 nChanged 1481 SP:Iteration 17Q (5706.960000 sec): 3 clusters Score: Raw -13914107.915471 + Penalty 5680.032052 = -13908427.883419 nChanged 1132 SP:Iteration 18Q (5707.660000 sec): 3 clusters Score: Raw -13914885.859577 + Penalty 5680.032052 = -13909205.827525 nChanged 771 SP:Iteration 19Q (5708.390000 sec): 3 clusters Score: Raw -13915433.261509 + Penalty 5680.032052 = -13909753.229457 nChanged 489 SP:Iteration 20F (5709.120000 sec): 3 clusters Score: Raw -13915773.133917 + Penalty 5680.032052 = -13910093.101865 nChanged 266 SP:Iteration 21Q (5709.760000 sec): 3 clusters Score: Raw -13915962.808186 + Penalty 5680.032052 = -13910282.776134 nChanged 186 SP:Iteration 22Q (5710.400000 sec): 3 clusters Score: Raw -13916080.962484 + Penalty 5680.032052 = -13910400.930432 nChanged 110 SP:Iteration 23Q (5711.020000 sec): 3 clusters Score: Raw -13916152.300167 + Penalty 5680.032052 = -13910472.268116 nChanged 94 SP:Iteration 24Q (5711.650000 sec): 3 clusters Score: Raw -13916214.669458 + Penalty 5680.032052 = -13910534.637406 nChanged 77 SP:Iteration 25Q (5712.260000 sec): 3 clusters Score: Raw -13916268.092258 + Penalty 5680.032052 = -13910588.060206 nChanged 73 SP:Iteration 26Q (5712.880000 sec): 3 clusters Score: Raw -13916321.735195 + Penalty 5680.032052 = -13910641.703143 nChanged 46 SP:Iteration 27Q (5713.480000 sec): 3 clusters Score: Raw -13916355.011592 + Penalty 5680.032052 = -13910674.979540 nChanged 38 SP:Iteration 28Q (5714.100000 sec): 3 clusters Score: Raw -13916377.896635 + Penalty 5680.032052 = -13910697.864583 nChanged 41 SP:Iteration 29Q (5714.670000 sec): 3 clusters Score: Raw -13916404.197255 + Penalty 5680.032052 = -13910724.165203 nChanged 36 SP:Iteration 30Q (5715.280000 sec): 3 clusters Score: Raw -13916421.222820 + Penalty 5680.032052 = -13910741.190768 nChanged 33 SP:Iteration 31Q (5715.980000 sec): 3 clusters Score: Raw -13916439.360818 + Penalty 5680.032052 = -13910759.328766 nChanged 30 SP:Iteration 32Q (5716.610000 sec): 3 clusters Score: Raw -13916460.808467 + Penalty 5680.032052 = -13910780.776416 nChanged 28 SP:Iteration 33Q (5717.270000 sec): 3 clusters Score: Raw -13916474.839987 + Penalty 5680.032052 = -13910794.807935 nChanged 18 SP:Iteration 34Q (5717.900000 sec): 3 clusters Score: Raw -13916484.089853 + Penalty 5680.032052 = -13910804.057801 nChanged 13 SP:Iteration 35Q (5718.550000 sec): 3 clusters Score: Raw -13916489.741473 + Penalty 5680.032052 = -13910809.709421 nChanged 10 SP:Iteration 36Q (5719.220000 sec): 3 clusters Score: Raw -13916494.290954 + Penalty 5680.032052 = -13910814.258902 nChanged 8 SP:Iteration 37Q (5719.840000 sec): 3 clusters Score: Raw -13916496.370700 + Penalty 5680.032052 = -13910816.338649 nChanged 3 SP:Iteration 38Q (5720.500000 sec): 3 clusters Score: Raw -13916497.643139 + Penalty 5680.032052 = -13910817.611087 nChanged 3 SP:Iteration 39Q (5721.140000 sec): 3 clusters Score: Raw -13916498.562359 + Penalty 5680.032052 = -13910818.530308 nChanged 3 SP:Iteration 40F (5721.850000 sec): 3 clusters Score: Raw -13916499.625825 + Penalty 5680.032052 = -13910819.593773 nChanged 2 SP:Iteration 41Q (5722.440000 sec): 3 clusters Score: Raw -13916500.455204 + Penalty 5680.032052 = -13910820.423152 nChanged 5 SP:Iteration 42Q (5723.060000 sec): 3 clusters Score: Raw -13916502.441600 + Penalty 5680.032052 = -13910822.409548 nChanged 4 SP:Iteration 43Q (5723.680000 sec): 3 clusters Score: Raw -13916504.162149 + Penalty 5680.032052 = -13910824.130097 nChanged 6 SP:Iteration 44Q (5724.270000 sec): 3 clusters Score: Raw -13916505.483121 + Penalty 5680.032052 = -13910825.451069 nChanged 1 SP:Iteration 45Q (5724.890000 sec): 3 clusters Score: Raw -13916505.860920 + Penalty 5680.032052 = -13910825.828869 nChanged 0 SP:Iteration 46F (5725.610000 sec): 3 clusters Score: Raw -13916505.860920 + Penalty 5680.032052 = -13910825.828869 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 37 (9785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5725.750000 sec): 2 clusters Score: Raw -1383156.359477 + Penalty 2278.774258 = -1380877.585219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5725.990000 sec): 3 clusters Score: Raw -1377903.976871 + Penalty 4557.548516 = -1373346.428355 nChanged 4087 SP:Iteration 1F (5726.240000 sec): 3 clusters Score: Raw -1380163.166850 + Penalty 4557.548516 = -1375605.618334 nChanged 715 SP:Iteration 2F (5726.500000 sec): 3 clusters Score: Raw -1380590.823357 + Penalty 4557.548516 = -1376033.274841 nChanged 585 SP:Iteration 3F (5726.730000 sec): 3 clusters Score: Raw -1380958.369924 + Penalty 4557.548516 = -1376400.821408 nChanged 496 SP:Iteration 4F (5727.000000 sec): 3 clusters Score: Raw -1381300.518703 + Penalty 4557.548516 = -1376742.970187 nChanged 483 SP:Iteration 5Q (5727.240000 sec): 3 clusters Score: Raw -1381609.485805 + Penalty 4557.548516 = -1377051.937288 nChanged 436 SP:Iteration 6Q (5727.470000 sec): 3 clusters Score: Raw -1381864.338177 + Penalty 4557.548516 = -1377306.789660 nChanged 404 SP:Iteration 7Q (5727.730000 sec): 3 clusters Score: Raw -1382107.910429 + Penalty 4557.548516 = -1377550.361913 nChanged 362 SP:Iteration 8Q (5728.000000 sec): 3 clusters Score: Raw -1382342.805296 + Penalty 4557.548516 = -1377785.256779 nChanged 334 SP:Iteration 9Q (5728.190000 sec): 3 clusters Score: Raw -1382574.316360 + Penalty 4557.548516 = -1378016.767844 nChanged 327 SP:Iteration 10Q (5728.430000 sec): 3 clusters Score: Raw -1382807.625383 + Penalty 4557.548516 = -1378250.076867 nChanged 285 SP:Iteration 11Q (5728.680000 sec): 3 clusters Score: Raw -1383017.739192 + Penalty 4557.548516 = -1378460.190676 nChanged 235 SP:Iteration 12Q (5728.890000 sec): 3 clusters Score: Raw -1383187.183951 + Penalty 4557.548516 = -1378629.635434 nChanged 197 SP:Iteration 13Q (5729.130000 sec): 3 clusters Score: Raw -1383336.863177 + Penalty 4557.548516 = -1378779.314661 nChanged 159 SP:Iteration 14Q (5729.390000 sec): 3 clusters Score: Raw -1383449.811661 + Penalty 4557.548516 = -1378892.263145 nChanged 133 SP:Iteration 15Q (5729.660000 sec): 3 clusters Score: Raw -1383535.617983 + Penalty 4557.548516 = -1378978.069466 nChanged 117 SP:Iteration 16Q (5729.910000 sec): 3 clusters Score: Raw -1383615.383638 + Penalty 4557.548516 = -1379057.835121 nChanged 108 SP:Iteration 17Q (5730.200000 sec): 3 clusters Score: Raw -1383672.998719 + Penalty 4557.548516 = -1379115.450203 nChanged 91 SP:Iteration 18Q (5730.380000 sec): 3 clusters Score: Raw -1383717.196049 + Penalty 4557.548516 = -1379159.647533 nChanged 69 SP:Iteration 19Q (5730.630000 sec): 3 clusters Score: Raw -1383749.507470 + Penalty 4557.548516 = -1379191.958953 nChanged 61 SP:Iteration 20F (5730.840000 sec): 3 clusters Score: Raw -1383783.578543 + Penalty 4557.548516 = -1379226.030027 nChanged 54 SP:Iteration 21Q (5731.070000 sec): 3 clusters Score: Raw -1383805.489649 + Penalty 4557.548516 = -1379247.941133 nChanged 36 SP:Iteration 22Q (5731.330000 sec): 3 clusters Score: Raw -1383822.953713 + Penalty 4557.548516 = -1379265.405197 nChanged 36 SP:Iteration 23Q (5731.550000 sec): 3 clusters Score: Raw -1383840.899318 + Penalty 4557.548516 = -1379283.350802 nChanged 32 SP:Iteration 24Q (5731.770000 sec): 3 clusters Score: Raw -1383857.189310 + Penalty 4557.548516 = -1379299.640794 nChanged 27 SP:Iteration 25Q (5732.030000 sec): 3 clusters Score: Raw -1383867.442894 + Penalty 4557.548516 = -1379309.894378 nChanged 17 SP:Iteration 26Q (5732.250000 sec): 3 clusters Score: Raw -1383873.369609 + Penalty 4557.548516 = -1379315.821093 nChanged 8 SP:Iteration 27Q (5732.480000 sec): 3 clusters Score: Raw -1383875.934684 + Penalty 4557.548516 = -1379318.386168 nChanged 2 SP:Iteration 28Q (5732.700000 sec): 3 clusters Score: Raw -1383876.398250 + Penalty 4557.548516 = -1379318.849734 nChanged 1 SP:Iteration 29Q (5732.910000 sec): 3 clusters Score: Raw -1383876.528343 + Penalty 4557.548516 = -1379318.979826 nChanged 1 SP:Iteration 30Q (5733.140000 sec): 3 clusters Score: Raw -1383876.710511 + Penalty 4557.548516 = -1379319.161994 nChanged 4 SP:Iteration 31Q (5733.350000 sec): 3 clusters Score: Raw -1383877.672376 + Penalty 4557.548516 = -1379320.123860 nChanged 5 SP:Iteration 32Q (5733.580000 sec): 3 clusters Score: Raw -1383880.282990 + Penalty 4557.548516 = -1379322.734473 nChanged 4 SP:Iteration 33Q (5733.790000 sec): 3 clusters Score: Raw -1383881.554759 + Penalty 4557.548516 = -1379324.006243 nChanged 7 SP:Iteration 34Q (5734.090000 sec): 3 clusters Score: Raw -1383883.314071 + Penalty 4557.548516 = -1379325.765555 nChanged 4 SP:Iteration 35Q (5734.320000 sec): 3 clusters Score: Raw -1383884.399794 + Penalty 4557.548516 = -1379326.851278 nChanged 1 SP:Iteration 36Q (5734.630000 sec): 3 clusters Score: Raw -1383884.576208 + Penalty 4557.548516 = -1379327.027692 nChanged 0 SP:Iteration 37F (5734.910000 sec): 3 clusters Score: Raw -1383884.576208 + Penalty 4557.548516 = -1379327.027692 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 38 (5661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5735.000000 sec): 2 clusters Score: Raw -793739.584797 + Penalty 2143.056247 = -791596.528550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5735.250000 sec): 3 clusters Score: Raw -790943.837669 + Penalty 4286.112494 = -786657.725175 nChanged 2194 SP:Iteration 1F (5735.460000 sec): 3 clusters Score: Raw -792205.523285 + Penalty 4286.112494 = -787919.410791 nChanged 449 SP:Iteration 2F (5735.660000 sec): 3 clusters Score: Raw -792509.425648 + Penalty 4286.112494 = -788223.313154 nChanged 345 SP:Iteration 3F (5735.900000 sec): 3 clusters Score: Raw -792766.600259 + Penalty 4286.112494 = -788480.487766 nChanged 304 SP:Iteration 4F (5736.110000 sec): 3 clusters Score: Raw -792997.007730 + Penalty 4286.112494 = -788710.895236 nChanged 281 SP:Iteration 5Q (5736.310000 sec): 3 clusters Score: Raw -793238.721928 + Penalty 4286.112494 = -788952.609435 nChanged 267 SP:Iteration 6Q (5736.520000 sec): 3 clusters Score: Raw -793464.160085 + Penalty 4286.112494 = -789178.047591 nChanged 237 SP:Iteration 7Q (5736.750000 sec): 3 clusters Score: Raw -793640.239444 + Penalty 4286.112494 = -789354.126950 nChanged 214 SP:Iteration 8Q (5736.950000 sec): 3 clusters Score: Raw -793801.095947 + Penalty 4286.112494 = -789514.983453 nChanged 213 SP:Iteration 9Q (5737.160000 sec): 3 clusters Score: Raw -793958.850893 + Penalty 4286.112494 = -789672.738400 nChanged 175 SP:Iteration 10Q (5737.380000 sec): 3 clusters Score: Raw -794102.017504 + Penalty 4286.112494 = -789815.905010 nChanged 169 SP:Iteration 11Q (5737.630000 sec): 3 clusters Score: Raw -794248.772541 + Penalty 4286.112494 = -789962.660047 nChanged 189 SP:Iteration 12Q (5737.810000 sec): 3 clusters Score: Raw -794432.494776 + Penalty 4286.112494 = -790146.382283 nChanged 195 SP:Iteration 13Q (5738.030000 sec): 3 clusters Score: Raw -794620.660061 + Penalty 4286.112494 = -790334.547567 nChanged 179 SP:Iteration 14Q (5738.250000 sec): 3 clusters Score: Raw -794805.614724 + Penalty 4286.112494 = -790519.502231 nChanged 148 SP:Iteration 15Q (5738.440000 sec): 3 clusters Score: Raw -794915.653464 + Penalty 4286.112494 = -790629.540970 nChanged 93 SP:Iteration 16Q (5738.640000 sec): 3 clusters Score: Raw -794956.835293 + Penalty 4286.112494 = -790670.722799 nChanged 46 SP:Iteration 17Q (5738.840000 sec): 3 clusters Score: Raw -794972.949697 + Penalty 4286.112494 = -790686.837204 nChanged 21 SP:Iteration 18Q (5739.030000 sec): 3 clusters Score: Raw -794979.858182 + Penalty 4286.112494 = -790693.745688 nChanged 18 SP:Iteration 19Q (5739.250000 sec): 3 clusters Score: Raw -794986.213256 + Penalty 4286.112494 = -790700.100763 nChanged 15 SP:Iteration 20F (5739.420000 sec): 3 clusters Score: Raw -794991.986875 + Penalty 4286.112494 = -790705.874381 nChanged 15 SP:Iteration 21Q (5739.610000 sec): 3 clusters Score: Raw -794995.913009 + Penalty 4286.112494 = -790709.800515 nChanged 6 SP:Iteration 22Q (5739.860000 sec): 3 clusters Score: Raw -794997.459617 + Penalty 4286.112494 = -790711.347123 nChanged 9 SP:Iteration 23Q (5740.040000 sec): 3 clusters Score: Raw -794999.939475 + Penalty 4286.112494 = -790713.826981 nChanged 9 SP:Iteration 24Q (5740.260000 sec): 3 clusters Score: Raw -795002.611511 + Penalty 4286.112494 = -790716.499017 nChanged 5 SP:Iteration 25Q (5740.470000 sec): 3 clusters Score: Raw -795003.923601 + Penalty 4286.112494 = -790717.811107 nChanged 5 SP:Iteration 26Q (5740.690000 sec): 3 clusters Score: Raw -795005.081151 + Penalty 4286.112494 = -790718.968658 nChanged 4 SP:Iteration 27Q (5740.960000 sec): 3 clusters Score: Raw -795006.472284 + Penalty 4286.112494 = -790720.359790 nChanged 0 SP:Iteration 28F (5741.170000 sec): 3 clusters Score: Raw -795006.472284 + Penalty 4286.112494 = -790720.359790 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 39 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5741.300000 sec): 2 clusters Score: Raw -74680.104415 + Penalty 1560.309147 = -73119.795268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5741.510000 sec): 3 clusters Score: Raw -74702.850226 + Penalty 3120.618293 = -71582.231933 nChanged 99 SP:Iteration 1F (5741.730000 sec): 3 clusters Score: Raw -74938.047836 + Penalty 3120.618293 = -71817.429542 nChanged 32 SP:Iteration 2F (5741.870000 sec): 3 clusters Score: Raw -75046.935232 + Penalty 3120.618293 = -71926.316939 nChanged 18 SP:Iteration 3Q (5742.140000 sec): 3 clusters Score: Raw -75099.332909 + Penalty 3120.618293 = -71978.714616 nChanged 11 SP:Iteration 4Q (5742.320000 sec): 3 clusters Score: Raw -75126.320786 + Penalty 3120.618293 = -72005.702493 nChanged 9 SP:Iteration 5Q (5742.520000 sec): 3 clusters Score: Raw -75154.180912 + Penalty 3120.618293 = -72033.562618 nChanged 9 SP:Iteration 6Q (5742.730000 sec): 3 clusters Score: Raw -75182.568552 + Penalty 3120.618293 = -72061.950259 nChanged 5 SP:Iteration 7Q (5742.950000 sec): 3 clusters Score: Raw -75193.782232 + Penalty 3120.618293 = -72073.163938 nChanged 5 SP:Iteration 8Q (5743.180000 sec): 3 clusters Score: Raw -75206.945417 + Penalty 3120.618293 = -72086.327124 nChanged 3 SP:Iteration 9Q (5743.340000 sec): 3 clusters Score: Raw -75214.301701 + Penalty 3120.618293 = -72093.683407 nChanged 2 SP:Iteration 10Q (5743.540000 sec): 3 clusters Score: Raw -75218.719486 + Penalty 3120.618293 = -72098.101193 nChanged 2 SP:Iteration 11Q (5743.720000 sec): 3 clusters Score: Raw -75225.969614 + Penalty 3120.618293 = -72105.351321 nChanged 3 SP:Iteration 12Q (5743.930000 sec): 3 clusters Score: Raw -75232.366420 + Penalty 3120.618293 = -72111.748127 nChanged 0 SP:Iteration 13F (5744.120000 sec): 3 clusters Score: Raw -75232.366420 + Penalty 3120.618293 = -72111.748127 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 40 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5744.170000 sec): 2 clusters Score: Raw -10036.656750 + Penalty 1074.021868 = -8962.634882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5744.370000 sec): 3 clusters Score: Raw -10475.298216 + Penalty 2148.043737 = -8327.254479 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 41 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5744.420000 sec): 2 clusters Score: Raw -9607.607671 + Penalty 1080.463789 = -8527.143882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5744.580000 sec): 3 clusters Score: Raw -10109.785640 + Penalty 2160.927578 = -7948.858062 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 42 (5583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5744.750000 sec): 2 clusters Score: Raw -784621.679263 + Penalty 2139.615423 = -782482.063840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5744.920000 sec): 3 clusters Score: Raw -781834.357248 + Penalty 4279.230846 = -777555.126402 nChanged 2204 SP:Iteration 1F (5745.170000 sec): 3 clusters Score: Raw -783136.259489 + Penalty 4279.230846 = -778857.028643 nChanged 406 SP:Iteration 2F (5745.380000 sec): 3 clusters Score: Raw -783427.710636 + Penalty 4279.230846 = -779148.479790 nChanged 351 SP:Iteration 3F (5745.600000 sec): 3 clusters Score: Raw -783665.557911 + Penalty 4279.230846 = -779386.327064 nChanged 293 SP:Iteration 4F (5745.760000 sec): 3 clusters Score: Raw -783860.523283 + Penalty 4279.230846 = -779581.292436 nChanged 227 SP:Iteration 5Q (5745.980000 sec): 3 clusters Score: Raw -783995.130724 + Penalty 4279.230846 = -779715.899878 nChanged 194 SP:Iteration 6Q (5746.180000 sec): 3 clusters Score: Raw -784106.628255 + Penalty 4279.230846 = -779827.397408 nChanged 139 SP:Iteration 7Q (5746.400000 sec): 3 clusters Score: Raw -784187.354512 + Penalty 4279.230846 = -779908.123665 nChanged 134 SP:Iteration 8Q (5746.570000 sec): 3 clusters Score: Raw -784263.913837 + Penalty 4279.230846 = -779984.682991 nChanged 132 SP:Iteration 9Q (5746.800000 sec): 3 clusters Score: Raw -784349.002824 + Penalty 4279.230846 = -780069.771977 nChanged 148 SP:Iteration 10Q (5746.970000 sec): 3 clusters Score: Raw -784476.397952 + Penalty 4279.230846 = -780197.167106 nChanged 163 SP:Iteration 11Q (5747.200000 sec): 3 clusters Score: Raw -784667.376821 + Penalty 4279.230846 = -780388.145975 nChanged 212 SP:Iteration 12Q (5747.390000 sec): 3 clusters Score: Raw -784861.878945 + Penalty 4279.230846 = -780582.648098 nChanged 186 SP:Iteration 13Q (5747.580000 sec): 3 clusters Score: Raw -785009.791131 + Penalty 4279.230846 = -780730.560285 nChanged 165 SP:Iteration 14Q (5747.770000 sec): 3 clusters Score: Raw -785138.805994 + Penalty 4279.230846 = -780859.575147 nChanged 168 SP:Iteration 15Q (5747.940000 sec): 3 clusters Score: Raw -785254.677085 + Penalty 4279.230846 = -780975.446238 nChanged 133 SP:Iteration 16Q (5748.140000 sec): 3 clusters Score: Raw -785336.801644 + Penalty 4279.230846 = -781057.570798 nChanged 115 SP:Iteration 17Q (5748.370000 sec): 3 clusters Score: Raw -785400.444418 + Penalty 4279.230846 = -781121.213571 nChanged 92 SP:Iteration 18Q (5748.530000 sec): 3 clusters Score: Raw -785452.780250 + Penalty 4279.230846 = -781173.549404 nChanged 87 SP:Iteration 19Q (5748.800000 sec): 3 clusters Score: Raw -785503.354378 + Penalty 4279.230846 = -781224.123532 nChanged 81 SP:Iteration 20F (5748.960000 sec): 3 clusters Score: Raw -785544.249759 + Penalty 4279.230846 = -781265.018912 nChanged 80 SP:Iteration 21Q (5749.190000 sec): 3 clusters Score: Raw -785581.869283 + Penalty 4279.230846 = -781302.638436 nChanged 69 SP:Iteration 22Q (5749.380000 sec): 3 clusters Score: Raw -785614.879663 + Penalty 4279.230846 = -781335.648817 nChanged 74 SP:Iteration 23Q (5749.590000 sec): 3 clusters Score: Raw -785660.006136 + Penalty 4279.230846 = -781380.775289 nChanged 80 SP:Iteration 24Q (5749.840000 sec): 3 clusters Score: Raw -785702.503984 + Penalty 4279.230846 = -781423.273138 nChanged 77 SP:Iteration 25Q (5750.000000 sec): 3 clusters Score: Raw -785751.335460 + Penalty 4279.230846 = -781472.104613 nChanged 81 SP:Iteration 26Q (5750.220000 sec): 3 clusters Score: Raw -785801.037253 + Penalty 4279.230846 = -781521.806407 nChanged 83 SP:Iteration 27Q (5750.430000 sec): 3 clusters Score: Raw -785862.827554 + Penalty 4279.230846 = -781583.596707 nChanged 89 SP:Iteration 28Q (5750.660000 sec): 3 clusters Score: Raw -785947.433470 + Penalty 4279.230846 = -781668.202623 nChanged 95 SP:Iteration 29Q (5750.900000 sec): 3 clusters Score: Raw -786021.637112 + Penalty 4279.230846 = -781742.406265 nChanged 87 SP:Iteration 30Q (5751.100000 sec): 3 clusters Score: Raw -786075.168107 + Penalty 4279.230846 = -781795.937260 nChanged 60 SP:Iteration 31Q (5751.320000 sec): 3 clusters Score: Raw -786098.735330 + Penalty 4279.230846 = -781819.504484 nChanged 39 SP:Iteration 32Q (5751.640000 sec): 3 clusters Score: Raw -786115.704611 + Penalty 4279.230846 = -781836.473765 nChanged 34 SP:Iteration 33Q (5751.910000 sec): 3 clusters Score: Raw -786129.669295 + Penalty 4279.230846 = -781850.438449 nChanged 27 SP:Iteration 34Q (5752.140000 sec): 3 clusters Score: Raw -786140.761567 + Penalty 4279.230846 = -781861.530720 nChanged 26 SP:Iteration 35Q (5752.360000 sec): 3 clusters Score: Raw -786150.910382 + Penalty 4279.230846 = -781871.679535 nChanged 30 SP:Iteration 36Q (5752.640000 sec): 3 clusters Score: Raw -786166.026748 + Penalty 4279.230846 = -781886.795902 nChanged 27 SP:Iteration 37Q (5752.850000 sec): 3 clusters Score: Raw -786176.032493 + Penalty 4279.230846 = -781896.801647 nChanged 16 SP:Iteration 38Q (5753.060000 sec): 3 clusters Score: Raw -786182.042781 + Penalty 4279.230846 = -781902.811935 nChanged 11 SP:Iteration 39Q (5753.320000 sec): 3 clusters Score: Raw -786184.930012 + Penalty 4279.230846 = -781905.699165 nChanged 10 SP:Iteration 40F (5753.520000 sec): 3 clusters Score: Raw -786188.406321 + Penalty 4279.230846 = -781909.175474 nChanged 7 SP:Iteration 41Q (5753.720000 sec): 3 clusters Score: Raw -786190.602804 + Penalty 4279.230846 = -781911.371958 nChanged 7 SP:Iteration 42Q (5753.940000 sec): 3 clusters Score: Raw -786192.651081 + Penalty 4279.230846 = -781913.420235 nChanged 3 SP:Iteration 43Q (5754.200000 sec): 3 clusters Score: Raw -786193.387758 + Penalty 4279.230846 = -781914.156912 nChanged 1 SP:Iteration 44Q (5754.390000 sec): 3 clusters Score: Raw -786193.810040 + Penalty 4279.230846 = -781914.579193 nChanged 0 SP:Iteration 45F (5754.600000 sec): 3 clusters Score: Raw -786193.810040 + Penalty 4279.230846 = -781914.579193 nChanged 0 Iteration 179Q (5778.420000 sec): 44 clusters Score: Raw -72146732.462177 + Penalty 140126.520351 = -72006605.941826 nChanged 1895 Iteration 180F (5823.070000 sec): 44 clusters Score: Raw -72151482.932602 + Penalty 140126.520351 = -72011356.412251 nChanged 1793 Iteration 181Q (5848.050000 sec): 44 clusters Score: Raw -72165277.261357 + Penalty 140126.520351 = -72025150.741006 nChanged 1056 Iteration 182Q (5872.640000 sec): 44 clusters Score: Raw -72165616.194895 + Penalty 140126.520351 = -72025489.674544 nChanged 758 Iteration 183Q (5898.600000 sec): 44 clusters Score: Raw -72165714.014169 + Penalty 140126.520351 = -72025587.493819 nChanged 547 Iteration 184Q (5924.910000 sec): 44 clusters Score: Raw -72165771.457365 + Penalty 140126.520351 = -72025644.937014 nChanged 365 Iteration 185Q (5950.420000 sec): 44 clusters Score: Raw -72165809.297890 + Penalty 140126.520351 = -72025682.777540 nChanged 297 Iteration 186Q (5978.940000 sec): 44 clusters Score: Raw -72165836.354681 + Penalty 140126.520351 = -72025709.834330 nChanged 209 Iteration 187Q (6007.630000 sec): 44 clusters Score: Raw -72165857.962874 + Penalty 140126.520351 = -72025731.442523 nChanged 205 Iteration 188Q (6031.040000 sec): 44 clusters Score: Raw -72165878.083312 + Penalty 140126.520351 = -72025751.562962 nChanged 197 Iteration 189Q (6055.490000 sec): 44 clusters Score: Raw -72165895.545036 + Penalty 140126.520351 = -72025769.024685 nChanged 156 Iteration 190Q (6079.540000 sec): 44 clusters Score: Raw -72165910.672957 + Penalty 140126.520351 = -72025784.152606 nChanged 150 Iteration 191Q (6107.660000 sec): 44 clusters Score: Raw -72165923.306186 + Penalty 140126.520351 = -72025796.785836 nChanged 99 Iteration 192Q (6134.830000 sec): 44 clusters Score: Raw -72165931.940482 + Penalty 140126.520351 = -72025805.420131 nChanged 93 Iteration 193Q (6162.030000 sec): 44 clusters Score: Raw -72165939.742672 + Penalty 140126.520351 = -72025813.222321 nChanged 85 Iteration 194Q (6188.420000 sec): 44 clusters Score: Raw -72165947.991348 + Penalty 140126.520351 = -72025821.470997 nChanged 91 Iteration 195Q (6215.820000 sec): 44 clusters Score: Raw -72165955.604316 + Penalty 140126.520351 = -72025829.083965 nChanged 75 Iteration 196Q (6242.100000 sec): 44 clusters Score: Raw -72165962.154194 + Penalty 140126.520351 = -72025835.633843 nChanged 82 Iteration 197Q (6269.300000 sec): 44 clusters Score: Raw -72165970.354539 + Penalty 140126.520351 = -72025843.834188 nChanged 96 Iteration 198Q (6297.510000 sec): 44 clusters Score: Raw -72165978.096564 + Penalty 140126.520351 = -72025851.576213 nChanged 92 Iteration 199Q (6326.040000 sec): 44 clusters Score: Raw -72165985.361284 + Penalty 140126.520351 = -72025858.840933 nChanged 80 Iteration 200F (6378.240000 sec): 44 clusters Score: Raw -72187023.251858 + Penalty 140126.520351 = -72046896.731507 nChanged 325 Iteration 201Q (6407.000000 sec): 44 clusters Score: Raw -72192108.552655 + Penalty 140126.520351 = -72051982.032304 nChanged 74 Iteration 202Q (6434.660000 sec): 44 clusters Score: Raw -72192289.994402 + Penalty 140126.520351 = -72052163.474052 nChanged 74 Iteration 203Q (6461.800000 sec): 44 clusters Score: Raw -72192332.005093 + Penalty 140126.520351 = -72052205.484742 nChanged 67 Iteration 204Q (6485.300000 sec): 44 clusters Score: Raw -72192336.930499 + Penalty 140126.520351 = -72052210.410149 nChanged 67 Iteration 205Q (6513.150000 sec): 44 clusters Score: Raw -72192341.834731 + Penalty 140126.520351 = -72052215.314380 nChanged 49 Iteration 206Q (6542.530000 sec): 44 clusters Score: Raw -72192345.550032 + Penalty 140126.520351 = -72052219.029681 nChanged 42 Iteration 207Q (6574.090000 sec): 44 clusters Score: Raw -72192347.991620 + Penalty 140126.520351 = -72052221.471269 nChanged 25 Iteration 208Q (6603.410000 sec): 44 clusters Score: Raw -72192349.667755 + Penalty 140126.520351 = -72052223.147404 nChanged 21 Iteration 209Q (6632.070000 sec): 44 clusters Score: Raw -72192350.956763 + Penalty 140126.520351 = -72052224.436413 nChanged 21 Iteration 210Q (6658.520000 sec): 44 clusters Score: Raw -72192352.612930 + Penalty 140126.520351 = -72052226.092579 nChanged 24 Iteration 211Q (6681.070000 sec): 44 clusters Score: Raw -72192354.402730 + Penalty 140126.520351 = -72052227.882379 nChanged 21 Iteration 212Q (6703.770000 sec): 44 clusters Score: Raw -72192355.442739 + Penalty 140126.520351 = -72052228.922388 nChanged 17 Iteration 213Q (6726.030000 sec): 44 clusters Score: Raw -72192356.540697 + Penalty 140126.520351 = -72052230.020347 nChanged 10 Iteration 214Q (6747.770000 sec): 44 clusters Score: Raw -72192357.245627 + Penalty 140126.520351 = -72052230.725277 nChanged 6 Iteration 215Q (6773.050000 sec): 44 clusters Score: Raw -72192358.017279 + Penalty 140126.520351 = -72052231.496928 nChanged 12 Iteration 216Q (6797.590000 sec): 44 clusters Score: Raw -72192359.115983 + Penalty 140126.520351 = -72052232.595632 nChanged 17 Iteration 217Q (6820.190000 sec): 44 clusters Score: Raw -72192360.687501 + Penalty 140126.520351 = -72052234.167150 nChanged 15 Iteration 218Q (6841.750000 sec): 44 clusters Score: Raw -72192362.058514 + Penalty 140126.520351 = -72052235.538163 nChanged 19 Writing temp clu file Because OldScore, -72052234.167150, is greater than current (better) Score,-72052235.538163 Compute initial score before splitting: Score: Raw -72192362.058514 + Penalty 140126.520351 = -72052235.538163 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 1 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6841.940000 sec): 2 clusters Score: Raw -161531.259589 + Penalty 1747.568525 = -159783.691064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6842.140000 sec): 3 clusters Score: Raw -161310.830561 + Penalty 3495.137050 = -157815.693511 nChanged 319 SP:Iteration 1F (6842.330000 sec): 3 clusters Score: Raw -161657.817295 + Penalty 3495.137050 = -158162.680245 nChanged 74 SP:Iteration 2F (6842.520000 sec): 3 clusters Score: Raw -161733.369590 + Penalty 3495.137050 = -158238.232541 nChanged 36 SP:Iteration 3Q (6842.700000 sec): 3 clusters Score: Raw -161785.415811 + Penalty 3495.137050 = -158290.278761 nChanged 26 SP:Iteration 4Q (6842.900000 sec): 3 clusters Score: Raw -161832.715725 + Penalty 3495.137050 = -158337.578675 nChanged 34 SP:Iteration 5Q (6843.040000 sec): 3 clusters Score: Raw -161874.438101 + Penalty 3495.137050 = -158379.301051 nChanged 22 SP:Iteration 6Q (6843.230000 sec): 3 clusters Score: Raw -161898.230629 + Penalty 3495.137050 = -158403.093579 nChanged 21 SP:Iteration 7Q (6843.380000 sec): 3 clusters Score: Raw -161919.896334 + Penalty 3495.137050 = -158424.759284 nChanged 15 SP:Iteration 8Q (6843.560000 sec): 3 clusters Score: Raw -161936.000730 + Penalty 3495.137050 = -158440.863680 nChanged 19 SP:Iteration 9Q (6843.730000 sec): 3 clusters Score: Raw -161952.740405 + Penalty 3495.137050 = -158457.603355 nChanged 8 SP:Iteration 10Q (6843.900000 sec): 3 clusters Score: Raw -161962.814720 + Penalty 3495.137050 = -158467.677671 nChanged 8 SP:Iteration 11Q (6844.060000 sec): 3 clusters Score: Raw -161970.001490 + Penalty 3495.137050 = -158474.864441 nChanged 9 SP:Iteration 12Q (6844.250000 sec): 3 clusters Score: Raw -161982.925402 + Penalty 3495.137050 = -158487.788352 nChanged 13 SP:Iteration 13Q (6844.400000 sec): 3 clusters Score: Raw -162003.278025 + Penalty 3495.137050 = -158508.140975 nChanged 14 SP:Iteration 14Q (6844.540000 sec): 3 clusters Score: Raw -162020.845658 + Penalty 3495.137050 = -158525.708608 nChanged 12 SP:Iteration 15Q (6844.680000 sec): 3 clusters Score: Raw -162036.720474 + Penalty 3495.137050 = -158541.583425 nChanged 10 SP:Iteration 16Q (6844.840000 sec): 3 clusters Score: Raw -162048.252142 + Penalty 3495.137050 = -158553.115092 nChanged 10 SP:Iteration 17Q (6844.990000 sec): 3 clusters Score: Raw -162064.497781 + Penalty 3495.137050 = -158569.360732 nChanged 11 SP:Iteration 18Q (6845.140000 sec): 3 clusters Score: Raw -162093.240084 + Penalty 3495.137050 = -158598.103034 nChanged 11 SP:Iteration 19Q (6845.280000 sec): 3 clusters Score: Raw -162128.158704 + Penalty 3495.137050 = -158633.021654 nChanged 17 SP:Iteration 20F (6845.470000 sec): 3 clusters Score: Raw -162162.040274 + Penalty 3495.137050 = -158666.903224 nChanged 16 SP:Iteration 21Q (6845.610000 sec): 3 clusters Score: Raw -162192.776503 + Penalty 3495.137050 = -158697.639453 nChanged 14 SP:Iteration 22Q (6845.760000 sec): 3 clusters Score: Raw -162208.994512 + Penalty 3495.137050 = -158713.857462 nChanged 10 SP:Iteration 23Q (6845.900000 sec): 3 clusters Score: Raw -162221.356289 + Penalty 3495.137050 = -158726.219239 nChanged 5 SP:Iteration 24Q (6846.040000 sec): 3 clusters Score: Raw -162225.834990 + Penalty 3495.137050 = -158730.697940 nChanged 1 SP:Iteration 25Q (6846.180000 sec): 3 clusters Score: Raw -162226.402431 + Penalty 3495.137050 = -158731.265381 nChanged 0 SP:Iteration 26F (6846.330000 sec): 3 clusters Score: Raw -162226.402431 + Penalty 3495.137050 = -158731.265381 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 2 (4088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6846.440000 sec): 2 clusters Score: Raw -575980.392621 + Penalty 2062.321161 = -573918.071460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6846.650000 sec): 3 clusters Score: Raw -574125.876007 + Penalty 4124.642321 = -570001.233685 nChanged 1522 SP:Iteration 1F (6846.880000 sec): 3 clusters Score: Raw -575094.149505 + Penalty 4124.642321 = -570969.507184 nChanged 346 SP:Iteration 2F (6847.020000 sec): 3 clusters Score: Raw -575354.831484 + Penalty 4124.642321 = -571230.189162 nChanged 247 SP:Iteration 3F (6847.240000 sec): 3 clusters Score: Raw -575537.422157 + Penalty 4124.642321 = -571412.779836 nChanged 181 SP:Iteration 4Q (6847.420000 sec): 3 clusters Score: Raw -575681.685200 + Penalty 4124.642321 = -571557.042879 nChanged 156 SP:Iteration 5Q (6847.620000 sec): 3 clusters Score: Raw -575783.016094 + Penalty 4124.642321 = -571658.373772 nChanged 123 SP:Iteration 6Q (6847.800000 sec): 3 clusters Score: Raw -575862.128666 + Penalty 4124.642321 = -571737.486345 nChanged 98 SP:Iteration 7Q (6848.030000 sec): 3 clusters Score: Raw -575928.410977 + Penalty 4124.642321 = -571803.768656 nChanged 106 SP:Iteration 8Q (6848.210000 sec): 3 clusters Score: Raw -575996.603448 + Penalty 4124.642321 = -571871.961127 nChanged 98 SP:Iteration 9Q (6848.380000 sec): 3 clusters Score: Raw -576080.500517 + Penalty 4124.642321 = -571955.858196 nChanged 128 SP:Iteration 10Q (6848.640000 sec): 3 clusters Score: Raw -576176.424587 + Penalty 4124.642321 = -572051.782265 nChanged 103 SP:Iteration 11Q (6848.810000 sec): 3 clusters Score: Raw -576268.138106 + Penalty 4124.642321 = -572143.495785 nChanged 114 SP:Iteration 12Q (6849.010000 sec): 3 clusters Score: Raw -576363.705362 + Penalty 4124.642321 = -572239.063041 nChanged 115 SP:Iteration 13Q (6849.210000 sec): 3 clusters Score: Raw -576448.862870 + Penalty 4124.642321 = -572324.220548 nChanged 82 SP:Iteration 14Q (6849.420000 sec): 3 clusters Score: Raw -576494.609290 + Penalty 4124.642321 = -572369.966968 nChanged 54 SP:Iteration 15Q (6849.600000 sec): 3 clusters Score: Raw -576524.477464 + Penalty 4124.642321 = -572399.835143 nChanged 45 SP:Iteration 16Q (6849.820000 sec): 3 clusters Score: Raw -576550.124994 + Penalty 4124.642321 = -572425.482673 nChanged 43 SP:Iteration 17Q (6850.050000 sec): 3 clusters Score: Raw -576573.103322 + Penalty 4124.642321 = -572448.461001 nChanged 30 SP:Iteration 18Q (6850.280000 sec): 3 clusters Score: Raw -576584.867934 + Penalty 4124.642321 = -572460.225613 nChanged 29 SP:Iteration 19Q (6850.460000 sec): 3 clusters Score: Raw -576597.530989 + Penalty 4124.642321 = -572472.888667 nChanged 33 SP:Iteration 20F (6850.660000 sec): 3 clusters Score: Raw -576612.659859 + Penalty 4124.642321 = -572488.017538 nChanged 26 SP:Iteration 21Q (6850.850000 sec): 3 clusters Score: Raw -576621.919061 + Penalty 4124.642321 = -572497.276739 nChanged 20 SP:Iteration 22Q (6851.090000 sec): 3 clusters Score: Raw -576628.981978 + Penalty 4124.642321 = -572504.339657 nChanged 14 SP:Iteration 23Q (6851.270000 sec): 3 clusters Score: Raw -576634.501233 + Penalty 4124.642321 = -572509.858912 nChanged 14 SP:Iteration 24Q (6851.450000 sec): 3 clusters Score: Raw -576641.926394 + Penalty 4124.642321 = -572517.284072 nChanged 16 SP:Iteration 25Q (6851.650000 sec): 3 clusters Score: Raw -576647.464695 + Penalty 4124.642321 = -572522.822374 nChanged 15 SP:Iteration 26Q (6851.840000 sec): 3 clusters Score: Raw -576652.581282 + Penalty 4124.642321 = -572527.938960 nChanged 15 SP:Iteration 27Q (6852.040000 sec): 3 clusters Score: Raw -576658.433701 + Penalty 4124.642321 = -572533.791379 nChanged 12 SP:Iteration 28Q (6852.240000 sec): 3 clusters Score: Raw -576663.076527 + Penalty 4124.642321 = -572538.434205 nChanged 16 SP:Iteration 29Q (6852.440000 sec): 3 clusters Score: Raw -576668.390198 + Penalty 4124.642321 = -572543.747877 nChanged 12 SP:Iteration 30Q (6852.670000 sec): 3 clusters Score: Raw -576672.180827 + Penalty 4124.642321 = -572547.538506 nChanged 10 SP:Iteration 31Q (6852.870000 sec): 3 clusters Score: Raw -576675.852700 + Penalty 4124.642321 = -572551.210379 nChanged 10 SP:Iteration 32Q (6853.040000 sec): 3 clusters Score: Raw -576680.670332 + Penalty 4124.642321 = -572556.028010 nChanged 11 SP:Iteration 33Q (6853.240000 sec): 3 clusters Score: Raw -576686.106547 + Penalty 4124.642321 = -572561.464226 nChanged 11 SP:Iteration 34Q (6853.450000 sec): 3 clusters Score: Raw -576689.616978 + Penalty 4124.642321 = -572564.974656 nChanged 8 SP:Iteration 35Q (6853.690000 sec): 3 clusters Score: Raw -576692.275575 + Penalty 4124.642321 = -572567.633253 nChanged 5 SP:Iteration 36Q (6853.890000 sec): 3 clusters Score: Raw -576694.077609 + Penalty 4124.642321 = -572569.435287 nChanged 2 SP:Iteration 37Q (6854.050000 sec): 3 clusters Score: Raw -576694.446411 + Penalty 4124.642321 = -572569.804090 nChanged 2 SP:Iteration 38Q (6854.230000 sec): 3 clusters Score: Raw -576695.329223 + Penalty 4124.642321 = -572570.686901 nChanged 5 SP:Iteration 39Q (6854.430000 sec): 3 clusters Score: Raw -576696.796216 + Penalty 4124.642321 = -572572.153894 nChanged 5 SP:Iteration 40F (6854.610000 sec): 3 clusters Score: Raw -576698.255910 + Penalty 4124.642321 = -572573.613588 nChanged 1 SP:Iteration 41Q (6854.780000 sec): 3 clusters Score: Raw -576698.487048 + Penalty 4124.642321 = -572573.844727 nChanged 0 SP:Iteration 42F (6854.980000 sec): 3 clusters Score: Raw -576698.487048 + Penalty 4124.642321 = -572573.844727 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 3 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6855.050000 sec): 2 clusters Score: Raw -14057.780258 + Penalty 1156.532895 = -12901.247362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6855.270000 sec): 3 clusters Score: Raw -14464.662765 + Penalty 2313.065791 = -12151.596975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 4 (10640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6855.370000 sec): 2 clusters Score: Raw -1501540.263568 + Penalty 2299.549189 = -1499240.714379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6855.610000 sec): 3 clusters Score: Raw -1495741.117553 + Penalty 4599.098378 = -1491142.019175 nChanged 4444 SP:Iteration 1F (6855.850000 sec): 3 clusters Score: Raw -1498212.058221 + Penalty 4599.098378 = -1493612.959843 nChanged 670 SP:Iteration 2F (6856.120000 sec): 3 clusters Score: Raw -1498549.501431 + Penalty 4599.098378 = -1493950.403053 nChanged 572 SP:Iteration 3F (6856.360000 sec): 3 clusters Score: Raw -1498840.549060 + Penalty 4599.098378 = -1494241.450682 nChanged 487 SP:Iteration 4Q (6856.570000 sec): 3 clusters Score: Raw -1499104.262147 + Penalty 4599.098378 = -1494505.163769 nChanged 462 SP:Iteration 5Q (6856.790000 sec): 3 clusters Score: Raw -1499356.766529 + Penalty 4599.098378 = -1494757.668151 nChanged 428 SP:Iteration 6Q (6857.020000 sec): 3 clusters Score: Raw -1499588.123590 + Penalty 4599.098378 = -1494989.025212 nChanged 432 SP:Iteration 7Q (6857.210000 sec): 3 clusters Score: Raw -1499838.349347 + Penalty 4599.098378 = -1495239.250969 nChanged 439 SP:Iteration 8Q (6857.460000 sec): 3 clusters Score: Raw -1500118.695026 + Penalty 4599.098378 = -1495519.596648 nChanged 431 SP:Iteration 9Q (6857.680000 sec): 3 clusters Score: Raw -1500398.985254 + Penalty 4599.098378 = -1495799.886876 nChanged 432 SP:Iteration 10Q (6857.940000 sec): 3 clusters Score: Raw -1500680.866116 + Penalty 4599.098378 = -1496081.767737 nChanged 374 SP:Iteration 11Q (6858.110000 sec): 3 clusters Score: Raw -1500941.802715 + Penalty 4599.098378 = -1496342.704336 nChanged 342 SP:Iteration 12Q (6858.360000 sec): 3 clusters Score: Raw -1501182.009963 + Penalty 4599.098378 = -1496582.911585 nChanged 254 SP:Iteration 13Q (6858.610000 sec): 3 clusters Score: Raw -1501359.663982 + Penalty 4599.098378 = -1496760.565604 nChanged 177 SP:Iteration 14Q (6858.810000 sec): 3 clusters Score: Raw -1501478.471527 + Penalty 4599.098378 = -1496879.373149 nChanged 154 SP:Iteration 15Q (6859.060000 sec): 3 clusters Score: Raw -1501572.263328 + Penalty 4599.098378 = -1496973.164949 nChanged 113 SP:Iteration 16Q (6859.270000 sec): 3 clusters Score: Raw -1501642.451767 + Penalty 4599.098378 = -1497043.353388 nChanged 102 SP:Iteration 17Q (6859.510000 sec): 3 clusters Score: Raw -1501700.382233 + Penalty 4599.098378 = -1497101.283855 nChanged 81 SP:Iteration 18Q (6859.730000 sec): 3 clusters Score: Raw -1501745.570489 + Penalty 4599.098378 = -1497146.472111 nChanged 71 SP:Iteration 19Q (6860.000000 sec): 3 clusters Score: Raw -1501786.715253 + Penalty 4599.098378 = -1497187.616875 nChanged 60 SP:Iteration 20F (6860.240000 sec): 3 clusters Score: Raw -1501815.795473 + Penalty 4599.098378 = -1497216.697094 nChanged 54 SP:Iteration 21Q (6860.450000 sec): 3 clusters Score: Raw -1501835.429762 + Penalty 4599.098378 = -1497236.331383 nChanged 32 SP:Iteration 22Q (6860.690000 sec): 3 clusters Score: Raw -1501846.811358 + Penalty 4599.098378 = -1497247.712980 nChanged 23 SP:Iteration 23Q (6860.930000 sec): 3 clusters Score: Raw -1501858.094916 + Penalty 4599.098378 = -1497258.996538 nChanged 23 SP:Iteration 24Q (6861.160000 sec): 3 clusters Score: Raw -1501866.942133 + Penalty 4599.098378 = -1497267.843754 nChanged 18 SP:Iteration 25Q (6861.390000 sec): 3 clusters Score: Raw -1501874.959892 + Penalty 4599.098378 = -1497275.861513 nChanged 22 SP:Iteration 26Q (6861.620000 sec): 3 clusters Score: Raw -1501886.286043 + Penalty 4599.098378 = -1497287.187664 nChanged 28 SP:Iteration 27Q (6861.870000 sec): 3 clusters Score: Raw -1501899.076689 + Penalty 4599.098378 = -1497299.978310 nChanged 21 SP:Iteration 28Q (6862.090000 sec): 3 clusters Score: Raw -1501910.466148 + Penalty 4599.098378 = -1497311.367770 nChanged 19 SP:Iteration 29Q (6862.320000 sec): 3 clusters Score: Raw -1501918.960053 + Penalty 4599.098378 = -1497319.861675 nChanged 16 SP:Iteration 30Q (6862.590000 sec): 3 clusters Score: Raw -1501924.805470 + Penalty 4599.098378 = -1497325.707091 nChanged 14 SP:Iteration 31Q (6862.810000 sec): 3 clusters Score: Raw -1501933.312318 + Penalty 4599.098378 = -1497334.213939 nChanged 13 SP:Iteration 32Q (6863.070000 sec): 3 clusters Score: Raw -1501940.990438 + Penalty 4599.098378 = -1497341.892059 nChanged 15 SP:Iteration 33Q (6863.270000 sec): 3 clusters Score: Raw -1501948.874356 + Penalty 4599.098378 = -1497349.775978 nChanged 15 SP:Iteration 34Q (6863.500000 sec): 3 clusters Score: Raw -1501954.011414 + Penalty 4599.098378 = -1497354.913036 nChanged 8 SP:Iteration 35Q (6863.750000 sec): 3 clusters Score: Raw -1501958.170715 + Penalty 4599.098378 = -1497359.072337 nChanged 5 SP:Iteration 36Q (6863.930000 sec): 3 clusters Score: Raw -1501959.656856 + Penalty 4599.098378 = -1497360.558477 nChanged 4 SP:Iteration 37Q (6864.200000 sec): 3 clusters Score: Raw -1501960.581871 + Penalty 4599.098378 = -1497361.483493 nChanged 5 SP:Iteration 38Q (6864.430000 sec): 3 clusters Score: Raw -1501963.062468 + Penalty 4599.098378 = -1497363.964090 nChanged 9 SP:Iteration 39Q (6864.630000 sec): 3 clusters Score: Raw -1501966.015168 + Penalty 4599.098378 = -1497366.916790 nChanged 8 SP:Iteration 40F (6864.910000 sec): 3 clusters Score: Raw -1501968.696610 + Penalty 4599.098378 = -1497369.598232 nChanged 8 SP:Iteration 41Q (6865.100000 sec): 3 clusters Score: Raw -1501971.370716 + Penalty 4599.098378 = -1497372.272337 nChanged 7 SP:Iteration 42Q (6865.300000 sec): 3 clusters Score: Raw -1501973.018962 + Penalty 4599.098378 = -1497373.920583 nChanged 3 SP:Iteration 43Q (6865.580000 sec): 3 clusters Score: Raw -1501974.919886 + Penalty 4599.098378 = -1497375.821507 nChanged 2 SP:Iteration 44Q (6865.770000 sec): 3 clusters Score: Raw -1501975.902583 + Penalty 4599.098378 = -1497376.804205 nChanged 1 SP:Iteration 45Q (6865.970000 sec): 3 clusters Score: Raw -1501976.643137 + Penalty 4599.098378 = -1497377.544759 nChanged 1 SP:Iteration 46Q (6866.200000 sec): 3 clusters Score: Raw -1501976.699342 + Penalty 4599.098378 = -1497377.600964 nChanged 0 SP:Iteration 47F (6866.410000 sec): 3 clusters Score: Raw -1501976.699342 + Penalty 4599.098378 = -1497377.600964 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 5 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6866.530000 sec): 2 clusters Score: Raw -39795.909510 + Penalty 1425.058391 = -38370.851119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6866.710000 sec): 3 clusters Score: Raw -40143.587671 + Penalty 2850.116783 = -37293.470889 nChanged 62 SP:Iteration 1F (6866.870000 sec): 3 clusters Score: Raw -40347.430941 + Penalty 2850.116783 = -37497.314159 nChanged 21 SP:Iteration 2F (6867.030000 sec): 3 clusters Score: Raw -40466.435300 + Penalty 2850.116783 = -37616.318517 nChanged 16 SP:Iteration 3F (6867.180000 sec): 3 clusters Score: Raw -40579.746623 + Penalty 2850.116783 = -37729.629840 nChanged 8 SP:Iteration 4Q (6867.370000 sec): 3 clusters Score: Raw -40621.710948 + Penalty 2850.116783 = -37771.594166 nChanged 4 SP:Iteration 5Q (6867.520000 sec): 3 clusters Score: Raw -40633.587543 + Penalty 2850.116783 = -37783.470761 nChanged 2 SP:Iteration 6Q (6867.710000 sec): 3 clusters Score: Raw -40644.325309 + Penalty 2850.116783 = -37794.208527 nChanged 1 SP:Iteration 7Q (6867.910000 sec): 3 clusters Score: Raw -40649.294573 + Penalty 2850.116783 = -37799.177791 nChanged 1 SP:Iteration 8Q (6868.020000 sec): 3 clusters Score: Raw -40655.708732 + Penalty 2850.116783 = -37805.591949 nChanged 0 SP:Iteration 9F (6868.190000 sec): 3 clusters Score: Raw -40655.708732 + Penalty 2850.116783 = -37805.591949 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 6 (3261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6868.340000 sec): 2 clusters Score: Raw -457217.462050 + Penalty 2006.267716 = -455211.194335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6868.510000 sec): 3 clusters Score: Raw -455764.229478 + Penalty 4012.535431 = -451751.694047 nChanged 1171 SP:Iteration 1F (6868.710000 sec): 3 clusters Score: Raw -456595.674579 + Penalty 4012.535431 = -452583.139147 nChanged 332 SP:Iteration 2F (6868.920000 sec): 3 clusters Score: Raw -456960.895267 + Penalty 4012.535431 = -452948.359836 nChanged 241 SP:Iteration 3F (6869.120000 sec): 3 clusters Score: Raw -457199.810328 + Penalty 4012.535431 = -453187.274897 nChanged 174 SP:Iteration 4F (6869.290000 sec): 3 clusters Score: Raw -457330.970527 + Penalty 4012.535431 = -453318.435096 nChanged 110 SP:Iteration 5Q (6869.520000 sec): 3 clusters Score: Raw -457405.255756 + Penalty 4012.535431 = -453392.720325 nChanged 74 SP:Iteration 6Q (6869.720000 sec): 3 clusters Score: Raw -457455.401147 + Penalty 4012.535431 = -453442.865715 nChanged 54 SP:Iteration 7Q (6869.920000 sec): 3 clusters Score: Raw -457487.444919 + Penalty 4012.535431 = -453474.909488 nChanged 61 SP:Iteration 8Q (6870.080000 sec): 3 clusters Score: Raw -457519.925681 + Penalty 4012.535431 = -453507.390250 nChanged 44 SP:Iteration 9Q (6870.290000 sec): 3 clusters Score: Raw -457541.546234 + Penalty 4012.535431 = -453529.010802 nChanged 37 SP:Iteration 10Q (6870.470000 sec): 3 clusters Score: Raw -457567.111373 + Penalty 4012.535431 = -453554.575942 nChanged 42 SP:Iteration 11Q (6870.650000 sec): 3 clusters Score: Raw -457593.738085 + Penalty 4012.535431 = -453581.202654 nChanged 36 SP:Iteration 12Q (6870.840000 sec): 3 clusters Score: Raw -457611.526360 + Penalty 4012.535431 = -453598.990929 nChanged 25 SP:Iteration 13Q (6871.010000 sec): 3 clusters Score: Raw -457629.244578 + Penalty 4012.535431 = -453616.709147 nChanged 29 SP:Iteration 14Q (6871.170000 sec): 3 clusters Score: Raw -457644.104673 + Penalty 4012.535431 = -453631.569242 nChanged 29 SP:Iteration 15Q (6871.340000 sec): 3 clusters Score: Raw -457663.181780 + Penalty 4012.535431 = -453650.646349 nChanged 38 SP:Iteration 16Q (6871.490000 sec): 3 clusters Score: Raw -457684.619402 + Penalty 4012.535431 = -453672.083971 nChanged 35 SP:Iteration 17Q (6871.690000 sec): 3 clusters Score: Raw -457700.064297 + Penalty 4012.535431 = -453687.528866 nChanged 26 SP:Iteration 18Q (6871.850000 sec): 3 clusters Score: Raw -457712.653338 + Penalty 4012.535431 = -453700.117907 nChanged 27 SP:Iteration 19Q (6872.020000 sec): 3 clusters Score: Raw -457725.558260 + Penalty 4012.535431 = -453713.022829 nChanged 30 SP:Iteration 20F (6872.200000 sec): 3 clusters Score: Raw -457739.317098 + Penalty 4012.535431 = -453726.781667 nChanged 26 SP:Iteration 21Q (6872.350000 sec): 3 clusters Score: Raw -457752.078218 + Penalty 4012.535431 = -453739.542787 nChanged 31 SP:Iteration 22Q (6872.540000 sec): 3 clusters Score: Raw -457769.824686 + Penalty 4012.535431 = -453757.289254 nChanged 28 SP:Iteration 23Q (6872.760000 sec): 3 clusters Score: Raw -457787.708302 + Penalty 4012.535431 = -453775.172871 nChanged 32 SP:Iteration 24Q (6872.910000 sec): 3 clusters Score: Raw -457809.466355 + Penalty 4012.535431 = -453796.930923 nChanged 30 SP:Iteration 25Q (6873.120000 sec): 3 clusters Score: Raw -457827.244268 + Penalty 4012.535431 = -453814.708837 nChanged 29 SP:Iteration 26Q (6873.290000 sec): 3 clusters Score: Raw -457843.875715 + Penalty 4012.535431 = -453831.340284 nChanged 27 SP:Iteration 27Q (6873.430000 sec): 3 clusters Score: Raw -457858.881189 + Penalty 4012.535431 = -453846.345758 nChanged 24 SP:Iteration 28Q (6873.660000 sec): 3 clusters Score: Raw -457872.919244 + Penalty 4012.535431 = -453860.383813 nChanged 23 SP:Iteration 29Q (6873.820000 sec): 3 clusters Score: Raw -457889.706187 + Penalty 4012.535431 = -453877.170755 nChanged 28 SP:Iteration 30Q (6874.060000 sec): 3 clusters Score: Raw -457909.747481 + Penalty 4012.535431 = -453897.212050 nChanged 19 SP:Iteration 31Q (6874.240000 sec): 3 clusters Score: Raw -457923.647044 + Penalty 4012.535431 = -453911.111613 nChanged 23 SP:Iteration 32Q (6874.440000 sec): 3 clusters Score: Raw -457936.976754 + Penalty 4012.535431 = -453924.441323 nChanged 16 SP:Iteration 33Q (6874.590000 sec): 3 clusters Score: Raw -457952.554211 + Penalty 4012.535431 = -453940.018780 nChanged 20 SP:Iteration 34Q (6874.810000 sec): 3 clusters Score: Raw -457969.096760 + Penalty 4012.535431 = -453956.561329 nChanged 18 SP:Iteration 35Q (6874.970000 sec): 3 clusters Score: Raw -457983.324488 + Penalty 4012.535431 = -453970.789057 nChanged 17 SP:Iteration 36Q (6875.180000 sec): 3 clusters Score: Raw -457997.669375 + Penalty 4012.535431 = -453985.133944 nChanged 20 SP:Iteration 37Q (6875.390000 sec): 3 clusters Score: Raw -458012.330166 + Penalty 4012.535431 = -453999.794735 nChanged 9 SP:Iteration 38Q (6875.580000 sec): 3 clusters Score: Raw -458021.380410 + Penalty 4012.535431 = -454008.844979 nChanged 13 SP:Iteration 39Q (6875.750000 sec): 3 clusters Score: Raw -458036.340096 + Penalty 4012.535431 = -454023.804665 nChanged 19 SP:Iteration 40F (6875.930000 sec): 3 clusters Score: Raw -458050.795252 + Penalty 4012.535431 = -454038.259821 nChanged 17 SP:Iteration 41Q (6876.140000 sec): 3 clusters Score: Raw -458064.816818 + Penalty 4012.535431 = -454052.281387 nChanged 17 SP:Iteration 42Q (6876.350000 sec): 3 clusters Score: Raw -458077.512275 + Penalty 4012.535431 = -454064.976843 nChanged 13 SP:Iteration 43Q (6876.550000 sec): 3 clusters Score: Raw -458086.759283 + Penalty 4012.535431 = -454074.223852 nChanged 12 SP:Iteration 44Q (6876.740000 sec): 3 clusters Score: Raw -458098.322631 + Penalty 4012.535431 = -454085.787199 nChanged 10 SP:Iteration 45Q (6876.890000 sec): 3 clusters Score: Raw -458106.495966 + Penalty 4012.535431 = -454093.960534 nChanged 11 SP:Iteration 46Q (6877.080000 sec): 3 clusters Score: Raw -458113.446317 + Penalty 4012.535431 = -454100.910886 nChanged 6 SP:Iteration 47Q (6877.290000 sec): 3 clusters Score: Raw -458119.769522 + Penalty 4012.535431 = -454107.234091 nChanged 8 SP:Iteration 48Q (6877.470000 sec): 3 clusters Score: Raw -458130.986235 + Penalty 4012.535431 = -454118.450804 nChanged 7 SP:Iteration 49Q (6877.620000 sec): 3 clusters Score: Raw -458140.668194 + Penalty 4012.535431 = -454128.132763 nChanged 8 SP:Iteration 50Q (6877.780000 sec): 3 clusters Score: Raw -458145.901943 + Penalty 4012.535431 = -454133.366511 nChanged 5 SP:Iteration 51Q (6877.930000 sec): 3 clusters Score: Raw -458149.717880 + Penalty 4012.535431 = -454137.182449 nChanged 2 SP:Iteration 52Q (6878.100000 sec): 3 clusters Score: Raw -458150.739525 + Penalty 4012.535431 = -454138.204093 nChanged 1 SP:Iteration 53Q (6878.280000 sec): 3 clusters Score: Raw -458150.945461 + Penalty 4012.535431 = -454138.410030 nChanged 0 SP:Iteration 54F (6878.440000 sec): 3 clusters Score: Raw -458150.945461 + Penalty 4012.535431 = -454138.410030 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 7 (12736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6878.600000 sec): 2 clusters Score: Raw -1807752.405244 + Penalty 2344.142601 = -1805408.262643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6878.850000 sec): 3 clusters Score: Raw -1800703.831168 + Penalty 4688.285202 = -1796015.545965 nChanged 5460 SP:Iteration 1F (6879.080000 sec): 3 clusters Score: Raw -1803666.695206 + Penalty 4688.285202 = -1798978.410003 nChanged 816 SP:Iteration 2F (6879.310000 sec): 3 clusters Score: Raw -1804052.715979 + Penalty 4688.285202 = -1799364.430777 nChanged 685 SP:Iteration 3F (6879.570000 sec): 3 clusters Score: Raw -1804379.793223 + Penalty 4688.285202 = -1799691.508020 nChanged 598 SP:Iteration 4Q (6879.830000 sec): 3 clusters Score: Raw -1804676.483535 + Penalty 4688.285202 = -1799988.198333 nChanged 583 SP:Iteration 5Q (6880.060000 sec): 3 clusters Score: Raw -1804984.416485 + Penalty 4688.285202 = -1800296.131282 nChanged 579 SP:Iteration 6Q (6880.310000 sec): 3 clusters Score: Raw -1805331.040076 + Penalty 4688.285202 = -1800642.754873 nChanged 640 SP:Iteration 7F (6880.580000 sec): 3 clusters Score: Raw -1805758.361003 + Penalty 4688.285202 = -1801070.075801 nChanged 657 SP:Iteration 8F (6880.860000 sec): 3 clusters Score: Raw -1806253.033437 + Penalty 4688.285202 = -1801564.748234 nChanged 616 SP:Iteration 9Q (6881.100000 sec): 3 clusters Score: Raw -1806706.769376 + Penalty 4688.285202 = -1802018.484174 nChanged 548 SP:Iteration 10Q (6881.380000 sec): 3 clusters Score: Raw -1807124.188420 + Penalty 4688.285202 = -1802435.903218 nChanged 429 SP:Iteration 11Q (6881.630000 sec): 3 clusters Score: Raw -1807437.616700 + Penalty 4688.285202 = -1802749.331498 nChanged 347 SP:Iteration 12Q (6881.880000 sec): 3 clusters Score: Raw -1807697.110577 + Penalty 4688.285202 = -1803008.825374 nChanged 261 SP:Iteration 13Q (6882.140000 sec): 3 clusters Score: Raw -1807879.568061 + Penalty 4688.285202 = -1803191.282859 nChanged 194 SP:Iteration 14Q (6882.420000 sec): 3 clusters Score: Raw -1808026.547000 + Penalty 4688.285202 = -1803338.261798 nChanged 170 SP:Iteration 15Q (6882.690000 sec): 3 clusters Score: Raw -1808153.303175 + Penalty 4688.285202 = -1803465.017973 nChanged 122 SP:Iteration 16Q (6882.960000 sec): 3 clusters Score: Raw -1808250.572968 + Penalty 4688.285202 = -1803562.287765 nChanged 89 SP:Iteration 17Q (6883.180000 sec): 3 clusters Score: Raw -1808318.535353 + Penalty 4688.285202 = -1803630.250151 nChanged 64 SP:Iteration 18Q (6883.430000 sec): 3 clusters Score: Raw -1808362.199019 + Penalty 4688.285202 = -1803673.913817 nChanged 54 SP:Iteration 19Q (6883.690000 sec): 3 clusters Score: Raw -1808400.362767 + Penalty 4688.285202 = -1803712.077565 nChanged 37 SP:Iteration 20F (6883.920000 sec): 3 clusters Score: Raw -1808425.400056 + Penalty 4688.285202 = -1803737.114854 nChanged 33 SP:Iteration 21Q (6884.180000 sec): 3 clusters Score: Raw -1808444.855617 + Penalty 4688.285202 = -1803756.570414 nChanged 25 SP:Iteration 22Q (6884.430000 sec): 3 clusters Score: Raw -1808459.901023 + Penalty 4688.285202 = -1803771.615820 nChanged 22 SP:Iteration 23Q (6884.650000 sec): 3 clusters Score: Raw -1808470.538156 + Penalty 4688.285202 = -1803782.252954 nChanged 11 SP:Iteration 24Q (6884.870000 sec): 3 clusters Score: Raw -1808475.447843 + Penalty 4688.285202 = -1803787.162641 nChanged 10 SP:Iteration 25Q (6885.140000 sec): 3 clusters Score: Raw -1808481.108220 + Penalty 4688.285202 = -1803792.823018 nChanged 7 SP:Iteration 26Q (6885.370000 sec): 3 clusters Score: Raw -1808483.293439 + Penalty 4688.285202 = -1803795.008237 nChanged 2 SP:Iteration 27Q (6885.610000 sec): 3 clusters Score: Raw -1808483.993659 + Penalty 4688.285202 = -1803795.708457 nChanged 1 SP:Iteration 28Q (6885.870000 sec): 3 clusters Score: Raw -1808484.469700 + Penalty 4688.285202 = -1803796.184498 nChanged 0 SP:Iteration 29F (6886.140000 sec): 3 clusters Score: Raw -1808484.469700 + Penalty 4688.285202 = -1803796.184498 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 8 (20600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6886.320000 sec): 2 clusters Score: Raw -3074280.151761 + Penalty 2463.395496 = -3071816.756265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6886.690000 sec): 3 clusters Score: Raw -3062292.173849 + Penalty 4926.790992 = -3057365.382857 nChanged 9107 SP:Iteration 1F (6886.970000 sec): 3 clusters Score: Raw -3067287.148494 + Penalty 4926.790992 = -3062360.357502 nChanged 1031 SP:Iteration 2F (6887.290000 sec): 3 clusters Score: Raw -3067660.505727 + Penalty 4926.790992 = -3062733.714735 nChanged 896 SP:Iteration 3Q (6887.630000 sec): 3 clusters Score: Raw -3067971.399841 + Penalty 4926.790992 = -3063044.608849 nChanged 833 SP:Iteration 4Q (6887.910000 sec): 3 clusters Score: Raw -3068289.099894 + Penalty 4926.790992 = -3063362.308902 nChanged 889 SP:Iteration 5Q (6888.250000 sec): 3 clusters Score: Raw -3068683.137861 + Penalty 4926.790992 = -3063756.346869 nChanged 980 SP:Iteration 6Q (6888.550000 sec): 3 clusters Score: Raw -3069202.964992 + Penalty 4926.790992 = -3064276.174000 nChanged 1173 SP:Iteration 7F (6888.850000 sec): 3 clusters Score: Raw -3069944.822379 + Penalty 4926.790992 = -3065018.031387 nChanged 1252 SP:Iteration 8F (6889.170000 sec): 3 clusters Score: Raw -3070863.442490 + Penalty 4926.790992 = -3065936.651498 nChanged 1283 SP:Iteration 9F (6889.450000 sec): 3 clusters Score: Raw -3071909.483559 + Penalty 4926.790992 = -3066982.692567 nChanged 1092 SP:Iteration 10F (6889.740000 sec): 3 clusters Score: Raw -3072874.871860 + Penalty 4926.790992 = -3067948.080868 nChanged 805 SP:Iteration 11Q (6890.040000 sec): 3 clusters Score: Raw -3073617.812535 + Penalty 4926.790992 = -3068691.021543 nChanged 461 SP:Iteration 12Q (6890.290000 sec): 3 clusters Score: Raw -3074047.588631 + Penalty 4926.790992 = -3069120.797639 nChanged 242 SP:Iteration 13Q (6890.570000 sec): 3 clusters Score: Raw -3074252.487281 + Penalty 4926.790992 = -3069325.696289 nChanged 117 SP:Iteration 14Q (6890.790000 sec): 3 clusters Score: Raw -3074360.547660 + Penalty 4926.790992 = -3069433.756669 nChanged 76 SP:Iteration 15Q (6891.090000 sec): 3 clusters Score: Raw -3074450.617717 + Penalty 4926.790992 = -3069523.826725 nChanged 52 SP:Iteration 16Q (6891.350000 sec): 3 clusters Score: Raw -3074511.877655 + Penalty 4926.790992 = -3069585.086663 nChanged 30 SP:Iteration 17Q (6891.640000 sec): 3 clusters Score: Raw -3074550.254997 + Penalty 4926.790992 = -3069623.464005 nChanged 23 SP:Iteration 18Q (6891.910000 sec): 3 clusters Score: Raw -3074575.051530 + Penalty 4926.790992 = -3069648.260538 nChanged 11 SP:Iteration 19Q (6892.180000 sec): 3 clusters Score: Raw -3074585.739245 + Penalty 4926.790992 = -3069658.948253 nChanged 7 SP:Iteration 20F (6892.500000 sec): 3 clusters Score: Raw -3074592.262912 + Penalty 4926.790992 = -3069665.471920 nChanged 7 SP:Iteration 21Q (6892.810000 sec): 3 clusters Score: Raw -3074599.964420 + Penalty 4926.790992 = -3069673.173428 nChanged 3 SP:Iteration 22Q (6893.070000 sec): 3 clusters Score: Raw -3074603.821621 + Penalty 4926.790992 = -3069677.030629 nChanged 2 SP:Iteration 23Q (6893.370000 sec): 3 clusters Score: Raw -3074605.038311 + Penalty 4926.790992 = -3069678.247319 nChanged 0 SP:Iteration 24F (6893.710000 sec): 3 clusters Score: Raw -3074605.038311 + Penalty 4926.790992 = -3069678.247319 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 9 (38850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6893.990000 sec): 2 clusters Score: Raw -5728504.533371 + Penalty 2620.730912 = -5725883.802459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6894.350000 sec): 3 clusters Score: Raw -5704779.826274 + Penalty 5241.461824 = -5699538.364450 nChanged 17785 SP:Iteration 1F (6894.760000 sec): 3 clusters Score: Raw -5714802.325886 + Penalty 5241.461824 = -5709560.864061 nChanged 1924 SP:Iteration 2Q (6895.160000 sec): 3 clusters Score: Raw -5715540.597904 + Penalty 5241.461824 = -5710299.136079 nChanged 1997 SP:Iteration 3F (6895.540000 sec): 3 clusters Score: Raw -5716404.627829 + Penalty 5241.461824 = -5711163.166004 nChanged 2167 SP:Iteration 4F (6895.930000 sec): 3 clusters Score: Raw -5717491.505312 + Penalty 5241.461824 = -5712250.043487 nChanged 2347 SP:Iteration 5F (6896.330000 sec): 3 clusters Score: Raw -5718745.405556 + Penalty 5241.461824 = -5713503.943732 nChanged 2263 SP:Iteration 6F (6896.730000 sec): 3 clusters Score: Raw -5719918.860100 + Penalty 5241.461824 = -5714677.398276 nChanged 2062 SP:Iteration 7F (6897.160000 sec): 3 clusters Score: Raw -5720930.000596 + Penalty 5241.461824 = -5715688.538771 nChanged 1842 SP:Iteration 8Q (6897.600000 sec): 3 clusters Score: Raw -5721781.176485 + Penalty 5241.461824 = -5716539.714661 nChanged 1581 SP:Iteration 9Q (6898.040000 sec): 3 clusters Score: Raw -5722503.768318 + Penalty 5241.461824 = -5717262.306494 nChanged 1401 SP:Iteration 10Q (6898.490000 sec): 3 clusters Score: Raw -5723124.546958 + Penalty 5241.461824 = -5717883.085134 nChanged 1215 SP:Iteration 11Q (6898.930000 sec): 3 clusters Score: Raw -5723678.745001 + Penalty 5241.461824 = -5718437.283176 nChanged 1092 SP:Iteration 12Q (6899.390000 sec): 3 clusters Score: Raw -5724180.906664 + Penalty 5241.461824 = -5718939.444840 nChanged 1060 SP:Iteration 13Q (6899.840000 sec): 3 clusters Score: Raw -5724686.755484 + Penalty 5241.461824 = -5719445.293660 nChanged 1032 SP:Iteration 14Q (6900.260000 sec): 3 clusters Score: Raw -5725196.188234 + Penalty 5241.461824 = -5719954.726410 nChanged 1005 SP:Iteration 15Q (6900.700000 sec): 3 clusters Score: Raw -5725739.340478 + Penalty 5241.461824 = -5720497.878653 nChanged 975 SP:Iteration 16Q (6901.200000 sec): 3 clusters Score: Raw -5726307.539836 + Penalty 5241.461824 = -5721066.078012 nChanged 925 SP:Iteration 17Q (6901.640000 sec): 3 clusters Score: Raw -5726877.368049 + Penalty 5241.461824 = -5721635.906224 nChanged 821 SP:Iteration 18Q (6902.030000 sec): 3 clusters Score: Raw -5727371.716690 + Penalty 5241.461824 = -5722130.254866 nChanged 614 SP:Iteration 19Q (6902.470000 sec): 3 clusters Score: Raw -5727757.030432 + Penalty 5241.461824 = -5722515.568607 nChanged 477 SP:Iteration 20F (6902.870000 sec): 3 clusters Score: Raw -5728062.302863 + Penalty 5241.461824 = -5722820.841039 nChanged 373 SP:Iteration 21Q (6903.270000 sec): 3 clusters Score: Raw -5728297.238939 + Penalty 5241.461824 = -5723055.777114 nChanged 257 SP:Iteration 22Q (6903.640000 sec): 3 clusters Score: Raw -5728445.827584 + Penalty 5241.461824 = -5723204.365760 nChanged 188 SP:Iteration 23Q (6904.030000 sec): 3 clusters Score: Raw -5728563.086812 + Penalty 5241.461824 = -5723321.624988 nChanged 174 SP:Iteration 24Q (6904.430000 sec): 3 clusters Score: Raw -5728678.592965 + Penalty 5241.461824 = -5723437.131141 nChanged 120 SP:Iteration 25Q (6904.830000 sec): 3 clusters Score: Raw -5728747.800976 + Penalty 5241.461824 = -5723506.339152 nChanged 76 SP:Iteration 26Q (6905.270000 sec): 3 clusters Score: Raw -5728792.323605 + Penalty 5241.461824 = -5723550.861780 nChanged 60 SP:Iteration 27Q (6905.660000 sec): 3 clusters Score: Raw -5728831.909947 + Penalty 5241.461824 = -5723590.448123 nChanged 33 SP:Iteration 28Q (6906.090000 sec): 3 clusters Score: Raw -5728850.242646 + Penalty 5241.461824 = -5723608.780822 nChanged 16 SP:Iteration 29Q (6906.480000 sec): 3 clusters Score: Raw -5728857.995814 + Penalty 5241.461824 = -5723616.533989 nChanged 22 SP:Iteration 30Q (6906.900000 sec): 3 clusters Score: Raw -5728869.600409 + Penalty 5241.461824 = -5723628.138584 nChanged 21 SP:Iteration 31Q (6907.260000 sec): 3 clusters Score: Raw -5728881.524886 + Penalty 5241.461824 = -5723640.063062 nChanged 15 SP:Iteration 32Q (6907.670000 sec): 3 clusters Score: Raw -5728889.814731 + Penalty 5241.461824 = -5723648.352906 nChanged 10 SP:Iteration 33Q (6908.050000 sec): 3 clusters Score: Raw -5728896.175575 + Penalty 5241.461824 = -5723654.713751 nChanged 14 SP:Iteration 34Q (6908.470000 sec): 3 clusters Score: Raw -5728905.007351 + Penalty 5241.461824 = -5723663.545526 nChanged 11 SP:Iteration 35Q (6908.870000 sec): 3 clusters Score: Raw -5728913.005013 + Penalty 5241.461824 = -5723671.543189 nChanged 18 SP:Iteration 36Q (6909.260000 sec): 3 clusters Score: Raw -5728923.908596 + Penalty 5241.461824 = -5723682.446771 nChanged 12 SP:Iteration 37Q (6909.640000 sec): 3 clusters Score: Raw -5728932.864656 + Penalty 5241.461824 = -5723691.402832 nChanged 15 SP:Iteration 38Q (6910.030000 sec): 3 clusters Score: Raw -5728941.558854 + Penalty 5241.461824 = -5723700.097030 nChanged 10 SP:Iteration 39Q (6910.440000 sec): 3 clusters Score: Raw -5728947.517611 + Penalty 5241.461824 = -5723706.055786 nChanged 11 SP:Iteration 40F (6910.860000 sec): 3 clusters Score: Raw -5728953.433378 + Penalty 5241.461824 = -5723711.971554 nChanged 6 SP:Iteration 41Q (6911.230000 sec): 3 clusters Score: Raw -5728957.415562 + Penalty 5241.461824 = -5723715.953738 nChanged 4 SP:Iteration 42Q (6911.600000 sec): 3 clusters Score: Raw -5728959.364276 + Penalty 5241.461824 = -5723717.902452 nChanged 4 SP:Iteration 43Q (6911.980000 sec): 3 clusters Score: Raw -5728961.224745 + Penalty 5241.461824 = -5723719.762920 nChanged 3 SP:Iteration 44Q (6912.340000 sec): 3 clusters Score: Raw -5728963.276341 + Penalty 5241.461824 = -5723721.814516 nChanged 3 SP:Iteration 45Q (6912.710000 sec): 3 clusters Score: Raw -5728964.574116 + Penalty 5241.461824 = -5723723.112292 nChanged 3 SP:Iteration 46Q (6913.080000 sec): 3 clusters Score: Raw -5728965.864746 + Penalty 5241.461824 = -5723724.402922 nChanged 2 SP:Iteration 47Q (6913.450000 sec): 3 clusters Score: Raw -5728966.781076 + Penalty 5241.461824 = -5723725.319251 nChanged 1 SP:Iteration 48Q (6913.800000 sec): 3 clusters Score: Raw -5728967.287475 + Penalty 5241.461824 = -5723725.825650 nChanged 1 SP:Iteration 49Q (6914.160000 sec): 3 clusters Score: Raw -5728967.716602 + Penalty 5241.461824 = -5723726.254777 nChanged 0 SP:Iteration 50F (6914.600000 sec): 3 clusters Score: Raw -5728967.716602 + Penalty 5241.461824 = -5723726.254777 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 10 (20131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6914.760000 sec): 2 clusters Score: Raw -2847294.705701 + Penalty 2457.684016 = -2844837.021684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6915.120000 sec): 3 clusters Score: Raw -2835585.277373 + Penalty 4915.368032 = -2830669.909341 nChanged 8798 SP:Iteration 1F (6915.430000 sec): 3 clusters Score: Raw -2840264.586140 + Penalty 4915.368032 = -2835349.218107 nChanged 1098 SP:Iteration 2F (6915.770000 sec): 3 clusters Score: Raw -2840665.852270 + Penalty 4915.368032 = -2835750.484237 nChanged 958 SP:Iteration 3Q (6916.080000 sec): 3 clusters Score: Raw -2841023.646635 + Penalty 4915.368032 = -2836108.278602 nChanged 837 SP:Iteration 4Q (6916.430000 sec): 3 clusters Score: Raw -2841394.374230 + Penalty 4915.368032 = -2836479.006198 nChanged 961 SP:Iteration 5Q (6916.710000 sec): 3 clusters Score: Raw -2841912.670589 + Penalty 4915.368032 = -2836997.302557 nChanged 1021 SP:Iteration 6F (6916.970000 sec): 3 clusters Score: Raw -2842528.255341 + Penalty 4915.368032 = -2837612.887308 nChanged 1023 SP:Iteration 7F (6917.250000 sec): 3 clusters Score: Raw -2843188.982689 + Penalty 4915.368032 = -2838273.614657 nChanged 1020 SP:Iteration 8F (6917.560000 sec): 3 clusters Score: Raw -2843875.293428 + Penalty 4915.368032 = -2838959.925395 nChanged 987 SP:Iteration 9Q (6917.870000 sec): 3 clusters Score: Raw -2844602.889248 + Penalty 4915.368032 = -2839687.521216 nChanged 927 SP:Iteration 10Q (6918.180000 sec): 3 clusters Score: Raw -2845298.790415 + Penalty 4915.368032 = -2840383.422382 nChanged 807 SP:Iteration 11Q (6918.450000 sec): 3 clusters Score: Raw -2845878.068500 + Penalty 4915.368032 = -2840962.700468 nChanged 641 SP:Iteration 12Q (6918.830000 sec): 3 clusters Score: Raw -2846298.056350 + Penalty 4915.368032 = -2841382.688317 nChanged 505 SP:Iteration 13Q (6919.160000 sec): 3 clusters Score: Raw -2846583.085728 + Penalty 4915.368032 = -2841667.717696 nChanged 392 SP:Iteration 14Q (6919.540000 sec): 3 clusters Score: Raw -2846766.568600 + Penalty 4915.368032 = -2841851.200567 nChanged 292 SP:Iteration 15Q (6919.860000 sec): 3 clusters Score: Raw -2846897.233084 + Penalty 4915.368032 = -2841981.865051 nChanged 217 SP:Iteration 16Q (6920.120000 sec): 3 clusters Score: Raw -2846977.752817 + Penalty 4915.368032 = -2842062.384784 nChanged 184 SP:Iteration 17Q (6920.440000 sec): 3 clusters Score: Raw -2847041.361953 + Penalty 4915.368032 = -2842125.993920 nChanged 176 SP:Iteration 18Q (6920.800000 sec): 3 clusters Score: Raw -2847098.890187 + Penalty 4915.368032 = -2842183.522154 nChanged 169 SP:Iteration 19Q (6921.100000 sec): 3 clusters Score: Raw -2847148.486824 + Penalty 4915.368032 = -2842233.118791 nChanged 144 SP:Iteration 20F (6921.470000 sec): 3 clusters Score: Raw -2847188.312892 + Penalty 4915.368032 = -2842272.944859 nChanged 120 SP:Iteration 21Q (6921.800000 sec): 3 clusters Score: Raw -2847226.144962 + Penalty 4915.368032 = -2842310.776929 nChanged 111 SP:Iteration 22Q (6922.160000 sec): 3 clusters Score: Raw -2847260.543005 + Penalty 4915.368032 = -2842345.174973 nChanged 88 SP:Iteration 23Q (6922.500000 sec): 3 clusters Score: Raw -2847280.985425 + Penalty 4915.368032 = -2842365.617393 nChanged 77 SP:Iteration 24Q (6922.820000 sec): 3 clusters Score: Raw -2847300.393549 + Penalty 4915.368032 = -2842385.025517 nChanged 83 SP:Iteration 25Q (6923.090000 sec): 3 clusters Score: Raw -2847320.440419 + Penalty 4915.368032 = -2842405.072387 nChanged 74 SP:Iteration 26Q (6923.420000 sec): 3 clusters Score: Raw -2847337.192438 + Penalty 4915.368032 = -2842421.824405 nChanged 67 SP:Iteration 27Q (6923.680000 sec): 3 clusters Score: Raw -2847351.075174 + Penalty 4915.368032 = -2842435.707142 nChanged 55 SP:Iteration 28Q (6923.990000 sec): 3 clusters Score: Raw -2847367.254746 + Penalty 4915.368032 = -2842451.886713 nChanged 61 SP:Iteration 29Q (6924.340000 sec): 3 clusters Score: Raw -2847387.467737 + Penalty 4915.368032 = -2842472.099705 nChanged 73 SP:Iteration 30Q (6924.640000 sec): 3 clusters Score: Raw -2847409.667579 + Penalty 4915.368032 = -2842494.299546 nChanged 75 SP:Iteration 31Q (6924.960000 sec): 3 clusters Score: Raw -2847430.219866 + Penalty 4915.368032 = -2842514.851834 nChanged 67 SP:Iteration 32Q (6925.300000 sec): 3 clusters Score: Raw -2847446.464155 + Penalty 4915.368032 = -2842531.096123 nChanged 58 SP:Iteration 33Q (6925.580000 sec): 3 clusters Score: Raw -2847458.091226 + Penalty 4915.368032 = -2842542.723193 nChanged 48 SP:Iteration 34Q (6925.880000 sec): 3 clusters Score: Raw -2847467.314129 + Penalty 4915.368032 = -2842551.946096 nChanged 37 SP:Iteration 35Q (6926.200000 sec): 3 clusters Score: Raw -2847473.358103 + Penalty 4915.368032 = -2842557.990071 nChanged 31 SP:Iteration 36Q (6926.500000 sec): 3 clusters Score: Raw -2847479.282203 + Penalty 4915.368032 = -2842563.914171 nChanged 33 SP:Iteration 37Q (6926.820000 sec): 3 clusters Score: Raw -2847484.537452 + Penalty 4915.368032 = -2842569.169420 nChanged 26 SP:Iteration 38Q (6927.120000 sec): 3 clusters Score: Raw -2847488.482744 + Penalty 4915.368032 = -2842573.114712 nChanged 23 SP:Iteration 39Q (6927.420000 sec): 3 clusters Score: Raw -2847492.043936 + Penalty 4915.368032 = -2842576.675904 nChanged 28 SP:Iteration 40F (6927.700000 sec): 3 clusters Score: Raw -2847497.002271 + Penalty 4915.368032 = -2842581.634239 nChanged 26 SP:Iteration 41Q (6928.080000 sec): 3 clusters Score: Raw -2847501.758164 + Penalty 4915.368032 = -2842586.390132 nChanged 31 SP:Iteration 42Q (6928.380000 sec): 3 clusters Score: Raw -2847508.080394 + Penalty 4915.368032 = -2842592.712362 nChanged 29 SP:Iteration 43Q (6928.660000 sec): 3 clusters Score: Raw -2847514.274217 + Penalty 4915.368032 = -2842598.906184 nChanged 23 SP:Iteration 44Q (6928.920000 sec): 3 clusters Score: Raw -2847519.265293 + Penalty 4915.368032 = -2842603.897261 nChanged 25 SP:Iteration 45Q (6929.200000 sec): 3 clusters Score: Raw -2847524.075319 + Penalty 4915.368032 = -2842608.707286 nChanged 27 SP:Iteration 46Q (6929.570000 sec): 3 clusters Score: Raw -2847528.053341 + Penalty 4915.368032 = -2842612.685309 nChanged 21 SP:Iteration 47Q (6929.820000 sec): 3 clusters Score: Raw -2847531.601400 + Penalty 4915.368032 = -2842616.233367 nChanged 27 SP:Iteration 48Q (6930.110000 sec): 3 clusters Score: Raw -2847536.790902 + Penalty 4915.368032 = -2842621.422869 nChanged 26 SP:Iteration 49Q (6930.410000 sec): 3 clusters Score: Raw -2847541.174729 + Penalty 4915.368032 = -2842625.806696 nChanged 27 SP:Iteration 50Q (6930.660000 sec): 3 clusters Score: Raw -2847546.388656 + Penalty 4915.368032 = -2842631.020623 nChanged 27 SP:Iteration 51Q (6930.980000 sec): 3 clusters Score: Raw -2847551.303109 + Penalty 4915.368032 = -2842635.935076 nChanged 20 SP:Iteration 52Q (6931.280000 sec): 3 clusters Score: Raw -2847554.533131 + Penalty 4915.368032 = -2842639.165098 nChanged 24 SP:Iteration 53Q (6931.560000 sec): 3 clusters Score: Raw -2847559.080755 + Penalty 4915.368032 = -2842643.712722 nChanged 23 SP:Iteration 54Q (6931.840000 sec): 3 clusters Score: Raw -2847563.413423 + Penalty 4915.368032 = -2842648.045391 nChanged 17 SP:Iteration 55Q (6932.140000 sec): 3 clusters Score: Raw -2847566.165148 + Penalty 4915.368032 = -2842650.797115 nChanged 15 SP:Iteration 56Q (6932.420000 sec): 3 clusters Score: Raw -2847568.691112 + Penalty 4915.368032 = -2842653.323080 nChanged 14 SP:Iteration 57Q (6932.750000 sec): 3 clusters Score: Raw -2847570.439000 + Penalty 4915.368032 = -2842655.070967 nChanged 15 SP:Iteration 58Q (6933.030000 sec): 3 clusters Score: Raw -2847572.539478 + Penalty 4915.368032 = -2842657.171446 nChanged 11 SP:Iteration 59Q (6933.320000 sec): 3 clusters Score: Raw -2847574.271940 + Penalty 4915.368032 = -2842658.903908 nChanged 10 SP:Iteration 60F (6933.620000 sec): 3 clusters Score: Raw -2847575.795655 + Penalty 4915.368032 = -2842660.427623 nChanged 10 SP:Iteration 61Q (6933.900000 sec): 3 clusters Score: Raw -2847577.721911 + Penalty 4915.368032 = -2842662.353879 nChanged 15 SP:Iteration 62Q (6934.220000 sec): 3 clusters Score: Raw -2847580.400943 + Penalty 4915.368032 = -2842665.032910 nChanged 10 SP:Iteration 63Q (6934.490000 sec): 3 clusters Score: Raw -2847582.000285 + Penalty 4915.368032 = -2842666.632252 nChanged 14 SP:Iteration 64Q (6934.800000 sec): 3 clusters Score: Raw -2847584.371298 + Penalty 4915.368032 = -2842669.003265 nChanged 12 SP:Iteration 65Q (6935.140000 sec): 3 clusters Score: Raw -2847586.817911 + Penalty 4915.368032 = -2842671.449878 nChanged 15 SP:Iteration 66Q (6935.410000 sec): 3 clusters Score: Raw -2847589.708127 + Penalty 4915.368032 = -2842674.340095 nChanged 16 SP:Iteration 67Q (6935.720000 sec): 3 clusters Score: Raw -2847593.464726 + Penalty 4915.368032 = -2842678.096693 nChanged 21 SP:Iteration 68Q (6935.970000 sec): 3 clusters Score: Raw -2847597.992050 + Penalty 4915.368032 = -2842682.624017 nChanged 26 SP:Iteration 69Q (6936.280000 sec): 3 clusters Score: Raw -2847603.938719 + Penalty 4915.368032 = -2842688.570686 nChanged 28 SP:Iteration 70Q (6936.580000 sec): 3 clusters Score: Raw -2847610.551831 + Penalty 4915.368032 = -2842695.183799 nChanged 29 SP:Iteration 71Q (6936.870000 sec): 3 clusters Score: Raw -2847618.041596 + Penalty 4915.368032 = -2842702.673564 nChanged 26 SP:Iteration 72Q (6937.170000 sec): 3 clusters Score: Raw -2847624.226384 + Penalty 4915.368032 = -2842708.858352 nChanged 29 SP:Iteration 73Q (6937.490000 sec): 3 clusters Score: Raw -2847629.815585 + Penalty 4915.368032 = -2842714.447553 nChanged 30 SP:Iteration 74Q (6937.800000 sec): 3 clusters Score: Raw -2847636.627082 + Penalty 4915.368032 = -2842721.259049 nChanged 33 SP:Iteration 75Q (6938.090000 sec): 3 clusters Score: Raw -2847646.018898 + Penalty 4915.368032 = -2842730.650865 nChanged 36 SP:Iteration 76Q (6938.390000 sec): 3 clusters Score: Raw -2847655.767000 + Penalty 4915.368032 = -2842740.398968 nChanged 38 SP:Iteration 77Q (6938.680000 sec): 3 clusters Score: Raw -2847663.005048 + Penalty 4915.368032 = -2842747.637016 nChanged 31 SP:Iteration 78Q (6938.990000 sec): 3 clusters Score: Raw -2847668.448452 + Penalty 4915.368032 = -2842753.080419 nChanged 19 SP:Iteration 79Q (6939.280000 sec): 3 clusters Score: Raw -2847672.696936 + Penalty 4915.368032 = -2842757.328903 nChanged 23 SP:Iteration 80F (6939.520000 sec): 3 clusters Score: Raw -2847678.444498 + Penalty 4915.368032 = -2842763.076466 nChanged 30 SP:Iteration 81Q (6939.780000 sec): 3 clusters Score: Raw -2847685.974492 + Penalty 4915.368032 = -2842770.606460 nChanged 34 SP:Iteration 82Q (6940.100000 sec): 3 clusters Score: Raw -2847694.173372 + Penalty 4915.368032 = -2842778.805339 nChanged 34 SP:Iteration 83Q (6940.320000 sec): 3 clusters Score: Raw -2847704.917159 + Penalty 4915.368032 = -2842789.549127 nChanged 32 SP:Iteration 84Q (6940.620000 sec): 3 clusters Score: Raw -2847713.830708 + Penalty 4915.368032 = -2842798.462675 nChanged 38 SP:Iteration 85Q (6940.920000 sec): 3 clusters Score: Raw -2847722.344733 + Penalty 4915.368032 = -2842806.976701 nChanged 35 SP:Iteration 86Q (6941.220000 sec): 3 clusters Score: Raw -2847730.735787 + Penalty 4915.368032 = -2842815.367754 nChanged 38 SP:Iteration 87Q (6941.520000 sec): 3 clusters Score: Raw -2847740.548746 + Penalty 4915.368032 = -2842825.180713 nChanged 28 SP:Iteration 88Q (6941.800000 sec): 3 clusters Score: Raw -2847747.129776 + Penalty 4915.368032 = -2842831.761743 nChanged 25 SP:Iteration 89Q (6942.110000 sec): 3 clusters Score: Raw -2847755.275469 + Penalty 4915.368032 = -2842839.907436 nChanged 27 SP:Iteration 90Q (6942.420000 sec): 3 clusters Score: Raw -2847760.690404 + Penalty 4915.368032 = -2842845.322371 nChanged 19 SP:Iteration 91Q (6942.680000 sec): 3 clusters Score: Raw -2847764.316898 + Penalty 4915.368032 = -2842848.948866 nChanged 18 SP:Iteration 92Q (6942.960000 sec): 3 clusters Score: Raw -2847768.318531 + Penalty 4915.368032 = -2842852.950499 nChanged 30 SP:Iteration 93Q (6943.240000 sec): 3 clusters Score: Raw -2847775.754741 + Penalty 4915.368032 = -2842860.386708 nChanged 29 SP:Iteration 94Q (6943.560000 sec): 3 clusters Score: Raw -2847782.019456 + Penalty 4915.368032 = -2842866.651423 nChanged 29 SP:Iteration 95Q (6943.820000 sec): 3 clusters Score: Raw -2847788.145244 + Penalty 4915.368032 = -2842872.777212 nChanged 23 SP:Iteration 96Q (6944.120000 sec): 3 clusters Score: Raw -2847794.284600 + Penalty 4915.368032 = -2842878.916567 nChanged 25 SP:Iteration 97Q (6944.390000 sec): 3 clusters Score: Raw -2847800.839979 + Penalty 4915.368032 = -2842885.471947 nChanged 20 SP:Iteration 98Q (6944.690000 sec): 3 clusters Score: Raw -2847805.455133 + Penalty 4915.368032 = -2842890.087101 nChanged 22 SP:Iteration 99Q (6945.000000 sec): 3 clusters Score: Raw -2847810.113727 + Penalty 4915.368032 = -2842894.745695 nChanged 22 SP:Iteration 100F (6945.300000 sec): 3 clusters Score: Raw -2847815.314366 + Penalty 4915.368032 = -2842899.946334 nChanged 24 SP:Iteration 101Q (6945.590000 sec): 3 clusters Score: Raw -2847822.308133 + Penalty 4915.368032 = -2842906.940101 nChanged 29 SP:Iteration 102Q (6945.880000 sec): 3 clusters Score: Raw -2847828.761856 + Penalty 4915.368032 = -2842913.393823 nChanged 23 SP:Iteration 103Q (6946.120000 sec): 3 clusters Score: Raw -2847833.849117 + Penalty 4915.368032 = -2842918.481084 nChanged 21 SP:Iteration 104Q (6946.390000 sec): 3 clusters Score: Raw -2847839.171128 + Penalty 4915.368032 = -2842923.803096 nChanged 21 SP:Iteration 105Q (6946.680000 sec): 3 clusters Score: Raw -2847845.429456 + Penalty 4915.368032 = -2842930.061424 nChanged 19 SP:Iteration 106Q (6947.000000 sec): 3 clusters Score: Raw -2847849.992725 + Penalty 4915.368032 = -2842934.624692 nChanged 16 SP:Iteration 107Q (6947.250000 sec): 3 clusters Score: Raw -2847853.836719 + Penalty 4915.368032 = -2842938.468687 nChanged 17 SP:Iteration 108Q (6947.540000 sec): 3 clusters Score: Raw -2847858.031323 + Penalty 4915.368032 = -2842942.663291 nChanged 16 SP:Iteration 109Q (6947.830000 sec): 3 clusters Score: Raw -2847863.663815 + Penalty 4915.368032 = -2842948.295783 nChanged 20 SP:Iteration 110Q (6948.100000 sec): 3 clusters Score: Raw -2847869.371085 + Penalty 4915.368032 = -2842954.003052 nChanged 18 SP:Iteration 111Q (6948.430000 sec): 3 clusters Score: Raw -2847874.267201 + Penalty 4915.368032 = -2842958.899168 nChanged 17 SP:Iteration 112Q (6948.770000 sec): 3 clusters Score: Raw -2847878.129524 + Penalty 4915.368032 = -2842962.761492 nChanged 10 SP:Iteration 113Q (6949.080000 sec): 3 clusters Score: Raw -2847880.242053 + Penalty 4915.368032 = -2842964.874021 nChanged 10 SP:Iteration 114Q (6949.360000 sec): 3 clusters Score: Raw -2847882.358220 + Penalty 4915.368032 = -2842966.990187 nChanged 11 SP:Iteration 115Q (6949.710000 sec): 3 clusters Score: Raw -2847885.978964 + Penalty 4915.368032 = -2842970.610932 nChanged 17 SP:Iteration 116Q (6950.010000 sec): 3 clusters Score: Raw -2847891.182061 + Penalty 4915.368032 = -2842975.814029 nChanged 20 SP:Iteration 117Q (6950.370000 sec): 3 clusters Score: Raw -2847896.116692 + Penalty 4915.368032 = -2842980.748660 nChanged 21 SP:Iteration 118Q (6950.680000 sec): 3 clusters Score: Raw -2847901.342388 + Penalty 4915.368032 = -2842985.974355 nChanged 19 SP:Iteration 119Q (6950.960000 sec): 3 clusters Score: Raw -2847905.708833 + Penalty 4915.368032 = -2842990.340800 nChanged 19 SP:Iteration 120F (6951.260000 sec): 3 clusters Score: Raw -2847910.973548 + Penalty 4915.368032 = -2842995.605515 nChanged 19 SP:Iteration 121Q (6951.560000 sec): 3 clusters Score: Raw -2847916.694010 + Penalty 4915.368032 = -2843001.325977 nChanged 22 SP:Iteration 122Q (6951.840000 sec): 3 clusters Score: Raw -2847922.390434 + Penalty 4915.368032 = -2843007.022401 nChanged 19 SP:Iteration 123Q (6952.080000 sec): 3 clusters Score: Raw -2847928.201248 + Penalty 4915.368032 = -2843012.833215 nChanged 25 SP:Iteration 124Q (6952.370000 sec): 3 clusters Score: Raw -2847936.047984 + Penalty 4915.368032 = -2843020.679951 nChanged 21 SP:Iteration 125Q (6952.630000 sec): 3 clusters Score: Raw -2847942.575597 + Penalty 4915.368032 = -2843027.207564 nChanged 15 SP:Iteration 126Q (6952.940000 sec): 3 clusters Score: Raw -2847946.711889 + Penalty 4915.368032 = -2843031.343856 nChanged 12 SP:Iteration 127Q (6953.240000 sec): 3 clusters Score: Raw -2847950.174706 + Penalty 4915.368032 = -2843034.806674 nChanged 11 SP:Iteration 128Q (6953.500000 sec): 3 clusters Score: Raw -2847953.437302 + Penalty 4915.368032 = -2843038.069269 nChanged 12 SP:Iteration 129Q (6953.810000 sec): 3 clusters Score: Raw -2847956.710412 + Penalty 4915.368032 = -2843041.342380 nChanged 13 SP:Iteration 130Q (6954.120000 sec): 3 clusters Score: Raw -2847959.603458 + Penalty 4915.368032 = -2843044.235426 nChanged 9 SP:Iteration 131Q (6954.400000 sec): 3 clusters Score: Raw -2847962.411705 + Penalty 4915.368032 = -2843047.043672 nChanged 9 SP:Iteration 132Q (6954.670000 sec): 3 clusters Score: Raw -2847964.074608 + Penalty 4915.368032 = -2843048.706576 nChanged 8 SP:Iteration 133Q (6954.990000 sec): 3 clusters Score: Raw -2847965.384160 + Penalty 4915.368032 = -2843050.016127 nChanged 3 SP:Iteration 134Q (6955.270000 sec): 3 clusters Score: Raw -2847966.018153 + Penalty 4915.368032 = -2843050.650121 nChanged 3 SP:Iteration 135Q (6955.590000 sec): 3 clusters Score: Raw -2847967.520789 + Penalty 4915.368032 = -2843052.152756 nChanged 3 SP:Iteration 136Q (6955.910000 sec): 3 clusters Score: Raw -2847968.573779 + Penalty 4915.368032 = -2843053.205747 nChanged 7 SP:Iteration 137Q (6956.220000 sec): 3 clusters Score: Raw -2847970.295892 + Penalty 4915.368032 = -2843054.927860 nChanged 8 SP:Iteration 138Q (6956.530000 sec): 3 clusters Score: Raw -2847972.371631 + Penalty 4915.368032 = -2843057.003598 nChanged 6 SP:Iteration 139Q (6956.840000 sec): 3 clusters Score: Raw -2847973.955411 + Penalty 4915.368032 = -2843058.587379 nChanged 9 SP:Iteration 140F (6957.140000 sec): 3 clusters Score: Raw -2847976.161838 + Penalty 4915.368032 = -2843060.793806 nChanged 3 SP:Iteration 141Q (6957.410000 sec): 3 clusters Score: Raw -2847976.888513 + Penalty 4915.368032 = -2843061.520481 nChanged 3 SP:Iteration 142Q (6957.740000 sec): 3 clusters Score: Raw -2847977.575289 + Penalty 4915.368032 = -2843062.207257 nChanged 0 SP:Iteration 143F (6958.000000 sec): 3 clusters Score: Raw -2847977.575289 + Penalty 4915.368032 = -2843062.207257 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 11 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6958.150000 sec): 2 clusters Score: Raw -35030.500630 + Penalty 1388.408646 = -33642.091984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6958.360000 sec): 3 clusters Score: Raw -35236.871013 + Penalty 2776.817292 = -32460.053722 nChanged 41 SP:Iteration 1F (6958.520000 sec): 3 clusters Score: Raw -35382.173969 + Penalty 2776.817292 = -32605.356678 nChanged 5 SP:Iteration 2Q (6958.720000 sec): 3 clusters Score: Raw -35399.940630 + Penalty 2776.817292 = -32623.123338 nChanged 2 SP:Iteration 3Q (6958.870000 sec): 3 clusters Score: Raw -35405.506882 + Penalty 2776.817292 = -32628.689590 nChanged 2 SP:Iteration 4Q (6959.100000 sec): 3 clusters Score: Raw -35411.675180 + Penalty 2776.817292 = -32634.857888 nChanged 2 SP:Iteration 5Q (6959.310000 sec): 3 clusters Score: Raw -35427.639233 + Penalty 2776.817292 = -32650.821941 nChanged 2 SP:Iteration 6Q (6959.510000 sec): 3 clusters Score: Raw -35437.450850 + Penalty 2776.817292 = -32660.633558 nChanged 2 SP:Iteration 7Q (6959.690000 sec): 3 clusters Score: Raw -35444.665487 + Penalty 2776.817292 = -32667.848195 nChanged 1 SP:Iteration 8Q (6959.900000 sec): 3 clusters Score: Raw -35447.878169 + Penalty 2776.817292 = -32671.060878 nChanged 1 SP:Iteration 9Q (6960.090000 sec): 3 clusters Score: Raw -35450.763343 + Penalty 2776.817292 = -32673.946051 nChanged 2 SP:Iteration 10Q (6960.260000 sec): 3 clusters Score: Raw -35455.179132 + Penalty 2776.817292 = -32678.361840 nChanged 1 SP:Iteration 11Q (6960.460000 sec): 3 clusters Score: Raw -35460.092369 + Penalty 2776.817292 = -32683.275077 nChanged 2 SP:Iteration 12Q (6960.650000 sec): 3 clusters Score: Raw -35477.409995 + Penalty 2776.817292 = -32700.592704 nChanged 2 SP:Iteration 13Q (6960.860000 sec): 3 clusters Score: Raw -35487.575212 + Penalty 2776.817292 = -32710.757920 nChanged 2 SP:Iteration 14Q (6961.010000 sec): 3 clusters Score: Raw -35493.650788 + Penalty 2776.817292 = -32716.833497 nChanged 0 SP:Iteration 15F (6961.160000 sec): 3 clusters Score: Raw -35493.650788 + Penalty 2776.817292 = -32716.833497 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 12 (122579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6961.890000 sec): 2 clusters Score: Raw -17943003.731507 + Penalty 2905.694728 = -17940098.036779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6962.760000 sec): 3 clusters Score: Raw -17863640.042566 + Penalty 5811.389456 = -17857828.653110 nChanged 58426 SP:Iteration 1F (6963.720000 sec): 3 clusters Score: Raw -17898060.434439 + Penalty 5811.389456 = -17892249.044983 nChanged 5153 SP:Iteration 2Q (6964.670000 sec): 3 clusters Score: Raw -17899979.579666 + Penalty 5811.389456 = -17894168.190211 nChanged 6375 SP:Iteration 3F (6965.530000 sec): 3 clusters Score: Raw -17903144.916317 + Penalty 5811.389456 = -17897333.526862 nChanged 8125 SP:Iteration 4F (6966.430000 sec): 3 clusters Score: Raw -17908166.687983 + Penalty 5811.389456 = -17902355.298527 nChanged 9137 SP:Iteration 5F (6967.270000 sec): 3 clusters Score: Raw -17914509.220660 + Penalty 5811.389456 = -17908697.831204 nChanged 9038 SP:Iteration 6F (6968.070000 sec): 3 clusters Score: Raw -17921117.968949 + Penalty 5811.389456 = -17915306.579493 nChanged 8062 SP:Iteration 7F (6968.890000 sec): 3 clusters Score: Raw -17927290.166522 + Penalty 5811.389456 = -17921478.777067 nChanged 6653 SP:Iteration 8F (6969.840000 sec): 3 clusters Score: Raw -17932571.551892 + Penalty 5811.389456 = -17926760.162436 nChanged 5080 SP:Iteration 9Q (6970.780000 sec): 3 clusters Score: Raw -17936826.136820 + Penalty 5811.389456 = -17931014.747364 nChanged 3586 SP:Iteration 10Q (6971.730000 sec): 3 clusters Score: Raw -17939936.490957 + Penalty 5811.389456 = -17934125.101501 nChanged 2148 SP:Iteration 11Q (6972.640000 sec): 3 clusters Score: Raw -17941799.579690 + Penalty 5811.389456 = -17935988.190234 nChanged 1091 SP:Iteration 12Q (6973.470000 sec): 3 clusters Score: Raw -17942709.524363 + Penalty 5811.389456 = -17936898.134908 nChanged 472 SP:Iteration 13Q (6974.250000 sec): 3 clusters Score: Raw -17943062.273468 + Penalty 5811.389456 = -17937250.884012 nChanged 224 SP:Iteration 14Q (6975.030000 sec): 3 clusters Score: Raw -17943229.825956 + Penalty 5811.389456 = -17937418.436500 nChanged 114 SP:Iteration 15Q (6975.750000 sec): 3 clusters Score: Raw -17943323.194294 + Penalty 5811.389456 = -17937511.804839 nChanged 75 SP:Iteration 16Q (6976.470000 sec): 3 clusters Score: Raw -17943382.728872 + Penalty 5811.389456 = -17937571.339416 nChanged 37 SP:Iteration 17Q (6977.150000 sec): 3 clusters Score: Raw -17943410.103561 + Penalty 5811.389456 = -17937598.714105 nChanged 30 SP:Iteration 18Q (6977.830000 sec): 3 clusters Score: Raw -17943434.346779 + Penalty 5811.389456 = -17937622.957323 nChanged 20 SP:Iteration 19Q (6978.590000 sec): 3 clusters Score: Raw -17943448.857939 + Penalty 5811.389456 = -17937637.468483 nChanged 12 SP:Iteration 20F (6979.490000 sec): 3 clusters Score: Raw -17943455.273563 + Penalty 5811.389456 = -17937643.884107 nChanged 14 SP:Iteration 21Q (6980.220000 sec): 3 clusters Score: Raw -17943464.305746 + Penalty 5811.389456 = -17937652.916291 nChanged 4 SP:Iteration 22Q (6980.990000 sec): 3 clusters Score: Raw -17943467.166730 + Penalty 5811.389456 = -17937655.777274 nChanged 6 SP:Iteration 23Q (6981.760000 sec): 3 clusters Score: Raw -17943470.575622 + Penalty 5811.389456 = -17937659.186166 nChanged 5 SP:Iteration 24Q (6982.500000 sec): 3 clusters Score: Raw -17943474.377053 + Penalty 5811.389456 = -17937662.987597 nChanged 7 SP:Iteration 25Q (6983.330000 sec): 3 clusters Score: Raw -17943480.568938 + Penalty 5811.389456 = -17937669.179482 nChanged 7 SP:Iteration 26Q (6984.050000 sec): 3 clusters Score: Raw -17943486.821848 + Penalty 5811.389456 = -17937675.432393 nChanged 3 SP:Iteration 27Q (6984.740000 sec): 3 clusters Score: Raw -17943488.217573 + Penalty 5811.389456 = -17937676.828117 nChanged 4 SP:Iteration 28Q (6985.480000 sec): 3 clusters Score: Raw -17943491.663988 + Penalty 5811.389456 = -17937680.274532 nChanged 6 SP:Iteration 29Q (6986.230000 sec): 3 clusters Score: Raw -17943497.577754 + Penalty 5811.389456 = -17937686.188299 nChanged 2 SP:Iteration 30Q (6986.980000 sec): 3 clusters Score: Raw -17943499.212139 + Penalty 5811.389456 = -17937687.822684 nChanged 1 SP:Iteration 31Q (6987.740000 sec): 3 clusters Score: Raw -17943499.652611 + Penalty 5811.389456 = -17937688.263156 nChanged 2 SP:Iteration 32Q (6988.530000 sec): 3 clusters Score: Raw -17943501.046940 + Penalty 5811.389456 = -17937689.657484 nChanged 3 SP:Iteration 33Q (6989.270000 sec): 3 clusters Score: Raw -17943503.534579 + Penalty 5811.389456 = -17937692.145123 nChanged 5 SP:Iteration 34Q (6990.000000 sec): 3 clusters Score: Raw -17943507.743215 + Penalty 5811.389456 = -17937696.353759 nChanged 1 SP:Iteration 35Q (6990.760000 sec): 3 clusters Score: Raw -17943508.421540 + Penalty 5811.389456 = -17937697.032084 nChanged 2 SP:Iteration 36Q (6991.580000 sec): 3 clusters Score: Raw -17943509.946886 + Penalty 5811.389456 = -17937698.557430 nChanged 4 SP:Iteration 37Q (6992.460000 sec): 3 clusters Score: Raw -17943513.523012 + Penalty 5811.389456 = -17937702.133556 nChanged 6 SP:Iteration 38Q (6993.280000 sec): 3 clusters Score: Raw -17943518.186031 + Penalty 5811.389456 = -17937706.796575 nChanged 5 SP:Iteration 39Q (6994.070000 sec): 3 clusters Score: Raw -17943522.334054 + Penalty 5811.389456 = -17937710.944599 nChanged 4 SP:Iteration 40F (6994.950000 sec): 3 clusters Score: Raw -17943524.718926 + Penalty 5811.389456 = -17937713.329470 nChanged 3 SP:Iteration 41Q (6995.770000 sec): 3 clusters Score: Raw -17943526.185781 + Penalty 5811.389456 = -17937714.796325 nChanged 0 SP:Iteration 42F (6996.730000 sec): 3 clusters Score: Raw -17943526.185781 + Penalty 5811.389456 = -17937714.796325 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 13 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6996.870000 sec): 2 clusters Score: Raw -64737.016563 + Penalty 1586.024876 = -63150.991686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6997.070000 sec): 3 clusters Score: Raw -65370.279423 + Penalty 3172.049753 = -62198.229670 nChanged 205 SP:Iteration 1F (6997.290000 sec): 3 clusters Score: Raw -67070.850482 + Penalty 3172.049753 = -63898.800729 nChanged 101 SP:Iteration 2F (6997.440000 sec): 3 clusters Score: Raw -68255.551614 + Penalty 3172.049753 = -65083.501862 nChanged 28 SP:Iteration 3Q (6997.670000 sec): 3 clusters Score: Raw -69087.086912 + Penalty 3172.049753 = -65915.037160 nChanged 28 SP:Iteration 4Q (6997.810000 sec): 3 clusters Score: Raw -69802.237233 + Penalty 3172.049753 = -66630.187480 nChanged 25 SP:Iteration 5Q (6997.980000 sec): 3 clusters Score: Raw -70383.628138 + Penalty 3172.049753 = -67211.578386 nChanged 12 SP:Iteration 6Q (6998.190000 sec): 3 clusters Score: Raw -70689.461417 + Penalty 3172.049753 = -67517.411664 nChanged 2 SP:Iteration 7Q (6998.320000 sec): 3 clusters Score: Raw -70745.213098 + Penalty 3172.049753 = -67573.163345 nChanged 1 SP:Iteration 8Q (6998.520000 sec): 3 clusters Score: Raw -70751.070229 + Penalty 3172.049753 = -67579.020477 nChanged 0 SP:Iteration 9F (6998.680000 sec): 3 clusters Score: Raw -70798.531183 + Penalty 3172.049753 = -67626.481430 nChanged 1 SP:Iteration 10Q (6998.830000 sec): 3 clusters Score: Raw -71011.466342 + Penalty 3172.049753 = -67839.416589 nChanged 0 SP:Iteration 11F (6999.030000 sec): 3 clusters Score: Raw -71011.466342 + Penalty 3172.049753 = -67839.416589 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 14 (28696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6999.300000 sec): 2 clusters Score: Raw -4247822.383194 + Penalty 2545.599229 = -4245276.783965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6999.680000 sec): 3 clusters Score: Raw -4230641.770172 + Penalty 5091.198458 = -4225550.571715 nChanged 12903 SP:Iteration 1F (7000.020000 sec): 3 clusters Score: Raw -4237605.508572 + Penalty 5091.198458 = -4232514.310114 nChanged 1399 SP:Iteration 2Q (7000.410000 sec): 3 clusters Score: Raw -4238136.364620 + Penalty 5091.198458 = -4233045.166162 nChanged 1303 SP:Iteration 3Q (7000.770000 sec): 3 clusters Score: Raw -4238700.601522 + Penalty 5091.198458 = -4233609.403064 nChanged 1383 SP:Iteration 4Q (7001.130000 sec): 3 clusters Score: Raw -4239409.820377 + Penalty 5091.198458 = -4234318.621919 nChanged 1554 SP:Iteration 5F (7001.440000 sec): 3 clusters Score: Raw -4240356.623211 + Penalty 5091.198458 = -4235265.424753 nChanged 1712 SP:Iteration 6F (7001.790000 sec): 3 clusters Score: Raw -4241570.310223 + Penalty 5091.198458 = -4236479.111766 nChanged 1874 SP:Iteration 7F (7002.140000 sec): 3 clusters Score: Raw -4243064.768012 + Penalty 5091.198458 = -4237973.569554 nChanged 1853 SP:Iteration 8F (7002.510000 sec): 3 clusters Score: Raw -4244680.043211 + Penalty 5091.198458 = -4239588.844753 nChanged 1553 SP:Iteration 9F (7002.850000 sec): 3 clusters Score: Raw -4246031.479505 + Penalty 5091.198458 = -4240940.281047 nChanged 1035 SP:Iteration 10Q (7003.260000 sec): 3 clusters Score: Raw -4246915.602205 + Penalty 5091.198458 = -4241824.403748 nChanged 608 SP:Iteration 11Q (7003.620000 sec): 3 clusters Score: Raw -4247436.916984 + Penalty 5091.198458 = -4242345.718527 nChanged 324 SP:Iteration 12Q (7003.940000 sec): 3 clusters Score: Raw -4247748.479486 + Penalty 5091.198458 = -4242657.281029 nChanged 171 SP:Iteration 13Q (7004.260000 sec): 3 clusters Score: Raw -4247907.154598 + Penalty 5091.198458 = -4242815.956141 nChanged 88 SP:Iteration 14Q (7004.570000 sec): 3 clusters Score: Raw -4248002.989043 + Penalty 5091.198458 = -4242911.790586 nChanged 56 SP:Iteration 15Q (7004.950000 sec): 3 clusters Score: Raw -4248051.568240 + Penalty 5091.198458 = -4242960.369783 nChanged 29 SP:Iteration 16Q (7005.230000 sec): 3 clusters Score: Raw -4248079.436321 + Penalty 5091.198458 = -4242988.237863 nChanged 15 SP:Iteration 17Q (7005.580000 sec): 3 clusters Score: Raw -4248098.410187 + Penalty 5091.198458 = -4243007.211730 nChanged 14 SP:Iteration 18Q (7005.940000 sec): 3 clusters Score: Raw -4248115.620208 + Penalty 5091.198458 = -4243024.421751 nChanged 12 SP:Iteration 19Q (7006.250000 sec): 3 clusters Score: Raw -4248130.475495 + Penalty 5091.198458 = -4243039.277038 nChanged 5 SP:Iteration 20F (7006.600000 sec): 3 clusters Score: Raw -4248136.126057 + Penalty 5091.198458 = -4243044.927599 nChanged 6 SP:Iteration 21Q (7006.920000 sec): 3 clusters Score: Raw -4248141.607723 + Penalty 5091.198458 = -4243050.409265 nChanged 3 SP:Iteration 22Q (7007.230000 sec): 3 clusters Score: Raw -4248144.429735 + Penalty 5091.198458 = -4243053.231277 nChanged 1 SP:Iteration 23Q (7007.500000 sec): 3 clusters Score: Raw -4248144.888270 + Penalty 5091.198458 = -4243053.689812 nChanged 1 SP:Iteration 24Q (7007.810000 sec): 3 clusters Score: Raw -4248145.204316 + Penalty 5091.198458 = -4243054.005858 nChanged 0 SP:Iteration 25F (7008.130000 sec): 3 clusters Score: Raw -4248145.204316 + Penalty 5091.198458 = -4243054.005858 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 15 (53776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7008.490000 sec): 2 clusters Score: Raw -7883130.422273 + Penalty 2701.360472 = -7880429.061801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7008.990000 sec): 3 clusters Score: Raw -7849501.347334 + Penalty 5402.720945 = -7844098.626390 nChanged 24940 SP:Iteration 1F (7009.460000 sec): 3 clusters Score: Raw -7863436.968035 + Penalty 5402.720945 = -7858034.247090 nChanged 2212 SP:Iteration 2Q (7009.950000 sec): 3 clusters Score: Raw -7864159.236211 + Penalty 5402.720945 = -7858756.515266 nChanged 2284 SP:Iteration 3Q (7010.430000 sec): 3 clusters Score: Raw -7864935.975037 + Penalty 5402.720945 = -7859533.254093 nChanged 2345 SP:Iteration 4Q (7010.910000 sec): 3 clusters Score: Raw -7865842.928837 + Penalty 5402.720945 = -7860440.207893 nChanged 2499 SP:Iteration 5Q (7011.430000 sec): 3 clusters Score: Raw -7866976.889609 + Penalty 5402.720945 = -7861574.168664 nChanged 2679 SP:Iteration 6Q (7011.970000 sec): 3 clusters Score: Raw -7868392.016180 + Penalty 5402.720945 = -7862989.295236 nChanged 2841 SP:Iteration 7F (7012.430000 sec): 3 clusters Score: Raw -7870058.339085 + Penalty 5402.720945 = -7864655.618140 nChanged 2874 SP:Iteration 8F (7012.950000 sec): 3 clusters Score: Raw -7871837.018911 + Penalty 5402.720945 = -7866434.297967 nChanged 2742 SP:Iteration 9F (7013.460000 sec): 3 clusters Score: Raw -7873355.849866 + Penalty 5402.720945 = -7867953.128921 nChanged 2214 SP:Iteration 10Q (7013.970000 sec): 3 clusters Score: Raw -7874305.795193 + Penalty 5402.720945 = -7868903.074248 nChanged 1584 SP:Iteration 11Q (7014.480000 sec): 3 clusters Score: Raw -7874769.247416 + Penalty 5402.720945 = -7869366.526472 nChanged 1029 SP:Iteration 12Q (7015.030000 sec): 3 clusters Score: Raw -7874977.687087 + Penalty 5402.720945 = -7869574.966142 nChanged 692 SP:Iteration 13Q (7015.550000 sec): 3 clusters Score: Raw -7875094.762692 + Penalty 5402.720945 = -7869692.041747 nChanged 491 SP:Iteration 14Q (7016.120000 sec): 3 clusters Score: Raw -7875160.719856 + Penalty 5402.720945 = -7869757.998911 nChanged 348 SP:Iteration 15Q (7016.650000 sec): 3 clusters Score: Raw -7875196.799389 + Penalty 5402.720945 = -7869794.078444 nChanged 291 SP:Iteration 16Q (7017.130000 sec): 3 clusters Score: Raw -7875229.312777 + Penalty 5402.720945 = -7869826.591833 nChanged 297 SP:Iteration 17Q (7017.630000 sec): 3 clusters Score: Raw -7875265.889378 + Penalty 5402.720945 = -7869863.168433 nChanged 312 SP:Iteration 18Q (7018.070000 sec): 3 clusters Score: Raw -7875303.887312 + Penalty 5402.720945 = -7869901.166367 nChanged 299 SP:Iteration 19Q (7018.620000 sec): 3 clusters Score: Raw -7875338.412525 + Penalty 5402.720945 = -7869935.691580 nChanged 279 SP:Iteration 20F (7019.130000 sec): 3 clusters Score: Raw -7875370.023500 + Penalty 5402.720945 = -7869967.302555 nChanged 297 SP:Iteration 21Q (7019.670000 sec): 3 clusters Score: Raw -7875407.369998 + Penalty 5402.720945 = -7870004.649053 nChanged 304 SP:Iteration 22Q (7020.170000 sec): 3 clusters Score: Raw -7875445.508447 + Penalty 5402.720945 = -7870042.787502 nChanged 316 SP:Iteration 23Q (7020.710000 sec): 3 clusters Score: Raw -7875486.675217 + Penalty 5402.720945 = -7870083.954272 nChanged 310 SP:Iteration 24Q (7021.250000 sec): 3 clusters Score: Raw -7875524.563794 + Penalty 5402.720945 = -7870121.842850 nChanged 286 SP:Iteration 25Q (7021.770000 sec): 3 clusters Score: Raw -7875560.875387 + Penalty 5402.720945 = -7870158.154443 nChanged 307 SP:Iteration 26Q (7022.270000 sec): 3 clusters Score: Raw -7875598.729737 + Penalty 5402.720945 = -7870196.008792 nChanged 296 SP:Iteration 27Q (7022.770000 sec): 3 clusters Score: Raw -7875633.127580 + Penalty 5402.720945 = -7870230.406635 nChanged 297 SP:Iteration 28Q (7023.250000 sec): 3 clusters Score: Raw -7875670.442546 + Penalty 5402.720945 = -7870267.721602 nChanged 286 SP:Iteration 29Q (7023.750000 sec): 3 clusters Score: Raw -7875709.951036 + Penalty 5402.720945 = -7870307.230091 nChanged 333 SP:Iteration 30Q (7024.250000 sec): 3 clusters Score: Raw -7875754.148575 + Penalty 5402.720945 = -7870351.427631 nChanged 352 SP:Iteration 31Q (7024.730000 sec): 3 clusters Score: Raw -7875801.570521 + Penalty 5402.720945 = -7870398.849576 nChanged 356 SP:Iteration 32Q (7025.220000 sec): 3 clusters Score: Raw -7875847.984245 + Penalty 5402.720945 = -7870445.263300 nChanged 367 SP:Iteration 33Q (7025.750000 sec): 3 clusters Score: Raw -7875898.857935 + Penalty 5402.720945 = -7870496.136990 nChanged 369 SP:Iteration 34Q (7026.280000 sec): 3 clusters Score: Raw -7875953.714944 + Penalty 5402.720945 = -7870550.993999 nChanged 389 SP:Iteration 35Q (7026.800000 sec): 3 clusters Score: Raw -7876013.657017 + Penalty 5402.720945 = -7870610.936072 nChanged 401 SP:Iteration 36Q (7027.300000 sec): 3 clusters Score: Raw -7876076.119348 + Penalty 5402.720945 = -7870673.398403 nChanged 412 SP:Iteration 37Q (7027.810000 sec): 3 clusters Score: Raw -7876139.575619 + Penalty 5402.720945 = -7870736.854674 nChanged 428 SP:Iteration 38Q (7028.320000 sec): 3 clusters Score: Raw -7876206.326937 + Penalty 5402.720945 = -7870803.605992 nChanged 449 SP:Iteration 39Q (7028.850000 sec): 3 clusters Score: Raw -7876282.115981 + Penalty 5402.720945 = -7870879.395036 nChanged 487 SP:Iteration 40F (7029.370000 sec): 3 clusters Score: Raw -7876376.589783 + Penalty 5402.720945 = -7870973.868838 nChanged 529 SP:Iteration 41Q (7029.890000 sec): 3 clusters Score: Raw -7876485.098074 + Penalty 5402.720945 = -7871082.377129 nChanged 553 SP:Iteration 42Q (7030.400000 sec): 3 clusters Score: Raw -7876605.346943 + Penalty 5402.720945 = -7871202.625998 nChanged 596 SP:Iteration 43Q (7030.870000 sec): 3 clusters Score: Raw -7876736.042363 + Penalty 5402.720945 = -7871333.321418 nChanged 613 SP:Iteration 44Q (7031.430000 sec): 3 clusters Score: Raw -7876876.685123 + Penalty 5402.720945 = -7871473.964178 nChanged 661 SP:Iteration 45Q (7032.020000 sec): 3 clusters Score: Raw -7877039.824358 + Penalty 5402.720945 = -7871637.103413 nChanged 682 SP:Iteration 46Q (7032.550000 sec): 3 clusters Score: Raw -7877210.934244 + Penalty 5402.720945 = -7871808.213299 nChanged 695 SP:Iteration 47Q (7033.010000 sec): 3 clusters Score: Raw -7877393.156726 + Penalty 5402.720945 = -7871990.435781 nChanged 702 SP:Iteration 48Q (7033.530000 sec): 3 clusters Score: Raw -7877590.172654 + Penalty 5402.720945 = -7872187.451710 nChanged 751 SP:Iteration 49Q (7034.010000 sec): 3 clusters Score: Raw -7877814.520111 + Penalty 5402.720945 = -7872411.799166 nChanged 751 SP:Iteration 50Q (7034.530000 sec): 3 clusters Score: Raw -7878065.529669 + Penalty 5402.720945 = -7872662.808724 nChanged 770 SP:Iteration 51Q (7035.030000 sec): 3 clusters Score: Raw -7878353.064259 + Penalty 5402.720945 = -7872950.343315 nChanged 828 SP:Iteration 52Q (7035.550000 sec): 3 clusters Score: Raw -7878672.916611 + Penalty 5402.720945 = -7873270.195666 nChanged 874 SP:Iteration 53Q (7036.020000 sec): 3 clusters Score: Raw -7879023.356652 + Penalty 5402.720945 = -7873620.635707 nChanged 896 SP:Iteration 54Q (7036.520000 sec): 3 clusters Score: Raw -7879404.828918 + Penalty 5402.720945 = -7874002.107974 nChanged 882 SP:Iteration 55Q (7037.040000 sec): 3 clusters Score: Raw -7879813.213072 + Penalty 5402.720945 = -7874410.492127 nChanged 899 SP:Iteration 56Q (7037.540000 sec): 3 clusters Score: Raw -7880241.127984 + Penalty 5402.720945 = -7874838.407039 nChanged 857 SP:Iteration 57Q (7038.030000 sec): 3 clusters Score: Raw -7880673.595638 + Penalty 5402.720945 = -7875270.874693 nChanged 811 SP:Iteration 58Q (7038.510000 sec): 3 clusters Score: Raw -7881111.455972 + Penalty 5402.720945 = -7875708.735028 nChanged 710 SP:Iteration 59Q (7038.970000 sec): 3 clusters Score: Raw -7881500.579686 + Penalty 5402.720945 = -7876097.858741 nChanged 609 SP:Iteration 60F (7039.490000 sec): 3 clusters Score: Raw -7881854.539222 + Penalty 5402.720945 = -7876451.818277 nChanged 555 SP:Iteration 61Q (7039.960000 sec): 3 clusters Score: Raw -7882194.693496 + Penalty 5402.720945 = -7876791.972551 nChanged 441 SP:Iteration 62Q (7040.470000 sec): 3 clusters Score: Raw -7882462.991065 + Penalty 5402.720945 = -7877060.270120 nChanged 354 SP:Iteration 63Q (7040.960000 sec): 3 clusters Score: Raw -7882696.447907 + Penalty 5402.720945 = -7877293.726962 nChanged 271 SP:Iteration 64Q (7041.460000 sec): 3 clusters Score: Raw -7882886.141246 + Penalty 5402.720945 = -7877483.420301 nChanged 225 SP:Iteration 65Q (7041.950000 sec): 3 clusters Score: Raw -7883032.818079 + Penalty 5402.720945 = -7877630.097134 nChanged 168 SP:Iteration 66Q (7042.380000 sec): 3 clusters Score: Raw -7883145.941732 + Penalty 5402.720945 = -7877743.220787 nChanged 132 SP:Iteration 67Q (7042.850000 sec): 3 clusters Score: Raw -7883262.371959 + Penalty 5402.720945 = -7877859.651014 nChanged 109 SP:Iteration 68Q (7043.320000 sec): 3 clusters Score: Raw -7883337.323173 + Penalty 5402.720945 = -7877934.602229 nChanged 75 SP:Iteration 69Q (7043.830000 sec): 3 clusters Score: Raw -7883385.434184 + Penalty 5402.720945 = -7877982.713239 nChanged 54 SP:Iteration 70Q (7044.300000 sec): 3 clusters Score: Raw -7883416.530711 + Penalty 5402.720945 = -7878013.809767 nChanged 49 SP:Iteration 71Q (7044.920000 sec): 3 clusters Score: Raw -7883447.968225 + Penalty 5402.720945 = -7878045.247280 nChanged 43 SP:Iteration 72Q (7045.490000 sec): 3 clusters Score: Raw -7883473.539459 + Penalty 5402.720945 = -7878070.818514 nChanged 32 SP:Iteration 73Q (7046.030000 sec): 3 clusters Score: Raw -7883490.128980 + Penalty 5402.720945 = -7878087.408035 nChanged 29 SP:Iteration 74Q (7046.480000 sec): 3 clusters Score: Raw -7883504.066756 + Penalty 5402.720945 = -7878101.345811 nChanged 21 SP:Iteration 75Q (7046.890000 sec): 3 clusters Score: Raw -7883512.907309 + Penalty 5402.720945 = -7878110.186365 nChanged 16 SP:Iteration 76Q (7047.410000 sec): 3 clusters Score: Raw -7883519.977573 + Penalty 5402.720945 = -7878117.256628 nChanged 9 SP:Iteration 77Q (7047.870000 sec): 3 clusters Score: Raw -7883525.815892 + Penalty 5402.720945 = -7878123.094947 nChanged 13 SP:Iteration 78Q (7048.370000 sec): 3 clusters Score: Raw -7883531.652706 + Penalty 5402.720945 = -7878128.931762 nChanged 7 SP:Iteration 79Q (7048.800000 sec): 3 clusters Score: Raw -7883534.028151 + Penalty 5402.720945 = -7878131.307207 nChanged 3 SP:Iteration 80F (7049.340000 sec): 3 clusters Score: Raw -7883534.966445 + Penalty 5402.720945 = -7878132.245500 nChanged 4 SP:Iteration 81Q (7049.840000 sec): 3 clusters Score: Raw -7883536.411802 + Penalty 5402.720945 = -7878133.690857 nChanged 4 SP:Iteration 82Q (7050.320000 sec): 3 clusters Score: Raw -7883537.863885 + Penalty 5402.720945 = -7878135.142940 nChanged 3 SP:Iteration 83Q (7050.740000 sec): 3 clusters Score: Raw -7883539.302017 + Penalty 5402.720945 = -7878136.581072 nChanged 2 SP:Iteration 84Q (7051.170000 sec): 3 clusters Score: Raw -7883540.581646 + Penalty 5402.720945 = -7878137.860701 nChanged 3 SP:Iteration 85Q (7051.610000 sec): 3 clusters Score: Raw -7883542.213410 + Penalty 5402.720945 = -7878139.492465 nChanged 2 SP:Iteration 86Q (7052.100000 sec): 3 clusters Score: Raw -7883543.077194 + Penalty 5402.720945 = -7878140.356249 nChanged 1 SP:Iteration 87Q (7052.560000 sec): 3 clusters Score: Raw -7883543.814133 + Penalty 5402.720945 = -7878141.093189 nChanged 3 SP:Iteration 88Q (7052.990000 sec): 3 clusters Score: Raw -7883545.087698 + Penalty 5402.720945 = -7878142.366753 nChanged 2 SP:Iteration 89Q (7053.380000 sec): 3 clusters Score: Raw -7883545.741107 + Penalty 5402.720945 = -7878143.020162 nChanged 1 SP:Iteration 90Q (7053.780000 sec): 3 clusters Score: Raw -7883546.238551 + Penalty 5402.720945 = -7878143.517606 nChanged 0 SP:Iteration 91F (7054.230000 sec): 3 clusters Score: Raw -7883546.238551 + Penalty 5402.720945 = -7878143.517606 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 16 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7054.340000 sec): 2 clusters Score: Raw -40287.770967 + Penalty 1405.273819 = -38882.497149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7054.530000 sec): 3 clusters Score: Raw -40477.887733 + Penalty 2810.547637 = -37667.340096 nChanged 26 SP:Iteration 1F (7054.720000 sec): 3 clusters Score: Raw -40596.487257 + Penalty 2810.547637 = -37785.939619 nChanged 11 SP:Iteration 2Q (7054.880000 sec): 3 clusters Score: Raw -40624.228320 + Penalty 2810.547637 = -37813.680682 nChanged 7 SP:Iteration 3Q (7055.120000 sec): 3 clusters Score: Raw -40644.029789 + Penalty 2810.547637 = -37833.482152 nChanged 1 SP:Iteration 4Q (7055.280000 sec): 3 clusters Score: Raw -40648.465693 + Penalty 2810.547637 = -37837.918056 nChanged 1 SP:Iteration 5Q (7055.460000 sec): 3 clusters Score: Raw -40653.918801 + Penalty 2810.547637 = -37843.371164 nChanged 2 SP:Iteration 6Q (7055.690000 sec): 3 clusters Score: Raw -40663.831971 + Penalty 2810.547637 = -37853.284333 nChanged 1 SP:Iteration 7Q (7055.900000 sec): 3 clusters Score: Raw -40667.243797 + Penalty 2810.547637 = -37856.696160 nChanged 1 SP:Iteration 8Q (7056.060000 sec): 3 clusters Score: Raw -40669.669901 + Penalty 2810.547637 = -37859.122264 nChanged 0 SP:Iteration 9F (7056.270000 sec): 3 clusters Score: Raw -40669.669901 + Penalty 2810.547637 = -37859.122264 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7056.340000 sec): 2 clusters Score: Raw -24571.523735 + Penalty 1303.858852 = -23267.664883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7056.510000 sec): 3 clusters Score: Raw -24790.158029 + Penalty 2607.717705 = -22182.440325 nChanged 9 SP:Iteration 1Q (7056.700000 sec): 3 clusters Score: Raw -24825.091720 + Penalty 2607.717705 = -22217.374016 nChanged 4 SP:Iteration 2Q (7056.900000 sec): 3 clusters Score: Raw -24851.700463 + Penalty 2607.717705 = -22243.982758 nChanged 3 SP:Iteration 3Q (7057.060000 sec): 3 clusters Score: Raw -24887.847905 + Penalty 2607.717705 = -22280.130201 nChanged 0 SP:Iteration 4F (7057.240000 sec): 3 clusters Score: Raw -24887.847905 + Penalty 2607.717705 = -22280.130201 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 18 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7057.330000 sec): 2 clusters Score: Raw -26273.064489 + Penalty 1310.234525 = -24962.829964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7057.480000 sec): 3 clusters Score: Raw -26446.761633 + Penalty 2620.469049 = -23826.292583 nChanged 11 SP:Iteration 1F (7057.670000 sec): 3 clusters Score: Raw -26510.596366 + Penalty 2620.469049 = -23890.127317 nChanged 5 SP:Iteration 2Q (7057.840000 sec): 3 clusters Score: Raw -26541.104149 + Penalty 2620.469049 = -23920.635100 nChanged 3 SP:Iteration 3Q (7058.070000 sec): 3 clusters Score: Raw -26580.452943 + Penalty 2620.469049 = -23959.983894 nChanged 1 SP:Iteration 4Q (7058.220000 sec): 3 clusters Score: Raw -26611.176432 + Penalty 2620.469049 = -23990.707382 nChanged 3 SP:Iteration 5Q (7058.380000 sec): 3 clusters Score: Raw -26629.453734 + Penalty 2620.469049 = -24008.984684 nChanged 2 SP:Iteration 6Q (7058.600000 sec): 3 clusters Score: Raw -26638.122379 + Penalty 2620.469049 = -24017.653330 nChanged 0 SP:Iteration 7F (7058.770000 sec): 3 clusters Score: Raw -26638.122379 + Penalty 2620.469049 = -24017.653330 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 19 (2450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7058.900000 sec): 2 clusters Score: Raw -342790.370355 + Penalty 1935.353139 = -340855.017216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7059.070000 sec): 3 clusters Score: Raw -341786.059935 + Penalty 3870.706279 = -337915.353657 nChanged 801 SP:Iteration 1F (7059.240000 sec): 3 clusters Score: Raw -342303.728752 + Penalty 3870.706279 = -338433.022473 nChanged 183 SP:Iteration 2F (7059.380000 sec): 3 clusters Score: Raw -342468.167672 + Penalty 3870.706279 = -338597.461394 nChanged 128 SP:Iteration 3F (7059.580000 sec): 3 clusters Score: Raw -342567.215918 + Penalty 3870.706279 = -338696.509639 nChanged 79 SP:Iteration 4Q (7059.820000 sec): 3 clusters Score: Raw -342622.918119 + Penalty 3870.706279 = -338752.211840 nChanged 71 SP:Iteration 5Q (7060.000000 sec): 3 clusters Score: Raw -342682.571419 + Penalty 3870.706279 = -338811.865140 nChanged 57 SP:Iteration 6Q (7060.220000 sec): 3 clusters Score: Raw -342720.609221 + Penalty 3870.706279 = -338849.902943 nChanged 47 SP:Iteration 7Q (7060.480000 sec): 3 clusters Score: Raw -342752.733321 + Penalty 3870.706279 = -338882.027042 nChanged 43 SP:Iteration 8Q (7060.680000 sec): 3 clusters Score: Raw -342782.494047 + Penalty 3870.706279 = -338911.787769 nChanged 42 SP:Iteration 9Q (7060.920000 sec): 3 clusters Score: Raw -342814.575284 + Penalty 3870.706279 = -338943.869006 nChanged 47 SP:Iteration 10Q (7061.130000 sec): 3 clusters Score: Raw -342842.682140 + Penalty 3870.706279 = -338971.975861 nChanged 31 SP:Iteration 11Q (7061.340000 sec): 3 clusters Score: Raw -342858.591846 + Penalty 3870.706279 = -338987.885567 nChanged 30 SP:Iteration 12Q (7061.540000 sec): 3 clusters Score: Raw -342874.819901 + Penalty 3870.706279 = -339004.113623 nChanged 16 SP:Iteration 13Q (7061.730000 sec): 3 clusters Score: Raw -342885.644107 + Penalty 3870.706279 = -339014.937829 nChanged 21 SP:Iteration 14Q (7061.960000 sec): 3 clusters Score: Raw -342896.911404 + Penalty 3870.706279 = -339026.205125 nChanged 19 SP:Iteration 15Q (7062.140000 sec): 3 clusters Score: Raw -342906.347857 + Penalty 3870.706279 = -339035.641579 nChanged 12 SP:Iteration 16Q (7062.340000 sec): 3 clusters Score: Raw -342912.456955 + Penalty 3870.706279 = -339041.750677 nChanged 15 SP:Iteration 17Q (7062.490000 sec): 3 clusters Score: Raw -342923.757037 + Penalty 3870.706279 = -339053.050759 nChanged 18 SP:Iteration 18Q (7062.660000 sec): 3 clusters Score: Raw -342934.383648 + Penalty 3870.706279 = -339063.677369 nChanged 14 SP:Iteration 19Q (7062.880000 sec): 3 clusters Score: Raw -342941.899532 + Penalty 3870.706279 = -339071.193254 nChanged 10 SP:Iteration 20F (7063.060000 sec): 3 clusters Score: Raw -342946.655394 + Penalty 3870.706279 = -339075.949115 nChanged 7 SP:Iteration 21Q (7063.310000 sec): 3 clusters Score: Raw -342949.890552 + Penalty 3870.706279 = -339079.184274 nChanged 7 SP:Iteration 22Q (7063.480000 sec): 3 clusters Score: Raw -342954.244203 + Penalty 3870.706279 = -339083.537925 nChanged 8 SP:Iteration 23Q (7063.690000 sec): 3 clusters Score: Raw -342959.696682 + Penalty 3870.706279 = -339088.990404 nChanged 5 SP:Iteration 24Q (7063.860000 sec): 3 clusters Score: Raw -342962.029333 + Penalty 3870.706279 = -339091.323055 nChanged 3 SP:Iteration 25Q (7064.050000 sec): 3 clusters Score: Raw -342964.310653 + Penalty 3870.706279 = -339093.604374 nChanged 4 SP:Iteration 26Q (7064.210000 sec): 3 clusters Score: Raw -342966.166238 + Penalty 3870.706279 = -339095.459959 nChanged 1 SP:Iteration 27Q (7064.470000 sec): 3 clusters Score: Raw -342966.365555 + Penalty 3870.706279 = -339095.659277 nChanged 0 SP:Iteration 28F (7064.610000 sec): 3 clusters Score: Raw -342966.365555 + Penalty 3870.706279 = -339095.659277 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 20 (8603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7064.760000 sec): 2 clusters Score: Raw -1199714.304664 + Penalty 2246.846832 = -1197467.457831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7065.030000 sec): 3 clusters Score: Raw -1195156.115661 + Penalty 4493.693664 = -1190662.421997 nChanged 3523 SP:Iteration 1F (7065.260000 sec): 3 clusters Score: Raw -1197350.136761 + Penalty 4493.693664 = -1192856.443096 nChanged 722 SP:Iteration 2F (7065.490000 sec): 3 clusters Score: Raw -1197891.412061 + Penalty 4493.693664 = -1193397.718396 nChanged 613 SP:Iteration 3F (7065.680000 sec): 3 clusters Score: Raw -1198368.654773 + Penalty 4493.693664 = -1193874.961108 nChanged 556 SP:Iteration 4F (7065.910000 sec): 3 clusters Score: Raw -1198762.020903 + Penalty 4493.693664 = -1194268.327239 nChanged 474 SP:Iteration 5F (7066.150000 sec): 3 clusters Score: Raw -1199116.858770 + Penalty 4493.693664 = -1194623.165106 nChanged 397 SP:Iteration 6Q (7066.400000 sec): 3 clusters Score: Raw -1199387.137593 + Penalty 4493.693664 = -1194893.443929 nChanged 309 SP:Iteration 7Q (7066.610000 sec): 3 clusters Score: Raw -1199571.422268 + Penalty 4493.693664 = -1195077.728604 nChanged 242 SP:Iteration 8Q (7066.830000 sec): 3 clusters Score: Raw -1199693.660230 + Penalty 4493.693664 = -1195199.966566 nChanged 184 SP:Iteration 9Q (7067.060000 sec): 3 clusters Score: Raw -1199773.512440 + Penalty 4493.693664 = -1195279.818776 nChanged 139 SP:Iteration 10Q (7067.330000 sec): 3 clusters Score: Raw -1199827.443001 + Penalty 4493.693664 = -1195333.749337 nChanged 116 SP:Iteration 11Q (7067.530000 sec): 3 clusters Score: Raw -1199878.783618 + Penalty 4493.693664 = -1195385.089954 nChanged 85 SP:Iteration 12Q (7067.720000 sec): 3 clusters Score: Raw -1199917.010064 + Penalty 4493.693664 = -1195423.316399 nChanged 79 SP:Iteration 13Q (7067.950000 sec): 3 clusters Score: Raw -1199950.138868 + Penalty 4493.693664 = -1195456.445204 nChanged 84 SP:Iteration 14Q (7068.190000 sec): 3 clusters Score: Raw -1199990.497708 + Penalty 4493.693664 = -1195496.804044 nChanged 86 SP:Iteration 15Q (7068.430000 sec): 3 clusters Score: Raw -1200029.967656 + Penalty 4493.693664 = -1195536.273991 nChanged 83 SP:Iteration 16Q (7068.640000 sec): 3 clusters Score: Raw -1200064.203348 + Penalty 4493.693664 = -1195570.509684 nChanged 85 SP:Iteration 17Q (7068.910000 sec): 3 clusters Score: Raw -1200099.241289 + Penalty 4493.693664 = -1195605.547625 nChanged 80 SP:Iteration 18Q (7069.110000 sec): 3 clusters Score: Raw -1200137.818558 + Penalty 4493.693664 = -1195644.124894 nChanged 88 SP:Iteration 19Q (7069.340000 sec): 3 clusters Score: Raw -1200178.133680 + Penalty 4493.693664 = -1195684.440016 nChanged 87 SP:Iteration 20F (7069.540000 sec): 3 clusters Score: Raw -1200222.541809 + Penalty 4493.693664 = -1195728.848145 nChanged 86 SP:Iteration 21Q (7069.750000 sec): 3 clusters Score: Raw -1200261.595585 + Penalty 4493.693664 = -1195767.901921 nChanged 63 SP:Iteration 22Q (7069.970000 sec): 3 clusters Score: Raw -1200287.469797 + Penalty 4493.693664 = -1195793.776133 nChanged 61 SP:Iteration 23Q (7070.230000 sec): 3 clusters Score: Raw -1200318.741370 + Penalty 4493.693664 = -1195825.047706 nChanged 70 SP:Iteration 24Q (7070.470000 sec): 3 clusters Score: Raw -1200354.544716 + Penalty 4493.693664 = -1195860.851051 nChanged 69 SP:Iteration 25Q (7070.690000 sec): 3 clusters Score: Raw -1200389.568589 + Penalty 4493.693664 = -1195895.874925 nChanged 72 SP:Iteration 26Q (7070.910000 sec): 3 clusters Score: Raw -1200419.311278 + Penalty 4493.693664 = -1195925.617614 nChanged 57 SP:Iteration 27Q (7071.130000 sec): 3 clusters Score: Raw -1200442.115350 + Penalty 4493.693664 = -1195948.421686 nChanged 55 SP:Iteration 28Q (7071.330000 sec): 3 clusters Score: Raw -1200468.421310 + Penalty 4493.693664 = -1195974.727646 nChanged 61 SP:Iteration 29Q (7071.610000 sec): 3 clusters Score: Raw -1200496.306210 + Penalty 4493.693664 = -1196002.612545 nChanged 57 SP:Iteration 30Q (7071.800000 sec): 3 clusters Score: Raw -1200519.024561 + Penalty 4493.693664 = -1196025.330896 nChanged 50 SP:Iteration 31Q (7072.030000 sec): 3 clusters Score: Raw -1200539.259695 + Penalty 4493.693664 = -1196045.566031 nChanged 28 SP:Iteration 32Q (7072.290000 sec): 3 clusters Score: Raw -1200550.134670 + Penalty 4493.693664 = -1196056.441005 nChanged 23 SP:Iteration 33Q (7072.530000 sec): 3 clusters Score: Raw -1200561.312859 + Penalty 4493.693664 = -1196067.619195 nChanged 32 SP:Iteration 34Q (7072.770000 sec): 3 clusters Score: Raw -1200573.433801 + Penalty 4493.693664 = -1196079.740137 nChanged 23 SP:Iteration 35Q (7073.050000 sec): 3 clusters Score: Raw -1200581.727197 + Penalty 4493.693664 = -1196088.033532 nChanged 22 SP:Iteration 36Q (7073.250000 sec): 3 clusters Score: Raw -1200587.223551 + Penalty 4493.693664 = -1196093.529886 nChanged 13 SP:Iteration 37Q (7073.500000 sec): 3 clusters Score: Raw -1200590.111452 + Penalty 4493.693664 = -1196096.417788 nChanged 13 SP:Iteration 38Q (7073.710000 sec): 3 clusters Score: Raw -1200592.496409 + Penalty 4493.693664 = -1196098.802745 nChanged 12 SP:Iteration 39Q (7073.950000 sec): 3 clusters Score: Raw -1200595.342238 + Penalty 4493.693664 = -1196101.648574 nChanged 6 SP:Iteration 40F (7074.230000 sec): 3 clusters Score: Raw -1200596.977524 + Penalty 4493.693664 = -1196103.283859 nChanged 5 SP:Iteration 41Q (7074.510000 sec): 3 clusters Score: Raw -1200598.551203 + Penalty 4493.693664 = -1196104.857538 nChanged 7 SP:Iteration 42Q (7074.720000 sec): 3 clusters Score: Raw -1200600.380875 + Penalty 4493.693664 = -1196106.687211 nChanged 6 SP:Iteration 43Q (7074.950000 sec): 3 clusters Score: Raw -1200602.436626 + Penalty 4493.693664 = -1196108.742961 nChanged 6 SP:Iteration 44Q (7075.210000 sec): 3 clusters Score: Raw -1200604.817618 + Penalty 4493.693664 = -1196111.123953 nChanged 11 SP:Iteration 45Q (7075.390000 sec): 3 clusters Score: Raw -1200609.262301 + Penalty 4493.693664 = -1196115.568637 nChanged 10 SP:Iteration 46Q (7075.640000 sec): 3 clusters Score: Raw -1200612.976467 + Penalty 4493.693664 = -1196119.282803 nChanged 9 SP:Iteration 47Q (7075.870000 sec): 3 clusters Score: Raw -1200616.678505 + Penalty 4493.693664 = -1196122.984840 nChanged 11 SP:Iteration 48Q (7076.110000 sec): 3 clusters Score: Raw -1200621.519460 + Penalty 4493.693664 = -1196127.825796 nChanged 10 SP:Iteration 49Q (7076.270000 sec): 3 clusters Score: Raw -1200625.100305 + Penalty 4493.693664 = -1196131.406641 nChanged 13 SP:Iteration 50Q (7076.520000 sec): 3 clusters Score: Raw -1200630.164085 + Penalty 4493.693664 = -1196136.470420 nChanged 11 SP:Iteration 51Q (7076.730000 sec): 3 clusters Score: Raw -1200633.933237 + Penalty 4493.693664 = -1196140.239572 nChanged 7 SP:Iteration 52Q (7076.910000 sec): 3 clusters Score: Raw -1200636.434377 + Penalty 4493.693664 = -1196142.740712 nChanged 4 SP:Iteration 53Q (7077.130000 sec): 3 clusters Score: Raw -1200637.996979 + Penalty 4493.693664 = -1196144.303315 nChanged 5 SP:Iteration 54Q (7077.360000 sec): 3 clusters Score: Raw -1200639.546229 + Penalty 4493.693664 = -1196145.852564 nChanged 1 SP:Iteration 55Q (7077.530000 sec): 3 clusters Score: Raw -1200639.914922 + Penalty 4493.693664 = -1196146.221258 nChanged 1 SP:Iteration 56Q (7077.760000 sec): 3 clusters Score: Raw -1200640.098179 + Penalty 4493.693664 = -1196146.404515 nChanged 1 SP:Iteration 57Q (7077.980000 sec): 3 clusters Score: Raw -1200640.399558 + Penalty 4493.693664 = -1196146.705894 nChanged 0 SP:Iteration 58F (7078.150000 sec): 3 clusters Score: Raw -1200640.399558 + Penalty 4493.693664 = -1196146.705894 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 21 (3396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7078.250000 sec): 2 clusters Score: Raw -475362.592248 + Penalty 2016.327680 = -473346.264568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7078.450000 sec): 3 clusters Score: Raw -473858.443997 + Penalty 4032.655360 = -469825.788637 nChanged 1188 SP:Iteration 1F (7078.620000 sec): 3 clusters Score: Raw -474627.883150 + Penalty 4032.655360 = -470595.227791 nChanged 257 SP:Iteration 2F (7078.800000 sec): 3 clusters Score: Raw -474800.282095 + Penalty 4032.655360 = -470767.626736 nChanged 148 SP:Iteration 3Q (7079.020000 sec): 3 clusters Score: Raw -474885.359487 + Penalty 4032.655360 = -470852.704127 nChanged 105 SP:Iteration 4Q (7079.220000 sec): 3 clusters Score: Raw -474935.810262 + Penalty 4032.655360 = -470903.154902 nChanged 72 SP:Iteration 5Q (7079.430000 sec): 3 clusters Score: Raw -474971.073982 + Penalty 4032.655360 = -470938.418623 nChanged 59 SP:Iteration 6Q (7079.630000 sec): 3 clusters Score: Raw -474999.194766 + Penalty 4032.655360 = -470966.539407 nChanged 40 SP:Iteration 7Q (7079.840000 sec): 3 clusters Score: Raw -475017.109202 + Penalty 4032.655360 = -470984.453843 nChanged 27 SP:Iteration 8Q (7080.050000 sec): 3 clusters Score: Raw -475028.606568 + Penalty 4032.655360 = -470995.951209 nChanged 23 SP:Iteration 9Q (7080.250000 sec): 3 clusters Score: Raw -475038.457168 + Penalty 4032.655360 = -471005.801808 nChanged 30 SP:Iteration 10Q (7080.430000 sec): 3 clusters Score: Raw -475052.314454 + Penalty 4032.655360 = -471019.659095 nChanged 23 SP:Iteration 11Q (7080.620000 sec): 3 clusters Score: Raw -475062.904449 + Penalty 4032.655360 = -471030.249090 nChanged 21 SP:Iteration 12Q (7080.840000 sec): 3 clusters Score: Raw -475071.425110 + Penalty 4032.655360 = -471038.769750 nChanged 19 SP:Iteration 13Q (7081.040000 sec): 3 clusters Score: Raw -475079.644881 + Penalty 4032.655360 = -471046.989521 nChanged 19 SP:Iteration 14Q (7081.270000 sec): 3 clusters Score: Raw -475087.032941 + Penalty 4032.655360 = -471054.377581 nChanged 17 SP:Iteration 15Q (7081.500000 sec): 3 clusters Score: Raw -475092.917266 + Penalty 4032.655360 = -471060.261906 nChanged 16 SP:Iteration 16Q (7081.680000 sec): 3 clusters Score: Raw -475099.709035 + Penalty 4032.655360 = -471067.053676 nChanged 15 SP:Iteration 17Q (7081.940000 sec): 3 clusters Score: Raw -475104.919279 + Penalty 4032.655360 = -471072.263919 nChanged 4 SP:Iteration 18Q (7082.160000 sec): 3 clusters Score: Raw -475106.606760 + Penalty 4032.655360 = -471073.951400 nChanged 9 SP:Iteration 19Q (7082.330000 sec): 3 clusters Score: Raw -475109.268074 + Penalty 4032.655360 = -471076.612714 nChanged 6 SP:Iteration 20F (7082.500000 sec): 3 clusters Score: Raw -475111.393839 + Penalty 4032.655360 = -471078.738479 nChanged 5 SP:Iteration 21Q (7082.700000 sec): 3 clusters Score: Raw -475113.461255 + Penalty 4032.655360 = -471080.805895 nChanged 4 SP:Iteration 22Q (7082.860000 sec): 3 clusters Score: Raw -475114.275911 + Penalty 4032.655360 = -471081.620552 nChanged 0 SP:Iteration 23F (7083.060000 sec): 3 clusters Score: Raw -475114.275911 + Penalty 4032.655360 = -471081.620552 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 22 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7083.100000 sec): 2 clusters Score: Raw -30764.707832 + Penalty 1355.030288 = -29409.677544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7083.240000 sec): 3 clusters Score: Raw -31035.636211 + Penalty 2710.060575 = -28325.575635 nChanged 27 SP:Iteration 1F (7083.430000 sec): 3 clusters Score: Raw -31189.517892 + Penalty 2710.060575 = -28479.457317 nChanged 7 SP:Iteration 2Q (7083.570000 sec): 3 clusters Score: Raw -31242.651705 + Penalty 2710.060575 = -28532.591129 nChanged 3 SP:Iteration 3Q (7083.720000 sec): 3 clusters Score: Raw -31285.496633 + Penalty 2710.060575 = -28575.436058 nChanged 3 SP:Iteration 4Q (7083.900000 sec): 3 clusters Score: Raw -31321.723745 + Penalty 2710.060575 = -28611.663169 nChanged 3 SP:Iteration 5Q (7084.040000 sec): 3 clusters Score: Raw -31338.840186 + Penalty 2710.060575 = -28628.779611 nChanged 2 SP:Iteration 6Q (7084.220000 sec): 3 clusters Score: Raw -31349.498131 + Penalty 2710.060575 = -28639.437556 nChanged 1 SP:Iteration 7Q (7084.360000 sec): 3 clusters Score: Raw -31356.779210 + Penalty 2710.060575 = -28646.718634 nChanged 0 SP:Iteration 8F (7084.500000 sec): 3 clusters Score: Raw -31356.779210 + Penalty 2710.060575 = -28646.718634 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 23 (15914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7084.710000 sec): 2 clusters Score: Raw -2294450.292407 + Penalty 2399.388717 = -2292050.903690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7085.020000 sec): 3 clusters Score: Raw -2285403.827057 + Penalty 4798.777434 = -2280605.049623 nChanged 6840 SP:Iteration 1F (7085.230000 sec): 3 clusters Score: Raw -2289081.869886 + Penalty 4798.777434 = -2284283.092452 nChanged 920 SP:Iteration 2F (7085.500000 sec): 3 clusters Score: Raw -2289450.272049 + Penalty 4798.777434 = -2284651.494615 nChanged 745 SP:Iteration 3Q (7085.850000 sec): 3 clusters Score: Raw -2289735.846581 + Penalty 4798.777434 = -2284937.069147 nChanged 637 SP:Iteration 4Q (7086.080000 sec): 3 clusters Score: Raw -2289982.980210 + Penalty 4798.777434 = -2285184.202776 nChanged 628 SP:Iteration 5Q (7086.370000 sec): 3 clusters Score: Raw -2290250.890584 + Penalty 4798.777434 = -2285452.113150 nChanged 618 SP:Iteration 6Q (7086.640000 sec): 3 clusters Score: Raw -2290549.647908 + Penalty 4798.777434 = -2285750.870474 nChanged 652 SP:Iteration 7Q (7087.000000 sec): 3 clusters Score: Raw -2290890.077365 + Penalty 4798.777434 = -2286091.299931 nChanged 683 SP:Iteration 8Q (7087.260000 sec): 3 clusters Score: Raw -2291286.075101 + Penalty 4798.777434 = -2286487.297667 nChanged 741 SP:Iteration 9Q (7087.570000 sec): 3 clusters Score: Raw -2291755.545167 + Penalty 4798.777434 = -2286956.767733 nChanged 710 SP:Iteration 10Q (7087.800000 sec): 3 clusters Score: Raw -2292218.371004 + Penalty 4798.777434 = -2287419.593570 nChanged 640 SP:Iteration 11Q (7088.110000 sec): 3 clusters Score: Raw -2292629.706205 + Penalty 4798.777434 = -2287830.928771 nChanged 561 SP:Iteration 12Q (7088.370000 sec): 3 clusters Score: Raw -2292962.764233 + Penalty 4798.777434 = -2288163.986799 nChanged 472 SP:Iteration 13Q (7088.680000 sec): 3 clusters Score: Raw -2293186.351423 + Penalty 4798.777434 = -2288387.573989 nChanged 327 SP:Iteration 14Q (7088.900000 sec): 3 clusters Score: Raw -2293320.638464 + Penalty 4798.777434 = -2288521.861030 nChanged 250 SP:Iteration 15Q (7089.290000 sec): 3 clusters Score: Raw -2293409.869105 + Penalty 4798.777434 = -2288611.091671 nChanged 207 SP:Iteration 16Q (7089.540000 sec): 3 clusters Score: Raw -2293473.821292 + Penalty 4798.777434 = -2288675.043858 nChanged 178 SP:Iteration 17Q (7089.830000 sec): 3 clusters Score: Raw -2293526.742546 + Penalty 4798.777434 = -2288727.965112 nChanged 153 SP:Iteration 18Q (7090.140000 sec): 3 clusters Score: Raw -2293567.458848 + Penalty 4798.777434 = -2288768.681414 nChanged 120 SP:Iteration 19Q (7090.480000 sec): 3 clusters Score: Raw -2293600.807869 + Penalty 4798.777434 = -2288802.030435 nChanged 125 SP:Iteration 20F (7090.750000 sec): 3 clusters Score: Raw -2293640.564111 + Penalty 4798.777434 = -2288841.786677 nChanged 129 SP:Iteration 21Q (7091.040000 sec): 3 clusters Score: Raw -2293687.190542 + Penalty 4798.777434 = -2288888.413108 nChanged 128 SP:Iteration 22Q (7091.350000 sec): 3 clusters Score: Raw -2293737.474705 + Penalty 4798.777434 = -2288938.697271 nChanged 157 SP:Iteration 23Q (7091.630000 sec): 3 clusters Score: Raw -2293807.333932 + Penalty 4798.777434 = -2289008.556498 nChanged 161 SP:Iteration 24Q (7091.900000 sec): 3 clusters Score: Raw -2293884.940900 + Penalty 4798.777434 = -2289086.163466 nChanged 179 SP:Iteration 25Q (7092.200000 sec): 3 clusters Score: Raw -2293999.410408 + Penalty 4798.777434 = -2289200.632974 nChanged 215 SP:Iteration 26Q (7092.480000 sec): 3 clusters Score: Raw -2294179.784138 + Penalty 4798.777434 = -2289381.006704 nChanged 236 SP:Iteration 27Q (7092.740000 sec): 3 clusters Score: Raw -2294368.566551 + Penalty 4798.777434 = -2289569.789117 nChanged 223 SP:Iteration 28Q (7093.010000 sec): 3 clusters Score: Raw -2294480.847995 + Penalty 4798.777434 = -2289682.070561 nChanged 175 SP:Iteration 29Q (7093.300000 sec): 3 clusters Score: Raw -2294541.009447 + Penalty 4798.777434 = -2289742.232013 nChanged 129 SP:Iteration 30Q (7093.560000 sec): 3 clusters Score: Raw -2294576.854729 + Penalty 4798.777434 = -2289778.077295 nChanged 95 SP:Iteration 31Q (7093.810000 sec): 3 clusters Score: Raw -2294596.583983 + Penalty 4798.777434 = -2289797.806549 nChanged 51 SP:Iteration 32Q (7094.170000 sec): 3 clusters Score: Raw -2294605.115126 + Penalty 4798.777434 = -2289806.337692 nChanged 30 SP:Iteration 33Q (7094.460000 sec): 3 clusters Score: Raw -2294609.401642 + Penalty 4798.777434 = -2289810.624208 nChanged 26 SP:Iteration 34Q (7094.750000 sec): 3 clusters Score: Raw -2294612.104688 + Penalty 4798.777434 = -2289813.327254 nChanged 18 SP:Iteration 35Q (7095.050000 sec): 3 clusters Score: Raw -2294614.904208 + Penalty 4798.777434 = -2289816.126774 nChanged 13 SP:Iteration 36Q (7095.330000 sec): 3 clusters Score: Raw -2294616.827176 + Penalty 4798.777434 = -2289818.049742 nChanged 14 SP:Iteration 37Q (7095.660000 sec): 3 clusters Score: Raw -2294619.024014 + Penalty 4798.777434 = -2289820.246580 nChanged 14 SP:Iteration 38Q (7095.900000 sec): 3 clusters Score: Raw -2294620.691273 + Penalty 4798.777434 = -2289821.913839 nChanged 10 SP:Iteration 39Q (7096.230000 sec): 3 clusters Score: Raw -2294621.948617 + Penalty 4798.777434 = -2289823.171183 nChanged 9 SP:Iteration 40F (7096.570000 sec): 3 clusters Score: Raw -2294623.291868 + Penalty 4798.777434 = -2289824.514434 nChanged 9 SP:Iteration 41Q (7096.830000 sec): 3 clusters Score: Raw -2294624.476408 + Penalty 4798.777434 = -2289825.698974 nChanged 3 SP:Iteration 42Q (7097.120000 sec): 3 clusters Score: Raw -2294624.733877 + Penalty 4798.777434 = -2289825.956443 nChanged 2 SP:Iteration 43Q (7097.370000 sec): 3 clusters Score: Raw -2294624.979313 + Penalty 4798.777434 = -2289826.201879 nChanged 1 SP:Iteration 44Q (7097.690000 sec): 3 clusters Score: Raw -2294625.003063 + Penalty 4798.777434 = -2289826.225629 nChanged 0 SP:Iteration 45F (7098.050000 sec): 3 clusters Score: Raw -2294625.003063 + Penalty 4798.777434 = -2289826.225629 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 24 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7098.170000 sec): 2 clusters Score: Raw -138947.382515 + Penalty 1701.184496 = -137246.198019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7098.340000 sec): 3 clusters Score: Raw -138742.684293 + Penalty 3402.368992 = -135340.315300 nChanged 222 SP:Iteration 1F (7098.560000 sec): 3 clusters Score: Raw -139011.572691 + Penalty 3402.368992 = -135609.203699 nChanged 75 SP:Iteration 2F (7098.770000 sec): 3 clusters Score: Raw -139104.665701 + Penalty 3402.368992 = -135702.296709 nChanged 28 SP:Iteration 3Q (7098.960000 sec): 3 clusters Score: Raw -139140.545167 + Penalty 3402.368992 = -135738.176175 nChanged 12 SP:Iteration 4Q (7099.170000 sec): 3 clusters Score: Raw -139157.329708 + Penalty 3402.368992 = -135754.960716 nChanged 13 SP:Iteration 5Q (7099.380000 sec): 3 clusters Score: Raw -139168.887248 + Penalty 3402.368992 = -135766.518255 nChanged 6 SP:Iteration 6Q (7099.610000 sec): 3 clusters Score: Raw -139175.207691 + Penalty 3402.368992 = -135772.838699 nChanged 3 SP:Iteration 7Q (7099.790000 sec): 3 clusters Score: Raw -139178.722805 + Penalty 3402.368992 = -135776.353812 nChanged 7 SP:Iteration 8Q (7100.030000 sec): 3 clusters Score: Raw -139185.591062 + Penalty 3402.368992 = -135783.222069 nChanged 3 SP:Iteration 9Q (7100.200000 sec): 3 clusters Score: Raw -139189.149780 + Penalty 3402.368992 = -135786.780788 nChanged 1 SP:Iteration 10Q (7100.440000 sec): 3 clusters Score: Raw -139191.440659 + Penalty 3402.368992 = -135789.071667 nChanged 2 SP:Iteration 11Q (7100.610000 sec): 3 clusters Score: Raw -139193.448442 + Penalty 3402.368992 = -135791.079450 nChanged 1 SP:Iteration 12Q (7100.810000 sec): 3 clusters Score: Raw -139194.794629 + Penalty 3402.368992 = -135792.425636 nChanged 3 SP:Iteration 13Q (7100.970000 sec): 3 clusters Score: Raw -139197.500176 + Penalty 3402.368992 = -135795.131184 nChanged 1 SP:Iteration 14Q (7101.210000 sec): 3 clusters Score: Raw -139199.980482 + Penalty 3402.368992 = -135797.611490 nChanged 4 SP:Iteration 15Q (7101.340000 sec): 3 clusters Score: Raw -139203.541570 + Penalty 3402.368992 = -135801.172577 nChanged 3 SP:Iteration 16Q (7101.480000 sec): 3 clusters Score: Raw -139205.366015 + Penalty 3402.368992 = -135802.997022 nChanged 1 SP:Iteration 17Q (7101.650000 sec): 3 clusters Score: Raw -139206.118626 + Penalty 3402.368992 = -135803.749633 nChanged 0 SP:Iteration 18F (7101.890000 sec): 3 clusters Score: Raw -139206.118626 + Penalty 3402.368992 = -135803.749633 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 25 (12057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7102.000000 sec): 2 clusters Score: Raw -1691549.608278 + Penalty 2330.555369 = -1689219.052909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7102.240000 sec): 3 clusters Score: Raw -1684934.637640 + Penalty 4661.110739 = -1680273.526901 nChanged 5110 SP:Iteration 1F (7102.550000 sec): 3 clusters Score: Raw -1687947.770597 + Penalty 4661.110739 = -1683286.659858 nChanged 938 SP:Iteration 2F (7102.830000 sec): 3 clusters Score: Raw -1688687.329659 + Penalty 4661.110739 = -1684026.218921 nChanged 901 SP:Iteration 3F (7103.080000 sec): 3 clusters Score: Raw -1689437.513237 + Penalty 4661.110739 = -1684776.402498 nChanged 860 SP:Iteration 4F (7103.340000 sec): 3 clusters Score: Raw -1690194.945140 + Penalty 4661.110739 = -1685533.834401 nChanged 827 SP:Iteration 5F (7103.610000 sec): 3 clusters Score: Raw -1690938.462545 + Penalty 4661.110739 = -1686277.351806 nChanged 732 SP:Iteration 6F (7103.880000 sec): 3 clusters Score: Raw -1691587.487384 + Penalty 4661.110739 = -1686926.376646 nChanged 575 SP:Iteration 7Q (7104.100000 sec): 3 clusters Score: Raw -1692045.742126 + Penalty 4661.110739 = -1687384.631387 nChanged 436 SP:Iteration 8Q (7104.340000 sec): 3 clusters Score: Raw -1692364.404940 + Penalty 4661.110739 = -1687703.294201 nChanged 311 SP:Iteration 9Q (7104.640000 sec): 3 clusters Score: Raw -1692571.864044 + Penalty 4661.110739 = -1687910.753305 nChanged 189 SP:Iteration 10Q (7104.900000 sec): 3 clusters Score: Raw -1692654.649247 + Penalty 4661.110739 = -1687993.538508 nChanged 105 SP:Iteration 11Q (7105.150000 sec): 3 clusters Score: Raw -1692686.656242 + Penalty 4661.110739 = -1688025.545503 nChanged 74 SP:Iteration 12Q (7105.400000 sec): 3 clusters Score: Raw -1692702.932023 + Penalty 4661.110739 = -1688041.821284 nChanged 34 SP:Iteration 13Q (7105.670000 sec): 3 clusters Score: Raw -1692709.769295 + Penalty 4661.110739 = -1688048.658557 nChanged 27 SP:Iteration 14Q (7105.990000 sec): 3 clusters Score: Raw -1692713.914702 + Penalty 4661.110739 = -1688052.803964 nChanged 24 SP:Iteration 15Q (7106.210000 sec): 3 clusters Score: Raw -1692718.010188 + Penalty 4661.110739 = -1688056.899449 nChanged 19 SP:Iteration 16Q (7106.510000 sec): 3 clusters Score: Raw -1692721.659080 + Penalty 4661.110739 = -1688060.548342 nChanged 12 SP:Iteration 17Q (7106.790000 sec): 3 clusters Score: Raw -1692723.562341 + Penalty 4661.110739 = -1688062.451602 nChanged 11 SP:Iteration 18Q (7107.040000 sec): 3 clusters Score: Raw -1692725.295495 + Penalty 4661.110739 = -1688064.184756 nChanged 11 SP:Iteration 19Q (7107.260000 sec): 3 clusters Score: Raw -1692727.280761 + Penalty 4661.110739 = -1688066.170022 nChanged 13 SP:Iteration 20F (7107.560000 sec): 3 clusters Score: Raw -1692729.121146 + Penalty 4661.110739 = -1688068.010407 nChanged 7 SP:Iteration 21Q (7107.810000 sec): 3 clusters Score: Raw -1692730.012358 + Penalty 4661.110739 = -1688068.901619 nChanged 5 SP:Iteration 22Q (7108.060000 sec): 3 clusters Score: Raw -1692731.027481 + Penalty 4661.110739 = -1688069.916742 nChanged 3 SP:Iteration 23Q (7108.270000 sec): 3 clusters Score: Raw -1692731.564775 + Penalty 4661.110739 = -1688070.454036 nChanged 5 SP:Iteration 24Q (7108.490000 sec): 3 clusters Score: Raw -1692732.009913 + Penalty 4661.110739 = -1688070.899174 nChanged 2 SP:Iteration 25Q (7108.770000 sec): 3 clusters Score: Raw -1692732.219504 + Penalty 4661.110739 = -1688071.108765 nChanged 0 SP:Iteration 26F (7109.050000 sec): 3 clusters Score: Raw -1692732.219504 + Penalty 4661.110739 = -1688071.108765 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 26 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7109.180000 sec): 2 clusters Score: Raw -102380.325044 + Penalty 1625.375484 = -100754.949560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7109.370000 sec): 3 clusters Score: Raw -102324.639115 + Penalty 3250.750968 = -99073.888147 nChanged 163 SP:Iteration 1F (7109.550000 sec): 3 clusters Score: Raw -102597.654979 + Penalty 3250.750968 = -99346.904011 nChanged 42 SP:Iteration 2F (7109.740000 sec): 3 clusters Score: Raw -102708.930225 + Penalty 3250.750968 = -99458.179256 nChanged 24 SP:Iteration 3Q (7109.930000 sec): 3 clusters Score: Raw -102785.559926 + Penalty 3250.750968 = -99534.808958 nChanged 14 SP:Iteration 4Q (7110.040000 sec): 3 clusters Score: Raw -102813.930267 + Penalty 3250.750968 = -99563.179299 nChanged 8 SP:Iteration 5Q (7110.190000 sec): 3 clusters Score: Raw -102829.456017 + Penalty 3250.750968 = -99578.705049 nChanged 4 SP:Iteration 6Q (7110.340000 sec): 3 clusters Score: Raw -102837.197297 + Penalty 3250.750968 = -99586.446329 nChanged 0 SP:Iteration 7F (7110.490000 sec): 3 clusters Score: Raw -102837.197297 + Penalty 3250.750968 = -99586.446329 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 27 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7110.580000 sec): 2 clusters Score: Raw -63916.773101 + Penalty 1520.544169 = -62396.228932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7110.760000 sec): 3 clusters Score: Raw -63948.904030 + Penalty 3041.088339 = -60907.815691 nChanged 71 SP:Iteration 1F (7110.970000 sec): 3 clusters Score: Raw -64115.288495 + Penalty 3041.088339 = -61074.200157 nChanged 23 SP:Iteration 2Q (7111.150000 sec): 3 clusters Score: Raw -64173.859638 + Penalty 3041.088339 = -61132.771299 nChanged 10 SP:Iteration 3Q (7111.330000 sec): 3 clusters Score: Raw -64207.632459 + Penalty 3041.088339 = -61166.544121 nChanged 7 SP:Iteration 4Q (7111.510000 sec): 3 clusters Score: Raw -64228.431799 + Penalty 3041.088339 = -61187.343460 nChanged 6 SP:Iteration 5Q (7111.660000 sec): 3 clusters Score: Raw -64249.250336 + Penalty 3041.088339 = -61208.161997 nChanged 8 SP:Iteration 6Q (7111.840000 sec): 3 clusters Score: Raw -64278.429311 + Penalty 3041.088339 = -61237.340972 nChanged 6 SP:Iteration 7Q (7112.050000 sec): 3 clusters Score: Raw -64292.090572 + Penalty 3041.088339 = -61251.002233 nChanged 2 SP:Iteration 8Q (7112.230000 sec): 3 clusters Score: Raw -64295.891060 + Penalty 3041.088339 = -61254.802721 nChanged 1 SP:Iteration 9Q (7112.400000 sec): 3 clusters Score: Raw -64297.310830 + Penalty 3041.088339 = -61256.222491 nChanged 0 SP:Iteration 10F (7112.580000 sec): 3 clusters Score: Raw -64297.310830 + Penalty 3041.088339 = -61256.222491 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 28 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7112.660000 sec): 2 clusters Score: Raw -23828.804456 + Penalty 1305.147167 = -22523.657289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7112.830000 sec): 3 clusters Score: Raw -24181.688297 + Penalty 2610.294334 = -21571.393963 nChanged 22 SP:Iteration 1F (7113.040000 sec): 3 clusters Score: Raw -24292.262958 + Penalty 2610.294334 = -21681.968624 nChanged 1 SP:Iteration 2Q (7113.170000 sec): 3 clusters Score: Raw -24298.769086 + Penalty 2610.294334 = -21688.474752 nChanged 0 SP:Iteration 3F (7113.340000 sec): 3 clusters Score: Raw -24298.769086 + Penalty 2610.294334 = -21688.474752 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 29 (4143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7113.450000 sec): 2 clusters Score: Raw -593104.868655 + Penalty 2065.635510 = -591039.233145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7113.640000 sec): 3 clusters Score: Raw -591202.565160 + Penalty 4131.271019 = -587071.294141 nChanged 1503 SP:Iteration 1F (7113.780000 sec): 3 clusters Score: Raw -592073.283121 + Penalty 4131.271019 = -587942.012101 nChanged 321 SP:Iteration 2F (7113.960000 sec): 3 clusters Score: Raw -592271.114615 + Penalty 4131.271019 = -588139.843596 nChanged 213 SP:Iteration 3F (7114.150000 sec): 3 clusters Score: Raw -592417.283340 + Penalty 4131.271019 = -588286.012320 nChanged 181 SP:Iteration 4Q (7114.320000 sec): 3 clusters Score: Raw -592516.382426 + Penalty 4131.271019 = -588385.111407 nChanged 136 SP:Iteration 5Q (7114.500000 sec): 3 clusters Score: Raw -592596.597901 + Penalty 4131.271019 = -588465.326882 nChanged 130 SP:Iteration 6Q (7114.670000 sec): 3 clusters Score: Raw -592676.195164 + Penalty 4131.271019 = -588544.924144 nChanged 122 SP:Iteration 7Q (7114.850000 sec): 3 clusters Score: Raw -592745.869404 + Penalty 4131.271019 = -588614.598385 nChanged 91 SP:Iteration 8Q (7115.000000 sec): 3 clusters Score: Raw -592795.160591 + Penalty 4131.271019 = -588663.889572 nChanged 86 SP:Iteration 9Q (7115.190000 sec): 3 clusters Score: Raw -592838.808831 + Penalty 4131.271019 = -588707.537812 nChanged 69 SP:Iteration 10Q (7115.400000 sec): 3 clusters Score: Raw -592873.938248 + Penalty 4131.271019 = -588742.667229 nChanged 73 SP:Iteration 11Q (7115.630000 sec): 3 clusters Score: Raw -592913.575855 + Penalty 4131.271019 = -588782.304836 nChanged 63 SP:Iteration 12Q (7115.840000 sec): 3 clusters Score: Raw -592944.355804 + Penalty 4131.271019 = -588813.084784 nChanged 46 SP:Iteration 13Q (7116.040000 sec): 3 clusters Score: Raw -592966.734061 + Penalty 4131.271019 = -588835.463042 nChanged 52 SP:Iteration 14Q (7116.250000 sec): 3 clusters Score: Raw -592998.620080 + Penalty 4131.271019 = -588867.349060 nChanged 61 SP:Iteration 15Q (7116.430000 sec): 3 clusters Score: Raw -593033.505633 + Penalty 4131.271019 = -588902.234613 nChanged 72 SP:Iteration 16Q (7116.640000 sec): 3 clusters Score: Raw -593076.256176 + Penalty 4131.271019 = -588944.985157 nChanged 52 SP:Iteration 17Q (7116.840000 sec): 3 clusters Score: Raw -593104.804269 + Penalty 4131.271019 = -588973.533249 nChanged 40 SP:Iteration 18Q (7117.030000 sec): 3 clusters Score: Raw -593123.123712 + Penalty 4131.271019 = -588991.852692 nChanged 31 SP:Iteration 19Q (7117.200000 sec): 3 clusters Score: Raw -593139.565295 + Penalty 4131.271019 = -589008.294275 nChanged 27 SP:Iteration 20F (7117.430000 sec): 3 clusters Score: Raw -593153.703887 + Penalty 4131.271019 = -589022.432868 nChanged 30 SP:Iteration 21Q (7117.620000 sec): 3 clusters Score: Raw -593166.876135 + Penalty 4131.271019 = -589035.605116 nChanged 24 SP:Iteration 22Q (7117.830000 sec): 3 clusters Score: Raw -593179.341821 + Penalty 4131.271019 = -589048.070801 nChanged 21 SP:Iteration 23Q (7118.040000 sec): 3 clusters Score: Raw -593190.211073 + Penalty 4131.271019 = -589058.940054 nChanged 23 SP:Iteration 24Q (7118.220000 sec): 3 clusters Score: Raw -593202.316498 + Penalty 4131.271019 = -589071.045479 nChanged 17 SP:Iteration 25Q (7118.410000 sec): 3 clusters Score: Raw -593212.743478 + Penalty 4131.271019 = -589081.472458 nChanged 19 SP:Iteration 26Q (7118.640000 sec): 3 clusters Score: Raw -593224.614987 + Penalty 4131.271019 = -589093.343968 nChanged 14 SP:Iteration 27Q (7118.850000 sec): 3 clusters Score: Raw -593231.214549 + Penalty 4131.271019 = -589099.943529 nChanged 15 SP:Iteration 28Q (7119.100000 sec): 3 clusters Score: Raw -593238.130242 + Penalty 4131.271019 = -589106.859222 nChanged 11 SP:Iteration 29Q (7119.280000 sec): 3 clusters Score: Raw -593245.673690 + Penalty 4131.271019 = -589114.402670 nChanged 10 SP:Iteration 30Q (7119.540000 sec): 3 clusters Score: Raw -593249.665772 + Penalty 4131.271019 = -589118.394752 nChanged 6 SP:Iteration 31Q (7119.710000 sec): 3 clusters Score: Raw -593253.086874 + Penalty 4131.271019 = -589121.815855 nChanged 4 SP:Iteration 32Q (7119.940000 sec): 3 clusters Score: Raw -593254.631074 + Penalty 4131.271019 = -589123.360054 nChanged 6 SP:Iteration 33Q (7120.150000 sec): 3 clusters Score: Raw -593257.515206 + Penalty 4131.271019 = -589126.244187 nChanged 5 SP:Iteration 34Q (7120.350000 sec): 3 clusters Score: Raw -593260.418996 + Penalty 4131.271019 = -589129.147977 nChanged 9 SP:Iteration 35Q (7120.540000 sec): 3 clusters Score: Raw -593266.133495 + Penalty 4131.271019 = -589134.862476 nChanged 10 SP:Iteration 36Q (7120.770000 sec): 3 clusters Score: Raw -593273.689227 + Penalty 4131.271019 = -589142.418208 nChanged 10 SP:Iteration 37Q (7120.920000 sec): 3 clusters Score: Raw -593278.698473 + Penalty 4131.271019 = -589147.427454 nChanged 11 SP:Iteration 38Q (7121.090000 sec): 3 clusters Score: Raw -593284.272873 + Penalty 4131.271019 = -589153.001854 nChanged 12 SP:Iteration 39Q (7121.290000 sec): 3 clusters Score: Raw -593289.657517 + Penalty 4131.271019 = -589158.386498 nChanged 3 SP:Iteration 40F (7121.510000 sec): 3 clusters Score: Raw -593290.975864 + Penalty 4131.271019 = -589159.704845 nChanged 1 SP:Iteration 41Q (7121.700000 sec): 3 clusters Score: Raw -593291.390394 + Penalty 4131.271019 = -589160.119375 nChanged 4 SP:Iteration 42Q (7121.920000 sec): 3 clusters Score: Raw -593292.947045 + Penalty 4131.271019 = -589161.676026 nChanged 4 SP:Iteration 43Q (7122.140000 sec): 3 clusters Score: Raw -593294.559363 + Penalty 4131.271019 = -589163.288344 nChanged 3 SP:Iteration 44Q (7122.330000 sec): 3 clusters Score: Raw -593295.666709 + Penalty 4131.271019 = -589164.395690 nChanged 4 SP:Iteration 45Q (7122.550000 sec): 3 clusters Score: Raw -593297.324767 + Penalty 4131.271019 = -589166.053748 nChanged 5 SP:Iteration 46Q (7122.770000 sec): 3 clusters Score: Raw -593299.770492 + Penalty 4131.271019 = -589168.499472 nChanged 6 SP:Iteration 47Q (7123.040000 sec): 3 clusters Score: Raw -593303.389869 + Penalty 4131.271019 = -589172.118850 nChanged 6 SP:Iteration 48Q (7123.240000 sec): 3 clusters Score: Raw -593306.170719 + Penalty 4131.271019 = -589174.899700 nChanged 2 SP:Iteration 49Q (7123.440000 sec): 3 clusters Score: Raw -593306.715599 + Penalty 4131.271019 = -589175.444580 nChanged 1 SP:Iteration 50Q (7123.640000 sec): 3 clusters Score: Raw -593306.977403 + Penalty 4131.271019 = -589175.706384 nChanged 1 SP:Iteration 51Q (7123.840000 sec): 3 clusters Score: Raw -593307.242894 + Penalty 4131.271019 = -589175.971875 nChanged 0 SP:Iteration 52F (7124.040000 sec): 3 clusters Score: Raw -593307.242894 + Penalty 4131.271019 = -589175.971875 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 30 (10343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7124.200000 sec): 2 clusters Score: Raw -1466918.060234 + Penalty 2292.528180 = -1464625.532054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7124.460000 sec): 3 clusters Score: Raw -1461356.356237 + Penalty 4585.056360 = -1456771.299877 nChanged 4241 SP:Iteration 1F (7124.720000 sec): 3 clusters Score: Raw -1463608.365496 + Penalty 4585.056360 = -1459023.309136 nChanged 748 SP:Iteration 2F (7125.010000 sec): 3 clusters Score: Raw -1464058.364392 + Penalty 4585.056360 = -1459473.308032 nChanged 734 SP:Iteration 3F (7125.340000 sec): 3 clusters Score: Raw -1464533.612740 + Penalty 4585.056360 = -1459948.556380 nChanged 689 SP:Iteration 4F (7125.560000 sec): 3 clusters Score: Raw -1464989.820348 + Penalty 4585.056360 = -1460404.763988 nChanged 622 SP:Iteration 5F (7125.800000 sec): 3 clusters Score: Raw -1465385.896179 + Penalty 4585.056360 = -1460800.839819 nChanged 540 SP:Iteration 6F (7126.100000 sec): 3 clusters Score: Raw -1465717.916064 + Penalty 4585.056360 = -1461132.859705 nChanged 436 SP:Iteration 7Q (7126.370000 sec): 3 clusters Score: Raw -1465987.990428 + Penalty 4585.056360 = -1461402.934068 nChanged 350 SP:Iteration 8Q (7126.630000 sec): 3 clusters Score: Raw -1466177.587685 + Penalty 4585.056360 = -1461592.531326 nChanged 288 SP:Iteration 9Q (7126.920000 sec): 3 clusters Score: Raw -1466348.360492 + Penalty 4585.056360 = -1461763.304132 nChanged 266 SP:Iteration 10Q (7127.140000 sec): 3 clusters Score: Raw -1466517.963114 + Penalty 4585.056360 = -1461932.906754 nChanged 239 SP:Iteration 11Q (7127.430000 sec): 3 clusters Score: Raw -1466674.195130 + Penalty 4585.056360 = -1462089.138770 nChanged 224 SP:Iteration 12Q (7127.650000 sec): 3 clusters Score: Raw -1466819.902643 + Penalty 4585.056360 = -1462234.846283 nChanged 183 SP:Iteration 13Q (7127.940000 sec): 3 clusters Score: Raw -1466962.028064 + Penalty 4585.056360 = -1462376.971704 nChanged 157 SP:Iteration 14Q (7128.220000 sec): 3 clusters Score: Raw -1467068.187231 + Penalty 4585.056360 = -1462483.130871 nChanged 124 SP:Iteration 15Q (7128.430000 sec): 3 clusters Score: Raw -1467161.772694 + Penalty 4585.056360 = -1462576.716335 nChanged 113 SP:Iteration 16Q (7128.700000 sec): 3 clusters Score: Raw -1467235.696755 + Penalty 4585.056360 = -1462650.640395 nChanged 75 SP:Iteration 17Q (7128.930000 sec): 3 clusters Score: Raw -1467279.460216 + Penalty 4585.056360 = -1462694.403856 nChanged 61 SP:Iteration 18Q (7129.150000 sec): 3 clusters Score: Raw -1467308.434441 + Penalty 4585.056360 = -1462723.378081 nChanged 49 SP:Iteration 19Q (7129.390000 sec): 3 clusters Score: Raw -1467334.448083 + Penalty 4585.056360 = -1462749.391723 nChanged 42 SP:Iteration 20F (7129.630000 sec): 3 clusters Score: Raw -1467357.318279 + Penalty 4585.056360 = -1462772.261919 nChanged 31 SP:Iteration 21Q (7129.880000 sec): 3 clusters Score: Raw -1467373.628733 + Penalty 4585.056360 = -1462788.572373 nChanged 24 SP:Iteration 22Q (7130.160000 sec): 3 clusters Score: Raw -1467386.077245 + Penalty 4585.056360 = -1462801.020885 nChanged 21 SP:Iteration 23Q (7130.420000 sec): 3 clusters Score: Raw -1467395.802477 + Penalty 4585.056360 = -1462810.746118 nChanged 19 SP:Iteration 24Q (7130.720000 sec): 3 clusters Score: Raw -1467404.754057 + Penalty 4585.056360 = -1462819.697697 nChanged 13 SP:Iteration 25Q (7130.960000 sec): 3 clusters Score: Raw -1467412.158960 + Penalty 4585.056360 = -1462827.102600 nChanged 10 SP:Iteration 26Q (7131.200000 sec): 3 clusters Score: Raw -1467416.156955 + Penalty 4585.056360 = -1462831.100595 nChanged 6 SP:Iteration 27Q (7131.420000 sec): 3 clusters Score: Raw -1467418.433850 + Penalty 4585.056360 = -1462833.377490 nChanged 4 SP:Iteration 28Q (7131.620000 sec): 3 clusters Score: Raw -1467419.455412 + Penalty 4585.056360 = -1462834.399053 nChanged 2 SP:Iteration 29Q (7131.840000 sec): 3 clusters Score: Raw -1467420.757175 + Penalty 4585.056360 = -1462835.700815 nChanged 1 SP:Iteration 30Q (7132.100000 sec): 3 clusters Score: Raw -1467421.167305 + Penalty 4585.056360 = -1462836.110945 nChanged 3 SP:Iteration 31Q (7132.330000 sec): 3 clusters Score: Raw -1467422.493379 + Penalty 4585.056360 = -1462837.437019 nChanged 2 SP:Iteration 32Q (7132.580000 sec): 3 clusters Score: Raw -1467423.235691 + Penalty 4585.056360 = -1462838.179331 nChanged 6 SP:Iteration 33Q (7132.790000 sec): 3 clusters Score: Raw -1467427.046998 + Penalty 4585.056360 = -1462841.990638 nChanged 4 SP:Iteration 34Q (7133.050000 sec): 3 clusters Score: Raw -1467429.109270 + Penalty 4585.056360 = -1462844.052910 nChanged 3 SP:Iteration 35Q (7133.260000 sec): 3 clusters Score: Raw -1467430.584574 + Penalty 4585.056360 = -1462845.528214 nChanged 5 SP:Iteration 36Q (7133.540000 sec): 3 clusters Score: Raw -1467434.369525 + Penalty 4585.056360 = -1462849.313165 nChanged 7 SP:Iteration 37Q (7133.770000 sec): 3 clusters Score: Raw -1467438.474768 + Penalty 4585.056360 = -1462853.418408 nChanged 8 SP:Iteration 38Q (7134.010000 sec): 3 clusters Score: Raw -1467441.795376 + Penalty 4585.056360 = -1462856.739017 nChanged 3 SP:Iteration 39Q (7134.260000 sec): 3 clusters Score: Raw -1467443.276230 + Penalty 4585.056360 = -1462858.219871 nChanged 3 SP:Iteration 40F (7134.560000 sec): 3 clusters Score: Raw -1467444.048997 + Penalty 4585.056360 = -1462858.992637 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 31 (3978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7134.670000 sec): 2 clusters Score: Raw -513676.789677 + Penalty 2055.556546 = -511621.233132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7134.910000 sec): 3 clusters Score: Raw -511881.837829 + Penalty 4111.113092 = -507770.724737 nChanged 1493 SP:Iteration 1F (7135.060000 sec): 3 clusters Score: Raw -512971.531104 + Penalty 4111.113092 = -508860.418012 nChanged 359 SP:Iteration 2F (7135.280000 sec): 3 clusters Score: Raw -513252.952299 + Penalty 4111.113092 = -509141.839207 nChanged 223 SP:Iteration 3F (7135.470000 sec): 3 clusters Score: Raw -513412.411027 + Penalty 4111.113092 = -509301.297935 nChanged 185 SP:Iteration 4Q (7135.710000 sec): 3 clusters Score: Raw -513545.853480 + Penalty 4111.113092 = -509434.740388 nChanged 157 SP:Iteration 5Q (7135.920000 sec): 3 clusters Score: Raw -513657.966119 + Penalty 4111.113092 = -509546.853027 nChanged 135 SP:Iteration 6Q (7136.160000 sec): 3 clusters Score: Raw -513755.213195 + Penalty 4111.113092 = -509644.100103 nChanged 114 SP:Iteration 7Q (7136.410000 sec): 3 clusters Score: Raw -513827.028868 + Penalty 4111.113092 = -509715.915776 nChanged 87 SP:Iteration 8Q (7136.580000 sec): 3 clusters Score: Raw -513878.968639 + Penalty 4111.113092 = -509767.855547 nChanged 65 SP:Iteration 9Q (7136.770000 sec): 3 clusters Score: Raw -513911.789186 + Penalty 4111.113092 = -509800.676095 nChanged 59 SP:Iteration 10Q (7136.980000 sec): 3 clusters Score: Raw -513945.277310 + Penalty 4111.113092 = -509834.164218 nChanged 54 SP:Iteration 11Q (7137.170000 sec): 3 clusters Score: Raw -513971.542525 + Penalty 4111.113092 = -509860.429433 nChanged 36 SP:Iteration 12Q (7137.360000 sec): 3 clusters Score: Raw -513986.140601 + Penalty 4111.113092 = -509875.027509 nChanged 31 SP:Iteration 13Q (7137.620000 sec): 3 clusters Score: Raw -513999.244263 + Penalty 4111.113092 = -509888.131171 nChanged 27 SP:Iteration 14Q (7137.770000 sec): 3 clusters Score: Raw -514014.062958 + Penalty 4111.113092 = -509902.949866 nChanged 29 SP:Iteration 15Q (7138.000000 sec): 3 clusters Score: Raw -514029.350365 + Penalty 4111.113092 = -509918.237273 nChanged 29 SP:Iteration 16Q (7138.200000 sec): 3 clusters Score: Raw -514051.243408 + Penalty 4111.113092 = -509940.130316 nChanged 32 SP:Iteration 17Q (7138.380000 sec): 3 clusters Score: Raw -514068.719031 + Penalty 4111.113092 = -509957.605939 nChanged 39 SP:Iteration 18Q (7138.560000 sec): 3 clusters Score: Raw -514086.847934 + Penalty 4111.113092 = -509975.734842 nChanged 32 SP:Iteration 19Q (7138.800000 sec): 3 clusters Score: Raw -514098.800942 + Penalty 4111.113092 = -509987.687850 nChanged 33 SP:Iteration 20F (7138.930000 sec): 3 clusters Score: Raw -514113.923747 + Penalty 4111.113092 = -510002.810655 nChanged 28 SP:Iteration 21Q (7139.080000 sec): 3 clusters Score: Raw -514126.234764 + Penalty 4111.113092 = -510015.121672 nChanged 28 SP:Iteration 22Q (7139.260000 sec): 3 clusters Score: Raw -514137.555919 + Penalty 4111.113092 = -510026.442828 nChanged 28 SP:Iteration 23Q (7139.430000 sec): 3 clusters Score: Raw -514149.882528 + Penalty 4111.113092 = -510038.769436 nChanged 24 SP:Iteration 24Q (7139.620000 sec): 3 clusters Score: Raw -514159.980392 + Penalty 4111.113092 = -510048.867300 nChanged 17 SP:Iteration 25Q (7139.810000 sec): 3 clusters Score: Raw -514168.822921 + Penalty 4111.113092 = -510057.709829 nChanged 14 SP:Iteration 26Q (7140.100000 sec): 3 clusters Score: Raw -514174.520968 + Penalty 4111.113092 = -510063.407877 nChanged 15 SP:Iteration 27Q (7140.280000 sec): 3 clusters Score: Raw -514179.045773 + Penalty 4111.113092 = -510067.932681 nChanged 10 SP:Iteration 28Q (7140.500000 sec): 3 clusters Score: Raw -514181.777704 + Penalty 4111.113092 = -510070.664612 nChanged 9 SP:Iteration 29Q (7140.710000 sec): 3 clusters Score: Raw -514183.930954 + Penalty 4111.113092 = -510072.817862 nChanged 8 SP:Iteration 30Q (7140.900000 sec): 3 clusters Score: Raw -514186.447260 + Penalty 4111.113092 = -510075.334168 nChanged 6 SP:Iteration 31Q (7141.120000 sec): 3 clusters Score: Raw -514188.383033 + Penalty 4111.113092 = -510077.269941 nChanged 4 SP:Iteration 32Q (7141.360000 sec): 3 clusters Score: Raw -514189.595148 + Penalty 4111.113092 = -510078.482056 nChanged 2 SP:Iteration 33Q (7141.510000 sec): 3 clusters Score: Raw -514190.381179 + Penalty 4111.113092 = -510079.268087 nChanged 4 SP:Iteration 34Q (7141.700000 sec): 3 clusters Score: Raw -514191.257201 + Penalty 4111.113092 = -510080.144109 nChanged 3 SP:Iteration 35Q (7141.850000 sec): 3 clusters Score: Raw -514192.132285 + Penalty 4111.113092 = -510081.019193 nChanged 3 SP:Iteration 36Q (7142.090000 sec): 3 clusters Score: Raw -514193.944392 + Penalty 4111.113092 = -510082.831300 nChanged 2 SP:Iteration 37Q (7142.340000 sec): 3 clusters Score: Raw -514195.112436 + Penalty 4111.113092 = -510083.999345 nChanged 3 SP:Iteration 38Q (7142.550000 sec): 3 clusters Score: Raw -514196.408975 + Penalty 4111.113092 = -510085.295883 nChanged 5 SP:Iteration 39Q (7142.730000 sec): 3 clusters Score: Raw -514198.671438 + Penalty 4111.113092 = -510087.558346 nChanged 8 SP:Iteration 40F (7142.960000 sec): 3 clusters Score: Raw -514202.006979 + Penalty 4111.113092 = -510090.893887 nChanged 9 SP:Iteration 41Q (7143.170000 sec): 3 clusters Score: Raw -514204.778183 + Penalty 4111.113092 = -510093.665091 nChanged 10 SP:Iteration 42Q (7143.370000 sec): 3 clusters Score: Raw -514207.234120 + Penalty 4111.113092 = -510096.121028 nChanged 8 SP:Iteration 43Q (7143.620000 sec): 3 clusters Score: Raw -514209.801807 + Penalty 4111.113092 = -510098.688716 nChanged 8 SP:Iteration 44Q (7143.830000 sec): 3 clusters Score: Raw -514212.768240 + Penalty 4111.113092 = -510101.655149 nChanged 10 SP:Iteration 45Q (7144.070000 sec): 3 clusters Score: Raw -514215.189928 + Penalty 4111.113092 = -510104.076836 nChanged 7 SP:Iteration 46Q (7144.270000 sec): 3 clusters Score: Raw -514217.819120 + Penalty 4111.113092 = -510106.706028 nChanged 7 SP:Iteration 47Q (7144.520000 sec): 3 clusters Score: Raw -514220.064621 + Penalty 4111.113092 = -510108.951529 nChanged 1 SP:Iteration 48Q (7144.750000 sec): 3 clusters Score: Raw -514220.322843 + Penalty 4111.113092 = -510109.209751 nChanged 1 SP:Iteration 49Q (7144.940000 sec): 3 clusters Score: Raw -514220.675903 + Penalty 4111.113092 = -510109.562811 nChanged 0 SP:Iteration 50F (7145.190000 sec): 3 clusters Score: Raw -514220.675903 + Penalty 4111.113092 = -510109.562811 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 32 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7145.290000 sec): 2 clusters Score: Raw -30658.755713 + Penalty 1345.387604 = -29313.368108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7145.470000 sec): 3 clusters Score: Raw -30867.873720 + Penalty 2690.775209 = -28177.098512 nChanged 24 SP:Iteration 1F (7145.630000 sec): 3 clusters Score: Raw -31158.138259 + Penalty 2690.775209 = -28467.363050 nChanged 6 SP:Iteration 2Q (7145.840000 sec): 3 clusters Score: Raw -31181.883575 + Penalty 2690.775209 = -28491.108367 nChanged 4 SP:Iteration 3Q (7146.020000 sec): 3 clusters Score: Raw -31202.444822 + Penalty 2690.775209 = -28511.669614 nChanged 0 SP:Iteration 4F (7146.210000 sec): 3 clusters Score: Raw -31202.444822 + Penalty 2690.775209 = -28511.669614 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 33 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7146.390000 sec): 2 clusters Score: Raw -64817.763835 + Penalty 1530.063462 = -63287.700373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7146.600000 sec): 3 clusters Score: Raw -64828.802544 + Penalty 3060.126923 = -61768.675620 nChanged 78 SP:Iteration 1F (7146.780000 sec): 3 clusters Score: Raw -65009.849388 + Penalty 3060.126923 = -61949.722464 nChanged 29 SP:Iteration 2F (7147.010000 sec): 3 clusters Score: Raw -65081.900530 + Penalty 3060.126923 = -62021.773606 nChanged 16 SP:Iteration 3Q (7147.210000 sec): 3 clusters Score: Raw -65133.227275 + Penalty 3060.126923 = -62073.100352 nChanged 13 SP:Iteration 4Q (7147.380000 sec): 3 clusters Score: Raw -65178.953921 + Penalty 3060.126923 = -62118.826998 nChanged 11 SP:Iteration 5Q (7147.610000 sec): 3 clusters Score: Raw -65216.577766 + Penalty 3060.126923 = -62156.450842 nChanged 13 SP:Iteration 6Q (7147.780000 sec): 3 clusters Score: Raw -65272.168501 + Penalty 3060.126923 = -62212.041577 nChanged 12 SP:Iteration 7Q (7147.990000 sec): 3 clusters Score: Raw -65322.832646 + Penalty 3060.126923 = -62262.705723 nChanged 12 SP:Iteration 8Q (7148.220000 sec): 3 clusters Score: Raw -65368.279214 + Penalty 3060.126923 = -62308.152291 nChanged 9 SP:Iteration 9Q (7148.370000 sec): 3 clusters Score: Raw -65394.978293 + Penalty 3060.126923 = -62334.851369 nChanged 7 SP:Iteration 10Q (7148.530000 sec): 3 clusters Score: Raw -65424.275021 + Penalty 3060.126923 = -62364.148098 nChanged 5 SP:Iteration 11Q (7148.710000 sec): 3 clusters Score: Raw -65444.077671 + Penalty 3060.126923 = -62383.950747 nChanged 3 SP:Iteration 12Q (7148.900000 sec): 3 clusters Score: Raw -65452.136720 + Penalty 3060.126923 = -62392.009796 nChanged 1 SP:Iteration 13Q (7149.050000 sec): 3 clusters Score: Raw -65457.102745 + Penalty 3060.126923 = -62396.975822 nChanged 2 SP:Iteration 14Q (7149.250000 sec): 3 clusters Score: Raw -65461.001887 + Penalty 3060.126923 = -62400.874963 nChanged 2 SP:Iteration 15Q (7149.370000 sec): 3 clusters Score: Raw -65470.402492 + Penalty 3060.126923 = -62410.275568 nChanged 0 SP:Iteration 16F (7149.560000 sec): 3 clusters Score: Raw -65470.402492 + Penalty 3060.126923 = -62410.275568 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 34 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7149.670000 sec): 2 clusters Score: Raw -221042.553230 + Penalty 1822.768679 = -219219.784551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7149.850000 sec): 3 clusters Score: Raw -220510.747136 + Penalty 3645.537358 = -216865.209779 nChanged 481 SP:Iteration 1F (7150.050000 sec): 3 clusters Score: Raw -220885.307111 + Penalty 3645.537358 = -217239.769753 nChanged 120 SP:Iteration 2F (7150.250000 sec): 3 clusters Score: Raw -221056.959546 + Penalty 3645.537358 = -217411.422188 nChanged 83 SP:Iteration 3F (7150.460000 sec): 3 clusters Score: Raw -221189.509650 + Penalty 3645.537358 = -217543.972293 nChanged 68 SP:Iteration 4Q (7150.620000 sec): 3 clusters Score: Raw -221338.955034 + Penalty 3645.537358 = -217693.417677 nChanged 86 SP:Iteration 5F (7150.830000 sec): 3 clusters Score: Raw -221536.351330 + Penalty 3645.537358 = -217890.813972 nChanged 96 SP:Iteration 6F (7150.970000 sec): 3 clusters Score: Raw -221737.619500 + Penalty 3645.537358 = -218092.082142 nChanged 101 SP:Iteration 7F (7151.200000 sec): 3 clusters Score: Raw -221926.380303 + Penalty 3645.537358 = -218280.842946 nChanged 87 SP:Iteration 8F (7151.400000 sec): 3 clusters Score: Raw -222093.100500 + Penalty 3645.537358 = -218447.563143 nChanged 66 SP:Iteration 9Q (7151.590000 sec): 3 clusters Score: Raw -222214.570312 + Penalty 3645.537358 = -218569.032955 nChanged 41 SP:Iteration 10Q (7151.800000 sec): 3 clusters Score: Raw -222302.009677 + Penalty 3645.537358 = -218656.472320 nChanged 32 SP:Iteration 11Q (7151.970000 sec): 3 clusters Score: Raw -222371.994523 + Penalty 3645.537358 = -218726.457165 nChanged 25 SP:Iteration 12Q (7152.130000 sec): 3 clusters Score: Raw -222433.684424 + Penalty 3645.537358 = -218788.147067 nChanged 25 SP:Iteration 13Q (7152.310000 sec): 3 clusters Score: Raw -222494.947910 + Penalty 3645.537358 = -218849.410552 nChanged 13 SP:Iteration 14Q (7152.490000 sec): 3 clusters Score: Raw -222538.065501 + Penalty 3645.537358 = -218892.528143 nChanged 15 SP:Iteration 15Q (7152.680000 sec): 3 clusters Score: Raw -222600.358123 + Penalty 3645.537358 = -218954.820766 nChanged 14 SP:Iteration 16Q (7152.890000 sec): 3 clusters Score: Raw -222652.929685 + Penalty 3645.537358 = -219007.392327 nChanged 10 SP:Iteration 17Q (7153.080000 sec): 3 clusters Score: Raw -222687.385560 + Penalty 3645.537358 = -219041.848203 nChanged 12 SP:Iteration 18Q (7153.270000 sec): 3 clusters Score: Raw -222719.296138 + Penalty 3645.537358 = -219073.758780 nChanged 9 SP:Iteration 19Q (7153.460000 sec): 3 clusters Score: Raw -222743.227150 + Penalty 3645.537358 = -219097.689793 nChanged 3 SP:Iteration 20F (7153.680000 sec): 3 clusters Score: Raw -222755.783138 + Penalty 3645.537358 = -219110.245781 nChanged 6 SP:Iteration 21Q (7153.890000 sec): 3 clusters Score: Raw -222792.176968 + Penalty 3645.537358 = -219146.639611 nChanged 8 SP:Iteration 22Q (7154.070000 sec): 3 clusters Score: Raw -222821.721714 + Penalty 3645.537358 = -219176.184357 nChanged 7 SP:Iteration 23Q (7154.270000 sec): 3 clusters Score: Raw -222851.210434 + Penalty 3645.537358 = -219205.673077 nChanged 2 SP:Iteration 24Q (7154.410000 sec): 3 clusters Score: Raw -222856.995470 + Penalty 3645.537358 = -219211.458112 nChanged 0 SP:Iteration 25F (7154.590000 sec): 3 clusters Score: Raw -222856.995470 + Penalty 3645.537358 = -219211.458112 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 35 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7154.690000 sec): 2 clusters Score: Raw -40923.433941 + Penalty 1415.363346 = -39508.070595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7154.880000 sec): 3 clusters Score: Raw -41051.899156 + Penalty 2830.726691 = -38221.172465 nChanged 37 SP:Iteration 1F (7155.110000 sec): 3 clusters Score: Raw -41170.410565 + Penalty 2830.726691 = -38339.683874 nChanged 9 SP:Iteration 2Q (7155.280000 sec): 3 clusters Score: Raw -41199.629863 + Penalty 2830.726691 = -38368.903172 nChanged 4 SP:Iteration 3Q (7155.490000 sec): 3 clusters Score: Raw -41212.688042 + Penalty 2830.726691 = -38381.961351 nChanged 2 SP:Iteration 4Q (7155.690000 sec): 3 clusters Score: Raw -41220.124682 + Penalty 2830.726691 = -38389.397991 nChanged 2 SP:Iteration 5Q (7155.880000 sec): 3 clusters Score: Raw -41223.159358 + Penalty 2830.726691 = -38392.432667 nChanged 0 SP:Iteration 6F (7156.120000 sec): 3 clusters Score: Raw -41223.159358 + Penalty 2830.726691 = -38392.432667 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 36 (92327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7156.800000 sec): 2 clusters Score: Raw -13672653.676724 + Penalty 2835.406792 = -13669818.269932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7157.540000 sec): 3 clusters Score: Raw -13613529.029649 + Penalty 5670.813583 = -13607858.216066 nChanged 43523 SP:Iteration 1F (7158.360000 sec): 3 clusters Score: Raw -13639037.692246 + Penalty 5670.813583 = -13633366.878662 nChanged 4448 SP:Iteration 2Q (7159.100000 sec): 3 clusters Score: Raw -13640915.060997 + Penalty 5670.813583 = -13635244.247414 nChanged 5567 SP:Iteration 3F (7159.850000 sec): 3 clusters Score: Raw -13644175.859830 + Penalty 5670.813583 = -13638505.046247 nChanged 7014 SP:Iteration 4F (7160.600000 sec): 3 clusters Score: Raw -13649255.078425 + Penalty 5670.813583 = -13643584.264842 nChanged 7643 SP:Iteration 5F (7161.320000 sec): 3 clusters Score: Raw -13655318.564324 + Penalty 5670.813583 = -13649647.750741 nChanged 6852 SP:Iteration 6F (7161.990000 sec): 3 clusters Score: Raw -13660725.382265 + Penalty 5670.813583 = -13655054.568682 nChanged 5358 SP:Iteration 7F (7162.750000 sec): 3 clusters Score: Raw -13664912.686397 + Penalty 5670.813583 = -13659241.872814 nChanged 3828 SP:Iteration 8Q (7163.520000 sec): 3 clusters Score: Raw -13667839.826609 + Penalty 5670.813583 = -13662169.013026 nChanged 2682 SP:Iteration 9Q (7164.260000 sec): 3 clusters Score: Raw -13669868.743024 + Penalty 5670.813583 = -13664197.929440 nChanged 1761 SP:Iteration 10Q (7165.000000 sec): 3 clusters Score: Raw -13671187.337103 + Penalty 5670.813583 = -13665516.523519 nChanged 1135 SP:Iteration 11Q (7165.680000 sec): 3 clusters Score: Raw -13672010.909970 + Penalty 5670.813583 = -13666340.096386 nChanged 644 SP:Iteration 12Q (7166.430000 sec): 3 clusters Score: Raw -13672450.215420 + Penalty 5670.813583 = -13666779.401836 nChanged 369 SP:Iteration 13Q (7167.140000 sec): 3 clusters Score: Raw -13672695.474359 + Penalty 5670.813583 = -13667024.660775 nChanged 213 SP:Iteration 14Q (7167.850000 sec): 3 clusters Score: Raw -13672839.160578 + Penalty 5670.813583 = -13667168.346995 nChanged 134 SP:Iteration 15Q (7168.550000 sec): 3 clusters Score: Raw -13672929.333406 + Penalty 5670.813583 = -13667258.519823 nChanged 102 SP:Iteration 16Q (7169.240000 sec): 3 clusters Score: Raw -13672998.356391 + Penalty 5670.813583 = -13667327.542807 nChanged 86 SP:Iteration 17Q (7170.010000 sec): 3 clusters Score: Raw -13673059.204063 + Penalty 5670.813583 = -13667388.390480 nChanged 53 SP:Iteration 18Q (7170.660000 sec): 3 clusters Score: Raw -13673098.146130 + Penalty 5670.813583 = -13667427.332546 nChanged 48 SP:Iteration 19Q (7171.360000 sec): 3 clusters Score: Raw -13673136.307628 + Penalty 5670.813583 = -13667465.494045 nChanged 37 SP:Iteration 20F (7172.120000 sec): 3 clusters Score: Raw -13673157.449305 + Penalty 5670.813583 = -13667486.635722 nChanged 21 SP:Iteration 21Q (7172.810000 sec): 3 clusters Score: Raw -13673168.403458 + Penalty 5670.813583 = -13667497.589874 nChanged 15 SP:Iteration 22Q (7173.520000 sec): 3 clusters Score: Raw -13673177.636708 + Penalty 5670.813583 = -13667506.823124 nChanged 13 SP:Iteration 23Q (7174.230000 sec): 3 clusters Score: Raw -13673185.378916 + Penalty 5670.813583 = -13667514.565332 nChanged 14 SP:Iteration 24Q (7174.950000 sec): 3 clusters Score: Raw -13673196.539392 + Penalty 5670.813583 = -13667525.725808 nChanged 14 SP:Iteration 25Q (7175.730000 sec): 3 clusters Score: Raw -13673205.388672 + Penalty 5670.813583 = -13667534.575088 nChanged 8 SP:Iteration 26Q (7176.470000 sec): 3 clusters Score: Raw -13673208.916293 + Penalty 5670.813583 = -13667538.102709 nChanged 6 SP:Iteration 27Q (7177.230000 sec): 3 clusters Score: Raw -13673212.961955 + Penalty 5670.813583 = -13667542.148372 nChanged 4 SP:Iteration 28Q (7177.940000 sec): 3 clusters Score: Raw -13673215.559206 + Penalty 5670.813583 = -13667544.745622 nChanged 2 SP:Iteration 29Q (7178.620000 sec): 3 clusters Score: Raw -13673216.877697 + Penalty 5670.813583 = -13667546.064114 nChanged 2 SP:Iteration 30Q (7179.270000 sec): 3 clusters Score: Raw -13673218.072000 + Penalty 5670.813583 = -13667547.258416 nChanged 1 SP:Iteration 31Q (7179.890000 sec): 3 clusters Score: Raw -13673218.311014 + Penalty 5670.813583 = -13667547.497431 nChanged 0 SP:Iteration 32F (7180.590000 sec): 3 clusters Score: Raw -13673218.311014 + Penalty 5670.813583 = -13667547.497431 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 37 (9829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7180.740000 sec): 2 clusters Score: Raw -1389518.522448 + Penalty 2279.886935 = -1387238.635514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7180.990000 sec): 3 clusters Score: Raw -1384307.032097 + Penalty 4559.773869 = -1379747.258227 nChanged 4017 SP:Iteration 1F (7181.230000 sec): 3 clusters Score: Raw -1386555.212269 + Penalty 4559.773869 = -1381995.438399 nChanged 819 SP:Iteration 2F (7181.490000 sec): 3 clusters Score: Raw -1387136.972581 + Penalty 4559.773869 = -1382577.198712 nChanged 752 SP:Iteration 3F (7181.710000 sec): 3 clusters Score: Raw -1387721.503828 + Penalty 4559.773869 = -1383161.729959 nChanged 699 SP:Iteration 4F (7181.960000 sec): 3 clusters Score: Raw -1388236.438634 + Penalty 4559.773869 = -1383676.664765 nChanged 612 SP:Iteration 5F (7182.150000 sec): 3 clusters Score: Raw -1388698.588836 + Penalty 4559.773869 = -1384138.814967 nChanged 526 SP:Iteration 6F (7182.470000 sec): 3 clusters Score: Raw -1389070.503630 + Penalty 4559.773869 = -1384510.729760 nChanged 417 SP:Iteration 7Q (7182.690000 sec): 3 clusters Score: Raw -1389368.819541 + Penalty 4559.773869 = -1384809.045672 nChanged 341 SP:Iteration 8Q (7182.940000 sec): 3 clusters Score: Raw -1389602.887058 + Penalty 4559.773869 = -1385043.113188 nChanged 270 SP:Iteration 9Q (7183.160000 sec): 3 clusters Score: Raw -1389769.552544 + Penalty 4559.773869 = -1385209.778674 nChanged 199 SP:Iteration 10Q (7183.400000 sec): 3 clusters Score: Raw -1389895.575805 + Penalty 4559.773869 = -1385335.801935 nChanged 170 SP:Iteration 11Q (7183.670000 sec): 3 clusters Score: Raw -1389980.404072 + Penalty 4559.773869 = -1385420.630203 nChanged 120 SP:Iteration 12Q (7183.950000 sec): 3 clusters Score: Raw -1390035.312823 + Penalty 4559.773869 = -1385475.538953 nChanged 100 SP:Iteration 13Q (7184.220000 sec): 3 clusters Score: Raw -1390073.100858 + Penalty 4559.773869 = -1385513.326989 nChanged 69 SP:Iteration 14Q (7184.460000 sec): 3 clusters Score: Raw -1390094.533629 + Penalty 4559.773869 = -1385534.759760 nChanged 48 SP:Iteration 15Q (7184.670000 sec): 3 clusters Score: Raw -1390108.884036 + Penalty 4559.773869 = -1385549.110166 nChanged 52 SP:Iteration 16Q (7184.890000 sec): 3 clusters Score: Raw -1390123.212274 + Penalty 4559.773869 = -1385563.438405 nChanged 32 SP:Iteration 17Q (7185.160000 sec): 3 clusters Score: Raw -1390132.068805 + Penalty 4559.773869 = -1385572.294936 nChanged 28 SP:Iteration 18Q (7185.400000 sec): 3 clusters Score: Raw -1390138.605746 + Penalty 4559.773869 = -1385578.831877 nChanged 16 SP:Iteration 19Q (7185.680000 sec): 3 clusters Score: Raw -1390143.406141 + Penalty 4559.773869 = -1385583.632272 nChanged 21 SP:Iteration 20F (7185.950000 sec): 3 clusters Score: Raw -1390148.210851 + Penalty 4559.773869 = -1385588.436981 nChanged 22 SP:Iteration 21Q (7186.190000 sec): 3 clusters Score: Raw -1390153.004419 + Penalty 4559.773869 = -1385593.230550 nChanged 16 SP:Iteration 22Q (7186.410000 sec): 3 clusters Score: Raw -1390156.181573 + Penalty 4559.773869 = -1385596.407704 nChanged 9 SP:Iteration 23Q (7186.650000 sec): 3 clusters Score: Raw -1390157.964595 + Penalty 4559.773869 = -1385598.190725 nChanged 7 SP:Iteration 24Q (7186.880000 sec): 3 clusters Score: Raw -1390159.286913 + Penalty 4559.773869 = -1385599.513043 nChanged 6 SP:Iteration 25Q (7187.120000 sec): 3 clusters Score: Raw -1390160.800914 + Penalty 4559.773869 = -1385601.027045 nChanged 6 SP:Iteration 26Q (7187.400000 sec): 3 clusters Score: Raw -1390162.020423 + Penalty 4559.773869 = -1385602.246553 nChanged 4 SP:Iteration 27Q (7187.600000 sec): 3 clusters Score: Raw -1390163.536841 + Penalty 4559.773869 = -1385603.762972 nChanged 2 SP:Iteration 28Q (7187.840000 sec): 3 clusters Score: Raw -1390163.859115 + Penalty 4559.773869 = -1385604.085246 nChanged 4 SP:Iteration 29Q (7188.100000 sec): 3 clusters Score: Raw -1390164.515199 + Penalty 4559.773869 = -1385604.741330 nChanged 4 SP:Iteration 30Q (7188.310000 sec): 3 clusters Score: Raw -1390165.089463 + Penalty 4559.773869 = -1385605.315594 nChanged 2 SP:Iteration 31Q (7188.550000 sec): 3 clusters Score: Raw -1390165.429006 + Penalty 4559.773869 = -1385605.655137 nChanged 0 SP:Iteration 32F (7188.780000 sec): 3 clusters Score: Raw -1390165.429006 + Penalty 4559.773869 = -1385605.655137 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 38 (6617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7188.930000 sec): 2 clusters Score: Raw -925875.896869 + Penalty 2181.754549 = -923694.142320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7189.180000 sec): 3 clusters Score: Raw -922586.677175 + Penalty 4363.509098 = -918223.168077 nChanged 2589 SP:Iteration 1F (7189.400000 sec): 3 clusters Score: Raw -923986.324224 + Penalty 4363.509098 = -919622.815126 nChanged 480 SP:Iteration 2F (7189.600000 sec): 3 clusters Score: Raw -924275.427624 + Penalty 4363.509098 = -919911.918526 nChanged 371 SP:Iteration 3F (7189.860000 sec): 3 clusters Score: Raw -924498.476196 + Penalty 4363.509098 = -920134.967098 nChanged 294 SP:Iteration 4Q (7190.060000 sec): 3 clusters Score: Raw -924655.397149 + Penalty 4363.509098 = -920291.888051 nChanged 247 SP:Iteration 5Q (7190.280000 sec): 3 clusters Score: Raw -924781.920162 + Penalty 4363.509098 = -920418.411064 nChanged 230 SP:Iteration 6Q (7190.480000 sec): 3 clusters Score: Raw -924897.430492 + Penalty 4363.509098 = -920533.921394 nChanged 209 SP:Iteration 7Q (7190.660000 sec): 3 clusters Score: Raw -925015.297146 + Penalty 4363.509098 = -920651.788048 nChanged 207 SP:Iteration 8Q (7190.910000 sec): 3 clusters Score: Raw -925143.307820 + Penalty 4363.509098 = -920779.798722 nChanged 213 SP:Iteration 9Q (7191.130000 sec): 3 clusters Score: Raw -925264.620144 + Penalty 4363.509098 = -920901.111046 nChanged 195 SP:Iteration 10Q (7191.300000 sec): 3 clusters Score: Raw -925367.448866 + Penalty 4363.509098 = -921003.939769 nChanged 186 SP:Iteration 11Q (7191.580000 sec): 3 clusters Score: Raw -925460.076873 + Penalty 4363.509098 = -921096.567775 nChanged 162 SP:Iteration 12Q (7191.800000 sec): 3 clusters Score: Raw -925547.944801 + Penalty 4363.509098 = -921184.435703 nChanged 160 SP:Iteration 13Q (7192.030000 sec): 3 clusters Score: Raw -925629.601944 + Penalty 4363.509098 = -921266.092846 nChanged 141 SP:Iteration 14Q (7192.270000 sec): 3 clusters Score: Raw -925694.437215 + Penalty 4363.509098 = -921330.928117 nChanged 134 SP:Iteration 15Q (7192.510000 sec): 3 clusters Score: Raw -925757.408479 + Penalty 4363.509098 = -921393.899381 nChanged 121 SP:Iteration 16Q (7192.720000 sec): 3 clusters Score: Raw -925815.474041 + Penalty 4363.509098 = -921451.964944 nChanged 106 SP:Iteration 17Q (7193.010000 sec): 3 clusters Score: Raw -925868.075034 + Penalty 4363.509098 = -921504.565936 nChanged 104 SP:Iteration 18Q (7193.240000 sec): 3 clusters Score: Raw -925925.314200 + Penalty 4363.509098 = -921561.805102 nChanged 99 SP:Iteration 19Q (7193.460000 sec): 3 clusters Score: Raw -925975.413250 + Penalty 4363.509098 = -921611.904153 nChanged 102 SP:Iteration 20F (7193.670000 sec): 3 clusters Score: Raw -926027.142492 + Penalty 4363.509098 = -921663.633395 nChanged 96 SP:Iteration 21Q (7193.860000 sec): 3 clusters Score: Raw -926076.206659 + Penalty 4363.509098 = -921712.697562 nChanged 94 SP:Iteration 22Q (7194.090000 sec): 3 clusters Score: Raw -926125.417974 + Penalty 4363.509098 = -921761.908877 nChanged 87 SP:Iteration 23Q (7194.320000 sec): 3 clusters Score: Raw -926169.717770 + Penalty 4363.509098 = -921806.208673 nChanged 76 SP:Iteration 24Q (7194.530000 sec): 3 clusters Score: Raw -926214.853269 + Penalty 4363.509098 = -921851.344171 nChanged 94 SP:Iteration 25Q (7194.780000 sec): 3 clusters Score: Raw -926265.396711 + Penalty 4363.509098 = -921901.887613 nChanged 78 SP:Iteration 26Q (7194.990000 sec): 3 clusters Score: Raw -926311.880531 + Penalty 4363.509098 = -921948.371434 nChanged 86 SP:Iteration 27Q (7195.190000 sec): 3 clusters Score: Raw -926362.045203 + Penalty 4363.509098 = -921998.536105 nChanged 79 SP:Iteration 28Q (7195.380000 sec): 3 clusters Score: Raw -926408.580954 + Penalty 4363.509098 = -922045.071856 nChanged 83 SP:Iteration 29Q (7195.560000 sec): 3 clusters Score: Raw -926459.059308 + Penalty 4363.509098 = -922095.550210 nChanged 79 SP:Iteration 30Q (7195.760000 sec): 3 clusters Score: Raw -926499.580805 + Penalty 4363.509098 = -922136.071708 nChanged 75 SP:Iteration 31Q (7196.020000 sec): 3 clusters Score: Raw -926537.175021 + Penalty 4363.509098 = -922173.665924 nChanged 74 SP:Iteration 32Q (7196.240000 sec): 3 clusters Score: Raw -926581.570414 + Penalty 4363.509098 = -922218.061317 nChanged 79 SP:Iteration 33Q (7196.490000 sec): 3 clusters Score: Raw -926629.198431 + Penalty 4363.509098 = -922265.689334 nChanged 85 SP:Iteration 34Q (7196.660000 sec): 3 clusters Score: Raw -926682.721774 + Penalty 4363.509098 = -922319.212677 nChanged 92 SP:Iteration 35Q (7196.900000 sec): 3 clusters Score: Raw -926736.518667 + Penalty 4363.509098 = -922373.009569 nChanged 77 SP:Iteration 36Q (7197.080000 sec): 3 clusters Score: Raw -926779.349626 + Penalty 4363.509098 = -922415.840528 nChanged 70 SP:Iteration 37Q (7197.290000 sec): 3 clusters Score: Raw -926827.456431 + Penalty 4363.509098 = -922463.947333 nChanged 80 SP:Iteration 38Q (7197.460000 sec): 3 clusters Score: Raw -926888.631811 + Penalty 4363.509098 = -922525.122713 nChanged 94 SP:Iteration 39Q (7197.680000 sec): 3 clusters Score: Raw -926966.806834 + Penalty 4363.509098 = -922603.297736 nChanged 89 SP:Iteration 40F (7197.910000 sec): 3 clusters Score: Raw -927051.500189 + Penalty 4363.509098 = -922687.991092 nChanged 98 SP:Iteration 41Q (7198.180000 sec): 3 clusters Score: Raw -927140.053587 + Penalty 4363.509098 = -922776.544490 nChanged 94 SP:Iteration 42Q (7198.400000 sec): 3 clusters Score: Raw -927212.617526 + Penalty 4363.509098 = -922849.108429 nChanged 81 SP:Iteration 43Q (7198.660000 sec): 3 clusters Score: Raw -927264.603711 + Penalty 4363.509098 = -922901.094614 nChanged 66 SP:Iteration 44Q (7198.860000 sec): 3 clusters Score: Raw -927298.372794 + Penalty 4363.509098 = -922934.863696 nChanged 54 SP:Iteration 45Q (7199.080000 sec): 3 clusters Score: Raw -927319.435971 + Penalty 4363.509098 = -922955.926874 nChanged 42 SP:Iteration 46Q (7199.290000 sec): 3 clusters Score: Raw -927334.767261 + Penalty 4363.509098 = -922971.258163 nChanged 25 SP:Iteration 47Q (7199.560000 sec): 3 clusters Score: Raw -927341.972364 + Penalty 4363.509098 = -922978.463267 nChanged 16 SP:Iteration 48Q (7199.730000 sec): 3 clusters Score: Raw -927346.295109 + Penalty 4363.509098 = -922982.786012 nChanged 9 SP:Iteration 49Q (7200.000000 sec): 3 clusters Score: Raw -927348.119881 + Penalty 4363.509098 = -922984.610783 nChanged 4 SP:Iteration 50Q (7200.250000 sec): 3 clusters Score: Raw -927348.925184 + Penalty 4363.509098 = -922985.416086 nChanged 4 SP:Iteration 51Q (7200.440000 sec): 3 clusters Score: Raw -927349.785126 + Penalty 4363.509098 = -922986.276028 nChanged 1 SP:Iteration 52Q (7200.660000 sec): 3 clusters Score: Raw -927349.990186 + Penalty 4363.509098 = -922986.481089 nChanged 0 SP:Iteration 53F (7200.900000 sec): 3 clusters Score: Raw -927349.990186 + Penalty 4363.509098 = -922986.481089 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 39 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7201.010000 sec): 2 clusters Score: Raw -74680.104415 + Penalty 1560.309147 = -73119.795268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7201.220000 sec): 3 clusters Score: Raw -74706.536765 + Penalty 3120.618293 = -71585.918471 nChanged 100 SP:Iteration 1F (7201.370000 sec): 3 clusters Score: Raw -74914.041128 + Penalty 3120.618293 = -71793.422835 nChanged 36 SP:Iteration 2F (7201.570000 sec): 3 clusters Score: Raw -75059.702585 + Penalty 3120.618293 = -71939.084292 nChanged 30 SP:Iteration 3F (7201.780000 sec): 3 clusters Score: Raw -75185.838988 + Penalty 3120.618293 = -72065.220695 nChanged 18 SP:Iteration 4Q (7201.960000 sec): 3 clusters Score: Raw -75324.104706 + Penalty 3120.618293 = -72203.486413 nChanged 23 SP:Iteration 5Q (7202.150000 sec): 3 clusters Score: Raw -75572.843159 + Penalty 3120.618293 = -72452.224866 nChanged 26 SP:Iteration 6Q (7202.330000 sec): 3 clusters Score: Raw -75938.609650 + Penalty 3120.618293 = -72817.991356 nChanged 24 SP:Iteration 7Q (7202.520000 sec): 3 clusters Score: Raw -76006.544862 + Penalty 3120.618293 = -72885.926568 nChanged 14 SP:Iteration 8Q (7202.750000 sec): 3 clusters Score: Raw -76051.933868 + Penalty 3120.618293 = -72931.315574 nChanged 9 SP:Iteration 9Q (7202.870000 sec): 3 clusters Score: Raw -76084.997287 + Penalty 3120.618293 = -72964.378994 nChanged 6 SP:Iteration 10Q (7203.060000 sec): 3 clusters Score: Raw -76131.339366 + Penalty 3120.618293 = -73010.721073 nChanged 8 SP:Iteration 11Q (7203.220000 sec): 3 clusters Score: Raw -76193.488820 + Penalty 3120.618293 = -73072.870527 nChanged 1 SP:Iteration 12Q (7203.420000 sec): 3 clusters Score: Raw -76195.405290 + Penalty 3120.618293 = -73074.786997 nChanged 0 SP:Iteration 13F (7203.570000 sec): 3 clusters Score: Raw -76195.647412 + Penalty 3120.618293 = -73075.029119 nChanged 1 SP:Iteration 14Q (7203.760000 sec): 3 clusters Score: Raw -76203.972165 + Penalty 3120.618293 = -73083.353872 nChanged 2 SP:Iteration 15Q (7203.960000 sec): 3 clusters Score: Raw -76212.274078 + Penalty 3120.618293 = -73091.655785 nChanged 2 SP:Iteration 16Q (7204.120000 sec): 3 clusters Score: Raw -76219.879032 + Penalty 3120.618293 = -73099.260738 nChanged 1 SP:Iteration 17Q (7204.300000 sec): 3 clusters Score: Raw -76226.624900 + Penalty 3120.618293 = -73106.006607 nChanged 1 SP:Iteration 18Q (7204.500000 sec): 3 clusters Score: Raw -76228.981892 + Penalty 3120.618293 = -73108.363599 nChanged 0 SP:Iteration 19F (7204.680000 sec): 3 clusters Score: Raw -76228.981892 + Penalty 3120.618293 = -73108.363599 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 40 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7204.800000 sec): 2 clusters Score: Raw -10036.656750 + Penalty 1074.021868 = -8962.634882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7204.920000 sec): 3 clusters Score: Raw -10480.610637 + Penalty 2148.043737 = -8332.566901 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 41 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7205.000000 sec): 2 clusters Score: Raw -9607.607671 + Penalty 1080.463789 = -8527.143882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7205.160000 sec): 3 clusters Score: Raw -10130.564697 + Penalty 2160.927578 = -7969.637119 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 42 (5601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7205.300000 sec): 2 clusters Score: Raw -787173.705677 + Penalty 2140.413707 = -785033.291970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7205.550000 sec): 3 clusters Score: Raw -784383.176370 + Penalty 4280.827414 = -780102.348956 nChanged 2180 SP:Iteration 1F (7205.750000 sec): 3 clusters Score: Raw -785716.691053 + Penalty 4280.827414 = -781435.863639 nChanged 439 SP:Iteration 2F (7205.960000 sec): 3 clusters Score: Raw -786020.903303 + Penalty 4280.827414 = -781740.075889 nChanged 354 SP:Iteration 3F (7206.170000 sec): 3 clusters Score: Raw -786253.333263 + Penalty 4280.827414 = -781972.505849 nChanged 298 SP:Iteration 4F (7206.390000 sec): 3 clusters Score: Raw -786445.844489 + Penalty 4280.827414 = -782165.017075 nChanged 261 SP:Iteration 5Q (7206.610000 sec): 3 clusters Score: Raw -786629.787361 + Penalty 4280.827414 = -782348.959946 nChanged 216 SP:Iteration 6Q (7206.870000 sec): 3 clusters Score: Raw -786790.287199 + Penalty 4280.827414 = -782509.459785 nChanged 203 SP:Iteration 7Q (7207.080000 sec): 3 clusters Score: Raw -786943.217356 + Penalty 4280.827414 = -782662.389942 nChanged 195 SP:Iteration 8Q (7207.370000 sec): 3 clusters Score: Raw -787079.734503 + Penalty 4280.827414 = -782798.907088 nChanged 196 SP:Iteration 9Q (7207.590000 sec): 3 clusters Score: Raw -787211.567475 + Penalty 4280.827414 = -782930.740061 nChanged 173 SP:Iteration 10Q (7207.810000 sec): 3 clusters Score: Raw -787307.913170 + Penalty 4280.827414 = -783027.085755 nChanged 145 SP:Iteration 11Q (7208.030000 sec): 3 clusters Score: Raw -787393.826038 + Penalty 4280.827414 = -783112.998623 nChanged 132 SP:Iteration 12Q (7208.230000 sec): 3 clusters Score: Raw -787470.402516 + Penalty 4280.827414 = -783189.575102 nChanged 92 SP:Iteration 13Q (7208.480000 sec): 3 clusters Score: Raw -787520.239291 + Penalty 4280.827414 = -783239.411877 nChanged 85 SP:Iteration 14Q (7208.720000 sec): 3 clusters Score: Raw -787561.740216 + Penalty 4280.827414 = -783280.912801 nChanged 67 SP:Iteration 15Q (7208.920000 sec): 3 clusters Score: Raw -787591.253700 + Penalty 4280.827414 = -783310.426286 nChanged 63 SP:Iteration 16Q (7209.180000 sec): 3 clusters Score: Raw -787624.107992 + Penalty 4280.827414 = -783343.280578 nChanged 66 SP:Iteration 17Q (7209.450000 sec): 3 clusters Score: Raw -787658.790836 + Penalty 4280.827414 = -783377.963422 nChanged 62 SP:Iteration 18Q (7209.670000 sec): 3 clusters Score: Raw -787690.748019 + Penalty 4280.827414 = -783409.920605 nChanged 48 SP:Iteration 19Q (7209.920000 sec): 3 clusters Score: Raw -787710.984561 + Penalty 4280.827414 = -783430.157147 nChanged 41 SP:Iteration 20F (7210.150000 sec): 3 clusters Score: Raw -787727.552303 + Penalty 4280.827414 = -783446.724888 nChanged 25 SP:Iteration 21Q (7210.350000 sec): 3 clusters Score: Raw -787738.979122 + Penalty 4280.827414 = -783458.151708 nChanged 26 SP:Iteration 22Q (7210.510000 sec): 3 clusters Score: Raw -787748.897142 + Penalty 4280.827414 = -783468.069728 nChanged 18 SP:Iteration 23Q (7210.790000 sec): 3 clusters Score: Raw -787755.546841 + Penalty 4280.827414 = -783474.719427 nChanged 11 SP:Iteration 24Q (7210.970000 sec): 3 clusters Score: Raw -787759.089779 + Penalty 4280.827414 = -783478.262365 nChanged 9 SP:Iteration 25Q (7211.190000 sec): 3 clusters Score: Raw -787762.009996 + Penalty 4280.827414 = -783481.182581 nChanged 10 SP:Iteration 26Q (7211.390000 sec): 3 clusters Score: Raw -787764.775428 + Penalty 4280.827414 = -783483.948013 nChanged 5 SP:Iteration 27Q (7211.630000 sec): 3 clusters Score: Raw -787765.648383 + Penalty 4280.827414 = -783484.820969 nChanged 4 SP:Iteration 28Q (7211.850000 sec): 3 clusters Score: Raw -787767.098606 + Penalty 4280.827414 = -783486.271192 nChanged 4 SP:Iteration 29Q (7212.080000 sec): 3 clusters Score: Raw -787767.747467 + Penalty 4280.827414 = -783486.920053 nChanged 2 SP:Iteration 30Q (7212.340000 sec): 3 clusters Score: Raw -787768.463439 + Penalty 4280.827414 = -783487.636025 nChanged 2 SP:Iteration 31Q (7212.560000 sec): 3 clusters Score: Raw -787769.009577 + Penalty 4280.827414 = -783488.182163 nChanged 4 SP:Iteration 32Q (7212.770000 sec): 3 clusters Score: Raw -787771.590923 + Penalty 4280.827414 = -783490.763509 nChanged 4 SP:Iteration 33Q (7212.970000 sec): 3 clusters Score: Raw -787772.655256 + Penalty 4280.827414 = -783491.827842 nChanged 6 SP:Iteration 34Q (7213.230000 sec): 3 clusters Score: Raw -787774.480080 + Penalty 4280.827414 = -783493.652666 nChanged 6 SP:Iteration 35Q (7213.400000 sec): 3 clusters Score: Raw -787776.812128 + Penalty 4280.827414 = -783495.984714 nChanged 8 SP:Iteration 36Q (7213.610000 sec): 3 clusters Score: Raw -787778.784198 + Penalty 4280.827414 = -783497.956783 nChanged 6 SP:Iteration 37Q (7213.810000 sec): 3 clusters Score: Raw -787781.901085 + Penalty 4280.827414 = -783501.073671 nChanged 12 SP:Iteration 38Q (7214.080000 sec): 3 clusters Score: Raw -787786.903417 + Penalty 4280.827414 = -783506.076002 nChanged 10 SP:Iteration 39Q (7214.310000 sec): 3 clusters Score: Raw -787790.682698 + Penalty 4280.827414 = -783509.855283 nChanged 9 SP:Iteration 40F (7214.490000 sec): 3 clusters Score: Raw -787797.520810 + Penalty 4280.827414 = -783516.693396 nChanged 12 SP:Iteration 41Q (7214.720000 sec): 3 clusters Score: Raw -787800.569835 + Penalty 4280.827414 = -783519.742421 nChanged 6 SP:Iteration 42Q (7214.960000 sec): 3 clusters Score: Raw -787802.047174 + Penalty 4280.827414 = -783521.219760 nChanged 3 SP:Iteration 43Q (7215.130000 sec): 3 clusters Score: Raw -787803.435867 + Penalty 4280.827414 = -783522.608453 nChanged 4 SP:Iteration 44Q (7215.370000 sec): 3 clusters Score: Raw -787804.306017 + Penalty 4280.827414 = -783523.478603 nChanged 1 SP:Iteration 45Q (7215.620000 sec): 3 clusters Score: Raw -787804.510751 + Penalty 4280.827414 = -783523.683336 nChanged 0 SP:Iteration 46F (7215.840000 sec): 3 clusters Score: Raw -787804.510751 + Penalty 4280.827414 = -783523.683336 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 43 (6235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7215.990000 sec): 2 clusters Score: Raw -887501.787071 + Penalty 2167.007597 = -885334.779474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7216.220000 sec): 3 clusters Score: Raw -884402.302436 + Penalty 4334.015194 = -880068.287243 nChanged 2437 SP:Iteration 1F (7216.460000 sec): 3 clusters Score: Raw -885694.960062 + Penalty 4334.015194 = -881360.944868 nChanged 432 SP:Iteration 2F (7216.710000 sec): 3 clusters Score: Raw -885902.919361 + Penalty 4334.015194 = -881568.904167 nChanged 281 SP:Iteration 3Q (7216.940000 sec): 3 clusters Score: Raw -886027.525630 + Penalty 4334.015194 = -881693.510436 nChanged 192 SP:Iteration 4Q (7217.140000 sec): 3 clusters Score: Raw -886107.622582 + Penalty 4334.015194 = -881773.607388 nChanged 172 SP:Iteration 5Q (7217.370000 sec): 3 clusters Score: Raw -886184.842253 + Penalty 4334.015194 = -881850.827060 nChanged 159 SP:Iteration 6Q (7217.570000 sec): 3 clusters Score: Raw -886247.752223 + Penalty 4334.015194 = -881913.737030 nChanged 142 SP:Iteration 7Q (7217.800000 sec): 3 clusters Score: Raw -886311.029008 + Penalty 4334.015194 = -881977.013814 nChanged 145 SP:Iteration 8Q (7218.060000 sec): 3 clusters Score: Raw -886377.902634 + Penalty 4334.015194 = -882043.887441 nChanged 154 SP:Iteration 9Q (7218.270000 sec): 3 clusters Score: Raw -886449.602429 + Penalty 4334.015194 = -882115.587236 nChanged 158 SP:Iteration 10Q (7218.500000 sec): 3 clusters Score: Raw -886525.557323 + Penalty 4334.015194 = -882191.542129 nChanged 142 SP:Iteration 11Q (7218.700000 sec): 3 clusters Score: Raw -886596.505172 + Penalty 4334.015194 = -882262.489978 nChanged 150 SP:Iteration 12Q (7218.920000 sec): 3 clusters Score: Raw -886682.050867 + Penalty 4334.015194 = -882348.035673 nChanged 156 SP:Iteration 13Q (7219.170000 sec): 3 clusters Score: Raw -886758.484950 + Penalty 4334.015194 = -882424.469757 nChanged 124 SP:Iteration 14Q (7219.410000 sec): 3 clusters Score: Raw -886826.142656 + Penalty 4334.015194 = -882492.127462 nChanged 147 SP:Iteration 15Q (7219.600000 sec): 3 clusters Score: Raw -886923.314386 + Penalty 4334.015194 = -882589.299193 nChanged 160 SP:Iteration 16Q (7219.770000 sec): 3 clusters Score: Raw -887021.930255 + Penalty 4334.015194 = -882687.915062 nChanged 142 SP:Iteration 17Q (7220.010000 sec): 3 clusters Score: Raw -887107.631287 + Penalty 4334.015194 = -882773.616093 nChanged 131 SP:Iteration 18Q (7220.200000 sec): 3 clusters Score: Raw -887189.507600 + Penalty 4334.015194 = -882855.492406 nChanged 127 SP:Iteration 19Q (7220.420000 sec): 3 clusters Score: Raw -887280.511498 + Penalty 4334.015194 = -882946.496304 nChanged 142 SP:Iteration 20F (7220.660000 sec): 3 clusters Score: Raw -887393.580012 + Penalty 4334.015194 = -883059.564819 nChanged 122 SP:Iteration 21Q (7220.880000 sec): 3 clusters Score: Raw -887484.813971 + Penalty 4334.015194 = -883150.798778 nChanged 85 SP:Iteration 22Q (7221.100000 sec): 3 clusters Score: Raw -887543.327146 + Penalty 4334.015194 = -883209.311953 nChanged 55 SP:Iteration 23Q (7221.270000 sec): 3 clusters Score: Raw -887589.726637 + Penalty 4334.015194 = -883255.711444 nChanged 53 SP:Iteration 24Q (7221.480000 sec): 3 clusters Score: Raw -887638.962314 + Penalty 4334.015194 = -883304.947121 nChanged 40 SP:Iteration 25Q (7221.700000 sec): 3 clusters Score: Raw -887675.234062 + Penalty 4334.015194 = -883341.218869 nChanged 33 SP:Iteration 26Q (7221.910000 sec): 3 clusters Score: Raw -887706.571498 + Penalty 4334.015194 = -883372.556305 nChanged 30 SP:Iteration 27Q (7222.120000 sec): 3 clusters Score: Raw -887731.586569 + Penalty 4334.015194 = -883397.571375 nChanged 20 SP:Iteration 28Q (7222.400000 sec): 3 clusters Score: Raw -887747.468931 + Penalty 4334.015194 = -883413.453738 nChanged 6 SP:Iteration 29Q (7222.620000 sec): 3 clusters Score: Raw -887751.118426 + Penalty 4334.015194 = -883417.103232 nChanged 6 SP:Iteration 30Q (7222.790000 sec): 3 clusters Score: Raw -887757.397352 + Penalty 4334.015194 = -883423.382158 nChanged 6 SP:Iteration 31Q (7223.040000 sec): 3 clusters Score: Raw -887765.081155 + Penalty 4334.015194 = -883431.065961 nChanged 5 SP:Iteration 32Q (7223.270000 sec): 3 clusters Score: Raw -887768.558409 + Penalty 4334.015194 = -883434.543216 nChanged 4 SP:Iteration 33Q (7223.500000 sec): 3 clusters Score: Raw -887771.171746 + Penalty 4334.015194 = -883437.156552 nChanged 3 SP:Iteration 34Q (7223.710000 sec): 3 clusters Score: Raw -887774.151195 + Penalty 4334.015194 = -883440.136001 nChanged 6 SP:Iteration 35Q (7223.910000 sec): 3 clusters Score: Raw -887777.693340 + Penalty 4334.015194 = -883443.678146 nChanged 1 SP:Iteration 36Q (7224.140000 sec): 3 clusters Score: Raw -887778.713717 + Penalty 4334.015194 = -883444.698524 nChanged 1 SP:Iteration 37Q (7224.410000 sec): 3 clusters Score: Raw -887779.263058 + Penalty 4334.015194 = -883445.247864 nChanged 1 SP:Iteration 38Q (7224.680000 sec): 3 clusters Score: Raw -887780.613758 + Penalty 4334.015194 = -883446.598564 nChanged 0 SP:Iteration 39F (7224.900000 sec): 3 clusters Score: Raw -887780.613758 + Penalty 4334.015194 = -883446.598564 nChanged 0 Iteration 219Q (7248.750000 sec): 45 clusters Score: Raw -72198797.084798 + Penalty 143385.276638 = -72055411.808161 nChanged 23 Iteration 220F (7294.050000 sec): 45 clusters Score: Raw -72199034.511389 + Penalty 143385.276638 = -72055649.234751 nChanged 16 Iteration 221Q (7319.540000 sec): 45 clusters Score: Raw -72199040.458607 + Penalty 143385.276638 = -72055655.181969 nChanged 12 Iteration 222Q (7342.650000 sec): 45 clusters Score: Raw -72199042.666442 + Penalty 143385.276638 = -72055657.389804 nChanged 13 Iteration 223Q (7366.660000 sec): 45 clusters Score: Raw -72199044.418359 + Penalty 143385.276638 = -72055659.141721 nChanged 12 Iteration 224Q (7389.140000 sec): 45 clusters Score: Raw -72199045.238051 + Penalty 143385.276638 = -72055659.961413 nChanged 7 Iteration 225Q (7411.170000 sec): 45 clusters Score: Raw -72199045.604897 + Penalty 143385.276638 = -72055660.328259 nChanged 4 Iteration 226Q (7436.050000 sec): 45 clusters Score: Raw -72199045.895669 + Penalty 143385.276638 = -72055660.619031 nChanged 0 Iteration 227F (7483.830000 sec): 45 clusters Score: Raw -72199045.895669 + Penalty 143385.276638 = -72055660.619031 nChanged 0 Compute initial score before splitting: Score: Raw -72199045.895669 + Penalty 143385.276638 = -72055660.619031 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 1 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7483.990000 sec): 2 clusters Score: Raw -161531.259589 + Penalty 1747.568525 = -159783.691064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7484.190000 sec): 3 clusters Score: Raw -161296.484321 + Penalty 3495.137050 = -157801.347272 nChanged 322 SP:Iteration 1F (7484.360000 sec): 3 clusters Score: Raw -161640.750022 + Penalty 3495.137050 = -158145.612972 nChanged 77 SP:Iteration 2F (7484.540000 sec): 3 clusters Score: Raw -161751.083945 + Penalty 3495.137050 = -158255.946895 nChanged 54 SP:Iteration 3Q (7484.700000 sec): 3 clusters Score: Raw -161809.139993 + Penalty 3495.137050 = -158314.002943 nChanged 39 SP:Iteration 4Q (7484.930000 sec): 3 clusters Score: Raw -161857.732564 + Penalty 3495.137050 = -158362.595514 nChanged 25 SP:Iteration 5Q (7485.100000 sec): 3 clusters Score: Raw -161882.565496 + Penalty 3495.137050 = -158387.428446 nChanged 25 SP:Iteration 6Q (7485.310000 sec): 3 clusters Score: Raw -161916.853239 + Penalty 3495.137050 = -158421.716189 nChanged 23 SP:Iteration 7Q (7485.490000 sec): 3 clusters Score: Raw -161946.123672 + Penalty 3495.137050 = -158450.986623 nChanged 21 SP:Iteration 8Q (7485.680000 sec): 3 clusters Score: Raw -161979.181990 + Penalty 3495.137050 = -158484.044941 nChanged 20 SP:Iteration 9Q (7485.880000 sec): 3 clusters Score: Raw -162005.461155 + Penalty 3495.137050 = -158510.324105 nChanged 15 SP:Iteration 10Q (7486.070000 sec): 3 clusters Score: Raw -162021.747683 + Penalty 3495.137050 = -158526.610633 nChanged 15 SP:Iteration 11Q (7486.320000 sec): 3 clusters Score: Raw -162055.970538 + Penalty 3495.137050 = -158560.833488 nChanged 21 SP:Iteration 12Q (7486.500000 sec): 3 clusters Score: Raw -162090.474801 + Penalty 3495.137050 = -158595.337751 nChanged 11 SP:Iteration 13Q (7486.690000 sec): 3 clusters Score: Raw -162103.146122 + Penalty 3495.137050 = -158608.009072 nChanged 11 SP:Iteration 14Q (7486.840000 sec): 3 clusters Score: Raw -162116.474418 + Penalty 3495.137050 = -158621.337369 nChanged 4 SP:Iteration 15Q (7487.000000 sec): 3 clusters Score: Raw -162123.095755 + Penalty 3495.137050 = -158627.958705 nChanged 5 SP:Iteration 16Q (7487.210000 sec): 3 clusters Score: Raw -162128.844236 + Penalty 3495.137050 = -158633.707186 nChanged 6 SP:Iteration 17Q (7487.370000 sec): 3 clusters Score: Raw -162139.887459 + Penalty 3495.137050 = -158644.750410 nChanged 5 SP:Iteration 18Q (7487.620000 sec): 3 clusters Score: Raw -162149.486106 + Penalty 3495.137050 = -158654.349056 nChanged 4 SP:Iteration 19Q (7487.820000 sec): 3 clusters Score: Raw -162154.399801 + Penalty 3495.137050 = -158659.262751 nChanged 2 SP:Iteration 20F (7487.970000 sec): 3 clusters Score: Raw -162157.475685 + Penalty 3495.137050 = -158662.338635 nChanged 3 SP:Iteration 21Q (7488.150000 sec): 3 clusters Score: Raw -162180.582668 + Penalty 3495.137050 = -158685.445619 nChanged 9 SP:Iteration 22Q (7488.370000 sec): 3 clusters Score: Raw -162212.247700 + Penalty 3495.137050 = -158717.110651 nChanged 11 SP:Iteration 23Q (7488.550000 sec): 3 clusters Score: Raw -162257.986225 + Penalty 3495.137050 = -158762.849175 nChanged 9 SP:Iteration 24Q (7488.700000 sec): 3 clusters Score: Raw -162274.748279 + Penalty 3495.137050 = -158779.611230 nChanged 2 SP:Iteration 25Q (7488.900000 sec): 3 clusters Score: Raw -162277.228287 + Penalty 3495.137050 = -158782.091237 nChanged 3 SP:Iteration 26Q (7489.060000 sec): 3 clusters Score: Raw -162291.006660 + Penalty 3495.137050 = -158795.869610 nChanged 9 SP:Iteration 27Q (7489.260000 sec): 3 clusters Score: Raw -162309.574522 + Penalty 3495.137050 = -158814.437472 nChanged 4 SP:Iteration 28Q (7489.490000 sec): 3 clusters Score: Raw -162312.204698 + Penalty 3495.137050 = -158817.067648 nChanged 3 SP:Iteration 29Q (7489.720000 sec): 3 clusters Score: Raw -162315.162844 + Penalty 3495.137050 = -158820.025794 nChanged 4 SP:Iteration 30Q (7489.850000 sec): 3 clusters Score: Raw -162320.588398 + Penalty 3495.137050 = -158825.451348 nChanged 1 SP:Iteration 31Q (7490.090000 sec): 3 clusters Score: Raw -162321.679980 + Penalty 3495.137050 = -158826.542930 nChanged 0 SP:Iteration 32F (7490.310000 sec): 3 clusters Score: Raw -162321.679980 + Penalty 3495.137050 = -158826.542930 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 2 (4088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7490.410000 sec): 2 clusters Score: Raw -575980.392621 + Penalty 2062.321161 = -573918.071460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7490.700000 sec): 3 clusters Score: Raw -574114.834271 + Penalty 4124.642321 = -569990.191950 nChanged 1507 SP:Iteration 1F (7490.980000 sec): 3 clusters Score: Raw -575170.799782 + Penalty 4124.642321 = -571046.157461 nChanged 388 SP:Iteration 2F (7491.180000 sec): 3 clusters Score: Raw -575520.122632 + Penalty 4124.642321 = -571395.480311 nChanged 279 SP:Iteration 3F (7491.400000 sec): 3 clusters Score: Raw -575811.692810 + Penalty 4124.642321 = -571687.050488 nChanged 237 SP:Iteration 4F (7491.610000 sec): 3 clusters Score: Raw -576058.349980 + Penalty 4124.642321 = -571933.707658 nChanged 169 SP:Iteration 5Q (7491.840000 sec): 3 clusters Score: Raw -576201.983051 + Penalty 4124.642321 = -572077.340730 nChanged 150 SP:Iteration 6Q (7492.090000 sec): 3 clusters Score: Raw -576319.697334 + Penalty 4124.642321 = -572195.055013 nChanged 128 SP:Iteration 7Q (7492.260000 sec): 3 clusters Score: Raw -576433.295519 + Penalty 4124.642321 = -572308.653198 nChanged 110 SP:Iteration 8Q (7492.470000 sec): 3 clusters Score: Raw -576519.611733 + Penalty 4124.642321 = -572394.969411 nChanged 89 SP:Iteration 9Q (7492.650000 sec): 3 clusters Score: Raw -576582.194297 + Penalty 4124.642321 = -572457.551975 nChanged 74 SP:Iteration 10Q (7492.890000 sec): 3 clusters Score: Raw -576633.102010 + Penalty 4124.642321 = -572508.459689 nChanged 57 SP:Iteration 11Q (7493.090000 sec): 3 clusters Score: Raw -576666.505172 + Penalty 4124.642321 = -572541.862850 nChanged 56 SP:Iteration 12Q (7493.330000 sec): 3 clusters Score: Raw -576697.206868 + Penalty 4124.642321 = -572572.564547 nChanged 42 SP:Iteration 13Q (7493.520000 sec): 3 clusters Score: Raw -576722.126633 + Penalty 4124.642321 = -572597.484312 nChanged 34 SP:Iteration 14Q (7493.750000 sec): 3 clusters Score: Raw -576753.667147 + Penalty 4124.642321 = -572629.024825 nChanged 39 SP:Iteration 15Q (7493.960000 sec): 3 clusters Score: Raw -576809.155932 + Penalty 4124.642321 = -572684.513610 nChanged 40 SP:Iteration 16Q (7494.190000 sec): 3 clusters Score: Raw -576899.883311 + Penalty 4124.642321 = -572775.240990 nChanged 58 SP:Iteration 17Q (7494.380000 sec): 3 clusters Score: Raw -576953.514108 + Penalty 4124.642321 = -572828.871786 nChanged 53 SP:Iteration 18Q (7494.550000 sec): 3 clusters Score: Raw -576996.541648 + Penalty 4124.642321 = -572871.899327 nChanged 29 SP:Iteration 19Q (7494.760000 sec): 3 clusters Score: Raw -577022.472338 + Penalty 4124.642321 = -572897.830016 nChanged 24 SP:Iteration 20F (7494.970000 sec): 3 clusters Score: Raw -577043.383376 + Penalty 4124.642321 = -572918.741055 nChanged 23 SP:Iteration 21Q (7495.220000 sec): 3 clusters Score: Raw -577057.943001 + Penalty 4124.642321 = -572933.300679 nChanged 16 SP:Iteration 22Q (7495.430000 sec): 3 clusters Score: Raw -577064.650429 + Penalty 4124.642321 = -572940.008107 nChanged 11 SP:Iteration 23Q (7495.630000 sec): 3 clusters Score: Raw -577068.590361 + Penalty 4124.642321 = -572943.948040 nChanged 6 SP:Iteration 24Q (7495.870000 sec): 3 clusters Score: Raw -577070.602875 + Penalty 4124.642321 = -572945.960554 nChanged 3 SP:Iteration 25Q (7496.090000 sec): 3 clusters Score: Raw -577071.467148 + Penalty 4124.642321 = -572946.824826 nChanged 1 SP:Iteration 26Q (7496.270000 sec): 3 clusters Score: Raw -577071.759409 + Penalty 4124.642321 = -572947.117087 nChanged 0 SP:Iteration 27F (7496.440000 sec): 3 clusters Score: Raw -577071.759409 + Penalty 4124.642321 = -572947.117087 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 3 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7496.580000 sec): 2 clusters Score: Raw -14057.780258 + Penalty 1156.532895 = -12901.247362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7496.770000 sec): 3 clusters Score: Raw -14454.853114 + Penalty 2313.065791 = -12141.787323 nChanged 4 SP:Iteration 1Q (7496.960000 sec): 3 clusters Score: Raw -14499.633626 + Penalty 2313.065791 = -12186.567835 nChanged 0 SP:Iteration 2F (7497.100000 sec): 3 clusters Score: Raw -14499.633626 + Penalty 2313.065791 = -12186.567835 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 4 (10641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7497.260000 sec): 2 clusters Score: Raw -1501696.347163 + Penalty 2299.572496 = -1499396.774666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7497.540000 sec): 3 clusters Score: Raw -1495920.071488 + Penalty 4599.144993 = -1491320.926495 nChanged 4427 SP:Iteration 1F (7497.790000 sec): 3 clusters Score: Raw -1498273.253102 + Penalty 4599.144993 = -1493674.108110 nChanged 734 SP:Iteration 2F (7498.020000 sec): 3 clusters Score: Raw -1498658.456342 + Penalty 4599.144993 = -1494059.311350 nChanged 612 SP:Iteration 3F (7498.270000 sec): 3 clusters Score: Raw -1499010.487323 + Penalty 4599.144993 = -1494411.342330 nChanged 568 SP:Iteration 4F (7498.510000 sec): 3 clusters Score: Raw -1499369.911410 + Penalty 4599.144993 = -1494770.766417 nChanged 562 SP:Iteration 5F (7498.790000 sec): 3 clusters Score: Raw -1499743.485255 + Penalty 4599.144993 = -1495144.340263 nChanged 543 SP:Iteration 6F (7499.050000 sec): 3 clusters Score: Raw -1500110.755260 + Penalty 4599.144993 = -1495511.610267 nChanged 492 SP:Iteration 7Q (7499.350000 sec): 3 clusters Score: Raw -1500434.911575 + Penalty 4599.144993 = -1495835.766582 nChanged 427 SP:Iteration 8Q (7499.560000 sec): 3 clusters Score: Raw -1500702.445725 + Penalty 4599.144993 = -1496103.300732 nChanged 359 SP:Iteration 9Q (7499.810000 sec): 3 clusters Score: Raw -1500936.546633 + Penalty 4599.144993 = -1496337.401640 nChanged 298 SP:Iteration 10Q (7500.070000 sec): 3 clusters Score: Raw -1501115.166982 + Penalty 4599.144993 = -1496516.021990 nChanged 252 SP:Iteration 11Q (7500.290000 sec): 3 clusters Score: Raw -1501270.213615 + Penalty 4599.144993 = -1496671.068622 nChanged 219 SP:Iteration 12Q (7500.580000 sec): 3 clusters Score: Raw -1501417.117886 + Penalty 4599.144993 = -1496817.972894 nChanged 182 SP:Iteration 13Q (7500.830000 sec): 3 clusters Score: Raw -1501549.449818 + Penalty 4599.144993 = -1496950.304826 nChanged 160 SP:Iteration 14Q (7501.050000 sec): 3 clusters Score: Raw -1501655.976261 + Penalty 4599.144993 = -1497056.831269 nChanged 119 SP:Iteration 15Q (7501.280000 sec): 3 clusters Score: Raw -1501735.800914 + Penalty 4599.144993 = -1497136.655922 nChanged 95 SP:Iteration 16Q (7501.510000 sec): 3 clusters Score: Raw -1501798.363768 + Penalty 4599.144993 = -1497199.218775 nChanged 84 SP:Iteration 17Q (7501.770000 sec): 3 clusters Score: Raw -1501851.243382 + Penalty 4599.144993 = -1497252.098390 nChanged 43 SP:Iteration 18Q (7502.030000 sec): 3 clusters Score: Raw -1501880.630718 + Penalty 4599.144993 = -1497281.485726 nChanged 33 SP:Iteration 19Q (7502.280000 sec): 3 clusters Score: Raw -1501899.866973 + Penalty 4599.144993 = -1497300.721981 nChanged 30 SP:Iteration 20F (7502.550000 sec): 3 clusters Score: Raw -1501919.665451 + Penalty 4599.144993 = -1497320.520458 nChanged 28 SP:Iteration 21Q (7502.750000 sec): 3 clusters Score: Raw -1501940.093259 + Penalty 4599.144993 = -1497340.948266 nChanged 23 SP:Iteration 22Q (7503.010000 sec): 3 clusters Score: Raw -1501953.233060 + Penalty 4599.144993 = -1497354.088067 nChanged 16 SP:Iteration 23Q (7503.190000 sec): 3 clusters Score: Raw -1501963.237763 + Penalty 4599.144993 = -1497364.092770 nChanged 16 SP:Iteration 24Q (7503.430000 sec): 3 clusters Score: Raw -1501974.272531 + Penalty 4599.144993 = -1497375.127538 nChanged 18 SP:Iteration 25Q (7503.670000 sec): 3 clusters Score: Raw -1501986.497462 + Penalty 4599.144993 = -1497387.352470 nChanged 14 SP:Iteration 26Q (7503.940000 sec): 3 clusters Score: Raw -1501998.039709 + Penalty 4599.144993 = -1497398.894716 nChanged 24 SP:Iteration 27Q (7504.230000 sec): 3 clusters Score: Raw -1502015.685185 + Penalty 4599.144993 = -1497416.540193 nChanged 16 SP:Iteration 28Q (7504.470000 sec): 3 clusters Score: Raw -1502026.093068 + Penalty 4599.144993 = -1497426.948075 nChanged 13 SP:Iteration 29Q (7504.720000 sec): 3 clusters Score: Raw -1502036.450423 + Penalty 4599.144993 = -1497437.305430 nChanged 13 SP:Iteration 30Q (7504.960000 sec): 3 clusters Score: Raw -1502046.335816 + Penalty 4599.144993 = -1497447.190823 nChanged 10 SP:Iteration 31Q (7505.220000 sec): 3 clusters Score: Raw -1502051.938271 + Penalty 4599.144993 = -1497452.793278 nChanged 2 SP:Iteration 32Q (7505.450000 sec): 3 clusters Score: Raw -1502053.686513 + Penalty 4599.144993 = -1497454.541520 nChanged 3 SP:Iteration 33Q (7505.690000 sec): 3 clusters Score: Raw -1502055.091153 + Penalty 4599.144993 = -1497455.946161 nChanged 2 SP:Iteration 34Q (7505.970000 sec): 3 clusters Score: Raw -1502055.991769 + Penalty 4599.144993 = -1497456.846776 nChanged 2 SP:Iteration 35Q (7506.200000 sec): 3 clusters Score: Raw -1502056.873361 + Penalty 4599.144993 = -1497457.728368 nChanged 3 SP:Iteration 36Q (7506.420000 sec): 3 clusters Score: Raw -1502058.325500 + Penalty 4599.144993 = -1497459.180508 nChanged 0 SP:Iteration 37F (7506.690000 sec): 3 clusters Score: Raw -1502058.325500 + Penalty 4599.144993 = -1497459.180508 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 5 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7506.810000 sec): 2 clusters Score: Raw -39908.485428 + Penalty 1425.849461 = -38482.635967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7507.010000 sec): 3 clusters Score: Raw -40229.315260 + Penalty 2851.698921 = -37377.616338 nChanged 52 SP:Iteration 1F (7507.150000 sec): 3 clusters Score: Raw -40365.706166 + Penalty 2851.698921 = -37514.007245 nChanged 16 SP:Iteration 2F (7507.320000 sec): 3 clusters Score: Raw -40426.688449 + Penalty 2851.698921 = -37574.989528 nChanged 15 SP:Iteration 3Q (7507.460000 sec): 3 clusters Score: Raw -40474.282414 + Penalty 2851.698921 = -37622.583493 nChanged 6 SP:Iteration 4Q (7507.660000 sec): 3 clusters Score: Raw -40505.867116 + Penalty 2851.698921 = -37654.168195 nChanged 4 SP:Iteration 5Q (7507.830000 sec): 3 clusters Score: Raw -40538.149185 + Penalty 2851.698921 = -37686.450263 nChanged 4 SP:Iteration 6Q (7508.030000 sec): 3 clusters Score: Raw -40550.981475 + Penalty 2851.698921 = -37699.282554 nChanged 1 SP:Iteration 7Q (7508.170000 sec): 3 clusters Score: Raw -40552.351359 + Penalty 2851.698921 = -37700.652438 nChanged 0 SP:Iteration 8F (7508.390000 sec): 3 clusters Score: Raw -40552.351359 + Penalty 2851.698921 = -37700.652438 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 6 (3261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7508.450000 sec): 2 clusters Score: Raw -457217.462050 + Penalty 2006.267716 = -455211.194335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7508.690000 sec): 3 clusters Score: Raw -455857.647854 + Penalty 4012.535431 = -451845.112422 nChanged 1115 SP:Iteration 1F (7508.890000 sec): 3 clusters Score: Raw -456771.749364 + Penalty 4012.535431 = -452759.213933 nChanged 345 SP:Iteration 2F (7509.110000 sec): 3 clusters Score: Raw -457200.049039 + Penalty 4012.535431 = -453187.513607 nChanged 270 SP:Iteration 3F (7509.290000 sec): 3 clusters Score: Raw -457562.881100 + Penalty 4012.535431 = -453550.345669 nChanged 213 SP:Iteration 4F (7509.490000 sec): 3 clusters Score: Raw -457804.000380 + Penalty 4012.535431 = -453791.464949 nChanged 159 SP:Iteration 5Q (7509.660000 sec): 3 clusters Score: Raw -457943.736110 + Penalty 4012.535431 = -453931.200678 nChanged 108 SP:Iteration 6Q (7509.890000 sec): 3 clusters Score: Raw -458039.773995 + Penalty 4012.535431 = -454027.238564 nChanged 98 SP:Iteration 7Q (7510.070000 sec): 3 clusters Score: Raw -458109.514967 + Penalty 4012.535431 = -454096.979536 nChanged 61 SP:Iteration 8Q (7510.230000 sec): 3 clusters Score: Raw -458144.496120 + Penalty 4012.535431 = -454131.960689 nChanged 38 SP:Iteration 9Q (7510.410000 sec): 3 clusters Score: Raw -458164.368208 + Penalty 4012.535431 = -454151.832777 nChanged 26 SP:Iteration 10Q (7510.620000 sec): 3 clusters Score: Raw -458179.958949 + Penalty 4012.535431 = -454167.423518 nChanged 13 SP:Iteration 11Q (7510.790000 sec): 3 clusters Score: Raw -458189.195911 + Penalty 4012.535431 = -454176.660480 nChanged 15 SP:Iteration 12Q (7510.980000 sec): 3 clusters Score: Raw -458197.177286 + Penalty 4012.535431 = -454184.641855 nChanged 11 SP:Iteration 13Q (7511.170000 sec): 3 clusters Score: Raw -458203.027089 + Penalty 4012.535431 = -454190.491658 nChanged 10 SP:Iteration 14Q (7511.370000 sec): 3 clusters Score: Raw -458207.035947 + Penalty 4012.535431 = -454194.500516 nChanged 3 SP:Iteration 15Q (7511.600000 sec): 3 clusters Score: Raw -458208.116344 + Penalty 4012.535431 = -454195.580912 nChanged 3 SP:Iteration 16Q (7511.790000 sec): 3 clusters Score: Raw -458209.222008 + Penalty 4012.535431 = -454196.686577 nChanged 4 SP:Iteration 17Q (7511.970000 sec): 3 clusters Score: Raw -458210.313533 + Penalty 4012.535431 = -454197.778102 nChanged 3 SP:Iteration 18Q (7512.170000 sec): 3 clusters Score: Raw -458211.514512 + Penalty 4012.535431 = -454198.979081 nChanged 3 SP:Iteration 19Q (7512.340000 sec): 3 clusters Score: Raw -458212.697833 + Penalty 4012.535431 = -454200.162402 nChanged 1 SP:Iteration 20F (7512.510000 sec): 3 clusters Score: Raw -458213.173434 + Penalty 4012.535431 = -454200.638003 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 7 (12736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7512.660000 sec): 2 clusters Score: Raw -1807752.405244 + Penalty 2344.142601 = -1805408.262643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7512.900000 sec): 3 clusters Score: Raw -1800659.208766 + Penalty 4688.285202 = -1795970.923563 nChanged 5408 SP:Iteration 1F (7513.140000 sec): 3 clusters Score: Raw -1803674.265551 + Penalty 4688.285202 = -1798985.980349 nChanged 866 SP:Iteration 2F (7513.410000 sec): 3 clusters Score: Raw -1804128.080667 + Penalty 4688.285202 = -1799439.795464 nChanged 708 SP:Iteration 3F (7513.650000 sec): 3 clusters Score: Raw -1804498.055192 + Penalty 4688.285202 = -1799809.769989 nChanged 672 SP:Iteration 4F (7513.940000 sec): 3 clusters Score: Raw -1804873.431762 + Penalty 4688.285202 = -1800185.146559 nChanged 691 SP:Iteration 5F (7514.150000 sec): 3 clusters Score: Raw -1805306.310323 + Penalty 4688.285202 = -1800618.025121 nChanged 708 SP:Iteration 6F (7514.420000 sec): 3 clusters Score: Raw -1805758.870845 + Penalty 4688.285202 = -1801070.585643 nChanged 654 SP:Iteration 7F (7514.690000 sec): 3 clusters Score: Raw -1806142.351952 + Penalty 4688.285202 = -1801454.066749 nChanged 575 SP:Iteration 8Q (7514.900000 sec): 3 clusters Score: Raw -1806462.793888 + Penalty 4688.285202 = -1801774.508686 nChanged 472 SP:Iteration 9Q (7515.180000 sec): 3 clusters Score: Raw -1806696.972877 + Penalty 4688.285202 = -1802008.687675 nChanged 380 SP:Iteration 10Q (7515.420000 sec): 3 clusters Score: Raw -1806882.578566 + Penalty 4688.285202 = -1802194.293364 nChanged 349 SP:Iteration 11Q (7515.670000 sec): 3 clusters Score: Raw -1807055.534430 + Penalty 4688.285202 = -1802367.249227 nChanged 321 SP:Iteration 12Q (7515.940000 sec): 3 clusters Score: Raw -1807208.603275 + Penalty 4688.285202 = -1802520.318072 nChanged 253 SP:Iteration 13Q (7516.230000 sec): 3 clusters Score: Raw -1807336.404233 + Penalty 4688.285202 = -1802648.119031 nChanged 251 SP:Iteration 14Q (7516.490000 sec): 3 clusters Score: Raw -1807462.854291 + Penalty 4688.285202 = -1802774.569089 nChanged 225 SP:Iteration 15Q (7516.750000 sec): 3 clusters Score: Raw -1807581.397634 + Penalty 4688.285202 = -1802893.112431 nChanged 209 SP:Iteration 16Q (7516.990000 sec): 3 clusters Score: Raw -1807692.709809 + Penalty 4688.285202 = -1803004.424606 nChanged 189 SP:Iteration 17Q (7517.270000 sec): 3 clusters Score: Raw -1807793.110565 + Penalty 4688.285202 = -1803104.825362 nChanged 171 SP:Iteration 18Q (7517.490000 sec): 3 clusters Score: Raw -1807881.334668 + Penalty 4688.285202 = -1803193.049466 nChanged 159 SP:Iteration 19Q (7517.730000 sec): 3 clusters Score: Raw -1807947.564679 + Penalty 4688.285202 = -1803259.279476 nChanged 124 SP:Iteration 20F (7517.980000 sec): 3 clusters Score: Raw -1807997.313998 + Penalty 4688.285202 = -1803309.028796 nChanged 102 SP:Iteration 21Q (7518.220000 sec): 3 clusters Score: Raw -1808034.323364 + Penalty 4688.285202 = -1803346.038161 nChanged 100 SP:Iteration 22Q (7518.460000 sec): 3 clusters Score: Raw -1808078.682511 + Penalty 4688.285202 = -1803390.397309 nChanged 98 SP:Iteration 23Q (7518.710000 sec): 3 clusters Score: Raw -1808118.463009 + Penalty 4688.285202 = -1803430.177807 nChanged 86 SP:Iteration 24Q (7518.930000 sec): 3 clusters Score: Raw -1808154.627610 + Penalty 4688.285202 = -1803466.342408 nChanged 92 SP:Iteration 25Q (7519.150000 sec): 3 clusters Score: Raw -1808195.288579 + Penalty 4688.285202 = -1803507.003377 nChanged 79 SP:Iteration 26Q (7519.410000 sec): 3 clusters Score: Raw -1808228.622351 + Penalty 4688.285202 = -1803540.337149 nChanged 72 SP:Iteration 27Q (7519.630000 sec): 3 clusters Score: Raw -1808252.952665 + Penalty 4688.285202 = -1803564.667463 nChanged 49 SP:Iteration 28Q (7519.870000 sec): 3 clusters Score: Raw -1808266.702092 + Penalty 4688.285202 = -1803578.416890 nChanged 39 SP:Iteration 29Q (7520.170000 sec): 3 clusters Score: Raw -1808275.920304 + Penalty 4688.285202 = -1803587.635102 nChanged 33 SP:Iteration 30Q (7520.450000 sec): 3 clusters Score: Raw -1808285.985040 + Penalty 4688.285202 = -1803597.699837 nChanged 36 SP:Iteration 31Q (7520.710000 sec): 3 clusters Score: Raw -1808296.858825 + Penalty 4688.285202 = -1803608.573622 nChanged 29 SP:Iteration 32Q (7521.010000 sec): 3 clusters Score: Raw -1808305.394410 + Penalty 4688.285202 = -1803617.109208 nChanged 32 SP:Iteration 33Q (7521.270000 sec): 3 clusters Score: Raw -1808315.118481 + Penalty 4688.285202 = -1803626.833279 nChanged 30 SP:Iteration 34Q (7521.510000 sec): 3 clusters Score: Raw -1808325.289336 + Penalty 4688.285202 = -1803637.004133 nChanged 31 SP:Iteration 35Q (7521.790000 sec): 3 clusters Score: Raw -1808335.319189 + Penalty 4688.285202 = -1803647.033987 nChanged 28 SP:Iteration 36Q (7522.040000 sec): 3 clusters Score: Raw -1808342.660626 + Penalty 4688.285202 = -1803654.375423 nChanged 19 SP:Iteration 37Q (7522.270000 sec): 3 clusters Score: Raw -1808348.599024 + Penalty 4688.285202 = -1803660.313821 nChanged 17 SP:Iteration 38Q (7522.510000 sec): 3 clusters Score: Raw -1808354.298444 + Penalty 4688.285202 = -1803666.013241 nChanged 17 SP:Iteration 39Q (7522.820000 sec): 3 clusters Score: Raw -1808359.363545 + Penalty 4688.285202 = -1803671.078343 nChanged 14 SP:Iteration 40F (7523.070000 sec): 3 clusters Score: Raw -1808364.120999 + Penalty 4688.285202 = -1803675.835797 nChanged 16 SP:Iteration 41Q (7523.330000 sec): 3 clusters Score: Raw -1808368.102024 + Penalty 4688.285202 = -1803679.816822 nChanged 13 SP:Iteration 42Q (7523.620000 sec): 3 clusters Score: Raw -1808371.804004 + Penalty 4688.285202 = -1803683.518802 nChanged 18 SP:Iteration 43Q (7523.860000 sec): 3 clusters Score: Raw -1808377.034862 + Penalty 4688.285202 = -1803688.749660 nChanged 17 SP:Iteration 44Q (7524.140000 sec): 3 clusters Score: Raw -1808380.952910 + Penalty 4688.285202 = -1803692.667708 nChanged 17 SP:Iteration 45Q (7524.350000 sec): 3 clusters Score: Raw -1808386.398736 + Penalty 4688.285202 = -1803698.113534 nChanged 13 SP:Iteration 46Q (7524.600000 sec): 3 clusters Score: Raw -1808391.032380 + Penalty 4688.285202 = -1803702.747177 nChanged 12 SP:Iteration 47Q (7524.850000 sec): 3 clusters Score: Raw -1808395.049751 + Penalty 4688.285202 = -1803706.764549 nChanged 13 SP:Iteration 48Q (7525.130000 sec): 3 clusters Score: Raw -1808398.665671 + Penalty 4688.285202 = -1803710.380469 nChanged 7 SP:Iteration 49Q (7525.390000 sec): 3 clusters Score: Raw -1808400.369275 + Penalty 4688.285202 = -1803712.084073 nChanged 6 SP:Iteration 50Q (7525.630000 sec): 3 clusters Score: Raw -1808401.532662 + Penalty 4688.285202 = -1803713.247460 nChanged 6 SP:Iteration 51Q (7525.870000 sec): 3 clusters Score: Raw -1808402.739803 + Penalty 4688.285202 = -1803714.454601 nChanged 4 SP:Iteration 52Q (7526.120000 sec): 3 clusters Score: Raw -1808403.754382 + Penalty 4688.285202 = -1803715.469179 nChanged 0 SP:Iteration 53F (7526.400000 sec): 3 clusters Score: Raw -1808403.754382 + Penalty 4688.285202 = -1803715.469179 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 8 (20600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7526.580000 sec): 2 clusters Score: Raw -3074280.151761 + Penalty 2463.395496 = -3071816.756265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7526.870000 sec): 3 clusters Score: Raw -3062263.506091 + Penalty 4926.790992 = -3057336.715099 nChanged 9095 SP:Iteration 1F (7527.200000 sec): 3 clusters Score: Raw -3067082.074908 + Penalty 4926.790992 = -3062155.283916 nChanged 1085 SP:Iteration 2F (7527.530000 sec): 3 clusters Score: Raw -3067480.410170 + Penalty 4926.790992 = -3062553.619178 nChanged 895 SP:Iteration 3Q (7527.850000 sec): 3 clusters Score: Raw -3067776.479319 + Penalty 4926.790992 = -3062849.688327 nChanged 763 SP:Iteration 4Q (7528.110000 sec): 3 clusters Score: Raw -3068009.177647 + Penalty 4926.790992 = -3063082.386655 nChanged 662 SP:Iteration 5Q (7528.410000 sec): 3 clusters Score: Raw -3068223.763749 + Penalty 4926.790992 = -3063296.972757 nChanged 633 SP:Iteration 6Q (7528.790000 sec): 3 clusters Score: Raw -3068421.879012 + Penalty 4926.790992 = -3063495.088020 nChanged 600 SP:Iteration 7Q (7529.090000 sec): 3 clusters Score: Raw -3068612.711838 + Penalty 4926.790992 = -3063685.920846 nChanged 589 SP:Iteration 8Q (7529.400000 sec): 3 clusters Score: Raw -3068805.252355 + Penalty 4926.790992 = -3063878.461363 nChanged 611 SP:Iteration 9Q (7529.680000 sec): 3 clusters Score: Raw -3069021.058654 + Penalty 4926.790992 = -3064094.267662 nChanged 603 SP:Iteration 10Q (7529.950000 sec): 3 clusters Score: Raw -3069246.271606 + Penalty 4926.790992 = -3064319.480614 nChanged 634 SP:Iteration 11Q (7530.260000 sec): 3 clusters Score: Raw -3069528.518547 + Penalty 4926.790992 = -3064601.727555 nChanged 684 SP:Iteration 12Q (7530.580000 sec): 3 clusters Score: Raw -3069853.741439 + Penalty 4926.790992 = -3064926.950447 nChanged 691 SP:Iteration 13Q (7530.860000 sec): 3 clusters Score: Raw -3070184.228967 + Penalty 4926.790992 = -3065257.437975 nChanged 688 SP:Iteration 14Q (7531.190000 sec): 3 clusters Score: Raw -3070517.377089 + Penalty 4926.790992 = -3065590.586097 nChanged 661 SP:Iteration 15Q (7531.550000 sec): 3 clusters Score: Raw -3070822.337820 + Penalty 4926.790992 = -3065895.546828 nChanged 579 SP:Iteration 16Q (7531.820000 sec): 3 clusters Score: Raw -3071068.706717 + Penalty 4926.790992 = -3066141.915725 nChanged 518 SP:Iteration 17Q (7532.160000 sec): 3 clusters Score: Raw -3071278.719055 + Penalty 4926.790992 = -3066351.928063 nChanged 429 SP:Iteration 18Q (7532.460000 sec): 3 clusters Score: Raw -3071447.118358 + Penalty 4926.790992 = -3066520.327366 nChanged 397 SP:Iteration 19Q (7532.740000 sec): 3 clusters Score: Raw -3071592.508390 + Penalty 4926.790992 = -3066665.717398 nChanged 351 SP:Iteration 20F (7533.060000 sec): 3 clusters Score: Raw -3071715.216396 + Penalty 4926.790992 = -3066788.425404 nChanged 322 SP:Iteration 21Q (7533.350000 sec): 3 clusters Score: Raw -3071824.062328 + Penalty 4926.790992 = -3066897.271336 nChanged 285 SP:Iteration 22Q (7533.620000 sec): 3 clusters Score: Raw -3071922.377960 + Penalty 4926.790992 = -3066995.586968 nChanged 299 SP:Iteration 23Q (7533.920000 sec): 3 clusters Score: Raw -3072035.458682 + Penalty 4926.790992 = -3067108.667690 nChanged 324 SP:Iteration 24Q (7534.210000 sec): 3 clusters Score: Raw -3072159.203831 + Penalty 4926.790992 = -3067232.412839 nChanged 330 SP:Iteration 25Q (7534.560000 sec): 3 clusters Score: Raw -3072296.071316 + Penalty 4926.790992 = -3067369.280324 nChanged 327 SP:Iteration 26Q (7534.860000 sec): 3 clusters Score: Raw -3072433.357649 + Penalty 4926.790992 = -3067506.566658 nChanged 317 SP:Iteration 27Q (7535.150000 sec): 3 clusters Score: Raw -3072563.184608 + Penalty 4926.790992 = -3067636.393616 nChanged 311 SP:Iteration 28Q (7535.480000 sec): 3 clusters Score: Raw -3072708.486819 + Penalty 4926.790992 = -3067781.695827 nChanged 316 SP:Iteration 29Q (7535.770000 sec): 3 clusters Score: Raw -3072860.615900 + Penalty 4926.790992 = -3067933.824909 nChanged 295 SP:Iteration 30Q (7536.050000 sec): 3 clusters Score: Raw -3073018.783043 + Penalty 4926.790992 = -3068091.992051 nChanged 298 SP:Iteration 31Q (7536.390000 sec): 3 clusters Score: Raw -3073172.973407 + Penalty 4926.790992 = -3068246.182416 nChanged 267 SP:Iteration 32Q (7536.670000 sec): 3 clusters Score: Raw -3073311.063919 + Penalty 4926.790992 = -3068384.272927 nChanged 267 SP:Iteration 33Q (7537.000000 sec): 3 clusters Score: Raw -3073455.060035 + Penalty 4926.790992 = -3068528.269043 nChanged 245 SP:Iteration 34Q (7537.280000 sec): 3 clusters Score: Raw -3073589.291214 + Penalty 4926.790992 = -3068662.500222 nChanged 224 SP:Iteration 35Q (7537.580000 sec): 3 clusters Score: Raw -3073724.313960 + Penalty 4926.790992 = -3068797.522968 nChanged 209 SP:Iteration 36Q (7537.890000 sec): 3 clusters Score: Raw -3073848.932062 + Penalty 4926.790992 = -3068922.141070 nChanged 187 SP:Iteration 37Q (7538.120000 sec): 3 clusters Score: Raw -3073956.198818 + Penalty 4926.790992 = -3069029.407826 nChanged 157 SP:Iteration 38Q (7538.420000 sec): 3 clusters Score: Raw -3074045.579835 + Penalty 4926.790992 = -3069118.788843 nChanged 121 SP:Iteration 39Q (7538.700000 sec): 3 clusters Score: Raw -3074113.764129 + Penalty 4926.790992 = -3069186.973137 nChanged 104 SP:Iteration 40F (7539.040000 sec): 3 clusters Score: Raw -3074176.767175 + Penalty 4926.790992 = -3069249.976183 nChanged 111 SP:Iteration 41Q (7539.340000 sec): 3 clusters Score: Raw -3074246.098037 + Penalty 4926.790992 = -3069319.307045 nChanged 84 SP:Iteration 42Q (7539.670000 sec): 3 clusters Score: Raw -3074309.386661 + Penalty 4926.790992 = -3069382.595669 nChanged 73 SP:Iteration 43Q (7539.970000 sec): 3 clusters Score: Raw -3074354.329456 + Penalty 4926.790992 = -3069427.538464 nChanged 54 SP:Iteration 44Q (7540.270000 sec): 3 clusters Score: Raw -3074394.918435 + Penalty 4926.790992 = -3069468.127443 nChanged 50 SP:Iteration 45Q (7540.500000 sec): 3 clusters Score: Raw -3074431.407125 + Penalty 4926.790992 = -3069504.616133 nChanged 40 SP:Iteration 46Q (7540.810000 sec): 3 clusters Score: Raw -3074468.025182 + Penalty 4926.790992 = -3069541.234190 nChanged 37 SP:Iteration 47Q (7541.080000 sec): 3 clusters Score: Raw -3074498.468535 + Penalty 4926.790992 = -3069571.677543 nChanged 25 SP:Iteration 48Q (7541.390000 sec): 3 clusters Score: Raw -3074517.805892 + Penalty 4926.790992 = -3069591.014900 nChanged 19 SP:Iteration 49Q (7541.760000 sec): 3 clusters Score: Raw -3074534.939322 + Penalty 4926.790992 = -3069608.148330 nChanged 17 SP:Iteration 50Q (7542.010000 sec): 3 clusters Score: Raw -3074543.316585 + Penalty 4926.790992 = -3069616.525594 nChanged 11 SP:Iteration 51Q (7542.380000 sec): 3 clusters Score: Raw -3074551.994502 + Penalty 4926.790992 = -3069625.203510 nChanged 16 SP:Iteration 52Q (7542.660000 sec): 3 clusters Score: Raw -3074563.554297 + Penalty 4926.790992 = -3069636.763305 nChanged 9 SP:Iteration 53Q (7542.960000 sec): 3 clusters Score: Raw -3074570.083625 + Penalty 4926.790992 = -3069643.292633 nChanged 6 SP:Iteration 54Q (7543.220000 sec): 3 clusters Score: Raw -3074573.015031 + Penalty 4926.790992 = -3069646.224039 nChanged 4 SP:Iteration 55Q (7543.540000 sec): 3 clusters Score: Raw -3074575.139620 + Penalty 4926.790992 = -3069648.348628 nChanged 7 SP:Iteration 56Q (7543.830000 sec): 3 clusters Score: Raw -3074579.752901 + Penalty 4926.790992 = -3069652.961910 nChanged 5 SP:Iteration 57Q (7544.140000 sec): 3 clusters Score: Raw -3074585.096234 + Penalty 4926.790992 = -3069658.305242 nChanged 9 SP:Iteration 58Q (7544.390000 sec): 3 clusters Score: Raw -3074591.954697 + Penalty 4926.790992 = -3069665.163705 nChanged 9 SP:Iteration 59Q (7544.650000 sec): 3 clusters Score: Raw -3074602.134228 + Penalty 4926.790992 = -3069675.343236 nChanged 9 SP:Iteration 60F (7544.980000 sec): 3 clusters Score: Raw -3074607.304250 + Penalty 4926.790992 = -3069680.513258 nChanged 4 SP:Iteration 61Q (7545.210000 sec): 3 clusters Score: Raw -3074610.432632 + Penalty 4926.790992 = -3069683.641640 nChanged 4 SP:Iteration 62Q (7545.450000 sec): 3 clusters Score: Raw -3074613.337876 + Penalty 4926.790992 = -3069686.546884 nChanged 3 SP:Iteration 63Q (7545.780000 sec): 3 clusters Score: Raw -3074616.495529 + Penalty 4926.790992 = -3069689.704537 nChanged 5 SP:Iteration 64Q (7546.050000 sec): 3 clusters Score: Raw -3074620.491502 + Penalty 4926.790992 = -3069693.700510 nChanged 6 SP:Iteration 65Q (7546.340000 sec): 3 clusters Score: Raw -3074624.676997 + Penalty 4926.790992 = -3069697.886005 nChanged 2 SP:Iteration 66Q (7546.570000 sec): 3 clusters Score: Raw -3074625.860214 + Penalty 4926.790992 = -3069699.069222 nChanged 2 SP:Iteration 67Q (7546.900000 sec): 3 clusters Score: Raw -3074628.226266 + Penalty 4926.790992 = -3069701.435274 nChanged 2 SP:Iteration 68Q (7547.160000 sec): 3 clusters Score: Raw -3074633.039619 + Penalty 4926.790992 = -3069706.248627 nChanged 4 SP:Iteration 69Q (7547.450000 sec): 3 clusters Score: Raw -3074637.991505 + Penalty 4926.790992 = -3069711.200513 nChanged 6 SP:Iteration 70Q (7547.790000 sec): 3 clusters Score: Raw -3074642.620717 + Penalty 4926.790992 = -3069715.829725 nChanged 5 SP:Iteration 71Q (7548.020000 sec): 3 clusters Score: Raw -3074648.560567 + Penalty 4926.790992 = -3069721.769575 nChanged 6 SP:Iteration 72Q (7548.300000 sec): 3 clusters Score: Raw -3074653.479288 + Penalty 4926.790992 = -3069726.688296 nChanged 7 SP:Iteration 73Q (7548.570000 sec): 3 clusters Score: Raw -3074659.406274 + Penalty 4926.790992 = -3069732.615282 nChanged 2 SP:Iteration 74Q (7548.850000 sec): 3 clusters Score: Raw -3074661.452451 + Penalty 4926.790992 = -3069734.661459 nChanged 1 SP:Iteration 75Q (7549.180000 sec): 3 clusters Score: Raw -3074661.895837 + Penalty 4926.790992 = -3069735.104845 nChanged 0 SP:Iteration 76F (7549.420000 sec): 3 clusters Score: Raw -3074661.895837 + Penalty 4926.790992 = -3069735.104845 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 9 (38852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7549.760000 sec): 2 clusters Score: Raw -5728785.620891 + Penalty 2620.743679 = -5726164.877212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7550.190000 sec): 3 clusters Score: Raw -5705161.607263 + Penalty 5241.487358 = -5699920.119905 nChanged 17673 SP:Iteration 1F (7550.630000 sec): 3 clusters Score: Raw -5714821.185617 + Penalty 5241.487358 = -5709579.698259 nChanged 1759 SP:Iteration 2Q (7551.010000 sec): 3 clusters Score: Raw -5715377.536111 + Penalty 5241.487358 = -5710136.048753 nChanged 1594 SP:Iteration 3Q (7551.410000 sec): 3 clusters Score: Raw -5715898.524283 + Penalty 5241.487358 = -5710657.036925 nChanged 1543 SP:Iteration 4Q (7551.810000 sec): 3 clusters Score: Raw -5716449.124435 + Penalty 5241.487358 = -5711207.637077 nChanged 1565 SP:Iteration 5Q (7552.260000 sec): 3 clusters Score: Raw -5717113.677201 + Penalty 5241.487358 = -5711872.189843 nChanged 1755 SP:Iteration 6Q (7552.600000 sec): 3 clusters Score: Raw -5718013.819680 + Penalty 5241.487358 = -5712772.332322 nChanged 1961 SP:Iteration 7F (7552.980000 sec): 3 clusters Score: Raw -5719173.878171 + Penalty 5241.487358 = -5713932.390813 nChanged 2227 SP:Iteration 8F (7553.380000 sec): 3 clusters Score: Raw -5720648.724372 + Penalty 5241.487358 = -5715407.237014 nChanged 2417 SP:Iteration 9F (7553.730000 sec): 3 clusters Score: Raw -5722464.909216 + Penalty 5241.487358 = -5717223.421858 nChanged 2436 SP:Iteration 10F (7554.090000 sec): 3 clusters Score: Raw -5724525.267774 + Penalty 5241.487358 = -5719283.780416 nChanged 2055 SP:Iteration 11F (7554.480000 sec): 3 clusters Score: Raw -5726311.579007 + Penalty 5241.487358 = -5721070.091649 nChanged 1374 SP:Iteration 12Q (7554.870000 sec): 3 clusters Score: Raw -5727499.179486 + Penalty 5241.487358 = -5722257.692128 nChanged 874 SP:Iteration 13Q (7555.210000 sec): 3 clusters Score: Raw -5728261.663890 + Penalty 5241.487358 = -5723020.176532 nChanged 518 SP:Iteration 14Q (7555.640000 sec): 3 clusters Score: Raw -5728712.295484 + Penalty 5241.487358 = -5723470.808126 nChanged 340 SP:Iteration 15Q (7556.020000 sec): 3 clusters Score: Raw -5729036.666809 + Penalty 5241.487358 = -5723795.179452 nChanged 253 SP:Iteration 16Q (7556.400000 sec): 3 clusters Score: Raw -5729270.377388 + Penalty 5241.487358 = -5724028.890030 nChanged 168 SP:Iteration 17Q (7556.790000 sec): 3 clusters Score: Raw -5729397.000424 + Penalty 5241.487358 = -5724155.513066 nChanged 121 SP:Iteration 18Q (7557.140000 sec): 3 clusters Score: Raw -5729474.975077 + Penalty 5241.487358 = -5724233.487719 nChanged 91 SP:Iteration 19Q (7557.540000 sec): 3 clusters Score: Raw -5729521.429302 + Penalty 5241.487358 = -5724279.941944 nChanged 61 SP:Iteration 20F (7557.970000 sec): 3 clusters Score: Raw -5729549.080330 + Penalty 5241.487358 = -5724307.592972 nChanged 41 SP:Iteration 21Q (7558.410000 sec): 3 clusters Score: Raw -5729562.061827 + Penalty 5241.487358 = -5724320.574469 nChanged 23 SP:Iteration 22Q (7558.750000 sec): 3 clusters Score: Raw -5729569.972339 + Penalty 5241.487358 = -5724328.484981 nChanged 18 SP:Iteration 23Q (7559.150000 sec): 3 clusters Score: Raw -5729576.771937 + Penalty 5241.487358 = -5724335.284579 nChanged 18 SP:Iteration 24Q (7559.520000 sec): 3 clusters Score: Raw -5729583.601141 + Penalty 5241.487358 = -5724342.113783 nChanged 21 SP:Iteration 25Q (7559.920000 sec): 3 clusters Score: Raw -5729590.594898 + Penalty 5241.487358 = -5724349.107540 nChanged 11 SP:Iteration 26Q (7560.310000 sec): 3 clusters Score: Raw -5729594.484288 + Penalty 5241.487358 = -5724352.996930 nChanged 12 SP:Iteration 27Q (7560.670000 sec): 3 clusters Score: Raw -5729598.248795 + Penalty 5241.487358 = -5724356.761437 nChanged 7 SP:Iteration 28Q (7561.040000 sec): 3 clusters Score: Raw -5729600.311793 + Penalty 5241.487358 = -5724358.824435 nChanged 7 SP:Iteration 29Q (7561.460000 sec): 3 clusters Score: Raw -5729602.877064 + Penalty 5241.487358 = -5724361.389706 nChanged 6 SP:Iteration 30Q (7561.860000 sec): 3 clusters Score: Raw -5729605.067702 + Penalty 5241.487358 = -5724363.580344 nChanged 3 SP:Iteration 31Q (7562.230000 sec): 3 clusters Score: Raw -5729605.829545 + Penalty 5241.487358 = -5724364.342187 nChanged 2 SP:Iteration 32Q (7562.630000 sec): 3 clusters Score: Raw -5729606.348227 + Penalty 5241.487358 = -5724364.860869 nChanged 1 SP:Iteration 33Q (7563.030000 sec): 3 clusters Score: Raw -5729606.651121 + Penalty 5241.487358 = -5724365.163763 nChanged 0 SP:Iteration 34F (7563.450000 sec): 3 clusters Score: Raw -5729606.651121 + Penalty 5241.487358 = -5724365.163763 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 10 (20137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7563.740000 sec): 2 clusters Score: Raw -2848138.254098 + Penalty 2457.757921 = -2845680.496177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7564.020000 sec): 3 clusters Score: Raw -2836429.151546 + Penalty 4915.515842 = -2831513.635704 nChanged 8928 SP:Iteration 1F (7564.340000 sec): 3 clusters Score: Raw -2841266.272300 + Penalty 4915.515842 = -2836350.756458 nChanged 1128 SP:Iteration 2F (7564.700000 sec): 3 clusters Score: Raw -2841782.208879 + Penalty 4915.515842 = -2836866.693037 nChanged 1070 SP:Iteration 3F (7565.030000 sec): 3 clusters Score: Raw -2842321.703677 + Penalty 4915.515842 = -2837406.187835 nChanged 1029 SP:Iteration 4F (7565.280000 sec): 3 clusters Score: Raw -2842777.568361 + Penalty 4915.515842 = -2837862.052519 nChanged 893 SP:Iteration 5Q (7565.620000 sec): 3 clusters Score: Raw -2843124.908009 + Penalty 4915.515842 = -2838209.392167 nChanged 796 SP:Iteration 6Q (7565.950000 sec): 3 clusters Score: Raw -2843432.109945 + Penalty 4915.515842 = -2838516.594103 nChanged 783 SP:Iteration 7Q (7566.280000 sec): 3 clusters Score: Raw -2843754.638747 + Penalty 4915.515842 = -2838839.122905 nChanged 739 SP:Iteration 8Q (7566.580000 sec): 3 clusters Score: Raw -2844082.544202 + Penalty 4915.515842 = -2839167.028360 nChanged 749 SP:Iteration 9Q (7566.880000 sec): 3 clusters Score: Raw -2844449.312093 + Penalty 4915.515842 = -2839533.796250 nChanged 724 SP:Iteration 10Q (7567.200000 sec): 3 clusters Score: Raw -2844802.054527 + Penalty 4915.515842 = -2839886.538685 nChanged 713 SP:Iteration 11Q (7567.540000 sec): 3 clusters Score: Raw -2845161.641444 + Penalty 4915.515842 = -2840246.125602 nChanged 681 SP:Iteration 12Q (7567.870000 sec): 3 clusters Score: Raw -2845515.875572 + Penalty 4915.515842 = -2840600.359730 nChanged 620 SP:Iteration 13Q (7568.230000 sec): 3 clusters Score: Raw -2845884.870215 + Penalty 4915.515842 = -2840969.354373 nChanged 589 SP:Iteration 14Q (7568.520000 sec): 3 clusters Score: Raw -2846256.819576 + Penalty 4915.515842 = -2841341.303734 nChanged 524 SP:Iteration 15Q (7568.770000 sec): 3 clusters Score: Raw -2846554.018112 + Penalty 4915.515842 = -2841638.502270 nChanged 401 SP:Iteration 16Q (7569.060000 sec): 3 clusters Score: Raw -2846747.082282 + Penalty 4915.515842 = -2841831.566440 nChanged 334 SP:Iteration 17Q (7569.370000 sec): 3 clusters Score: Raw -2846898.409080 + Penalty 4915.515842 = -2841982.893238 nChanged 299 SP:Iteration 18Q (7569.680000 sec): 3 clusters Score: Raw -2847030.423336 + Penalty 4915.515842 = -2842114.907494 nChanged 270 SP:Iteration 19Q (7570.000000 sec): 3 clusters Score: Raw -2847149.793532 + Penalty 4915.515842 = -2842234.277689 nChanged 273 SP:Iteration 20F (7570.260000 sec): 3 clusters Score: Raw -2847278.791558 + Penalty 4915.515842 = -2842363.275715 nChanged 261 SP:Iteration 21Q (7570.560000 sec): 3 clusters Score: Raw -2847418.552809 + Penalty 4915.515842 = -2842503.036967 nChanged 270 SP:Iteration 22Q (7570.880000 sec): 3 clusters Score: Raw -2847558.823891 + Penalty 4915.515842 = -2842643.308049 nChanged 243 SP:Iteration 23Q (7571.150000 sec): 3 clusters Score: Raw -2847687.396717 + Penalty 4915.515842 = -2842771.880875 nChanged 222 SP:Iteration 24Q (7571.460000 sec): 3 clusters Score: Raw -2847799.498256 + Penalty 4915.515842 = -2842883.982414 nChanged 202 SP:Iteration 25Q (7571.790000 sec): 3 clusters Score: Raw -2847900.568774 + Penalty 4915.515842 = -2842985.052932 nChanged 173 SP:Iteration 26Q (7572.110000 sec): 3 clusters Score: Raw -2847990.233372 + Penalty 4915.515842 = -2843074.717530 nChanged 164 SP:Iteration 27Q (7572.450000 sec): 3 clusters Score: Raw -2848088.699801 + Penalty 4915.515842 = -2843173.183959 nChanged 130 SP:Iteration 28Q (7572.770000 sec): 3 clusters Score: Raw -2848164.190139 + Penalty 4915.515842 = -2843248.674297 nChanged 112 SP:Iteration 29Q (7573.060000 sec): 3 clusters Score: Raw -2848224.625558 + Penalty 4915.515842 = -2843309.109716 nChanged 95 SP:Iteration 30Q (7573.340000 sec): 3 clusters Score: Raw -2848270.295774 + Penalty 4915.515842 = -2843354.779932 nChanged 80 SP:Iteration 31Q (7573.680000 sec): 3 clusters Score: Raw -2848310.879346 + Penalty 4915.515842 = -2843395.363504 nChanged 58 SP:Iteration 32Q (7573.940000 sec): 3 clusters Score: Raw -2848337.150616 + Penalty 4915.515842 = -2843421.634774 nChanged 50 SP:Iteration 33Q (7574.240000 sec): 3 clusters Score: Raw -2848361.560634 + Penalty 4915.515842 = -2843446.044792 nChanged 32 SP:Iteration 34Q (7574.580000 sec): 3 clusters Score: Raw -2848379.275987 + Penalty 4915.515842 = -2843463.760144 nChanged 31 SP:Iteration 35Q (7574.930000 sec): 3 clusters Score: Raw -2848402.785603 + Penalty 4915.515842 = -2843487.269761 nChanged 31 SP:Iteration 36Q (7575.220000 sec): 3 clusters Score: Raw -2848420.405887 + Penalty 4915.515842 = -2843504.890045 nChanged 25 SP:Iteration 37Q (7575.490000 sec): 3 clusters Score: Raw -2848434.434778 + Penalty 4915.515842 = -2843518.918936 nChanged 14 SP:Iteration 38Q (7575.820000 sec): 3 clusters Score: Raw -2848442.758895 + Penalty 4915.515842 = -2843527.243053 nChanged 12 SP:Iteration 39Q (7576.110000 sec): 3 clusters Score: Raw -2848450.407668 + Penalty 4915.515842 = -2843534.891826 nChanged 17 SP:Iteration 40F (7576.440000 sec): 3 clusters Score: Raw -2848459.903496 + Penalty 4915.515842 = -2843544.387654 nChanged 14 SP:Iteration 41Q (7576.710000 sec): 3 clusters Score: Raw -2848467.999131 + Penalty 4915.515842 = -2843552.483289 nChanged 16 SP:Iteration 42Q (7577.000000 sec): 3 clusters Score: Raw -2848477.917307 + Penalty 4915.515842 = -2843562.401465 nChanged 12 SP:Iteration 43Q (7577.300000 sec): 3 clusters Score: Raw -2848485.077848 + Penalty 4915.515842 = -2843569.562006 nChanged 7 SP:Iteration 44Q (7577.610000 sec): 3 clusters Score: Raw -2848489.631401 + Penalty 4915.515842 = -2843574.115559 nChanged 9 SP:Iteration 45Q (7577.890000 sec): 3 clusters Score: Raw -2848494.445000 + Penalty 4915.515842 = -2843578.929158 nChanged 4 SP:Iteration 46Q (7578.170000 sec): 3 clusters Score: Raw -2848496.455715 + Penalty 4915.515842 = -2843580.939873 nChanged 2 SP:Iteration 47Q (7578.520000 sec): 3 clusters Score: Raw -2848497.020716 + Penalty 4915.515842 = -2843581.504874 nChanged 0 SP:Iteration 48F (7578.850000 sec): 3 clusters Score: Raw -2848497.020716 + Penalty 4915.515842 = -2843581.504874 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 11 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7578.940000 sec): 2 clusters Score: Raw -35030.500630 + Penalty 1388.408646 = -33642.091984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7579.170000 sec): 3 clusters Score: Raw -35173.379431 + Penalty 2776.817292 = -32396.562139 nChanged 28 SP:Iteration 1F (7579.370000 sec): 3 clusters Score: Raw -35303.550039 + Penalty 2776.817292 = -32526.732747 nChanged 10 SP:Iteration 2Q (7579.570000 sec): 3 clusters Score: Raw -35357.555868 + Penalty 2776.817292 = -32580.738576 nChanged 4 SP:Iteration 3Q (7579.740000 sec): 3 clusters Score: Raw -35438.041492 + Penalty 2776.817292 = -32661.224200 nChanged 11 SP:Iteration 4Q (7579.960000 sec): 3 clusters Score: Raw -35490.239720 + Penalty 2776.817292 = -32713.422429 nChanged 12 SP:Iteration 5Q (7580.160000 sec): 3 clusters Score: Raw -35536.201125 + Penalty 2776.817292 = -32759.383833 nChanged 6 SP:Iteration 6Q (7580.320000 sec): 3 clusters Score: Raw -35561.136576 + Penalty 2776.817292 = -32784.319285 nChanged 4 SP:Iteration 7Q (7580.520000 sec): 3 clusters Score: Raw -35583.424755 + Penalty 2776.817292 = -32806.607464 nChanged 3 SP:Iteration 8Q (7580.720000 sec): 3 clusters Score: Raw -35621.056542 + Penalty 2776.817292 = -32844.239250 nChanged 4 SP:Iteration 9Q (7580.860000 sec): 3 clusters Score: Raw -35657.160755 + Penalty 2776.817292 = -32880.343464 nChanged 7 SP:Iteration 10Q (7581.060000 sec): 3 clusters Score: Raw -35715.237350 + Penalty 2776.817292 = -32938.420059 nChanged 7 SP:Iteration 11Q (7581.200000 sec): 3 clusters Score: Raw -35769.281487 + Penalty 2776.817292 = -32992.464196 nChanged 6 SP:Iteration 12Q (7581.400000 sec): 3 clusters Score: Raw -35801.549461 + Penalty 2776.817292 = -33024.732170 nChanged 3 SP:Iteration 13Q (7581.570000 sec): 3 clusters Score: Raw -35810.332563 + Penalty 2776.817292 = -33033.515271 nChanged 1 SP:Iteration 14Q (7581.770000 sec): 3 clusters Score: Raw -35811.868518 + Penalty 2776.817292 = -33035.051226 nChanged 0 SP:Iteration 15F (7581.940000 sec): 3 clusters Score: Raw -35811.868518 + Penalty 2776.817292 = -33035.051226 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 12 (122572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7582.720000 sec): 2 clusters Score: Raw -17942045.495429 + Penalty 2905.680565 = -17939139.814864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7583.520000 sec): 3 clusters Score: Raw -17862818.137130 + Penalty 5811.361130 = -17857006.776000 nChanged 58356 SP:Iteration 1F (7584.360000 sec): 3 clusters Score: Raw -17896622.390647 + Penalty 5811.361130 = -17890811.029516 nChanged 4621 SP:Iteration 2Q (7585.250000 sec): 3 clusters Score: Raw -17898207.703137 + Penalty 5811.361130 = -17892396.342007 nChanged 5531 SP:Iteration 3Q (7586.120000 sec): 3 clusters Score: Raw -17900634.195465 + Penalty 5811.361130 = -17894822.834335 nChanged 6482 SP:Iteration 4F (7586.940000 sec): 3 clusters Score: Raw -17903922.968187 + Penalty 5811.361130 = -17898111.607056 nChanged 7541 SP:Iteration 5F (7587.740000 sec): 3 clusters Score: Raw -17907993.377819 + Penalty 5811.361130 = -17902182.016689 nChanged 8095 SP:Iteration 6F (7588.580000 sec): 3 clusters Score: Raw -17912681.394747 + Penalty 5811.361130 = -17906870.033617 nChanged 7978 SP:Iteration 7F (7589.420000 sec): 3 clusters Score: Raw -17917580.507285 + Penalty 5811.361130 = -17911769.146155 nChanged 7548 SP:Iteration 8F (7590.280000 sec): 3 clusters Score: Raw -17922289.692626 + Penalty 5811.361130 = -17916478.331496 nChanged 6677 SP:Iteration 9F (7591.150000 sec): 3 clusters Score: Raw -17926631.593829 + Penalty 5811.361130 = -17920820.232699 nChanged 5742 SP:Iteration 10Q (7592.140000 sec): 3 clusters Score: Raw -17930668.361961 + Penalty 5811.361130 = -17924857.000831 nChanged 5016 SP:Iteration 11Q (7593.060000 sec): 3 clusters Score: Raw -17934391.674592 + Penalty 5811.361130 = -17928580.313462 nChanged 4086 SP:Iteration 12Q (7594.040000 sec): 3 clusters Score: Raw -17937644.540393 + Penalty 5811.361130 = -17931833.179263 nChanged 2868 SP:Iteration 13Q (7594.900000 sec): 3 clusters Score: Raw -17939915.909490 + Penalty 5811.361130 = -17934104.548360 nChanged 1641 SP:Iteration 14Q (7595.800000 sec): 3 clusters Score: Raw -17941180.154585 + Penalty 5811.361130 = -17935368.793455 nChanged 875 SP:Iteration 15Q (7596.660000 sec): 3 clusters Score: Raw -17941805.372876 + Penalty 5811.361130 = -17935994.011746 nChanged 432 SP:Iteration 16Q (7597.470000 sec): 3 clusters Score: Raw -17942111.731369 + Penalty 5811.361130 = -17936300.370239 nChanged 237 SP:Iteration 17Q (7598.170000 sec): 3 clusters Score: Raw -17942283.982104 + Penalty 5811.361130 = -17936472.620974 nChanged 146 SP:Iteration 18Q (7598.920000 sec): 3 clusters Score: Raw -17942386.102654 + Penalty 5811.361130 = -17936574.741524 nChanged 100 SP:Iteration 19Q (7599.710000 sec): 3 clusters Score: Raw -17942446.447349 + Penalty 5811.361130 = -17936635.086218 nChanged 72 SP:Iteration 20F (7600.610000 sec): 3 clusters Score: Raw -17942483.718359 + Penalty 5811.361130 = -17936672.357229 nChanged 42 SP:Iteration 21Q (7601.400000 sec): 3 clusters Score: Raw -17942507.577647 + Penalty 5811.361130 = -17936696.216517 nChanged 38 SP:Iteration 22Q (7602.190000 sec): 3 clusters Score: Raw -17942527.993045 + Penalty 5811.361130 = -17936716.631915 nChanged 24 SP:Iteration 23Q (7603.000000 sec): 3 clusters Score: Raw -17942544.970002 + Penalty 5811.361130 = -17936733.608872 nChanged 18 SP:Iteration 24Q (7603.750000 sec): 3 clusters Score: Raw -17942557.104522 + Penalty 5811.361130 = -17936745.743392 nChanged 13 SP:Iteration 25Q (7604.500000 sec): 3 clusters Score: Raw -17942562.777565 + Penalty 5811.361130 = -17936751.416435 nChanged 7 SP:Iteration 26Q (7605.280000 sec): 3 clusters Score: Raw -17942566.320505 + Penalty 5811.361130 = -17936754.959375 nChanged 6 SP:Iteration 27Q (7606.080000 sec): 3 clusters Score: Raw -17942569.517898 + Penalty 5811.361130 = -17936758.156768 nChanged 5 SP:Iteration 28Q (7606.850000 sec): 3 clusters Score: Raw -17942572.065449 + Penalty 5811.361130 = -17936760.704319 nChanged 5 SP:Iteration 29Q (7607.660000 sec): 3 clusters Score: Raw -17942575.685518 + Penalty 5811.361130 = -17936764.324388 nChanged 8 SP:Iteration 30Q (7608.510000 sec): 3 clusters Score: Raw -17942580.935382 + Penalty 5811.361130 = -17936769.574251 nChanged 6 SP:Iteration 31Q (7609.260000 sec): 3 clusters Score: Raw -17942584.546264 + Penalty 5811.361130 = -17936773.185134 nChanged 6 SP:Iteration 32Q (7610.080000 sec): 3 clusters Score: Raw -17942588.702960 + Penalty 5811.361130 = -17936777.341830 nChanged 7 SP:Iteration 33Q (7610.890000 sec): 3 clusters Score: Raw -17942593.507763 + Penalty 5811.361130 = -17936782.146633 nChanged 5 SP:Iteration 34Q (7611.670000 sec): 3 clusters Score: Raw -17942596.836139 + Penalty 5811.361130 = -17936785.475009 nChanged 4 SP:Iteration 35Q (7612.480000 sec): 3 clusters Score: Raw -17942599.144710 + Penalty 5811.361130 = -17936787.783580 nChanged 2 SP:Iteration 36Q (7613.350000 sec): 3 clusters Score: Raw -17942599.877353 + Penalty 5811.361130 = -17936788.516223 nChanged 3 SP:Iteration 37Q (7614.280000 sec): 3 clusters Score: Raw -17942601.012959 + Penalty 5811.361130 = -17936789.651829 nChanged 2 SP:Iteration 38Q (7615.150000 sec): 3 clusters Score: Raw -17942601.914119 + Penalty 5811.361130 = -17936790.552989 nChanged 0 SP:Iteration 39F (7616.010000 sec): 3 clusters Score: Raw -17942601.914119 + Penalty 5811.361130 = -17936790.552989 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 13 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7616.130000 sec): 2 clusters Score: Raw -51336.512838 + Penalty 1487.120118 = -49849.392721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7616.310000 sec): 3 clusters Score: Raw -51498.929028 + Penalty 2974.240236 = -48524.688793 nChanged 63 SP:Iteration 1F (7616.500000 sec): 3 clusters Score: Raw -51668.343877 + Penalty 2974.240236 = -48694.103641 nChanged 21 SP:Iteration 2F (7616.690000 sec): 3 clusters Score: Raw -51743.439181 + Penalty 2974.240236 = -48769.198945 nChanged 14 SP:Iteration 3Q (7616.830000 sec): 3 clusters Score: Raw -51829.202317 + Penalty 2974.240236 = -48854.962081 nChanged 14 SP:Iteration 4Q (7616.960000 sec): 3 clusters Score: Raw -51883.324399 + Penalty 2974.240236 = -48909.084163 nChanged 9 SP:Iteration 5Q (7617.140000 sec): 3 clusters Score: Raw -51943.654372 + Penalty 2974.240236 = -48969.414136 nChanged 8 SP:Iteration 6Q (7617.300000 sec): 3 clusters Score: Raw -51982.297149 + Penalty 2974.240236 = -49008.056913 nChanged 8 SP:Iteration 7Q (7617.510000 sec): 3 clusters Score: Raw -52034.581337 + Penalty 2974.240236 = -49060.341101 nChanged 7 SP:Iteration 8Q (7617.690000 sec): 3 clusters Score: Raw -52060.103075 + Penalty 2974.240236 = -49085.862839 nChanged 6 SP:Iteration 9Q (7617.850000 sec): 3 clusters Score: Raw -52075.952147 + Penalty 2974.240236 = -49101.711911 nChanged 2 SP:Iteration 10Q (7618.060000 sec): 3 clusters Score: Raw -52079.599177 + Penalty 2974.240236 = -49105.358941 nChanged 2 SP:Iteration 11Q (7618.210000 sec): 3 clusters Score: Raw -52086.059947 + Penalty 2974.240236 = -49111.819711 nChanged 2 SP:Iteration 12Q (7618.380000 sec): 3 clusters Score: Raw -52092.175844 + Penalty 2974.240236 = -49117.935608 nChanged 2 SP:Iteration 13Q (7618.580000 sec): 3 clusters Score: Raw -52096.141656 + Penalty 2974.240236 = -49121.901420 nChanged 2 SP:Iteration 14Q (7618.750000 sec): 3 clusters Score: Raw -52099.477659 + Penalty 2974.240236 = -49125.237423 nChanged 0 SP:Iteration 15F (7618.950000 sec): 3 clusters Score: Raw -52099.477659 + Penalty 2974.240236 = -49125.237423 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 14 (28692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7619.190000 sec): 2 clusters Score: Raw -4247241.888333 + Penalty 2545.564657 = -4244696.323676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7619.550000 sec): 3 clusters Score: Raw -4230133.501786 + Penalty 5091.129314 = -4225042.372472 nChanged 12940 SP:Iteration 1F (7619.870000 sec): 3 clusters Score: Raw -4236999.975411 + Penalty 5091.129314 = -4231908.846097 nChanged 1364 SP:Iteration 2Q (7620.220000 sec): 3 clusters Score: Raw -4237452.720164 + Penalty 5091.129314 = -4232361.590850 nChanged 1284 SP:Iteration 3Q (7620.580000 sec): 3 clusters Score: Raw -4237883.267645 + Penalty 5091.129314 = -4232792.138331 nChanged 1197 SP:Iteration 4Q (7620.880000 sec): 3 clusters Score: Raw -4238311.327582 + Penalty 5091.129314 = -4233220.198268 nChanged 1213 SP:Iteration 5Q (7621.270000 sec): 3 clusters Score: Raw -4238832.679783 + Penalty 5091.129314 = -4233741.550469 nChanged 1286 SP:Iteration 6Q (7621.670000 sec): 3 clusters Score: Raw -4239454.960444 + Penalty 5091.129314 = -4234363.831129 nChanged 1374 SP:Iteration 7Q (7622.010000 sec): 3 clusters Score: Raw -4240222.024882 + Penalty 5091.129314 = -4235130.895568 nChanged 1480 SP:Iteration 8F (7622.420000 sec): 3 clusters Score: Raw -4241061.046835 + Penalty 5091.129314 = -4235969.917520 nChanged 1452 SP:Iteration 9F (7622.700000 sec): 3 clusters Score: Raw -4241868.496000 + Penalty 5091.129314 = -4236777.366685 nChanged 1312 SP:Iteration 10Q (7623.080000 sec): 3 clusters Score: Raw -4242575.387240 + Penalty 5091.129314 = -4237484.257925 nChanged 1250 SP:Iteration 11Q (7623.450000 sec): 3 clusters Score: Raw -4243224.585939 + Penalty 5091.129314 = -4238133.456625 nChanged 1181 SP:Iteration 12Q (7623.820000 sec): 3 clusters Score: Raw -4243802.628675 + Penalty 5091.129314 = -4238711.499361 nChanged 1014 SP:Iteration 13Q (7624.140000 sec): 3 clusters Score: Raw -4244304.661009 + Penalty 5091.129314 = -4239213.531695 nChanged 866 SP:Iteration 14Q (7624.520000 sec): 3 clusters Score: Raw -4244719.963028 + Penalty 5091.129314 = -4239628.833714 nChanged 774 SP:Iteration 15Q (7624.830000 sec): 3 clusters Score: Raw -4245050.334804 + Penalty 5091.129314 = -4239959.205490 nChanged 688 SP:Iteration 16Q (7625.230000 sec): 3 clusters Score: Raw -4245322.267662 + Penalty 5091.129314 = -4240231.138347 nChanged 664 SP:Iteration 17Q (7625.600000 sec): 3 clusters Score: Raw -4245578.145122 + Penalty 5091.129314 = -4240487.015807 nChanged 665 SP:Iteration 18Q (7625.890000 sec): 3 clusters Score: Raw -4245839.629334 + Penalty 5091.129314 = -4240748.500020 nChanged 657 SP:Iteration 19Q (7626.250000 sec): 3 clusters Score: Raw -4246093.809255 + Penalty 5091.129314 = -4241002.679941 nChanged 623 SP:Iteration 20F (7626.610000 sec): 3 clusters Score: Raw -4246321.272646 + Penalty 5091.129314 = -4241230.143332 nChanged 585 SP:Iteration 21Q (7626.950000 sec): 3 clusters Score: Raw -4246524.758376 + Penalty 5091.129314 = -4241433.629062 nChanged 510 SP:Iteration 22Q (7627.290000 sec): 3 clusters Score: Raw -4246698.171230 + Penalty 5091.129314 = -4241607.041916 nChanged 454 SP:Iteration 23Q (7627.650000 sec): 3 clusters Score: Raw -4246847.395168 + Penalty 5091.129314 = -4241756.265854 nChanged 431 SP:Iteration 24Q (7627.990000 sec): 3 clusters Score: Raw -4246990.391788 + Penalty 5091.129314 = -4241899.262474 nChanged 341 SP:Iteration 25Q (7628.320000 sec): 3 clusters Score: Raw -4247093.247910 + Penalty 5091.129314 = -4242002.118596 nChanged 311 SP:Iteration 26Q (7628.650000 sec): 3 clusters Score: Raw -4247187.328724 + Penalty 5091.129314 = -4242096.199410 nChanged 272 SP:Iteration 27Q (7629.030000 sec): 3 clusters Score: Raw -4247271.032423 + Penalty 5091.129314 = -4242179.903109 nChanged 242 SP:Iteration 28Q (7629.350000 sec): 3 clusters Score: Raw -4247346.716026 + Penalty 5091.129314 = -4242255.586712 nChanged 220 SP:Iteration 29Q (7629.680000 sec): 3 clusters Score: Raw -4247412.956336 + Penalty 5091.129314 = -4242321.827022 nChanged 192 SP:Iteration 30Q (7630.040000 sec): 3 clusters Score: Raw -4247471.402662 + Penalty 5091.129314 = -4242380.273348 nChanged 177 SP:Iteration 31Q (7630.410000 sec): 3 clusters Score: Raw -4247529.756635 + Penalty 5091.129314 = -4242438.627320 nChanged 170 SP:Iteration 32Q (7630.790000 sec): 3 clusters Score: Raw -4247581.963973 + Penalty 5091.129314 = -4242490.834658 nChanged 152 SP:Iteration 33Q (7631.100000 sec): 3 clusters Score: Raw -4247626.799857 + Penalty 5091.129314 = -4242535.670543 nChanged 131 SP:Iteration 34Q (7631.410000 sec): 3 clusters Score: Raw -4247664.385965 + Penalty 5091.129314 = -4242573.256651 nChanged 109 SP:Iteration 35Q (7631.800000 sec): 3 clusters Score: Raw -4247693.440266 + Penalty 5091.129314 = -4242602.310951 nChanged 76 SP:Iteration 36Q (7632.110000 sec): 3 clusters Score: Raw -4247712.902632 + Penalty 5091.129314 = -4242621.773318 nChanged 70 SP:Iteration 37Q (7632.440000 sec): 3 clusters Score: Raw -4247731.519013 + Penalty 5091.129314 = -4242640.389699 nChanged 61 SP:Iteration 38Q (7632.770000 sec): 3 clusters Score: Raw -4247746.126104 + Penalty 5091.129314 = -4242654.996790 nChanged 62 SP:Iteration 39Q (7633.120000 sec): 3 clusters Score: Raw -4247766.000481 + Penalty 5091.129314 = -4242674.871167 nChanged 69 SP:Iteration 40F (7633.410000 sec): 3 clusters Score: Raw -4247784.270187 + Penalty 5091.129314 = -4242693.140873 nChanged 66 SP:Iteration 41Q (7633.780000 sec): 3 clusters Score: Raw -4247801.263933 + Penalty 5091.129314 = -4242710.134619 nChanged 47 SP:Iteration 42Q (7634.110000 sec): 3 clusters Score: Raw -4247812.991262 + Penalty 5091.129314 = -4242721.861948 nChanged 41 SP:Iteration 43Q (7634.450000 sec): 3 clusters Score: Raw -4247825.228442 + Penalty 5091.129314 = -4242734.099128 nChanged 46 SP:Iteration 44Q (7634.820000 sec): 3 clusters Score: Raw -4247836.607587 + Penalty 5091.129314 = -4242745.478273 nChanged 30 SP:Iteration 45Q (7635.190000 sec): 3 clusters Score: Raw -4247844.891793 + Penalty 5091.129314 = -4242753.762478 nChanged 38 SP:Iteration 46Q (7635.580000 sec): 3 clusters Score: Raw -4247854.092806 + Penalty 5091.129314 = -4242762.963492 nChanged 25 SP:Iteration 47Q (7635.930000 sec): 3 clusters Score: Raw -4247860.504678 + Penalty 5091.129314 = -4242769.375364 nChanged 24 SP:Iteration 48Q (7636.340000 sec): 3 clusters Score: Raw -4247868.521229 + Penalty 5091.129314 = -4242777.391915 nChanged 30 SP:Iteration 49Q (7636.660000 sec): 3 clusters Score: Raw -4247875.630837 + Penalty 5091.129314 = -4242784.501522 nChanged 20 SP:Iteration 50Q (7637.100000 sec): 3 clusters Score: Raw -4247879.976921 + Penalty 5091.129314 = -4242788.847607 nChanged 15 SP:Iteration 51Q (7637.440000 sec): 3 clusters Score: Raw -4247882.809496 + Penalty 5091.129314 = -4242791.680182 nChanged 14 SP:Iteration 52Q (7637.820000 sec): 3 clusters Score: Raw -4247885.924891 + Penalty 5091.129314 = -4242794.795577 nChanged 14 SP:Iteration 53Q (7638.230000 sec): 3 clusters Score: Raw -4247888.596368 + Penalty 5091.129314 = -4242797.467054 nChanged 10 SP:Iteration 54Q (7638.670000 sec): 3 clusters Score: Raw -4247890.650365 + Penalty 5091.129314 = -4242799.521051 nChanged 9 SP:Iteration 55Q (7639.040000 sec): 3 clusters Score: Raw -4247892.376451 + Penalty 5091.129314 = -4242801.247137 nChanged 5 SP:Iteration 56Q (7639.420000 sec): 3 clusters Score: Raw -4247893.505484 + Penalty 5091.129314 = -4242802.376170 nChanged 1 SP:Iteration 57Q (7639.820000 sec): 3 clusters Score: Raw -4247893.636448 + Penalty 5091.129314 = -4242802.507133 nChanged 1 SP:Iteration 58Q (7640.230000 sec): 3 clusters Score: Raw -4247893.805688 + Penalty 5091.129314 = -4242802.676373 nChanged 2 SP:Iteration 59Q (7640.590000 sec): 3 clusters Score: Raw -4247894.282393 + Penalty 5091.129314 = -4242803.153079 nChanged 1 SP:Iteration 60F (7640.990000 sec): 3 clusters Score: Raw -4247894.417864 + Penalty 5091.129314 = -4242803.288549 nChanged 2 SP:Iteration 61Q (7641.430000 sec): 3 clusters Score: Raw -4247894.844478 + Penalty 5091.129314 = -4242803.715164 nChanged 5 SP:Iteration 62Q (7641.750000 sec): 3 clusters Score: Raw -4247895.988385 + Penalty 5091.129314 = -4242804.859071 nChanged 6 SP:Iteration 63Q (7642.110000 sec): 3 clusters Score: Raw -4247897.300685 + Penalty 5091.129314 = -4242806.171371 nChanged 10 SP:Iteration 64Q (7642.490000 sec): 3 clusters Score: Raw -4247899.284601 + Penalty 5091.129314 = -4242808.155287 nChanged 8 SP:Iteration 65Q (7642.890000 sec): 3 clusters Score: Raw -4247901.604069 + Penalty 5091.129314 = -4242810.474755 nChanged 10 SP:Iteration 66Q (7643.240000 sec): 3 clusters Score: Raw -4247904.073170 + Penalty 5091.129314 = -4242812.943856 nChanged 8 SP:Iteration 67Q (7643.640000 sec): 3 clusters Score: Raw -4247906.070295 + Penalty 5091.129314 = -4242814.940981 nChanged 9 SP:Iteration 68Q (7644.070000 sec): 3 clusters Score: Raw -4247907.914309 + Penalty 5091.129314 = -4242816.784995 nChanged 9 SP:Iteration 69Q (7644.430000 sec): 3 clusters Score: Raw -4247909.491856 + Penalty 5091.129314 = -4242818.362542 nChanged 4 SP:Iteration 70Q (7644.770000 sec): 3 clusters Score: Raw -4247910.448973 + Penalty 5091.129314 = -4242819.319659 nChanged 6 SP:Iteration 71Q (7645.190000 sec): 3 clusters Score: Raw -4247912.014059 + Penalty 5091.129314 = -4242820.884745 nChanged 7 SP:Iteration 72Q (7645.540000 sec): 3 clusters Score: Raw -4247913.909852 + Penalty 5091.129314 = -4242822.780538 nChanged 5 SP:Iteration 73Q (7645.880000 sec): 3 clusters Score: Raw -4247914.705578 + Penalty 5091.129314 = -4242823.576263 nChanged 2 SP:Iteration 74Q (7646.320000 sec): 3 clusters Score: Raw -4247914.965045 + Penalty 5091.129314 = -4242823.835730 nChanged 1 SP:Iteration 75Q (7646.580000 sec): 3 clusters Score: Raw -4247915.071768 + Penalty 5091.129314 = -4242823.942454 nChanged 1 SP:Iteration 76Q (7646.920000 sec): 3 clusters Score: Raw -4247915.249129 + Penalty 5091.129314 = -4242824.119815 nChanged 1 SP:Iteration 77Q (7647.240000 sec): 3 clusters Score: Raw -4247915.397700 + Penalty 5091.129314 = -4242824.268386 nChanged 1 SP:Iteration 78Q (7647.660000 sec): 3 clusters Score: Raw -4247915.739300 + Penalty 5091.129314 = -4242824.609986 nChanged 4 SP:Iteration 79Q (7647.990000 sec): 3 clusters Score: Raw -4247916.732742 + Penalty 5091.129314 = -4242825.603428 nChanged 4 SP:Iteration 80F (7648.380000 sec): 3 clusters Score: Raw -4247917.641878 + Penalty 5091.129314 = -4242826.512564 nChanged 6 SP:Iteration 81Q (7648.780000 sec): 3 clusters Score: Raw -4247918.927824 + Penalty 5091.129314 = -4242827.798510 nChanged 5 SP:Iteration 82Q (7649.140000 sec): 3 clusters Score: Raw -4247919.756871 + Penalty 5091.129314 = -4242828.627557 nChanged 1 SP:Iteration 83Q (7649.520000 sec): 3 clusters Score: Raw -4247920.083164 + Penalty 5091.129314 = -4242828.953849 nChanged 5 SP:Iteration 84Q (7649.900000 sec): 3 clusters Score: Raw -4247921.280880 + Penalty 5091.129314 = -4242830.151566 nChanged 4 SP:Iteration 85Q (7650.220000 sec): 3 clusters Score: Raw -4247922.050913 + Penalty 5091.129314 = -4242830.921599 nChanged 5 SP:Iteration 86Q (7650.590000 sec): 3 clusters Score: Raw -4247923.209803 + Penalty 5091.129314 = -4242832.080488 nChanged 6 SP:Iteration 87Q (7650.950000 sec): 3 clusters Score: Raw -4247924.230230 + Penalty 5091.129314 = -4242833.100916 nChanged 3 SP:Iteration 88Q (7651.260000 sec): 3 clusters Score: Raw -4247924.783039 + Penalty 5091.129314 = -4242833.653725 nChanged 2 SP:Iteration 89Q (7651.620000 sec): 3 clusters Score: Raw -4247925.124037 + Penalty 5091.129314 = -4242833.994722 nChanged 3 SP:Iteration 90Q (7651.910000 sec): 3 clusters Score: Raw -4247925.591378 + Penalty 5091.129314 = -4242834.462064 nChanged 3 SP:Iteration 91Q (7652.210000 sec): 3 clusters Score: Raw -4247926.157510 + Penalty 5091.129314 = -4242835.028195 nChanged 5 SP:Iteration 92Q (7652.570000 sec): 3 clusters Score: Raw -4247927.101114 + Penalty 5091.129314 = -4242835.971799 nChanged 4 SP:Iteration 93Q (7652.920000 sec): 3 clusters Score: Raw -4247927.714968 + Penalty 5091.129314 = -4242836.585653 nChanged 3 SP:Iteration 94Q (7653.300000 sec): 3 clusters Score: Raw -4247928.303376 + Penalty 5091.129314 = -4242837.174062 nChanged 4 SP:Iteration 95Q (7653.660000 sec): 3 clusters Score: Raw -4247929.106082 + Penalty 5091.129314 = -4242837.976768 nChanged 1 SP:Iteration 96Q (7653.980000 sec): 3 clusters Score: Raw -4247929.372304 + Penalty 5091.129314 = -4242838.242990 nChanged 0 SP:Iteration 97F (7654.400000 sec): 3 clusters Score: Raw -4247929.372304 + Penalty 5091.129314 = -4242838.242990 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 15 (53776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7654.790000 sec): 2 clusters Score: Raw -7883130.422273 + Penalty 2701.360472 = -7880429.061801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7655.390000 sec): 3 clusters Score: Raw -7849661.507385 + Penalty 5402.720945 = -7844258.786440 nChanged 24932 SP:Iteration 1F (7655.950000 sec): 3 clusters Score: Raw -7863522.183794 + Penalty 5402.720945 = -7858119.462849 nChanged 2148 SP:Iteration 2Q (7656.510000 sec): 3 clusters Score: Raw -7864180.870471 + Penalty 5402.720945 = -7858778.149526 nChanged 2166 SP:Iteration 3Q (7657.010000 sec): 3 clusters Score: Raw -7864935.559792 + Penalty 5402.720945 = -7859532.838847 nChanged 2319 SP:Iteration 4Q (7657.540000 sec): 3 clusters Score: Raw -7865925.893368 + Penalty 5402.720945 = -7860523.172423 nChanged 2693 SP:Iteration 5F (7658.080000 sec): 3 clusters Score: Raw -7867367.837515 + Penalty 5402.720945 = -7861965.116570 nChanged 3343 SP:Iteration 6F (7658.560000 sec): 3 clusters Score: Raw -7869561.284046 + Penalty 5402.720945 = -7864158.563101 nChanged 3915 SP:Iteration 7F (7659.100000 sec): 3 clusters Score: Raw -7872678.828866 + Penalty 5402.720945 = -7867276.107921 nChanged 4133 SP:Iteration 8F (7659.620000 sec): 3 clusters Score: Raw -7876359.166498 + Penalty 5402.720945 = -7870956.445553 nChanged 3479 SP:Iteration 9F (7660.150000 sec): 3 clusters Score: Raw -7879594.674650 + Penalty 5402.720945 = -7874191.953706 nChanged 2185 SP:Iteration 10Q (7660.670000 sec): 3 clusters Score: Raw -7881634.945764 + Penalty 5402.720945 = -7876232.224819 nChanged 1086 SP:Iteration 11Q (7661.110000 sec): 3 clusters Score: Raw -7882664.221302 + Penalty 5402.720945 = -7877261.500358 nChanged 438 SP:Iteration 12Q (7661.560000 sec): 3 clusters Score: Raw -7883071.296079 + Penalty 5402.720945 = -7877668.575134 nChanged 171 SP:Iteration 13Q (7662.000000 sec): 3 clusters Score: Raw -7883249.837831 + Penalty 5402.720945 = -7877847.116886 nChanged 79 SP:Iteration 14Q (7662.530000 sec): 3 clusters Score: Raw -7883336.773182 + Penalty 5402.720945 = -7877934.052237 nChanged 41 SP:Iteration 15Q (7663.040000 sec): 3 clusters Score: Raw -7883392.226831 + Penalty 5402.720945 = -7877989.505886 nChanged 26 SP:Iteration 16Q (7663.490000 sec): 3 clusters Score: Raw -7883429.792214 + Penalty 5402.720945 = -7878027.071269 nChanged 26 SP:Iteration 17Q (7663.970000 sec): 3 clusters Score: Raw -7883458.901848 + Penalty 5402.720945 = -7878056.180903 nChanged 17 SP:Iteration 18Q (7664.400000 sec): 3 clusters Score: Raw -7883475.527033 + Penalty 5402.720945 = -7878072.806088 nChanged 8 SP:Iteration 19Q (7664.880000 sec): 3 clusters Score: Raw -7883485.495164 + Penalty 5402.720945 = -7878082.774219 nChanged 7 SP:Iteration 20F (7665.420000 sec): 3 clusters Score: Raw -7883495.744697 + Penalty 5402.720945 = -7878093.023752 nChanged 12 SP:Iteration 21Q (7665.930000 sec): 3 clusters Score: Raw -7883516.033927 + Penalty 5402.720945 = -7878113.312982 nChanged 10 SP:Iteration 22Q (7666.360000 sec): 3 clusters Score: Raw -7883529.255736 + Penalty 5402.720945 = -7878126.534791 nChanged 4 SP:Iteration 23Q (7666.850000 sec): 3 clusters Score: Raw -7883533.231957 + Penalty 5402.720945 = -7878130.511012 nChanged 2 SP:Iteration 24Q (7667.320000 sec): 3 clusters Score: Raw -7883534.838757 + Penalty 5402.720945 = -7878132.117812 nChanged 1 SP:Iteration 25Q (7667.830000 sec): 3 clusters Score: Raw -7883536.706647 + Penalty 5402.720945 = -7878133.985702 nChanged 0 SP:Iteration 26F (7668.350000 sec): 3 clusters Score: Raw -7883536.706647 + Penalty 5402.720945 = -7878133.985702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 16 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7668.500000 sec): 2 clusters Score: Raw -40287.770967 + Penalty 1405.273819 = -38882.497149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7668.640000 sec): 3 clusters Score: Raw -40465.820093 + Penalty 2810.547637 = -37655.272456 nChanged 26 SP:Iteration 1F (7668.800000 sec): 3 clusters Score: Raw -40540.072388 + Penalty 2810.547637 = -37729.524751 nChanged 9 SP:Iteration 2Q (7668.930000 sec): 3 clusters Score: Raw -40576.355574 + Penalty 2810.547637 = -37765.807937 nChanged 4 SP:Iteration 3Q (7669.060000 sec): 3 clusters Score: Raw -40589.444592 + Penalty 2810.547637 = -37778.896955 nChanged 0 SP:Iteration 4F (7669.230000 sec): 3 clusters Score: Raw -40589.444592 + Penalty 2810.547637 = -37778.896955 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 17 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7669.280000 sec): 2 clusters Score: Raw -24571.523735 + Penalty 1303.858852 = -23267.664883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7669.490000 sec): 3 clusters Score: Raw -24760.321978 + Penalty 2607.717705 = -22152.604274 nChanged 7 SP:Iteration 1Q (7669.630000 sec): 3 clusters Score: Raw -24791.594203 + Penalty 2607.717705 = -22183.876499 nChanged 3 SP:Iteration 2Q (7669.800000 sec): 3 clusters Score: Raw -24817.083851 + Penalty 2607.717705 = -22209.366147 nChanged 0 SP:Iteration 3F (7670.010000 sec): 3 clusters Score: Raw -24817.083851 + Penalty 2607.717705 = -22209.366147 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 18 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7670.130000 sec): 2 clusters Score: Raw -26273.064489 + Penalty 1310.234525 = -24962.829964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7670.310000 sec): 3 clusters Score: Raw -26477.131572 + Penalty 2620.469049 = -23856.662523 nChanged 10 SP:Iteration 1F (7670.430000 sec): 3 clusters Score: Raw -26554.458064 + Penalty 2620.469049 = -23933.989014 nChanged 6 SP:Iteration 2Q (7670.600000 sec): 3 clusters Score: Raw -26587.253560 + Penalty 2620.469049 = -23966.784510 nChanged 2 SP:Iteration 3Q (7670.750000 sec): 3 clusters Score: Raw -26598.695297 + Penalty 2620.469049 = -23978.226248 nChanged 1 SP:Iteration 4Q (7670.900000 sec): 3 clusters Score: Raw -26603.325590 + Penalty 2620.469049 = -23982.856541 nChanged 1 SP:Iteration 5Q (7671.100000 sec): 3 clusters Score: Raw -26606.398707 + Penalty 2620.469049 = -23985.929658 nChanged 0 SP:Iteration 6F (7671.320000 sec): 3 clusters Score: Raw -26606.398707 + Penalty 2620.469049 = -23985.929658 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 19 (2451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7671.450000 sec): 2 clusters Score: Raw -342921.950024 + Penalty 1935.454343 = -340986.495681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7671.590000 sec): 3 clusters Score: Raw -341908.704337 + Penalty 3870.908686 = -338037.795651 nChanged 845 SP:Iteration 1F (7671.790000 sec): 3 clusters Score: Raw -342460.821950 + Penalty 3870.908686 = -338589.913264 nChanged 187 SP:Iteration 2F (7671.990000 sec): 3 clusters Score: Raw -342634.229837 + Penalty 3870.908686 = -338763.321150 nChanged 121 SP:Iteration 3Q (7672.180000 sec): 3 clusters Score: Raw -342732.325837 + Penalty 3870.908686 = -338861.417151 nChanged 96 SP:Iteration 4Q (7672.350000 sec): 3 clusters Score: Raw -342812.360513 + Penalty 3870.908686 = -338941.451827 nChanged 78 SP:Iteration 5Q (7672.570000 sec): 3 clusters Score: Raw -342883.169052 + Penalty 3870.908686 = -339012.260366 nChanged 66 SP:Iteration 6Q (7672.770000 sec): 3 clusters Score: Raw -342939.892084 + Penalty 3870.908686 = -339068.983397 nChanged 62 SP:Iteration 7Q (7672.980000 sec): 3 clusters Score: Raw -342989.448909 + Penalty 3870.908686 = -339118.540223 nChanged 43 SP:Iteration 8Q (7673.160000 sec): 3 clusters Score: Raw -343022.273886 + Penalty 3870.908686 = -339151.365200 nChanged 38 SP:Iteration 9Q (7673.360000 sec): 3 clusters Score: Raw -343042.451131 + Penalty 3870.908686 = -339171.542445 nChanged 27 SP:Iteration 10Q (7673.600000 sec): 3 clusters Score: Raw -343058.641956 + Penalty 3870.908686 = -339187.733269 nChanged 27 SP:Iteration 11Q (7673.850000 sec): 3 clusters Score: Raw -343083.418038 + Penalty 3870.908686 = -339212.509351 nChanged 34 SP:Iteration 12Q (7674.050000 sec): 3 clusters Score: Raw -343107.518268 + Penalty 3870.908686 = -339236.609582 nChanged 26 SP:Iteration 13Q (7674.290000 sec): 3 clusters Score: Raw -343122.441315 + Penalty 3870.908686 = -339251.532628 nChanged 19 SP:Iteration 14Q (7674.470000 sec): 3 clusters Score: Raw -343134.954449 + Penalty 3870.908686 = -339264.045762 nChanged 19 SP:Iteration 15Q (7674.630000 sec): 3 clusters Score: Raw -343147.762792 + Penalty 3870.908686 = -339276.854106 nChanged 14 SP:Iteration 16Q (7674.840000 sec): 3 clusters Score: Raw -343156.442861 + Penalty 3870.908686 = -339285.534175 nChanged 14 SP:Iteration 17Q (7675.050000 sec): 3 clusters Score: Raw -343164.602991 + Penalty 3870.908686 = -339293.694305 nChanged 10 SP:Iteration 18Q (7675.230000 sec): 3 clusters Score: Raw -343170.381458 + Penalty 3870.908686 = -339299.472772 nChanged 8 SP:Iteration 19Q (7675.400000 sec): 3 clusters Score: Raw -343173.731748 + Penalty 3870.908686 = -339302.823062 nChanged 3 SP:Iteration 20F (7675.610000 sec): 3 clusters Score: Raw -343175.741092 + Penalty 3870.908686 = -339304.832405 nChanged 3 SP:Iteration 21Q (7675.820000 sec): 3 clusters Score: Raw -343176.433552 + Penalty 3870.908686 = -339305.524866 nChanged 1 SP:Iteration 22Q (7675.990000 sec): 3 clusters Score: Raw -343176.674212 + Penalty 3870.908686 = -339305.765526 nChanged 1 SP:Iteration 23Q (7676.190000 sec): 3 clusters Score: Raw -343177.134465 + Penalty 3870.908686 = -339306.225779 nChanged 5 SP:Iteration 24Q (7676.410000 sec): 3 clusters Score: Raw -343179.750865 + Penalty 3870.908686 = -339308.842179 nChanged 5 SP:Iteration 25Q (7676.600000 sec): 3 clusters Score: Raw -343182.022854 + Penalty 3870.908686 = -339311.114168 nChanged 2 SP:Iteration 26Q (7676.820000 sec): 3 clusters Score: Raw -343182.710452 + Penalty 3870.908686 = -339311.801766 nChanged 1 SP:Iteration 27Q (7677.010000 sec): 3 clusters Score: Raw -343183.534862 + Penalty 3870.908686 = -339312.626176 nChanged 1 SP:Iteration 28Q (7677.170000 sec): 3 clusters Score: Raw -343183.798144 + Penalty 3870.908686 = -339312.889458 nChanged 1 SP:Iteration 29Q (7677.450000 sec): 3 clusters Score: Raw -343184.268665 + Penalty 3870.908686 = -339313.359979 nChanged 1 SP:Iteration 30Q (7677.690000 sec): 3 clusters Score: Raw -343185.469110 + Penalty 3870.908686 = -339314.560424 nChanged 2 SP:Iteration 31Q (7677.850000 sec): 3 clusters Score: Raw -343187.400352 + Penalty 3870.908686 = -339316.491666 nChanged 2 SP:Iteration 32Q (7678.080000 sec): 3 clusters Score: Raw -343187.810494 + Penalty 3870.908686 = -339316.901808 nChanged 3 SP:Iteration 33Q (7678.230000 sec): 3 clusters Score: Raw -343189.072859 + Penalty 3870.908686 = -339318.164173 nChanged 3 SP:Iteration 34Q (7678.430000 sec): 3 clusters Score: Raw -343190.213292 + Penalty 3870.908686 = -339319.304606 nChanged 4 SP:Iteration 35Q (7678.650000 sec): 3 clusters Score: Raw -343191.244917 + Penalty 3870.908686 = -339320.336230 nChanged 0 SP:Iteration 36F (7678.820000 sec): 3 clusters Score: Raw -343191.244917 + Penalty 3870.908686 = -339320.336230 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 20 (8606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7678.980000 sec): 2 clusters Score: Raw -1200144.656617 + Penalty 2246.933299 = -1197897.723318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7679.280000 sec): 3 clusters Score: Raw -1195569.622410 + Penalty 4493.866597 = -1191075.755813 nChanged 3546 SP:Iteration 1F (7679.470000 sec): 3 clusters Score: Raw -1197522.273718 + Penalty 4493.866597 = -1193028.407121 nChanged 642 SP:Iteration 2F (7679.700000 sec): 3 clusters Score: Raw -1197884.767032 + Penalty 4493.866597 = -1193390.900435 nChanged 523 SP:Iteration 3F (7679.970000 sec): 3 clusters Score: Raw -1198207.049278 + Penalty 4493.866597 = -1193713.182681 nChanged 484 SP:Iteration 4F (7680.230000 sec): 3 clusters Score: Raw -1198492.761300 + Penalty 4493.866597 = -1193998.894703 nChanged 396 SP:Iteration 5Q (7680.470000 sec): 3 clusters Score: Raw -1198745.789596 + Penalty 4493.866597 = -1194251.922999 nChanged 371 SP:Iteration 6Q (7680.730000 sec): 3 clusters Score: Raw -1199012.883665 + Penalty 4493.866597 = -1194519.017068 nChanged 347 SP:Iteration 7Q (7680.960000 sec): 3 clusters Score: Raw -1199273.425371 + Penalty 4493.866597 = -1194779.558774 nChanged 347 SP:Iteration 8Q (7681.210000 sec): 3 clusters Score: Raw -1199542.316394 + Penalty 4493.866597 = -1195048.449797 nChanged 296 SP:Iteration 9Q (7681.420000 sec): 3 clusters Score: Raw -1199803.012903 + Penalty 4493.866597 = -1195309.146306 nChanged 250 SP:Iteration 10Q (7681.730000 sec): 3 clusters Score: Raw -1200043.319592 + Penalty 4493.866597 = -1195549.452995 nChanged 204 SP:Iteration 11Q (7681.970000 sec): 3 clusters Score: Raw -1200270.457525 + Penalty 4493.866597 = -1195776.590928 nChanged 197 SP:Iteration 12Q (7682.210000 sec): 3 clusters Score: Raw -1200497.835438 + Penalty 4493.866597 = -1196003.968841 nChanged 166 SP:Iteration 13Q (7682.460000 sec): 3 clusters Score: Raw -1200671.346818 + Penalty 4493.866597 = -1196177.480221 nChanged 152 SP:Iteration 14Q (7682.740000 sec): 3 clusters Score: Raw -1200831.439463 + Penalty 4493.866597 = -1196337.572866 nChanged 117 SP:Iteration 15Q (7683.000000 sec): 3 clusters Score: Raw -1200933.147612 + Penalty 4493.866597 = -1196439.281015 nChanged 91 SP:Iteration 16Q (7683.260000 sec): 3 clusters Score: Raw -1200997.953157 + Penalty 4493.866597 = -1196504.086560 nChanged 58 SP:Iteration 17Q (7683.480000 sec): 3 clusters Score: Raw -1201036.940459 + Penalty 4493.866597 = -1196543.073862 nChanged 41 SP:Iteration 18Q (7683.740000 sec): 3 clusters Score: Raw -1201060.456157 + Penalty 4493.866597 = -1196566.589560 nChanged 29 SP:Iteration 19Q (7684.000000 sec): 3 clusters Score: Raw -1201073.840861 + Penalty 4493.866597 = -1196579.974264 nChanged 15 SP:Iteration 20F (7684.260000 sec): 3 clusters Score: Raw -1201080.809287 + Penalty 4493.866597 = -1196586.942690 nChanged 18 SP:Iteration 21Q (7684.500000 sec): 3 clusters Score: Raw -1201089.471532 + Penalty 4493.866597 = -1196595.604935 nChanged 15 SP:Iteration 22Q (7684.760000 sec): 3 clusters Score: Raw -1201096.675258 + Penalty 4493.866597 = -1196602.808661 nChanged 11 SP:Iteration 23Q (7685.060000 sec): 3 clusters Score: Raw -1201101.230043 + Penalty 4493.866597 = -1196607.363446 nChanged 9 SP:Iteration 24Q (7685.290000 sec): 3 clusters Score: Raw -1201105.922831 + Penalty 4493.866597 = -1196612.056234 nChanged 10 SP:Iteration 25Q (7685.540000 sec): 3 clusters Score: Raw -1201109.858184 + Penalty 4493.866597 = -1196615.991587 nChanged 9 SP:Iteration 26Q (7685.800000 sec): 3 clusters Score: Raw -1201113.222555 + Penalty 4493.866597 = -1196619.355958 nChanged 7 SP:Iteration 27Q (7686.020000 sec): 3 clusters Score: Raw -1201115.399744 + Penalty 4493.866597 = -1196621.533147 nChanged 3 SP:Iteration 28Q (7686.280000 sec): 3 clusters Score: Raw -1201116.487618 + Penalty 4493.866597 = -1196622.621021 nChanged 3 SP:Iteration 29Q (7686.490000 sec): 3 clusters Score: Raw -1201117.513939 + Penalty 4493.866597 = -1196623.647342 nChanged 2 SP:Iteration 30Q (7686.730000 sec): 3 clusters Score: Raw -1201118.248060 + Penalty 4493.866597 = -1196624.381463 nChanged 2 SP:Iteration 31Q (7687.010000 sec): 3 clusters Score: Raw -1201118.703088 + Penalty 4493.866597 = -1196624.836491 nChanged 0 SP:Iteration 32F (7687.190000 sec): 3 clusters Score: Raw -1201118.703088 + Penalty 4493.866597 = -1196624.836491 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 21 (3396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7687.330000 sec): 2 clusters Score: Raw -475362.592248 + Penalty 2016.327680 = -473346.264568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7687.560000 sec): 3 clusters Score: Raw -473898.531687 + Penalty 4032.655360 = -469865.876327 nChanged 1149 SP:Iteration 1F (7687.730000 sec): 3 clusters Score: Raw -474650.267420 + Penalty 4032.655360 = -470617.612060 nChanged 236 SP:Iteration 2F (7687.950000 sec): 3 clusters Score: Raw -474797.404158 + Penalty 4032.655360 = -470764.748799 nChanged 127 SP:Iteration 3Q (7688.140000 sec): 3 clusters Score: Raw -474887.665797 + Penalty 4032.655360 = -470855.010438 nChanged 107 SP:Iteration 4Q (7688.370000 sec): 3 clusters Score: Raw -474965.790865 + Penalty 4032.655360 = -470933.135505 nChanged 105 SP:Iteration 5Q (7688.590000 sec): 3 clusters Score: Raw -475034.114176 + Penalty 4032.655360 = -471001.458816 nChanged 93 SP:Iteration 6Q (7688.780000 sec): 3 clusters Score: Raw -475093.861725 + Penalty 4032.655360 = -471061.206365 nChanged 58 SP:Iteration 7Q (7689.000000 sec): 3 clusters Score: Raw -475132.724966 + Penalty 4032.655360 = -471100.069606 nChanged 59 SP:Iteration 8Q (7689.200000 sec): 3 clusters Score: Raw -475168.440082 + Penalty 4032.655360 = -471135.784723 nChanged 62 SP:Iteration 9Q (7689.430000 sec): 3 clusters Score: Raw -475208.495613 + Penalty 4032.655360 = -471175.840254 nChanged 80 SP:Iteration 10Q (7689.660000 sec): 3 clusters Score: Raw -475258.347023 + Penalty 4032.655360 = -471225.691663 nChanged 78 SP:Iteration 11Q (7689.880000 sec): 3 clusters Score: Raw -475309.495703 + Penalty 4032.655360 = -471276.840344 nChanged 63 SP:Iteration 12Q (7690.040000 sec): 3 clusters Score: Raw -475349.375041 + Penalty 4032.655360 = -471316.719681 nChanged 73 SP:Iteration 13Q (7690.200000 sec): 3 clusters Score: Raw -475400.680145 + Penalty 4032.655360 = -471368.024786 nChanged 62 SP:Iteration 14Q (7690.390000 sec): 3 clusters Score: Raw -475450.939293 + Penalty 4032.655360 = -471418.283933 nChanged 75 SP:Iteration 15Q (7690.580000 sec): 3 clusters Score: Raw -475518.995389 + Penalty 4032.655360 = -471486.340029 nChanged 74 SP:Iteration 16Q (7690.730000 sec): 3 clusters Score: Raw -475582.655750 + Penalty 4032.655360 = -471550.000391 nChanged 67 SP:Iteration 17Q (7690.910000 sec): 3 clusters Score: Raw -475637.447252 + Penalty 4032.655360 = -471604.791892 nChanged 62 SP:Iteration 18Q (7691.130000 sec): 3 clusters Score: Raw -475686.261097 + Penalty 4032.655360 = -471653.605737 nChanged 64 SP:Iteration 19Q (7691.340000 sec): 3 clusters Score: Raw -475741.035435 + Penalty 4032.655360 = -471708.380076 nChanged 63 SP:Iteration 20F (7691.520000 sec): 3 clusters Score: Raw -475793.141473 + Penalty 4032.655360 = -471760.486114 nChanged 65 SP:Iteration 21Q (7691.760000 sec): 3 clusters Score: Raw -475840.880860 + Penalty 4032.655360 = -471808.225501 nChanged 46 SP:Iteration 22Q (7691.950000 sec): 3 clusters Score: Raw -475878.276411 + Penalty 4032.655360 = -471845.621051 nChanged 38 SP:Iteration 23Q (7692.110000 sec): 3 clusters Score: Raw -475902.124775 + Penalty 4032.655360 = -471869.469416 nChanged 37 SP:Iteration 24Q (7692.320000 sec): 3 clusters Score: Raw -475920.624369 + Penalty 4032.655360 = -471887.969010 nChanged 31 SP:Iteration 25Q (7692.540000 sec): 3 clusters Score: Raw -475938.524596 + Penalty 4032.655360 = -471905.869236 nChanged 25 SP:Iteration 26Q (7692.680000 sec): 3 clusters Score: Raw -475953.280877 + Penalty 4032.655360 = -471920.625518 nChanged 20 SP:Iteration 27Q (7692.890000 sec): 3 clusters Score: Raw -475966.366094 + Penalty 4032.655360 = -471933.710735 nChanged 16 SP:Iteration 28Q (7693.100000 sec): 3 clusters Score: Raw -475973.638384 + Penalty 4032.655360 = -471940.983024 nChanged 16 SP:Iteration 29Q (7693.280000 sec): 3 clusters Score: Raw -475980.847312 + Penalty 4032.655360 = -471948.191952 nChanged 16 SP:Iteration 30Q (7693.490000 sec): 3 clusters Score: Raw -475989.704932 + Penalty 4032.655360 = -471957.049572 nChanged 13 SP:Iteration 31Q (7693.640000 sec): 3 clusters Score: Raw -475997.003131 + Penalty 4032.655360 = -471964.347772 nChanged 13 SP:Iteration 32Q (7693.860000 sec): 3 clusters Score: Raw -476003.804674 + Penalty 4032.655360 = -471971.149314 nChanged 14 SP:Iteration 33Q (7694.040000 sec): 3 clusters Score: Raw -476009.679014 + Penalty 4032.655360 = -471977.023654 nChanged 11 SP:Iteration 34Q (7694.270000 sec): 3 clusters Score: Raw -476016.346748 + Penalty 4032.655360 = -471983.691389 nChanged 12 SP:Iteration 35Q (7694.470000 sec): 3 clusters Score: Raw -476021.148521 + Penalty 4032.655360 = -471988.493161 nChanged 7 SP:Iteration 36Q (7694.660000 sec): 3 clusters Score: Raw -476023.921570 + Penalty 4032.655360 = -471991.266210 nChanged 4 SP:Iteration 37Q (7694.840000 sec): 3 clusters Score: Raw -476026.086740 + Penalty 4032.655360 = -471993.431380 nChanged 4 SP:Iteration 38Q (7695.040000 sec): 3 clusters Score: Raw -476027.426888 + Penalty 4032.655360 = -471994.771528 nChanged 6 SP:Iteration 39Q (7695.240000 sec): 3 clusters Score: Raw -476030.645378 + Penalty 4032.655360 = -471997.990018 nChanged 6 SP:Iteration 40F (7695.430000 sec): 3 clusters Score: Raw -476033.220675 + Penalty 4032.655360 = -472000.565315 nChanged 12 SP:Iteration 41Q (7695.630000 sec): 3 clusters Score: Raw -476038.934965 + Penalty 4032.655360 = -472006.279605 nChanged 11 SP:Iteration 42Q (7695.800000 sec): 3 clusters Score: Raw -476044.911983 + Penalty 4032.655360 = -472012.256624 nChanged 17 SP:Iteration 43Q (7695.990000 sec): 3 clusters Score: Raw -476057.603937 + Penalty 4032.655360 = -472024.948578 nChanged 18 SP:Iteration 44Q (7696.170000 sec): 3 clusters Score: Raw -476068.604929 + Penalty 4032.655360 = -472035.949570 nChanged 20 SP:Iteration 45Q (7696.400000 sec): 3 clusters Score: Raw -476082.368648 + Penalty 4032.655360 = -472049.713288 nChanged 15 SP:Iteration 46Q (7696.590000 sec): 3 clusters Score: Raw -476088.207236 + Penalty 4032.655360 = -472055.551877 nChanged 7 SP:Iteration 47Q (7696.780000 sec): 3 clusters Score: Raw -476091.308932 + Penalty 4032.655360 = -472058.653573 nChanged 3 SP:Iteration 48Q (7697.030000 sec): 3 clusters Score: Raw -476093.762684 + Penalty 4032.655360 = -472061.107324 nChanged 5 SP:Iteration 49Q (7697.210000 sec): 3 clusters Score: Raw -476096.502685 + Penalty 4032.655360 = -472063.847325 nChanged 10 SP:Iteration 50Q (7697.350000 sec): 3 clusters Score: Raw -476102.740398 + Penalty 4032.655360 = -472070.085038 nChanged 6 SP:Iteration 51Q (7697.490000 sec): 3 clusters Score: Raw -476106.546418 + Penalty 4032.655360 = -472073.891058 nChanged 4 SP:Iteration 52Q (7697.680000 sec): 3 clusters Score: Raw -476110.096526 + Penalty 4032.655360 = -472077.441166 nChanged 7 SP:Iteration 53Q (7697.850000 sec): 3 clusters Score: Raw -476113.482720 + Penalty 4032.655360 = -472080.827361 nChanged 6 SP:Iteration 54Q (7698.030000 sec): 3 clusters Score: Raw -476115.432988 + Penalty 4032.655360 = -472082.777629 nChanged 4 SP:Iteration 55Q (7698.260000 sec): 3 clusters Score: Raw -476116.337281 + Penalty 4032.655360 = -472083.681922 nChanged 0 SP:Iteration 56F (7698.440000 sec): 3 clusters Score: Raw -476116.337281 + Penalty 4032.655360 = -472083.681922 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 22 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7698.590000 sec): 2 clusters Score: Raw -30764.707832 + Penalty 1355.030288 = -29409.677544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7698.720000 sec): 3 clusters Score: Raw -31022.788985 + Penalty 2710.060575 = -28312.728410 nChanged 33 SP:Iteration 1F (7698.960000 sec): 3 clusters Score: Raw -31205.332963 + Penalty 2710.060575 = -28495.272387 nChanged 7 SP:Iteration 2Q (7699.130000 sec): 3 clusters Score: Raw -31268.309035 + Penalty 2710.060575 = -28558.248460 nChanged 6 SP:Iteration 3Q (7699.350000 sec): 3 clusters Score: Raw -31324.106518 + Penalty 2710.060575 = -28614.045943 nChanged 7 SP:Iteration 4Q (7699.530000 sec): 3 clusters Score: Raw -31364.660677 + Penalty 2710.060575 = -28654.600102 nChanged 10 SP:Iteration 5Q (7699.720000 sec): 3 clusters Score: Raw -31437.342665 + Penalty 2710.060575 = -28727.282090 nChanged 5 SP:Iteration 6Q (7699.940000 sec): 3 clusters Score: Raw -31495.521628 + Penalty 2710.060575 = -28785.461053 nChanged 6 SP:Iteration 7Q (7700.070000 sec): 3 clusters Score: Raw -31838.749315 + Penalty 2710.060575 = -29128.688740 nChanged 3 SP:Iteration 8Q (7700.270000 sec): 3 clusters Score: Raw -31860.117676 + Penalty 2710.060575 = -29150.057100 nChanged 4 SP:Iteration 9Q (7700.470000 sec): 3 clusters Score: Raw -31888.786540 + Penalty 2710.060575 = -29178.725964 nChanged 2 SP:Iteration 10Q (7700.660000 sec): 3 clusters Score: Raw -31904.785112 + Penalty 2710.060575 = -29194.724537 nChanged 0 SP:Iteration 11F (7700.830000 sec): 3 clusters Score: Raw -31904.785112 + Penalty 2710.060575 = -29194.724537 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 23 (15908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7701.030000 sec): 2 clusters Score: Raw -2293683.118141 + Penalty 2399.295197 = -2291283.822944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7701.280000 sec): 3 clusters Score: Raw -2284711.670173 + Penalty 4798.590394 = -2279913.079779 nChanged 6855 SP:Iteration 1F (7701.630000 sec): 3 clusters Score: Raw -2288302.186977 + Penalty 4798.590394 = -2283503.596583 nChanged 963 SP:Iteration 2F (7701.900000 sec): 3 clusters Score: Raw -2288736.353383 + Penalty 4798.590394 = -2283937.762990 nChanged 849 SP:Iteration 3F (7702.190000 sec): 3 clusters Score: Raw -2289120.582186 + Penalty 4798.590394 = -2284321.991793 nChanged 790 SP:Iteration 4Q (7702.480000 sec): 3 clusters Score: Raw -2289545.317079 + Penalty 4798.590394 = -2284746.726685 nChanged 801 SP:Iteration 5F (7702.790000 sec): 3 clusters Score: Raw -2290056.373782 + Penalty 4798.590394 = -2285257.783389 nChanged 856 SP:Iteration 6F (7703.030000 sec): 3 clusters Score: Raw -2290626.636229 + Penalty 4798.590394 = -2285828.045836 nChanged 830 SP:Iteration 7F (7703.300000 sec): 3 clusters Score: Raw -2291218.593035 + Penalty 4798.590394 = -2286420.002641 nChanged 856 SP:Iteration 8F (7703.550000 sec): 3 clusters Score: Raw -2291863.026686 + Penalty 4798.590394 = -2287064.436293 nChanged 850 SP:Iteration 9F (7703.850000 sec): 3 clusters Score: Raw -2292519.956277 + Penalty 4798.590394 = -2287721.365883 nChanged 800 SP:Iteration 10F (7704.140000 sec): 3 clusters Score: Raw -2293111.718335 + Penalty 4798.590394 = -2288313.127941 nChanged 644 SP:Iteration 11Q (7704.420000 sec): 3 clusters Score: Raw -2293528.402363 + Penalty 4798.590394 = -2288729.811969 nChanged 454 SP:Iteration 12Q (7704.720000 sec): 3 clusters Score: Raw -2293765.485943 + Penalty 4798.590394 = -2288966.895549 nChanged 342 SP:Iteration 13Q (7704.960000 sec): 3 clusters Score: Raw -2293888.238850 + Penalty 4798.590394 = -2289089.648457 nChanged 213 SP:Iteration 14Q (7705.260000 sec): 3 clusters Score: Raw -2293961.681020 + Penalty 4798.590394 = -2289163.090627 nChanged 166 SP:Iteration 15Q (7705.500000 sec): 3 clusters Score: Raw -2294010.695651 + Penalty 4798.590394 = -2289212.105257 nChanged 145 SP:Iteration 16Q (7705.750000 sec): 3 clusters Score: Raw -2294054.670937 + Penalty 4798.590394 = -2289256.080543 nChanged 135 SP:Iteration 17Q (7706.020000 sec): 3 clusters Score: Raw -2294097.161373 + Penalty 4798.590394 = -2289298.570979 nChanged 132 SP:Iteration 18Q (7706.240000 sec): 3 clusters Score: Raw -2294139.398586 + Penalty 4798.590394 = -2289340.808193 nChanged 150 SP:Iteration 19Q (7706.520000 sec): 3 clusters Score: Raw -2294187.767641 + Penalty 4798.590394 = -2289389.177247 nChanged 135 SP:Iteration 20F (7706.780000 sec): 3 clusters Score: Raw -2294227.903085 + Penalty 4798.590394 = -2289429.312691 nChanged 138 SP:Iteration 21Q (7707.060000 sec): 3 clusters Score: Raw -2294270.540527 + Penalty 4798.590394 = -2289471.950133 nChanged 138 SP:Iteration 22Q (7707.290000 sec): 3 clusters Score: Raw -2294312.091907 + Penalty 4798.590394 = -2289513.501513 nChanged 125 SP:Iteration 23Q (7707.620000 sec): 3 clusters Score: Raw -2294342.406602 + Penalty 4798.590394 = -2289543.816208 nChanged 120 SP:Iteration 24Q (7707.850000 sec): 3 clusters Score: Raw -2294373.672468 + Penalty 4798.590394 = -2289575.082074 nChanged 121 SP:Iteration 25Q (7708.130000 sec): 3 clusters Score: Raw -2294405.525268 + Penalty 4798.590394 = -2289606.934874 nChanged 112 SP:Iteration 26Q (7708.440000 sec): 3 clusters Score: Raw -2294432.095911 + Penalty 4798.590394 = -2289633.505518 nChanged 103 SP:Iteration 27Q (7708.720000 sec): 3 clusters Score: Raw -2294457.481024 + Penalty 4798.590394 = -2289658.890631 nChanged 98 SP:Iteration 28Q (7709.000000 sec): 3 clusters Score: Raw -2294481.561717 + Penalty 4798.590394 = -2289682.971323 nChanged 97 SP:Iteration 29Q (7709.290000 sec): 3 clusters Score: Raw -2294503.691957 + Penalty 4798.590394 = -2289705.101563 nChanged 90 SP:Iteration 30Q (7709.520000 sec): 3 clusters Score: Raw -2294527.049223 + Penalty 4798.590394 = -2289728.458829 nChanged 110 SP:Iteration 31Q (7709.840000 sec): 3 clusters Score: Raw -2294557.242023 + Penalty 4798.590394 = -2289758.651629 nChanged 99 SP:Iteration 32Q (7710.080000 sec): 3 clusters Score: Raw -2294584.587482 + Penalty 4798.590394 = -2289785.997089 nChanged 99 SP:Iteration 33Q (7710.340000 sec): 3 clusters Score: Raw -2294609.073396 + Penalty 4798.590394 = -2289810.483003 nChanged 102 SP:Iteration 34Q (7710.610000 sec): 3 clusters Score: Raw -2294634.225391 + Penalty 4798.590394 = -2289835.634997 nChanged 90 SP:Iteration 35Q (7710.830000 sec): 3 clusters Score: Raw -2294654.061212 + Penalty 4798.590394 = -2289855.470818 nChanged 95 SP:Iteration 36Q (7711.110000 sec): 3 clusters Score: Raw -2294676.003374 + Penalty 4798.590394 = -2289877.412981 nChanged 84 SP:Iteration 37Q (7711.350000 sec): 3 clusters Score: Raw -2294694.731975 + Penalty 4798.590394 = -2289896.141582 nChanged 68 SP:Iteration 38Q (7711.650000 sec): 3 clusters Score: Raw -2294708.858062 + Penalty 4798.590394 = -2289910.267669 nChanged 61 SP:Iteration 39Q (7711.910000 sec): 3 clusters Score: Raw -2294721.973938 + Penalty 4798.590394 = -2289923.383545 nChanged 67 SP:Iteration 40F (7712.180000 sec): 3 clusters Score: Raw -2294734.812006 + Penalty 4798.590394 = -2289936.221613 nChanged 56 SP:Iteration 41Q (7712.480000 sec): 3 clusters Score: Raw -2294745.783074 + Penalty 4798.590394 = -2289947.192680 nChanged 60 SP:Iteration 42Q (7712.740000 sec): 3 clusters Score: Raw -2294758.240749 + Penalty 4798.590394 = -2289959.650355 nChanged 54 SP:Iteration 43Q (7713.080000 sec): 3 clusters Score: Raw -2294768.047245 + Penalty 4798.590394 = -2289969.456852 nChanged 59 SP:Iteration 44Q (7713.360000 sec): 3 clusters Score: Raw -2294780.747195 + Penalty 4798.590394 = -2289982.156802 nChanged 51 SP:Iteration 45Q (7713.620000 sec): 3 clusters Score: Raw -2294790.239994 + Penalty 4798.590394 = -2289991.649600 nChanged 48 SP:Iteration 46Q (7713.910000 sec): 3 clusters Score: Raw -2294798.853855 + Penalty 4798.590394 = -2290000.263461 nChanged 38 SP:Iteration 47Q (7714.150000 sec): 3 clusters Score: Raw -2294806.762772 + Penalty 4798.590394 = -2290008.172379 nChanged 45 SP:Iteration 48Q (7714.450000 sec): 3 clusters Score: Raw -2294814.598326 + Penalty 4798.590394 = -2290016.007932 nChanged 38 SP:Iteration 49Q (7714.750000 sec): 3 clusters Score: Raw -2294822.092772 + Penalty 4798.590394 = -2290023.502378 nChanged 30 SP:Iteration 50Q (7715.010000 sec): 3 clusters Score: Raw -2294827.605904 + Penalty 4798.590394 = -2290029.015511 nChanged 31 SP:Iteration 51Q (7715.310000 sec): 3 clusters Score: Raw -2294833.397653 + Penalty 4798.590394 = -2290034.807259 nChanged 27 SP:Iteration 52Q (7715.600000 sec): 3 clusters Score: Raw -2294837.685692 + Penalty 4798.590394 = -2290039.095298 nChanged 29 SP:Iteration 53Q (7715.880000 sec): 3 clusters Score: Raw -2294843.457507 + Penalty 4798.590394 = -2290044.867113 nChanged 29 SP:Iteration 54Q (7716.150000 sec): 3 clusters Score: Raw -2294849.650414 + Penalty 4798.590394 = -2290051.060020 nChanged 28 SP:Iteration 55Q (7716.430000 sec): 3 clusters Score: Raw -2294857.793691 + Penalty 4798.590394 = -2290059.203297 nChanged 32 SP:Iteration 56Q (7716.710000 sec): 3 clusters Score: Raw -2294864.988960 + Penalty 4798.590394 = -2290066.398566 nChanged 26 SP:Iteration 57Q (7716.990000 sec): 3 clusters Score: Raw -2294871.129781 + Penalty 4798.590394 = -2290072.539388 nChanged 27 SP:Iteration 58Q (7717.290000 sec): 3 clusters Score: Raw -2294876.832415 + Penalty 4798.590394 = -2290078.242021 nChanged 23 SP:Iteration 59Q (7717.550000 sec): 3 clusters Score: Raw -2294880.807049 + Penalty 4798.590394 = -2290082.216656 nChanged 21 SP:Iteration 60F (7717.850000 sec): 3 clusters Score: Raw -2294884.678659 + Penalty 4798.590394 = -2290086.088266 nChanged 23 SP:Iteration 61Q (7718.090000 sec): 3 clusters Score: Raw -2294888.522276 + Penalty 4798.590394 = -2290089.931883 nChanged 17 SP:Iteration 62Q (7718.350000 sec): 3 clusters Score: Raw -2294891.250873 + Penalty 4798.590394 = -2290092.660479 nChanged 18 SP:Iteration 63Q (7718.670000 sec): 3 clusters Score: Raw -2294893.983571 + Penalty 4798.590394 = -2290095.393177 nChanged 12 SP:Iteration 64Q (7718.930000 sec): 3 clusters Score: Raw -2294895.353472 + Penalty 4798.590394 = -2290096.763079 nChanged 5 SP:Iteration 65Q (7719.170000 sec): 3 clusters Score: Raw -2294895.769181 + Penalty 4798.590394 = -2290097.178787 nChanged 4 SP:Iteration 66Q (7719.440000 sec): 3 clusters Score: Raw -2294896.285834 + Penalty 4798.590394 = -2290097.695440 nChanged 2 SP:Iteration 67Q (7719.730000 sec): 3 clusters Score: Raw -2294896.546822 + Penalty 4798.590394 = -2290097.956429 nChanged 1 SP:Iteration 68Q (7719.980000 sec): 3 clusters Score: Raw -2294896.588760 + Penalty 4798.590394 = -2290097.998366 nChanged 1 SP:Iteration 69Q (7720.270000 sec): 3 clusters Score: Raw -2294896.667347 + Penalty 4798.590394 = -2290098.076953 nChanged 0 SP:Iteration 70F (7720.590000 sec): 3 clusters Score: Raw -2294896.667347 + Penalty 4798.590394 = -2290098.076953 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 24 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7720.690000 sec): 2 clusters Score: Raw -138947.382515 + Penalty 1701.184496 = -137246.198019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7720.880000 sec): 3 clusters Score: Raw -138751.348785 + Penalty 3402.368992 = -135348.979793 nChanged 248 SP:Iteration 1F (7721.070000 sec): 3 clusters Score: Raw -139021.678475 + Penalty 3402.368992 = -135619.309482 nChanged 62 SP:Iteration 2F (7721.280000 sec): 3 clusters Score: Raw -139107.585599 + Penalty 3402.368992 = -135705.216607 nChanged 34 SP:Iteration 3Q (7721.430000 sec): 3 clusters Score: Raw -139144.816785 + Penalty 3402.368992 = -135742.447793 nChanged 20 SP:Iteration 4Q (7721.670000 sec): 3 clusters Score: Raw -139170.298594 + Penalty 3402.368992 = -135767.929602 nChanged 8 SP:Iteration 5Q (7721.900000 sec): 3 clusters Score: Raw -139178.867480 + Penalty 3402.368992 = -135776.498488 nChanged 1 SP:Iteration 6Q (7722.080000 sec): 3 clusters Score: Raw -139180.184093 + Penalty 3402.368992 = -135777.815101 nChanged 1 SP:Iteration 7Q (7722.240000 sec): 3 clusters Score: Raw -139181.027989 + Penalty 3402.368992 = -135778.658997 nChanged 1 SP:Iteration 8Q (7722.430000 sec): 3 clusters Score: Raw -139181.764871 + Penalty 3402.368992 = -135779.395879 nChanged 1 SP:Iteration 9Q (7722.600000 sec): 3 clusters Score: Raw -139182.417030 + Penalty 3402.368992 = -135780.048038 nChanged 0 SP:Iteration 10F (7722.800000 sec): 3 clusters Score: Raw -139182.417030 + Penalty 3402.368992 = -135780.048038 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 25 (12057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7722.940000 sec): 2 clusters Score: Raw -1691554.827836 + Penalty 2330.555369 = -1689224.272466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7723.210000 sec): 3 clusters Score: Raw -1684886.537081 + Penalty 4661.110739 = -1680225.426342 nChanged 5078 SP:Iteration 1F (7723.460000 sec): 3 clusters Score: Raw -1687723.074978 + Penalty 4661.110739 = -1683061.964239 nChanged 875 SP:Iteration 2F (7723.780000 sec): 3 clusters Score: Raw -1688268.514876 + Penalty 4661.110739 = -1683607.404138 nChanged 830 SP:Iteration 3F (7724.000000 sec): 3 clusters Score: Raw -1688886.810557 + Penalty 4661.110739 = -1684225.699818 nChanged 787 SP:Iteration 4F (7724.310000 sec): 3 clusters Score: Raw -1689542.467082 + Penalty 4661.110739 = -1684881.356343 nChanged 741 SP:Iteration 5F (7724.570000 sec): 3 clusters Score: Raw -1690171.310251 + Penalty 4661.110739 = -1685510.199512 nChanged 753 SP:Iteration 6F (7724.820000 sec): 3 clusters Score: Raw -1690764.512492 + Penalty 4661.110739 = -1686103.401753 nChanged 663 SP:Iteration 7F (7725.090000 sec): 3 clusters Score: Raw -1691254.977999 + Penalty 4661.110739 = -1686593.867260 nChanged 560 SP:Iteration 8Q (7725.370000 sec): 3 clusters Score: Raw -1691609.032650 + Penalty 4661.110739 = -1686947.921911 nChanged 439 SP:Iteration 9Q (7725.680000 sec): 3 clusters Score: Raw -1691859.120196 + Penalty 4661.110739 = -1687198.009457 nChanged 341 SP:Iteration 10Q (7725.980000 sec): 3 clusters Score: Raw -1692028.342964 + Penalty 4661.110739 = -1687367.232225 nChanged 267 SP:Iteration 11Q (7726.220000 sec): 3 clusters Score: Raw -1692163.377171 + Penalty 4661.110739 = -1687502.266432 nChanged 225 SP:Iteration 12Q (7726.480000 sec): 3 clusters Score: Raw -1692291.283310 + Penalty 4661.110739 = -1687630.172571 nChanged 167 SP:Iteration 13Q (7726.730000 sec): 3 clusters Score: Raw -1692393.213999 + Penalty 4661.110739 = -1687732.103260 nChanged 155 SP:Iteration 14Q (7726.960000 sec): 3 clusters Score: Raw -1692504.760719 + Penalty 4661.110739 = -1687843.649980 nChanged 123 SP:Iteration 15Q (7727.240000 sec): 3 clusters Score: Raw -1692595.421175 + Penalty 4661.110739 = -1687934.310436 nChanged 123 SP:Iteration 16Q (7727.550000 sec): 3 clusters Score: Raw -1692669.616606 + Penalty 4661.110739 = -1688008.505867 nChanged 127 SP:Iteration 17Q (7727.830000 sec): 3 clusters Score: Raw -1692755.814731 + Penalty 4661.110739 = -1688094.703992 nChanged 110 SP:Iteration 18Q (7728.100000 sec): 3 clusters Score: Raw -1692834.702959 + Penalty 4661.110739 = -1688173.592220 nChanged 77 SP:Iteration 19Q (7728.340000 sec): 3 clusters Score: Raw -1692886.345718 + Penalty 4661.110739 = -1688225.234979 nChanged 69 SP:Iteration 20F (7728.670000 sec): 3 clusters Score: Raw -1692944.152220 + Penalty 4661.110739 = -1688283.041481 nChanged 59 SP:Iteration 21Q (7728.880000 sec): 3 clusters Score: Raw -1692992.349726 + Penalty 4661.110739 = -1688331.238988 nChanged 56 SP:Iteration 22Q (7729.140000 sec): 3 clusters Score: Raw -1693022.719237 + Penalty 4661.110739 = -1688361.608498 nChanged 48 SP:Iteration 23Q (7729.360000 sec): 3 clusters Score: Raw -1693040.315109 + Penalty 4661.110739 = -1688379.204370 nChanged 27 SP:Iteration 24Q (7729.620000 sec): 3 clusters Score: Raw -1693050.666633 + Penalty 4661.110739 = -1688389.555895 nChanged 30 SP:Iteration 25Q (7729.870000 sec): 3 clusters Score: Raw -1693060.435252 + Penalty 4661.110739 = -1688399.324513 nChanged 28 SP:Iteration 26Q (7730.150000 sec): 3 clusters Score: Raw -1693069.487313 + Penalty 4661.110739 = -1688408.376575 nChanged 25 SP:Iteration 27Q (7730.380000 sec): 3 clusters Score: Raw -1693077.548270 + Penalty 4661.110739 = -1688416.437531 nChanged 22 SP:Iteration 28Q (7730.660000 sec): 3 clusters Score: Raw -1693083.044105 + Penalty 4661.110739 = -1688421.933366 nChanged 16 SP:Iteration 29Q (7730.920000 sec): 3 clusters Score: Raw -1693087.742120 + Penalty 4661.110739 = -1688426.631381 nChanged 13 SP:Iteration 30Q (7731.200000 sec): 3 clusters Score: Raw -1693090.057065 + Penalty 4661.110739 = -1688428.946326 nChanged 5 SP:Iteration 31Q (7731.500000 sec): 3 clusters Score: Raw -1693091.647918 + Penalty 4661.110739 = -1688430.537180 nChanged 7 SP:Iteration 32Q (7731.770000 sec): 3 clusters Score: Raw -1693094.211554 + Penalty 4661.110739 = -1688433.100815 nChanged 8 SP:Iteration 33Q (7732.040000 sec): 3 clusters Score: Raw -1693096.556776 + Penalty 4661.110739 = -1688435.446037 nChanged 8 SP:Iteration 34Q (7732.290000 sec): 3 clusters Score: Raw -1693098.381563 + Penalty 4661.110739 = -1688437.270824 nChanged 4 SP:Iteration 35Q (7732.560000 sec): 3 clusters Score: Raw -1693100.156857 + Penalty 4661.110739 = -1688439.046118 nChanged 7 SP:Iteration 36Q (7732.810000 sec): 3 clusters Score: Raw -1693102.605004 + Penalty 4661.110739 = -1688441.494265 nChanged 6 SP:Iteration 37Q (7733.110000 sec): 3 clusters Score: Raw -1693105.583948 + Penalty 4661.110739 = -1688444.473210 nChanged 8 SP:Iteration 38Q (7733.380000 sec): 3 clusters Score: Raw -1693110.277258 + Penalty 4661.110739 = -1688449.166519 nChanged 11 SP:Iteration 39Q (7733.600000 sec): 3 clusters Score: Raw -1693117.780569 + Penalty 4661.110739 = -1688456.669830 nChanged 20 SP:Iteration 40F (7733.870000 sec): 3 clusters Score: Raw -1693128.974808 + Penalty 4661.110739 = -1688467.864069 nChanged 25 SP:Iteration 41Q (7734.100000 sec): 3 clusters Score: Raw -1693156.982719 + Penalty 4661.110739 = -1688495.871981 nChanged 34 SP:Iteration 42Q (7734.370000 sec): 3 clusters Score: Raw -1693197.299658 + Penalty 4661.110739 = -1688536.188920 nChanged 38 SP:Iteration 43Q (7734.600000 sec): 3 clusters Score: Raw -1693229.833050 + Penalty 4661.110739 = -1688568.722311 nChanged 29 SP:Iteration 44Q (7734.880000 sec): 3 clusters Score: Raw -1693241.047755 + Penalty 4661.110739 = -1688579.937016 nChanged 15 SP:Iteration 45Q (7735.110000 sec): 3 clusters Score: Raw -1693246.128737 + Penalty 4661.110739 = -1688585.017999 nChanged 11 SP:Iteration 46Q (7735.400000 sec): 3 clusters Score: Raw -1693249.059037 + Penalty 4661.110739 = -1688587.948298 nChanged 10 SP:Iteration 47Q (7735.690000 sec): 3 clusters Score: Raw -1693252.079576 + Penalty 4661.110739 = -1688590.968838 nChanged 5 SP:Iteration 48Q (7735.950000 sec): 3 clusters Score: Raw -1693253.725126 + Penalty 4661.110739 = -1688592.614387 nChanged 4 SP:Iteration 49Q (7736.200000 sec): 3 clusters Score: Raw -1693254.458380 + Penalty 4661.110739 = -1688593.347642 nChanged 4 SP:Iteration 50Q (7736.500000 sec): 3 clusters Score: Raw -1693255.423527 + Penalty 4661.110739 = -1688594.312788 nChanged 4 SP:Iteration 51Q (7736.770000 sec): 3 clusters Score: Raw -1693256.856822 + Penalty 4661.110739 = -1688595.746084 nChanged 3 SP:Iteration 52Q (7737.030000 sec): 3 clusters Score: Raw -1693257.439176 + Penalty 4661.110739 = -1688596.328437 nChanged 1 SP:Iteration 53Q (7737.270000 sec): 3 clusters Score: Raw -1693257.692446 + Penalty 4661.110739 = -1688596.581708 nChanged 1 SP:Iteration 54Q (7737.550000 sec): 3 clusters Score: Raw -1693257.978946 + Penalty 4661.110739 = -1688596.868207 nChanged 1 SP:Iteration 55Q (7737.820000 sec): 3 clusters Score: Raw -1693258.243076 + Penalty 4661.110739 = -1688597.132337 nChanged 1 SP:Iteration 56Q (7738.040000 sec): 3 clusters Score: Raw -1693258.400090 + Penalty 4661.110739 = -1688597.289351 nChanged 0 SP:Iteration 57F (7738.360000 sec): 3 clusters Score: Raw -1693258.400090 + Penalty 4661.110739 = -1688597.289351 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 26 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7738.470000 sec): 2 clusters Score: Raw -102380.325044 + Penalty 1625.375484 = -100754.949560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7738.660000 sec): 3 clusters Score: Raw -102356.574886 + Penalty 3250.750968 = -99105.823918 nChanged 161 SP:Iteration 1F (7738.900000 sec): 3 clusters Score: Raw -102632.350954 + Penalty 3250.750968 = -99381.599985 nChanged 34 SP:Iteration 2Q (7739.110000 sec): 3 clusters Score: Raw -102677.821670 + Penalty 3250.750968 = -99427.070702 nChanged 14 SP:Iteration 3Q (7739.270000 sec): 3 clusters Score: Raw -102697.610313 + Penalty 3250.750968 = -99446.859345 nChanged 6 SP:Iteration 4Q (7739.480000 sec): 3 clusters Score: Raw -102706.486467 + Penalty 3250.750968 = -99455.735498 nChanged 3 SP:Iteration 5Q (7739.660000 sec): 3 clusters Score: Raw -102715.831335 + Penalty 3250.750968 = -99465.080366 nChanged 3 SP:Iteration 6Q (7739.870000 sec): 3 clusters Score: Raw -102721.391716 + Penalty 3250.750968 = -99470.640747 nChanged 2 SP:Iteration 7Q (7740.050000 sec): 3 clusters Score: Raw -102723.460786 + Penalty 3250.750968 = -99472.709817 nChanged 3 SP:Iteration 8Q (7740.180000 sec): 3 clusters Score: Raw -102727.996101 + Penalty 3250.750968 = -99477.245132 nChanged 1 SP:Iteration 9Q (7740.370000 sec): 3 clusters Score: Raw -102728.420760 + Penalty 3250.750968 = -99477.669792 nChanged 0 SP:Iteration 10F (7740.580000 sec): 3 clusters Score: Raw -102728.420760 + Penalty 3250.750968 = -99477.669792 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 27 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7740.630000 sec): 2 clusters Score: Raw -63916.773101 + Penalty 1520.544169 = -62396.228932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7740.880000 sec): 3 clusters Score: Raw -63942.504318 + Penalty 3041.088339 = -60901.415979 nChanged 75 SP:Iteration 1F (7741.010000 sec): 3 clusters Score: Raw -64125.921676 + Penalty 3041.088339 = -61084.833337 nChanged 28 SP:Iteration 2F (7741.180000 sec): 3 clusters Score: Raw -64202.898159 + Penalty 3041.088339 = -61161.809820 nChanged 11 SP:Iteration 3Q (7741.350000 sec): 3 clusters Score: Raw -64231.208479 + Penalty 3041.088339 = -61190.120140 nChanged 3 SP:Iteration 4Q (7741.570000 sec): 3 clusters Score: Raw -64236.347765 + Penalty 3041.088339 = -61195.259426 nChanged 2 SP:Iteration 5Q (7741.800000 sec): 3 clusters Score: Raw -64240.980116 + Penalty 3041.088339 = -61199.891777 nChanged 1 SP:Iteration 6Q (7742.000000 sec): 3 clusters Score: Raw -64242.514821 + Penalty 3041.088339 = -61201.426482 nChanged 0 SP:Iteration 7F (7742.160000 sec): 3 clusters Score: Raw -64242.514821 + Penalty 3041.088339 = -61201.426482 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 28 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7742.240000 sec): 2 clusters Score: Raw -23828.804456 + Penalty 1305.147167 = -22523.657289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7742.430000 sec): 3 clusters Score: Raw -24227.881814 + Penalty 2610.294334 = -21617.587481 nChanged 21 SP:Iteration 1F (7742.600000 sec): 3 clusters Score: Raw -24342.308208 + Penalty 2610.294334 = -21732.013875 nChanged 4 SP:Iteration 2Q (7742.760000 sec): 3 clusters Score: Raw -24366.557188 + Penalty 2610.294334 = -21756.262854 nChanged 3 SP:Iteration 3Q (7742.940000 sec): 3 clusters Score: Raw -24382.593363 + Penalty 2610.294334 = -21772.299029 nChanged 1 SP:Iteration 4Q (7743.100000 sec): 3 clusters Score: Raw -24389.130300 + Penalty 2610.294334 = -21778.835966 nChanged 0 SP:Iteration 5F (7743.300000 sec): 3 clusters Score: Raw -24389.130300 + Penalty 2610.294334 = -21778.835966 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 29 (4142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7743.420000 sec): 2 clusters Score: Raw -592970.005574 + Penalty 2065.575642 = -590904.429932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7743.660000 sec): 3 clusters Score: Raw -591080.791297 + Penalty 4131.151285 = -586949.640012 nChanged 1553 SP:Iteration 1F (7743.900000 sec): 3 clusters Score: Raw -591965.087226 + Penalty 4131.151285 = -587833.935942 nChanged 302 SP:Iteration 2F (7744.080000 sec): 3 clusters Score: Raw -592159.990604 + Penalty 4131.151285 = -588028.839319 nChanged 204 SP:Iteration 3Q (7744.320000 sec): 3 clusters Score: Raw -592286.637399 + Penalty 4131.151285 = -588155.486114 nChanged 166 SP:Iteration 4Q (7744.520000 sec): 3 clusters Score: Raw -592378.071621 + Penalty 4131.151285 = -588246.920336 nChanged 113 SP:Iteration 5Q (7744.730000 sec): 3 clusters Score: Raw -592433.677298 + Penalty 4131.151285 = -588302.526013 nChanged 96 SP:Iteration 6Q (7744.950000 sec): 3 clusters Score: Raw -592470.955636 + Penalty 4131.151285 = -588339.804351 nChanged 57 SP:Iteration 7Q (7745.210000 sec): 3 clusters Score: Raw -592493.510780 + Penalty 4131.151285 = -588362.359495 nChanged 46 SP:Iteration 8Q (7745.470000 sec): 3 clusters Score: Raw -592512.582937 + Penalty 4131.151285 = -588381.431652 nChanged 36 SP:Iteration 9Q (7745.650000 sec): 3 clusters Score: Raw -592525.113348 + Penalty 4131.151285 = -588393.962063 nChanged 25 SP:Iteration 10Q (7745.890000 sec): 3 clusters Score: Raw -592532.565288 + Penalty 4131.151285 = -588401.414003 nChanged 17 SP:Iteration 11Q (7746.140000 sec): 3 clusters Score: Raw -592538.298633 + Penalty 4131.151285 = -588407.147348 nChanged 18 SP:Iteration 12Q (7746.380000 sec): 3 clusters Score: Raw -592544.980233 + Penalty 4131.151285 = -588413.828948 nChanged 18 SP:Iteration 13Q (7746.610000 sec): 3 clusters Score: Raw -592550.684170 + Penalty 4131.151285 = -588419.532885 nChanged 19 SP:Iteration 14Q (7746.800000 sec): 3 clusters Score: Raw -592556.262227 + Penalty 4131.151285 = -588425.110942 nChanged 19 SP:Iteration 15Q (7746.990000 sec): 3 clusters Score: Raw -592563.122511 + Penalty 4131.151285 = -588431.971226 nChanged 11 SP:Iteration 16Q (7747.170000 sec): 3 clusters Score: Raw -592567.103504 + Penalty 4131.151285 = -588435.952219 nChanged 10 SP:Iteration 17Q (7747.340000 sec): 3 clusters Score: Raw -592569.909228 + Penalty 4131.151285 = -588438.757944 nChanged 9 SP:Iteration 18Q (7747.580000 sec): 3 clusters Score: Raw -592572.174184 + Penalty 4131.151285 = -588441.022900 nChanged 9 SP:Iteration 19Q (7747.770000 sec): 3 clusters Score: Raw -592574.812274 + Penalty 4131.151285 = -588443.660990 nChanged 9 SP:Iteration 20F (7748.000000 sec): 3 clusters Score: Raw -592578.034409 + Penalty 4131.151285 = -588446.883125 nChanged 8 SP:Iteration 21Q (7748.200000 sec): 3 clusters Score: Raw -592580.568723 + Penalty 4131.151285 = -588449.417438 nChanged 5 SP:Iteration 22Q (7748.360000 sec): 3 clusters Score: Raw -592582.050478 + Penalty 4131.151285 = -588450.899193 nChanged 9 SP:Iteration 23Q (7748.570000 sec): 3 clusters Score: Raw -592584.144836 + Penalty 4131.151285 = -588452.993551 nChanged 14 SP:Iteration 24Q (7748.790000 sec): 3 clusters Score: Raw -592587.585207 + Penalty 4131.151285 = -588456.433923 nChanged 10 SP:Iteration 25Q (7749.040000 sec): 3 clusters Score: Raw -592591.511374 + Penalty 4131.151285 = -588460.360090 nChanged 10 SP:Iteration 26Q (7749.270000 sec): 3 clusters Score: Raw -592594.094195 + Penalty 4131.151285 = -588462.942910 nChanged 17 SP:Iteration 27Q (7749.540000 sec): 3 clusters Score: Raw -592599.374265 + Penalty 4131.151285 = -588468.222980 nChanged 17 SP:Iteration 28Q (7749.730000 sec): 3 clusters Score: Raw -592604.908785 + Penalty 4131.151285 = -588473.757501 nChanged 11 SP:Iteration 29Q (7749.950000 sec): 3 clusters Score: Raw -592609.259839 + Penalty 4131.151285 = -588478.108554 nChanged 14 SP:Iteration 30Q (7750.210000 sec): 3 clusters Score: Raw -592613.963037 + Penalty 4131.151285 = -588482.811752 nChanged 13 SP:Iteration 31Q (7750.420000 sec): 3 clusters Score: Raw -592618.466656 + Penalty 4131.151285 = -588487.315371 nChanged 9 SP:Iteration 32Q (7750.650000 sec): 3 clusters Score: Raw -592622.258146 + Penalty 4131.151285 = -588491.106861 nChanged 13 SP:Iteration 33Q (7750.850000 sec): 3 clusters Score: Raw -592625.487144 + Penalty 4131.151285 = -588494.335860 nChanged 8 SP:Iteration 34Q (7751.060000 sec): 3 clusters Score: Raw -592628.327526 + Penalty 4131.151285 = -588497.176241 nChanged 5 SP:Iteration 35Q (7751.300000 sec): 3 clusters Score: Raw -592629.770832 + Penalty 4131.151285 = -588498.619547 nChanged 3 SP:Iteration 36Q (7751.510000 sec): 3 clusters Score: Raw -592630.651434 + Penalty 4131.151285 = -588499.500150 nChanged 2 SP:Iteration 37Q (7751.770000 sec): 3 clusters Score: Raw -592631.370742 + Penalty 4131.151285 = -588500.219457 nChanged 5 SP:Iteration 38Q (7751.940000 sec): 3 clusters Score: Raw -592633.510937 + Penalty 4131.151285 = -588502.359653 nChanged 6 SP:Iteration 39Q (7752.150000 sec): 3 clusters Score: Raw -592635.521004 + Penalty 4131.151285 = -588504.369720 nChanged 9 SP:Iteration 40F (7752.370000 sec): 3 clusters Score: Raw -592638.272559 + Penalty 4131.151285 = -588507.121275 nChanged 9 SP:Iteration 41Q (7752.570000 sec): 3 clusters Score: Raw -592640.708739 + Penalty 4131.151285 = -588509.557454 nChanged 6 SP:Iteration 42Q (7752.800000 sec): 3 clusters Score: Raw -592642.525398 + Penalty 4131.151285 = -588511.374114 nChanged 10 SP:Iteration 43Q (7752.980000 sec): 3 clusters Score: Raw -592646.178677 + Penalty 4131.151285 = -588515.027392 nChanged 12 SP:Iteration 44Q (7753.210000 sec): 3 clusters Score: Raw -592649.666913 + Penalty 4131.151285 = -588518.515628 nChanged 13 SP:Iteration 45Q (7753.430000 sec): 3 clusters Score: Raw -592653.500418 + Penalty 4131.151285 = -588522.349133 nChanged 13 SP:Iteration 46Q (7753.650000 sec): 3 clusters Score: Raw -592656.982030 + Penalty 4131.151285 = -588525.830745 nChanged 8 SP:Iteration 47Q (7753.910000 sec): 3 clusters Score: Raw -592658.981643 + Penalty 4131.151285 = -588527.830358 nChanged 4 SP:Iteration 48Q (7754.110000 sec): 3 clusters Score: Raw -592661.246614 + Penalty 4131.151285 = -588530.095329 nChanged 10 SP:Iteration 49Q (7754.320000 sec): 3 clusters Score: Raw -592664.926304 + Penalty 4131.151285 = -588533.775019 nChanged 10 SP:Iteration 50Q (7754.560000 sec): 3 clusters Score: Raw -592668.559235 + Penalty 4131.151285 = -588537.407950 nChanged 8 SP:Iteration 51Q (7754.750000 sec): 3 clusters Score: Raw -592670.245843 + Penalty 4131.151285 = -588539.094559 nChanged 7 SP:Iteration 52Q (7754.920000 sec): 3 clusters Score: Raw -592672.093754 + Penalty 4131.151285 = -588540.942469 nChanged 9 SP:Iteration 53Q (7755.140000 sec): 3 clusters Score: Raw -592674.486020 + Penalty 4131.151285 = -588543.334735 nChanged 2 SP:Iteration 54Q (7755.340000 sec): 3 clusters Score: Raw -592674.827009 + Penalty 4131.151285 = -588543.675724 nChanged 4 SP:Iteration 55Q (7755.560000 sec): 3 clusters Score: Raw -592675.773822 + Penalty 4131.151285 = -588544.622537 nChanged 3 SP:Iteration 56Q (7755.770000 sec): 3 clusters Score: Raw -592676.626142 + Penalty 4131.151285 = -588545.474857 nChanged 3 SP:Iteration 57Q (7755.980000 sec): 3 clusters Score: Raw -592677.405316 + Penalty 4131.151285 = -588546.254031 nChanged 5 SP:Iteration 58Q (7756.200000 sec): 3 clusters Score: Raw -592678.782656 + Penalty 4131.151285 = -588547.631372 nChanged 4 SP:Iteration 59Q (7756.380000 sec): 3 clusters Score: Raw -592679.992138 + Penalty 4131.151285 = -588548.840853 nChanged 5 SP:Iteration 60F (7756.620000 sec): 3 clusters Score: Raw -592681.896368 + Penalty 4131.151285 = -588550.745083 nChanged 6 SP:Iteration 61Q (7756.820000 sec): 3 clusters Score: Raw -592685.276966 + Penalty 4131.151285 = -588554.125681 nChanged 5 SP:Iteration 62Q (7757.030000 sec): 3 clusters Score: Raw -592686.574854 + Penalty 4131.151285 = -588555.423569 nChanged 6 SP:Iteration 63Q (7757.260000 sec): 3 clusters Score: Raw -592688.493160 + Penalty 4131.151285 = -588557.341876 nChanged 7 SP:Iteration 64Q (7757.480000 sec): 3 clusters Score: Raw -592690.451789 + Penalty 4131.151285 = -588559.300505 nChanged 8 SP:Iteration 65Q (7757.650000 sec): 3 clusters Score: Raw -592693.478233 + Penalty 4131.151285 = -588562.326948 nChanged 4 SP:Iteration 66Q (7757.850000 sec): 3 clusters Score: Raw -592695.198911 + Penalty 4131.151285 = -588564.047626 nChanged 7 SP:Iteration 67Q (7758.070000 sec): 3 clusters Score: Raw -592697.265384 + Penalty 4131.151285 = -588566.114099 nChanged 8 SP:Iteration 68Q (7758.320000 sec): 3 clusters Score: Raw -592699.558458 + Penalty 4131.151285 = -588568.407174 nChanged 6 SP:Iteration 69Q (7758.550000 sec): 3 clusters Score: Raw -592701.424788 + Penalty 4131.151285 = -588570.273503 nChanged 4 SP:Iteration 70Q (7758.750000 sec): 3 clusters Score: Raw -592702.379272 + Penalty 4131.151285 = -588571.227987 nChanged 2 SP:Iteration 71Q (7758.970000 sec): 3 clusters Score: Raw -592702.853996 + Penalty 4131.151285 = -588571.702711 nChanged 3 SP:Iteration 72Q (7759.190000 sec): 3 clusters Score: Raw -592703.692746 + Penalty 4131.151285 = -588572.541461 nChanged 2 SP:Iteration 73Q (7759.370000 sec): 3 clusters Score: Raw -592704.463200 + Penalty 4131.151285 = -588573.311915 nChanged 2 SP:Iteration 74Q (7759.600000 sec): 3 clusters Score: Raw -592704.917161 + Penalty 4131.151285 = -588573.765876 nChanged 1 SP:Iteration 75Q (7759.810000 sec): 3 clusters Score: Raw -592705.138290 + Penalty 4131.151285 = -588573.987005 nChanged 3 SP:Iteration 76Q (7760.010000 sec): 3 clusters Score: Raw -592705.391101 + Penalty 4131.151285 = -588574.239816 nChanged 1 SP:Iteration 77Q (7760.220000 sec): 3 clusters Score: Raw -592705.622484 + Penalty 4131.151285 = -588574.471199 nChanged 1 SP:Iteration 78Q (7760.470000 sec): 3 clusters Score: Raw -592705.867916 + Penalty 4131.151285 = -588574.716631 nChanged 3 SP:Iteration 79Q (7760.730000 sec): 3 clusters Score: Raw -592706.584371 + Penalty 4131.151285 = -588575.433087 nChanged 3 SP:Iteration 80F (7760.930000 sec): 3 clusters Score: Raw -592707.399956 + Penalty 4131.151285 = -588576.248672 nChanged 2 SP:Iteration 81Q (7761.140000 sec): 3 clusters Score: Raw -592708.081381 + Penalty 4131.151285 = -588576.930096 nChanged 4 SP:Iteration 82Q (7761.390000 sec): 3 clusters Score: Raw -592709.878845 + Penalty 4131.151285 = -588578.727560 nChanged 8 SP:Iteration 83Q (7761.610000 sec): 3 clusters Score: Raw -592712.766556 + Penalty 4131.151285 = -588581.615271 nChanged 9 SP:Iteration 84Q (7761.850000 sec): 3 clusters Score: Raw -592715.985606 + Penalty 4131.151285 = -588584.834321 nChanged 10 SP:Iteration 85Q (7762.070000 sec): 3 clusters Score: Raw -592718.424255 + Penalty 4131.151285 = -588587.272970 nChanged 11 SP:Iteration 86Q (7762.290000 sec): 3 clusters Score: Raw -592721.273620 + Penalty 4131.151285 = -588590.122335 nChanged 12 SP:Iteration 87Q (7762.520000 sec): 3 clusters Score: Raw -592724.199007 + Penalty 4131.151285 = -588593.047722 nChanged 7 SP:Iteration 88Q (7762.790000 sec): 3 clusters Score: Raw -592725.586625 + Penalty 4131.151285 = -588594.435340 nChanged 5 SP:Iteration 89Q (7763.030000 sec): 3 clusters Score: Raw -592726.986735 + Penalty 4131.151285 = -588595.835450 nChanged 10 SP:Iteration 90Q (7763.260000 sec): 3 clusters Score: Raw -592730.336760 + Penalty 4131.151285 = -588599.185475 nChanged 11 SP:Iteration 91Q (7763.490000 sec): 3 clusters Score: Raw -592733.880021 + Penalty 4131.151285 = -588602.728736 nChanged 9 SP:Iteration 92Q (7763.730000 sec): 3 clusters Score: Raw -592736.748332 + Penalty 4131.151285 = -588605.597047 nChanged 11 SP:Iteration 93Q (7763.980000 sec): 3 clusters Score: Raw -592740.345381 + Penalty 4131.151285 = -588609.194096 nChanged 6 SP:Iteration 94Q (7764.190000 sec): 3 clusters Score: Raw -592741.442443 + Penalty 4131.151285 = -588610.291158 nChanged 4 SP:Iteration 95Q (7764.440000 sec): 3 clusters Score: Raw -592742.735708 + Penalty 4131.151285 = -588611.584423 nChanged 4 SP:Iteration 96Q (7764.640000 sec): 3 clusters Score: Raw -592743.553293 + Penalty 4131.151285 = -588612.402008 nChanged 5 SP:Iteration 97Q (7764.850000 sec): 3 clusters Score: Raw -592744.437589 + Penalty 4131.151285 = -588613.286304 nChanged 5 SP:Iteration 98Q (7765.090000 sec): 3 clusters Score: Raw -592745.386357 + Penalty 4131.151285 = -588614.235072 nChanged 6 SP:Iteration 99Q (7765.290000 sec): 3 clusters Score: Raw -592746.469820 + Penalty 4131.151285 = -588615.318535 nChanged 3 SP:Iteration 100F (7765.500000 sec): 3 clusters Score: Raw -592747.264307 + Penalty 4131.151285 = -588616.113022 nChanged 2 SP:Iteration 101Q (7765.730000 sec): 3 clusters Score: Raw -592747.708222 + Penalty 4131.151285 = -588616.556937 nChanged 4 SP:Iteration 102Q (7765.920000 sec): 3 clusters Score: Raw -592749.007142 + Penalty 4131.151285 = -588617.855857 nChanged 3 SP:Iteration 103Q (7766.120000 sec): 3 clusters Score: Raw -592749.611803 + Penalty 4131.151285 = -588618.460518 nChanged 3 SP:Iteration 104Q (7766.320000 sec): 3 clusters Score: Raw -592750.248150 + Penalty 4131.151285 = -588619.096866 nChanged 4 SP:Iteration 105Q (7766.500000 sec): 3 clusters Score: Raw -592751.629033 + Penalty 4131.151285 = -588620.477749 nChanged 4 SP:Iteration 106Q (7766.720000 sec): 3 clusters Score: Raw -592752.992224 + Penalty 4131.151285 = -588621.840939 nChanged 6 SP:Iteration 107Q (7766.950000 sec): 3 clusters Score: Raw -592754.734738 + Penalty 4131.151285 = -588623.583453 nChanged 6 SP:Iteration 108Q (7767.140000 sec): 3 clusters Score: Raw -592756.261608 + Penalty 4131.151285 = -588625.110324 nChanged 7 SP:Iteration 109Q (7767.330000 sec): 3 clusters Score: Raw -592757.839280 + Penalty 4131.151285 = -588626.687995 nChanged 6 SP:Iteration 110Q (7767.570000 sec): 3 clusters Score: Raw -592759.119464 + Penalty 4131.151285 = -588627.968180 nChanged 4 SP:Iteration 111Q (7767.750000 sec): 3 clusters Score: Raw -592759.891153 + Penalty 4131.151285 = -588628.739868 nChanged 4 SP:Iteration 112Q (7767.930000 sec): 3 clusters Score: Raw -592761.278694 + Penalty 4131.151285 = -588630.127410 nChanged 6 SP:Iteration 113Q (7768.110000 sec): 3 clusters Score: Raw -592763.040073 + Penalty 4131.151285 = -588631.888789 nChanged 9 SP:Iteration 114Q (7768.270000 sec): 3 clusters Score: Raw -592765.092874 + Penalty 4131.151285 = -588633.941589 nChanged 5 SP:Iteration 115Q (7768.580000 sec): 3 clusters Score: Raw -592766.278556 + Penalty 4131.151285 = -588635.127271 nChanged 8 SP:Iteration 116Q (7768.790000 sec): 3 clusters Score: Raw -592769.500406 + Penalty 4131.151285 = -588638.349121 nChanged 12 SP:Iteration 117Q (7768.960000 sec): 3 clusters Score: Raw -592772.830033 + Penalty 4131.151285 = -588641.678748 nChanged 15 SP:Iteration 118Q (7769.170000 sec): 3 clusters Score: Raw -592776.627240 + Penalty 4131.151285 = -588645.475956 nChanged 16 SP:Iteration 119Q (7769.360000 sec): 3 clusters Score: Raw -592780.845419 + Penalty 4131.151285 = -588649.694135 nChanged 14 SP:Iteration 120F (7769.570000 sec): 3 clusters Score: Raw -592785.476544 + Penalty 4131.151285 = -588654.325259 nChanged 18 SP:Iteration 121Q (7769.780000 sec): 3 clusters Score: Raw -592790.031783 + Penalty 4131.151285 = -588658.880498 nChanged 14 SP:Iteration 122Q (7769.990000 sec): 3 clusters Score: Raw -592794.690327 + Penalty 4131.151285 = -588663.539043 nChanged 20 SP:Iteration 123Q (7770.210000 sec): 3 clusters Score: Raw -592803.435568 + Penalty 4131.151285 = -588672.284283 nChanged 31 SP:Iteration 124Q (7770.420000 sec): 3 clusters Score: Raw -592814.041307 + Penalty 4131.151285 = -588682.890022 nChanged 24 SP:Iteration 125Q (7770.650000 sec): 3 clusters Score: Raw -592822.953223 + Penalty 4131.151285 = -588691.801938 nChanged 22 SP:Iteration 126Q (7770.830000 sec): 3 clusters Score: Raw -592831.921314 + Penalty 4131.151285 = -588700.770029 nChanged 16 SP:Iteration 127Q (7771.020000 sec): 3 clusters Score: Raw -592838.222398 + Penalty 4131.151285 = -588707.071113 nChanged 17 SP:Iteration 128Q (7771.200000 sec): 3 clusters Score: Raw -592845.596543 + Penalty 4131.151285 = -588714.445258 nChanged 24 SP:Iteration 129Q (7771.410000 sec): 3 clusters Score: Raw -592856.606051 + Penalty 4131.151285 = -588725.454767 nChanged 23 SP:Iteration 130Q (7771.560000 sec): 3 clusters Score: Raw -592866.723445 + Penalty 4131.151285 = -588735.572161 nChanged 21 SP:Iteration 131Q (7771.730000 sec): 3 clusters Score: Raw -592876.111614 + Penalty 4131.151285 = -588744.960329 nChanged 31 SP:Iteration 132Q (7771.920000 sec): 3 clusters Score: Raw -592887.482599 + Penalty 4131.151285 = -588756.331314 nChanged 28 SP:Iteration 133Q (7772.140000 sec): 3 clusters Score: Raw -592900.877748 + Penalty 4131.151285 = -588769.726464 nChanged 35 SP:Iteration 134Q (7772.390000 sec): 3 clusters Score: Raw -592916.600716 + Penalty 4131.151285 = -588785.449432 nChanged 33 SP:Iteration 135Q (7772.580000 sec): 3 clusters Score: Raw -592932.531307 + Penalty 4131.151285 = -588801.380022 nChanged 35 SP:Iteration 136Q (7772.830000 sec): 3 clusters Score: Raw -592948.135125 + Penalty 4131.151285 = -588816.983840 nChanged 35 SP:Iteration 137Q (7773.020000 sec): 3 clusters Score: Raw -592966.164944 + Penalty 4131.151285 = -588835.013660 nChanged 32 SP:Iteration 138Q (7773.240000 sec): 3 clusters Score: Raw -592985.376510 + Penalty 4131.151285 = -588854.225225 nChanged 31 SP:Iteration 139Q (7773.440000 sec): 3 clusters Score: Raw -593001.156308 + Penalty 4131.151285 = -588870.005023 nChanged 33 SP:Iteration 140F (7773.670000 sec): 3 clusters Score: Raw -593020.196644 + Penalty 4131.151285 = -588889.045359 nChanged 34 SP:Iteration 141Q (7773.870000 sec): 3 clusters Score: Raw -593039.168958 + Penalty 4131.151285 = -588908.017673 nChanged 29 SP:Iteration 142Q (7774.040000 sec): 3 clusters Score: Raw -593053.868460 + Penalty 4131.151285 = -588922.717176 nChanged 25 SP:Iteration 143Q (7774.250000 sec): 3 clusters Score: Raw -593068.416441 + Penalty 4131.151285 = -588937.265156 nChanged 31 SP:Iteration 144Q (7774.430000 sec): 3 clusters Score: Raw -593085.965166 + Penalty 4131.151285 = -588954.813882 nChanged 22 SP:Iteration 145Q (7774.660000 sec): 3 clusters Score: Raw -593101.189919 + Penalty 4131.151285 = -588970.038634 nChanged 23 SP:Iteration 146Q (7774.810000 sec): 3 clusters Score: Raw -593118.562681 + Penalty 4131.151285 = -588987.411396 nChanged 17 SP:Iteration 147Q (7775.030000 sec): 3 clusters Score: Raw -593128.345726 + Penalty 4131.151285 = -588997.194441 nChanged 14 SP:Iteration 148Q (7775.240000 sec): 3 clusters Score: Raw -593136.210992 + Penalty 4131.151285 = -589005.059707 nChanged 11 SP:Iteration 149Q (7775.450000 sec): 3 clusters Score: Raw -593141.904959 + Penalty 4131.151285 = -589010.753675 nChanged 7 SP:Iteration 150Q (7775.610000 sec): 3 clusters Score: Raw -593145.196151 + Penalty 4131.151285 = -589014.044866 nChanged 7 SP:Iteration 151Q (7775.840000 sec): 3 clusters Score: Raw -593149.172307 + Penalty 4131.151285 = -589018.021022 nChanged 7 SP:Iteration 152Q (7776.050000 sec): 3 clusters Score: Raw -593152.580557 + Penalty 4131.151285 = -589021.429272 nChanged 4 SP:Iteration 153Q (7776.230000 sec): 3 clusters Score: Raw -593154.674682 + Penalty 4131.151285 = -589023.523397 nChanged 2 SP:Iteration 154Q (7776.440000 sec): 3 clusters Score: Raw -593155.785469 + Penalty 4131.151285 = -589024.634184 nChanged 5 SP:Iteration 155Q (7776.620000 sec): 3 clusters Score: Raw -593159.411829 + Penalty 4131.151285 = -589028.260544 nChanged 7 SP:Iteration 156Q (7776.860000 sec): 3 clusters Score: Raw -593162.215419 + Penalty 4131.151285 = -589031.064134 nChanged 3 SP:Iteration 157Q (7777.070000 sec): 3 clusters Score: Raw -593163.290129 + Penalty 4131.151285 = -589032.138844 nChanged 1 SP:Iteration 158Q (7777.250000 sec): 3 clusters Score: Raw -593163.721115 + Penalty 4131.151285 = -589032.569830 nChanged 0 SP:Iteration 159F (7777.480000 sec): 3 clusters Score: Raw -593163.721115 + Penalty 4131.151285 = -589032.569830 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 30 (10342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7777.640000 sec): 2 clusters Score: Raw -1466766.812984 + Penalty 2292.504201 = -1464474.308783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7777.940000 sec): 3 clusters Score: Raw -1461222.672989 + Penalty 4585.008402 = -1456637.664586 nChanged 4255 SP:Iteration 1F (7778.200000 sec): 3 clusters Score: Raw -1463404.289517 + Penalty 4585.008402 = -1458819.281114 nChanged 645 SP:Iteration 2F (7778.500000 sec): 3 clusters Score: Raw -1463688.726392 + Penalty 4585.008402 = -1459103.717990 nChanged 485 SP:Iteration 3Q (7778.710000 sec): 3 clusters Score: Raw -1463911.333610 + Penalty 4585.008402 = -1459326.325208 nChanged 459 SP:Iteration 4Q (7778.950000 sec): 3 clusters Score: Raw -1464110.399660 + Penalty 4585.008402 = -1459525.391258 nChanged 391 SP:Iteration 5Q (7779.190000 sec): 3 clusters Score: Raw -1464306.787495 + Penalty 4585.008402 = -1459721.779092 nChanged 417 SP:Iteration 6Q (7779.440000 sec): 3 clusters Score: Raw -1464514.466727 + Penalty 4585.008402 = -1459929.458325 nChanged 423 SP:Iteration 7Q (7779.730000 sec): 3 clusters Score: Raw -1464732.352701 + Penalty 4585.008402 = -1460147.344299 nChanged 392 SP:Iteration 8Q (7779.970000 sec): 3 clusters Score: Raw -1464933.196396 + Penalty 4585.008402 = -1460348.187994 nChanged 398 SP:Iteration 9Q (7780.220000 sec): 3 clusters Score: Raw -1465155.883882 + Penalty 4585.008402 = -1460570.875480 nChanged 448 SP:Iteration 10Q (7780.460000 sec): 3 clusters Score: Raw -1465435.382016 + Penalty 4585.008402 = -1460850.373613 nChanged 417 SP:Iteration 11Q (7780.770000 sec): 3 clusters Score: Raw -1465714.737229 + Penalty 4585.008402 = -1461129.728826 nChanged 403 SP:Iteration 12Q (7781.040000 sec): 3 clusters Score: Raw -1465995.701567 + Penalty 4585.008402 = -1461410.693165 nChanged 343 SP:Iteration 13Q (7781.290000 sec): 3 clusters Score: Raw -1466229.825484 + Penalty 4585.008402 = -1461644.817082 nChanged 307 SP:Iteration 14Q (7781.550000 sec): 3 clusters Score: Raw -1466464.517327 + Penalty 4585.008402 = -1461879.508925 nChanged 264 SP:Iteration 15Q (7781.820000 sec): 3 clusters Score: Raw -1466682.471747 + Penalty 4585.008402 = -1462097.463345 nChanged 211 SP:Iteration 16Q (7782.100000 sec): 3 clusters Score: Raw -1466851.540616 + Penalty 4585.008402 = -1462266.532213 nChanged 142 SP:Iteration 17Q (7782.370000 sec): 3 clusters Score: Raw -1466965.517012 + Penalty 4585.008402 = -1462380.508610 nChanged 114 SP:Iteration 18Q (7782.600000 sec): 3 clusters Score: Raw -1467071.500259 + Penalty 4585.008402 = -1462486.491857 nChanged 81 SP:Iteration 19Q (7782.830000 sec): 3 clusters Score: Raw -1467141.730861 + Penalty 4585.008402 = -1462556.722459 nChanged 56 SP:Iteration 20F (7783.090000 sec): 3 clusters Score: Raw -1467198.706427 + Penalty 4585.008402 = -1462613.698025 nChanged 49 SP:Iteration 21Q (7783.320000 sec): 3 clusters Score: Raw -1467242.776262 + Penalty 4585.008402 = -1462657.767860 nChanged 25 SP:Iteration 22Q (7783.600000 sec): 3 clusters Score: Raw -1467259.648885 + Penalty 4585.008402 = -1462674.640483 nChanged 14 SP:Iteration 23Q (7783.820000 sec): 3 clusters Score: Raw -1467268.920048 + Penalty 4585.008402 = -1462683.911646 nChanged 9 SP:Iteration 24Q (7784.090000 sec): 3 clusters Score: Raw -1467277.021841 + Penalty 4585.008402 = -1462692.013439 nChanged 9 SP:Iteration 25Q (7784.350000 sec): 3 clusters Score: Raw -1467284.310415 + Penalty 4585.008402 = -1462699.302012 nChanged 9 SP:Iteration 26Q (7784.600000 sec): 3 clusters Score: Raw -1467293.008441 + Penalty 4585.008402 = -1462708.000039 nChanged 9 SP:Iteration 27Q (7784.830000 sec): 3 clusters Score: Raw -1467301.726914 + Penalty 4585.008402 = -1462716.718512 nChanged 12 SP:Iteration 28Q (7785.100000 sec): 3 clusters Score: Raw -1467308.539832 + Penalty 4585.008402 = -1462723.531430 nChanged 7 SP:Iteration 29Q (7785.380000 sec): 3 clusters Score: Raw -1467314.357008 + Penalty 4585.008402 = -1462729.348605 nChanged 7 SP:Iteration 30Q (7785.590000 sec): 3 clusters Score: Raw -1467320.655039 + Penalty 4585.008402 = -1462735.646637 nChanged 5 SP:Iteration 31Q (7785.860000 sec): 3 clusters Score: Raw -1467325.492530 + Penalty 4585.008402 = -1462740.484127 nChanged 6 SP:Iteration 32Q (7786.060000 sec): 3 clusters Score: Raw -1467328.677002 + Penalty 4585.008402 = -1462743.668600 nChanged 3 SP:Iteration 33Q (7786.310000 sec): 3 clusters Score: Raw -1467331.239872 + Penalty 4585.008402 = -1462746.231470 nChanged 1 SP:Iteration 34Q (7786.550000 sec): 3 clusters Score: Raw -1467332.369578 + Penalty 4585.008402 = -1462747.361176 nChanged 1 SP:Iteration 35Q (7786.790000 sec): 3 clusters Score: Raw -1467333.221866 + Penalty 4585.008402 = -1462748.213464 nChanged 0 SP:Iteration 36F (7787.000000 sec): 3 clusters Score: Raw -1467333.221866 + Penalty 4585.008402 = -1462748.213464 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 31 (3979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7787.150000 sec): 2 clusters Score: Raw -513642.644482 + Penalty 2055.618881 = -511587.025601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7787.400000 sec): 3 clusters Score: Raw -511919.555262 + Penalty 4111.237762 = -507808.317500 nChanged 1458 SP:Iteration 1F (7787.560000 sec): 3 clusters Score: Raw -513244.612125 + Penalty 4111.237762 = -509133.374363 nChanged 420 SP:Iteration 2F (7787.700000 sec): 3 clusters Score: Raw -513693.222035 + Penalty 4111.237762 = -509581.984273 nChanged 294 SP:Iteration 3F (7787.860000 sec): 3 clusters Score: Raw -513963.077337 + Penalty 4111.237762 = -509851.839575 nChanged 196 SP:Iteration 4Q (7788.090000 sec): 3 clusters Score: Raw -514126.854378 + Penalty 4111.237762 = -510015.616616 nChanged 147 SP:Iteration 5Q (7788.270000 sec): 3 clusters Score: Raw -514234.526757 + Penalty 4111.237762 = -510123.288995 nChanged 124 SP:Iteration 6Q (7788.470000 sec): 3 clusters Score: Raw -514331.409385 + Penalty 4111.237762 = -510220.171623 nChanged 97 SP:Iteration 7Q (7788.660000 sec): 3 clusters Score: Raw -514399.664838 + Penalty 4111.237762 = -510288.427076 nChanged 73 SP:Iteration 8Q (7788.860000 sec): 3 clusters Score: Raw -514445.900969 + Penalty 4111.237762 = -510334.663207 nChanged 71 SP:Iteration 9Q (7789.100000 sec): 3 clusters Score: Raw -514487.275754 + Penalty 4111.237762 = -510376.037992 nChanged 58 SP:Iteration 10Q (7789.350000 sec): 3 clusters Score: Raw -514517.862198 + Penalty 4111.237762 = -510406.624436 nChanged 37 SP:Iteration 11Q (7789.550000 sec): 3 clusters Score: Raw -514535.978412 + Penalty 4111.237762 = -510424.740650 nChanged 30 SP:Iteration 12Q (7789.780000 sec): 3 clusters Score: Raw -514553.015469 + Penalty 4111.237762 = -510441.777707 nChanged 24 SP:Iteration 13Q (7790.020000 sec): 3 clusters Score: Raw -514567.433665 + Penalty 4111.237762 = -510456.195903 nChanged 18 SP:Iteration 14Q (7790.220000 sec): 3 clusters Score: Raw -514579.667225 + Penalty 4111.237762 = -510468.429463 nChanged 31 SP:Iteration 15Q (7790.460000 sec): 3 clusters Score: Raw -514597.083225 + Penalty 4111.237762 = -510485.845463 nChanged 21 SP:Iteration 16Q (7790.690000 sec): 3 clusters Score: Raw -514608.348801 + Penalty 4111.237762 = -510497.111039 nChanged 20 SP:Iteration 17Q (7790.870000 sec): 3 clusters Score: Raw -514618.137634 + Penalty 4111.237762 = -510506.899872 nChanged 13 SP:Iteration 18Q (7791.070000 sec): 3 clusters Score: Raw -514624.133360 + Penalty 4111.237762 = -510512.895598 nChanged 13 SP:Iteration 19Q (7791.300000 sec): 3 clusters Score: Raw -514631.619568 + Penalty 4111.237762 = -510520.381806 nChanged 14 SP:Iteration 20F (7791.490000 sec): 3 clusters Score: Raw -514637.100655 + Penalty 4111.237762 = -510525.862893 nChanged 13 SP:Iteration 21Q (7791.670000 sec): 3 clusters Score: Raw -514642.333646 + Penalty 4111.237762 = -510531.095884 nChanged 10 SP:Iteration 22Q (7791.890000 sec): 3 clusters Score: Raw -514646.199648 + Penalty 4111.237762 = -510534.961886 nChanged 10 SP:Iteration 23Q (7792.100000 sec): 3 clusters Score: Raw -514650.505692 + Penalty 4111.237762 = -510539.267930 nChanged 11 SP:Iteration 24Q (7792.350000 sec): 3 clusters Score: Raw -514654.352088 + Penalty 4111.237762 = -510543.114326 nChanged 10 SP:Iteration 25Q (7792.530000 sec): 3 clusters Score: Raw -514658.136311 + Penalty 4111.237762 = -510546.898549 nChanged 7 SP:Iteration 26Q (7792.770000 sec): 3 clusters Score: Raw -514661.494687 + Penalty 4111.237762 = -510550.256925 nChanged 6 SP:Iteration 27Q (7792.950000 sec): 3 clusters Score: Raw -514664.973119 + Penalty 4111.237762 = -510553.735357 nChanged 5 SP:Iteration 28Q (7793.190000 sec): 3 clusters Score: Raw -514667.811897 + Penalty 4111.237762 = -510556.574135 nChanged 4 SP:Iteration 29Q (7793.380000 sec): 3 clusters Score: Raw -514668.867427 + Penalty 4111.237762 = -510557.629665 nChanged 3 SP:Iteration 30Q (7793.580000 sec): 3 clusters Score: Raw -514669.829318 + Penalty 4111.237762 = -510558.591557 nChanged 0 SP:Iteration 31F (7793.720000 sec): 3 clusters Score: Raw -514669.829318 + Penalty 4111.237762 = -510558.591557 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 32 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7793.840000 sec): 2 clusters Score: Raw -30658.755713 + Penalty 1345.387604 = -29313.368108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7794.020000 sec): 3 clusters Score: Raw -30812.753572 + Penalty 2690.775209 = -28121.978363 nChanged 20 SP:Iteration 1F (7794.160000 sec): 3 clusters Score: Raw -30879.606282 + Penalty 2690.775209 = -28188.831074 nChanged 5 SP:Iteration 2Q (7794.350000 sec): 3 clusters Score: Raw -30896.357379 + Penalty 2690.775209 = -28205.582170 nChanged 2 SP:Iteration 3Q (7794.490000 sec): 3 clusters Score: Raw -30908.462392 + Penalty 2690.775209 = -28217.687183 nChanged 2 SP:Iteration 4Q (7794.630000 sec): 3 clusters Score: Raw -30915.150877 + Penalty 2690.775209 = -28224.375669 nChanged 1 SP:Iteration 5Q (7794.780000 sec): 3 clusters Score: Raw -30921.271525 + Penalty 2690.775209 = -28230.496317 nChanged 0 SP:Iteration 6F (7794.920000 sec): 3 clusters Score: Raw -30921.271525 + Penalty 2690.775209 = -28230.496317 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 33 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7794.970000 sec): 2 clusters Score: Raw -64817.763835 + Penalty 1530.063462 = -63287.700373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7795.120000 sec): 3 clusters Score: Raw -64897.662438 + Penalty 3060.126923 = -61837.535515 nChanged 77 SP:Iteration 1F (7795.280000 sec): 3 clusters Score: Raw -65082.819644 + Penalty 3060.126923 = -62022.692720 nChanged 23 SP:Iteration 2Q (7795.440000 sec): 3 clusters Score: Raw -65170.391349 + Penalty 3060.126923 = -62110.264426 nChanged 16 SP:Iteration 3Q (7795.610000 sec): 3 clusters Score: Raw -65236.830635 + Penalty 3060.126923 = -62176.703712 nChanged 15 SP:Iteration 4Q (7795.770000 sec): 3 clusters Score: Raw -65316.437469 + Penalty 3060.126923 = -62256.310545 nChanged 14 SP:Iteration 5Q (7795.950000 sec): 3 clusters Score: Raw -65413.797450 + Penalty 3060.126923 = -62353.670526 nChanged 7 SP:Iteration 6Q (7796.120000 sec): 3 clusters Score: Raw -65489.579681 + Penalty 3060.126923 = -62429.452758 nChanged 9 SP:Iteration 7Q (7796.300000 sec): 3 clusters Score: Raw -65535.927004 + Penalty 3060.126923 = -62475.800081 nChanged 11 SP:Iteration 8Q (7796.410000 sec): 3 clusters Score: Raw -65568.222401 + Penalty 3060.126923 = -62508.095478 nChanged 6 SP:Iteration 9Q (7796.580000 sec): 3 clusters Score: Raw -65588.707612 + Penalty 3060.126923 = -62528.580689 nChanged 2 SP:Iteration 10Q (7796.760000 sec): 3 clusters Score: Raw -65597.990859 + Penalty 3060.126923 = -62537.863936 nChanged 0 SP:Iteration 11F (7796.940000 sec): 3 clusters Score: Raw -65597.990859 + Penalty 3060.126923 = -62537.863936 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 34 (1556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7797.010000 sec): 2 clusters Score: Raw -221042.553230 + Penalty 1822.768679 = -219219.784551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7797.180000 sec): 3 clusters Score: Raw -220537.036728 + Penalty 3645.537358 = -216891.499370 nChanged 466 SP:Iteration 1F (7797.390000 sec): 3 clusters Score: Raw -220987.927439 + Penalty 3645.537358 = -217342.390082 nChanged 120 SP:Iteration 2F (7797.540000 sec): 3 clusters Score: Raw -221131.959857 + Penalty 3645.537358 = -217486.422500 nChanged 68 SP:Iteration 3Q (7797.710000 sec): 3 clusters Score: Raw -221205.266630 + Penalty 3645.537358 = -217559.729273 nChanged 48 SP:Iteration 4Q (7797.890000 sec): 3 clusters Score: Raw -221249.833937 + Penalty 3645.537358 = -217604.296580 nChanged 30 SP:Iteration 5Q (7798.030000 sec): 3 clusters Score: Raw -221276.686980 + Penalty 3645.537358 = -217631.149623 nChanged 28 SP:Iteration 6Q (7798.200000 sec): 3 clusters Score: Raw -221313.869605 + Penalty 3645.537358 = -217668.332248 nChanged 30 SP:Iteration 7Q (7798.350000 sec): 3 clusters Score: Raw -221351.751759 + Penalty 3645.537358 = -217706.214401 nChanged 23 SP:Iteration 8Q (7798.490000 sec): 3 clusters Score: Raw -221374.640534 + Penalty 3645.537358 = -217729.103176 nChanged 30 SP:Iteration 9Q (7798.670000 sec): 3 clusters Score: Raw -221432.614131 + Penalty 3645.537358 = -217787.076773 nChanged 31 SP:Iteration 10Q (7798.810000 sec): 3 clusters Score: Raw -221498.398128 + Penalty 3645.537358 = -217852.860770 nChanged 36 SP:Iteration 11Q (7799.000000 sec): 3 clusters Score: Raw -221617.110717 + Penalty 3645.537358 = -217971.573360 nChanged 43 SP:Iteration 12Q (7799.180000 sec): 3 clusters Score: Raw -221699.805201 + Penalty 3645.537358 = -218054.267843 nChanged 41 SP:Iteration 13Q (7799.320000 sec): 3 clusters Score: Raw -221765.899112 + Penalty 3645.537358 = -218120.361754 nChanged 35 SP:Iteration 14Q (7799.470000 sec): 3 clusters Score: Raw -221818.578397 + Penalty 3645.537358 = -218173.041040 nChanged 34 SP:Iteration 15Q (7799.660000 sec): 3 clusters Score: Raw -221861.157225 + Penalty 3645.537358 = -218215.619868 nChanged 28 SP:Iteration 16Q (7799.800000 sec): 3 clusters Score: Raw -221884.955103 + Penalty 3645.537358 = -218239.417746 nChanged 16 SP:Iteration 17Q (7799.940000 sec): 3 clusters Score: Raw -221903.194271 + Penalty 3645.537358 = -218257.656913 nChanged 17 SP:Iteration 18Q (7800.080000 sec): 3 clusters Score: Raw -221922.427734 + Penalty 3645.537358 = -218276.890376 nChanged 14 SP:Iteration 19Q (7800.280000 sec): 3 clusters Score: Raw -221939.045223 + Penalty 3645.537358 = -218293.507865 nChanged 15 SP:Iteration 20F (7800.420000 sec): 3 clusters Score: Raw -221957.483947 + Penalty 3645.537358 = -218311.946589 nChanged 16 SP:Iteration 21Q (7800.560000 sec): 3 clusters Score: Raw -221980.428626 + Penalty 3645.537358 = -218334.891268 nChanged 20 SP:Iteration 22Q (7800.750000 sec): 3 clusters Score: Raw -222004.641882 + Penalty 3645.537358 = -218359.104524 nChanged 18 SP:Iteration 23Q (7800.890000 sec): 3 clusters Score: Raw -222035.342271 + Penalty 3645.537358 = -218389.804913 nChanged 22 SP:Iteration 24Q (7801.040000 sec): 3 clusters Score: Raw -222069.211667 + Penalty 3645.537358 = -218423.674310 nChanged 17 SP:Iteration 25Q (7801.180000 sec): 3 clusters Score: Raw -222087.423249 + Penalty 3645.537358 = -218441.885891 nChanged 13 SP:Iteration 26Q (7801.320000 sec): 3 clusters Score: Raw -222099.734900 + Penalty 3645.537358 = -218454.197542 nChanged 16 SP:Iteration 27Q (7801.470000 sec): 3 clusters Score: Raw -222118.495085 + Penalty 3645.537358 = -218472.957727 nChanged 17 SP:Iteration 28Q (7801.610000 sec): 3 clusters Score: Raw -222149.828541 + Penalty 3645.537358 = -218504.291183 nChanged 14 SP:Iteration 29Q (7801.760000 sec): 3 clusters Score: Raw -222175.196416 + Penalty 3645.537358 = -218529.659058 nChanged 12 SP:Iteration 30Q (7801.930000 sec): 3 clusters Score: Raw -222191.853321 + Penalty 3645.537358 = -218546.315964 nChanged 8 SP:Iteration 31Q (7802.070000 sec): 3 clusters Score: Raw -222205.058027 + Penalty 3645.537358 = -218559.520669 nChanged 11 SP:Iteration 32Q (7802.210000 sec): 3 clusters Score: Raw -222223.109682 + Penalty 3645.537358 = -218577.572324 nChanged 9 SP:Iteration 33Q (7802.390000 sec): 3 clusters Score: Raw -222242.429776 + Penalty 3645.537358 = -218596.892418 nChanged 11 SP:Iteration 34Q (7802.570000 sec): 3 clusters Score: Raw -222261.930741 + Penalty 3645.537358 = -218616.393384 nChanged 5 SP:Iteration 35Q (7802.740000 sec): 3 clusters Score: Raw -222278.413961 + Penalty 3645.537358 = -218632.876603 nChanged 7 SP:Iteration 36Q (7802.910000 sec): 3 clusters Score: Raw -222287.412859 + Penalty 3645.537358 = -218641.875501 nChanged 3 SP:Iteration 37Q (7803.080000 sec): 3 clusters Score: Raw -222293.270572 + Penalty 3645.537358 = -218647.733215 nChanged 7 SP:Iteration 38Q (7803.240000 sec): 3 clusters Score: Raw -222308.242165 + Penalty 3645.537358 = -218662.704808 nChanged 10 SP:Iteration 39Q (7803.420000 sec): 3 clusters Score: Raw -222326.104537 + Penalty 3645.537358 = -218680.567180 nChanged 10 SP:Iteration 40F (7803.580000 sec): 3 clusters Score: Raw -222345.161642 + Penalty 3645.537358 = -218699.624284 nChanged 11 SP:Iteration 41Q (7803.740000 sec): 3 clusters Score: Raw -222368.376548 + Penalty 3645.537358 = -218722.839191 nChanged 13 SP:Iteration 42Q (7803.910000 sec): 3 clusters Score: Raw -222395.476849 + Penalty 3645.537358 = -218749.939492 nChanged 11 SP:Iteration 43Q (7804.040000 sec): 3 clusters Score: Raw -222418.793735 + Penalty 3645.537358 = -218773.256378 nChanged 9 SP:Iteration 44Q (7804.260000 sec): 3 clusters Score: Raw -222440.590475 + Penalty 3645.537358 = -218795.053117 nChanged 7 SP:Iteration 45Q (7804.420000 sec): 3 clusters Score: Raw -222465.049757 + Penalty 3645.537358 = -218819.512400 nChanged 12 SP:Iteration 46Q (7804.580000 sec): 3 clusters Score: Raw -222497.356561 + Penalty 3645.537358 = -218851.819204 nChanged 15 SP:Iteration 47Q (7804.730000 sec): 3 clusters Score: Raw -222542.935890 + Penalty 3645.537358 = -218897.398532 nChanged 11 SP:Iteration 48Q (7804.880000 sec): 3 clusters Score: Raw -222587.389881 + Penalty 3645.537358 = -218941.852523 nChanged 11 SP:Iteration 49Q (7805.040000 sec): 3 clusters Score: Raw -222623.603180 + Penalty 3645.537358 = -218978.065822 nChanged 12 SP:Iteration 50Q (7805.190000 sec): 3 clusters Score: Raw -222653.697782 + Penalty 3645.537358 = -219008.160425 nChanged 4 SP:Iteration 51Q (7805.340000 sec): 3 clusters Score: Raw -222673.870279 + Penalty 3645.537358 = -219028.332921 nChanged 5 SP:Iteration 52Q (7805.500000 sec): 3 clusters Score: Raw -222708.895253 + Penalty 3645.537358 = -219063.357896 nChanged 9 SP:Iteration 53Q (7805.600000 sec): 3 clusters Score: Raw -222728.471770 + Penalty 3645.537358 = -219082.934412 nChanged 3 SP:Iteration 54Q (7805.830000 sec): 3 clusters Score: Raw -222734.670512 + Penalty 3645.537358 = -219089.133154 nChanged 2 SP:Iteration 55Q (7806.000000 sec): 3 clusters Score: Raw -222738.808128 + Penalty 3645.537358 = -219093.270771 nChanged 0 SP:Iteration 56F (7806.220000 sec): 3 clusters Score: Raw -222738.808128 + Penalty 3645.537358 = -219093.270771 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 35 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7806.270000 sec): 2 clusters Score: Raw -40923.433941 + Penalty 1415.363346 = -39508.070595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7806.450000 sec): 3 clusters Score: Raw -41022.205276 + Penalty 2830.726691 = -38191.478585 nChanged 39 SP:Iteration 1F (7806.610000 sec): 3 clusters Score: Raw -41145.188035 + Penalty 2830.726691 = -38314.461344 nChanged 6 SP:Iteration 2Q (7806.780000 sec): 3 clusters Score: Raw -41171.278655 + Penalty 2830.726691 = -38340.551963 nChanged 4 SP:Iteration 3Q (7806.940000 sec): 3 clusters Score: Raw -41192.468730 + Penalty 2830.726691 = -38361.742038 nChanged 2 SP:Iteration 4Q (7807.100000 sec): 3 clusters Score: Raw -41198.677203 + Penalty 2830.726691 = -38367.950512 nChanged 1 SP:Iteration 5Q (7807.280000 sec): 3 clusters Score: Raw -41200.624299 + Penalty 2830.726691 = -38369.897607 nChanged 0 SP:Iteration 6F (7807.400000 sec): 3 clusters Score: Raw -41200.624299 + Penalty 2830.726691 = -38369.897607 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 36 (92317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7807.960000 sec): 2 clusters Score: Raw -13671252.684891 + Penalty 2835.379929 = -13668417.304962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7808.800000 sec): 3 clusters Score: Raw -13611997.723380 + Penalty 5670.759858 = -13606326.963522 nChanged 43887 SP:Iteration 1F (7809.560000 sec): 3 clusters Score: Raw -13636912.746959 + Penalty 5670.759858 = -13631241.987101 nChanged 3400 SP:Iteration 2Q (7810.340000 sec): 3 clusters Score: Raw -13637868.254931 + Penalty 5670.759858 = -13632197.495072 nChanged 3813 SP:Iteration 3Q (7811.110000 sec): 3 clusters Score: Raw -13639194.353440 + Penalty 5670.759858 = -13633523.593582 nChanged 4548 SP:Iteration 4Q (7811.860000 sec): 3 clusters Score: Raw -13641246.542147 + Penalty 5670.759858 = -13635575.782288 nChanged 5576 SP:Iteration 5F (7812.520000 sec): 3 clusters Score: Raw -13644396.214193 + Penalty 5670.759858 = -13638725.454334 nChanged 6478 SP:Iteration 6F (7813.290000 sec): 3 clusters Score: Raw -13648568.403191 + Penalty 5670.759858 = -13642897.643333 nChanged 6713 SP:Iteration 7F (7813.990000 sec): 3 clusters Score: Raw -13653139.937396 + Penalty 5670.759858 = -13647469.177537 nChanged 6176 SP:Iteration 8F (7814.680000 sec): 3 clusters Score: Raw -13657247.176978 + Penalty 5670.759858 = -13651576.417120 nChanged 5114 SP:Iteration 9F (7815.380000 sec): 3 clusters Score: Raw -13660487.748931 + Penalty 5670.759858 = -13654816.989073 nChanged 4064 SP:Iteration 10Q (7816.090000 sec): 3 clusters Score: Raw -13663093.882281 + Penalty 5670.759858 = -13657423.122423 nChanged 3424 SP:Iteration 11Q (7816.850000 sec): 3 clusters Score: Raw -13665390.779198 + Penalty 5670.759858 = -13659720.019340 nChanged 2682 SP:Iteration 12Q (7817.660000 sec): 3 clusters Score: Raw -13667222.720516 + Penalty 5670.759858 = -13661551.960658 nChanged 2069 SP:Iteration 13Q (7818.420000 sec): 3 clusters Score: Raw -13668644.798283 + Penalty 5670.759858 = -13662974.038425 nChanged 1540 SP:Iteration 14Q (7819.190000 sec): 3 clusters Score: Raw -13669708.658092 + Penalty 5670.759858 = -13664037.898233 nChanged 1067 SP:Iteration 15Q (7820.000000 sec): 3 clusters Score: Raw -13670447.884725 + Penalty 5670.759858 = -13664777.124867 nChanged 717 SP:Iteration 16Q (7820.780000 sec): 3 clusters Score: Raw -13670938.372123 + Penalty 5670.759858 = -13665267.612265 nChanged 426 SP:Iteration 17Q (7821.540000 sec): 3 clusters Score: Raw -13671229.234138 + Penalty 5670.759858 = -13665558.474279 nChanged 270 SP:Iteration 18Q (7822.250000 sec): 3 clusters Score: Raw -13671405.658070 + Penalty 5670.759858 = -13665734.898211 nChanged 189 SP:Iteration 19Q (7823.070000 sec): 3 clusters Score: Raw -13671524.591547 + Penalty 5670.759858 = -13665853.831689 nChanged 149 SP:Iteration 20F (7823.870000 sec): 3 clusters Score: Raw -13671634.619375 + Penalty 5670.759858 = -13665963.859517 nChanged 103 SP:Iteration 21Q (7824.620000 sec): 3 clusters Score: Raw -13671715.875431 + Penalty 5670.759858 = -13666045.115573 nChanged 68 SP:Iteration 22Q (7825.310000 sec): 3 clusters Score: Raw -13671766.573797 + Penalty 5670.759858 = -13666095.813938 nChanged 44 SP:Iteration 23Q (7825.950000 sec): 3 clusters Score: Raw -13671796.563746 + Penalty 5670.759858 = -13666125.803888 nChanged 34 SP:Iteration 24Q (7826.680000 sec): 3 clusters Score: Raw -13671818.892043 + Penalty 5670.759858 = -13666148.132185 nChanged 22 SP:Iteration 25Q (7827.380000 sec): 3 clusters Score: Raw -13671832.098867 + Penalty 5670.759858 = -13666161.339009 nChanged 20 SP:Iteration 26Q (7828.100000 sec): 3 clusters Score: Raw -13671843.749539 + Penalty 5670.759858 = -13666172.989681 nChanged 11 SP:Iteration 27Q (7828.790000 sec): 3 clusters Score: Raw -13671848.860412 + Penalty 5670.759858 = -13666178.100554 nChanged 5 SP:Iteration 28Q (7829.420000 sec): 3 clusters Score: Raw -13671851.349652 + Penalty 5670.759858 = -13666180.589794 nChanged 7 SP:Iteration 29Q (7830.030000 sec): 3 clusters Score: Raw -13671854.101557 + Penalty 5670.759858 = -13666183.341698 nChanged 2 SP:Iteration 30Q (7830.750000 sec): 3 clusters Score: Raw -13671855.265724 + Penalty 5670.759858 = -13666184.505866 nChanged 4 SP:Iteration 31Q (7831.430000 sec): 3 clusters Score: Raw -13671856.793647 + Penalty 5670.759858 = -13666186.033789 nChanged 5 SP:Iteration 32Q (7832.110000 sec): 3 clusters Score: Raw -13671860.034236 + Penalty 5670.759858 = -13666189.274378 nChanged 4 SP:Iteration 33Q (7832.780000 sec): 3 clusters Score: Raw -13671861.518693 + Penalty 5670.759858 = -13666190.758834 nChanged 2 SP:Iteration 34Q (7833.490000 sec): 3 clusters Score: Raw -13671863.005622 + Penalty 5670.759858 = -13666192.245764 nChanged 2 SP:Iteration 35Q (7834.180000 sec): 3 clusters Score: Raw -13671864.249135 + Penalty 5670.759858 = -13666193.489277 nChanged 1 SP:Iteration 36Q (7834.940000 sec): 3 clusters Score: Raw -13671864.916072 + Penalty 5670.759858 = -13666194.156214 nChanged 1 SP:Iteration 37Q (7835.720000 sec): 3 clusters Score: Raw -13671865.519708 + Penalty 5670.759858 = -13666194.759850 nChanged 2 SP:Iteration 38Q (7836.520000 sec): 3 clusters Score: Raw -13671866.515644 + Penalty 5670.759858 = -13666195.755786 nChanged 2 SP:Iteration 39Q (7837.270000 sec): 3 clusters Score: Raw -13671867.461423 + Penalty 5670.759858 = -13666196.701565 nChanged 3 SP:Iteration 40F (7838.000000 sec): 3 clusters Score: Raw -13671868.984209 + Penalty 5670.759858 = -13666198.224351 nChanged 1 SP:Iteration 41Q (7838.740000 sec): 3 clusters Score: Raw -13671869.268543 + Penalty 5670.759858 = -13666198.508684 nChanged 0 SP:Iteration 42F (7839.420000 sec): 3 clusters Score: Raw -13671869.268543 + Penalty 5670.759858 = -13666198.508684 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 37 (9830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7839.600000 sec): 2 clusters Score: Raw -1389653.822676 + Penalty 2279.912165 = -1387373.910512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7839.890000 sec): 3 clusters Score: Raw -1384440.288381 + Penalty 4559.824330 = -1379880.464051 nChanged 4070 SP:Iteration 1F (7840.140000 sec): 3 clusters Score: Raw -1386618.377443 + Penalty 4559.824330 = -1382058.553113 nChanged 680 SP:Iteration 2F (7840.360000 sec): 3 clusters Score: Raw -1387034.390439 + Penalty 4559.824330 = -1382474.566109 nChanged 615 SP:Iteration 3F (7840.610000 sec): 3 clusters Score: Raw -1387471.754216 + Penalty 4559.824330 = -1382911.929887 nChanged 625 SP:Iteration 4F (7840.820000 sec): 3 clusters Score: Raw -1387942.591986 + Penalty 4559.824330 = -1383382.767656 nChanged 585 SP:Iteration 5F (7841.090000 sec): 3 clusters Score: Raw -1388377.053966 + Penalty 4559.824330 = -1383817.229637 nChanged 559 SP:Iteration 6F (7841.320000 sec): 3 clusters Score: Raw -1388802.845402 + Penalty 4559.824330 = -1384243.021072 nChanged 521 SP:Iteration 7F (7841.580000 sec): 3 clusters Score: Raw -1389202.885067 + Penalty 4559.824330 = -1384643.060737 nChanged 451 SP:Iteration 8Q (7841.780000 sec): 3 clusters Score: Raw -1389563.523626 + Penalty 4559.824330 = -1385003.699296 nChanged 388 SP:Iteration 9Q (7842.080000 sec): 3 clusters Score: Raw -1389815.464897 + Penalty 4559.824330 = -1385255.640568 nChanged 284 SP:Iteration 10Q (7842.320000 sec): 3 clusters Score: Raw -1389959.845381 + Penalty 4559.824330 = -1385400.021051 nChanged 181 SP:Iteration 11Q (7842.600000 sec): 3 clusters Score: Raw -1390046.592377 + Penalty 4559.824330 = -1385486.768047 nChanged 151 SP:Iteration 12Q (7842.830000 sec): 3 clusters Score: Raw -1390110.744549 + Penalty 4559.824330 = -1385550.920219 nChanged 115 SP:Iteration 13Q (7843.060000 sec): 3 clusters Score: Raw -1390157.425400 + Penalty 4559.824330 = -1385597.601071 nChanged 102 SP:Iteration 14Q (7843.330000 sec): 3 clusters Score: Raw -1390195.400375 + Penalty 4559.824330 = -1385635.576046 nChanged 88 SP:Iteration 15Q (7843.560000 sec): 3 clusters Score: Raw -1390235.473453 + Penalty 4559.824330 = -1385675.649123 nChanged 88 SP:Iteration 16Q (7843.820000 sec): 3 clusters Score: Raw -1390273.192396 + Penalty 4559.824330 = -1385713.368066 nChanged 84 SP:Iteration 17Q (7844.040000 sec): 3 clusters Score: Raw -1390313.587546 + Penalty 4559.824330 = -1385753.763216 nChanged 76 SP:Iteration 18Q (7844.310000 sec): 3 clusters Score: Raw -1390342.643171 + Penalty 4559.824330 = -1385782.818841 nChanged 73 SP:Iteration 19Q (7844.560000 sec): 3 clusters Score: Raw -1390369.853542 + Penalty 4559.824330 = -1385810.029212 nChanged 56 SP:Iteration 20F (7844.810000 sec): 3 clusters Score: Raw -1390392.388531 + Penalty 4559.824330 = -1385832.564201 nChanged 65 SP:Iteration 21Q (7845.020000 sec): 3 clusters Score: Raw -1390418.152947 + Penalty 4559.824330 = -1385858.328617 nChanged 56 SP:Iteration 22Q (7845.310000 sec): 3 clusters Score: Raw -1390438.135312 + Penalty 4559.824330 = -1385878.310982 nChanged 59 SP:Iteration 23Q (7845.560000 sec): 3 clusters Score: Raw -1390465.089214 + Penalty 4559.824330 = -1385905.264884 nChanged 64 SP:Iteration 24Q (7845.820000 sec): 3 clusters Score: Raw -1390485.374427 + Penalty 4559.824330 = -1385925.550097 nChanged 59 SP:Iteration 25Q (7846.050000 sec): 3 clusters Score: Raw -1390504.731695 + Penalty 4559.824330 = -1385944.907365 nChanged 60 SP:Iteration 26Q (7846.320000 sec): 3 clusters Score: Raw -1390528.208374 + Penalty 4559.824330 = -1385968.384044 nChanged 60 SP:Iteration 27Q (7846.570000 sec): 3 clusters Score: Raw -1390552.998283 + Penalty 4559.824330 = -1385993.173953 nChanged 60 SP:Iteration 28Q (7846.850000 sec): 3 clusters Score: Raw -1390575.224894 + Penalty 4559.824330 = -1386015.400565 nChanged 58 SP:Iteration 29Q (7847.090000 sec): 3 clusters Score: Raw -1390595.407809 + Penalty 4559.824330 = -1386035.583480 nChanged 53 SP:Iteration 30Q (7847.340000 sec): 3 clusters Score: Raw -1390616.045806 + Penalty 4559.824330 = -1386056.221476 nChanged 53 SP:Iteration 31Q (7847.600000 sec): 3 clusters Score: Raw -1390636.704569 + Penalty 4559.824330 = -1386076.880239 nChanged 49 SP:Iteration 32Q (7847.890000 sec): 3 clusters Score: Raw -1390655.579329 + Penalty 4559.824330 = -1386095.755000 nChanged 41 SP:Iteration 33Q (7848.200000 sec): 3 clusters Score: Raw -1390668.575130 + Penalty 4559.824330 = -1386108.750800 nChanged 39 SP:Iteration 34Q (7848.460000 sec): 3 clusters Score: Raw -1390685.197288 + Penalty 4559.824330 = -1386125.372959 nChanged 40 SP:Iteration 35Q (7848.700000 sec): 3 clusters Score: Raw -1390703.935076 + Penalty 4559.824330 = -1386144.110746 nChanged 43 SP:Iteration 36Q (7848.950000 sec): 3 clusters Score: Raw -1390724.488082 + Penalty 4559.824330 = -1386164.663753 nChanged 46 SP:Iteration 37Q (7849.210000 sec): 3 clusters Score: Raw -1390744.262608 + Penalty 4559.824330 = -1386184.438278 nChanged 47 SP:Iteration 38Q (7849.460000 sec): 3 clusters Score: Raw -1390759.197210 + Penalty 4559.824330 = -1386199.372880 nChanged 44 SP:Iteration 39Q (7849.740000 sec): 3 clusters Score: Raw -1390775.927227 + Penalty 4559.824330 = -1386216.102897 nChanged 39 SP:Iteration 40F (7849.950000 sec): 3 clusters Score: Raw -1390792.379398 + Penalty 4559.824330 = -1386232.555069 nChanged 36 SP:Iteration 41Q (7850.250000 sec): 3 clusters Score: Raw -1390804.616903 + Penalty 4559.824330 = -1386244.792573 nChanged 28 SP:Iteration 42Q (7850.470000 sec): 3 clusters Score: Raw -1390813.327196 + Penalty 4559.824330 = -1386253.502867 nChanged 21 SP:Iteration 43Q (7850.710000 sec): 3 clusters Score: Raw -1390820.549179 + Penalty 4559.824330 = -1386260.724849 nChanged 26 SP:Iteration 44Q (7850.980000 sec): 3 clusters Score: Raw -1390827.911322 + Penalty 4559.824330 = -1386268.086993 nChanged 17 SP:Iteration 45Q (7851.210000 sec): 3 clusters Score: Raw -1390832.359865 + Penalty 4559.824330 = -1386272.535535 nChanged 23 SP:Iteration 46Q (7851.480000 sec): 3 clusters Score: Raw -1390837.931035 + Penalty 4559.824330 = -1386278.106706 nChanged 22 SP:Iteration 47Q (7851.730000 sec): 3 clusters Score: Raw -1390843.420719 + Penalty 4559.824330 = -1386283.596390 nChanged 23 SP:Iteration 48Q (7851.980000 sec): 3 clusters Score: Raw -1390848.724954 + Penalty 4559.824330 = -1386288.900624 nChanged 20 SP:Iteration 49Q (7852.260000 sec): 3 clusters Score: Raw -1390853.280198 + Penalty 4559.824330 = -1386293.455868 nChanged 20 SP:Iteration 50Q (7852.510000 sec): 3 clusters Score: Raw -1390858.768547 + Penalty 4559.824330 = -1386298.944217 nChanged 25 SP:Iteration 51Q (7852.740000 sec): 3 clusters Score: Raw -1390866.046100 + Penalty 4559.824330 = -1386306.221770 nChanged 31 SP:Iteration 52Q (7853.010000 sec): 3 clusters Score: Raw -1390874.371009 + Penalty 4559.824330 = -1386314.546679 nChanged 30 SP:Iteration 53Q (7853.310000 sec): 3 clusters Score: Raw -1390881.421966 + Penalty 4559.824330 = -1386321.597636 nChanged 23 SP:Iteration 54Q (7853.590000 sec): 3 clusters Score: Raw -1390888.917395 + Penalty 4559.824330 = -1386329.093065 nChanged 32 SP:Iteration 55Q (7853.830000 sec): 3 clusters Score: Raw -1390898.673820 + Penalty 4559.824330 = -1386338.849491 nChanged 36 SP:Iteration 56Q (7854.070000 sec): 3 clusters Score: Raw -1390909.894747 + Penalty 4559.824330 = -1386350.070418 nChanged 39 SP:Iteration 57Q (7854.280000 sec): 3 clusters Score: Raw -1390923.344320 + Penalty 4559.824330 = -1386363.519991 nChanged 40 SP:Iteration 58Q (7854.550000 sec): 3 clusters Score: Raw -1390936.886538 + Penalty 4559.824330 = -1386377.062208 nChanged 42 SP:Iteration 59Q (7854.810000 sec): 3 clusters Score: Raw -1390952.327904 + Penalty 4559.824330 = -1386392.503574 nChanged 53 SP:Iteration 60F (7855.050000 sec): 3 clusters Score: Raw -1390974.761543 + Penalty 4559.824330 = -1386414.937214 nChanged 51 SP:Iteration 61Q (7855.290000 sec): 3 clusters Score: Raw -1390997.415900 + Penalty 4559.824330 = -1386437.591570 nChanged 53 SP:Iteration 62Q (7855.570000 sec): 3 clusters Score: Raw -1391017.246763 + Penalty 4559.824330 = -1386457.422433 nChanged 44 SP:Iteration 63Q (7855.830000 sec): 3 clusters Score: Raw -1391037.727137 + Penalty 4559.824330 = -1386477.902807 nChanged 49 SP:Iteration 64Q (7856.000000 sec): 3 clusters Score: Raw -1391057.620403 + Penalty 4559.824330 = -1386497.796073 nChanged 52 SP:Iteration 65Q (7856.240000 sec): 3 clusters Score: Raw -1391077.422312 + Penalty 4559.824330 = -1386517.597982 nChanged 50 SP:Iteration 66Q (7856.510000 sec): 3 clusters Score: Raw -1391095.634006 + Penalty 4559.824330 = -1386535.809677 nChanged 38 SP:Iteration 67Q (7856.750000 sec): 3 clusters Score: Raw -1391108.227782 + Penalty 4559.824330 = -1386548.403452 nChanged 30 SP:Iteration 68Q (7856.990000 sec): 3 clusters Score: Raw -1391117.652768 + Penalty 4559.824330 = -1386557.828438 nChanged 35 SP:Iteration 69Q (7857.330000 sec): 3 clusters Score: Raw -1391131.033323 + Penalty 4559.824330 = -1386571.208993 nChanged 38 SP:Iteration 70Q (7857.570000 sec): 3 clusters Score: Raw -1391144.067444 + Penalty 4559.824330 = -1386584.243115 nChanged 39 SP:Iteration 71Q (7857.810000 sec): 3 clusters Score: Raw -1391157.936722 + Penalty 4559.824330 = -1386598.112392 nChanged 37 SP:Iteration 72Q (7858.080000 sec): 3 clusters Score: Raw -1391170.335069 + Penalty 4559.824330 = -1386610.510739 nChanged 29 SP:Iteration 73Q (7858.310000 sec): 3 clusters Score: Raw -1391177.705816 + Penalty 4559.824330 = -1386617.881486 nChanged 21 SP:Iteration 74Q (7858.570000 sec): 3 clusters Score: Raw -1391185.690320 + Penalty 4559.824330 = -1386625.865990 nChanged 32 SP:Iteration 75Q (7858.820000 sec): 3 clusters Score: Raw -1391194.012139 + Penalty 4559.824330 = -1386634.187809 nChanged 19 SP:Iteration 76Q (7859.070000 sec): 3 clusters Score: Raw -1391199.271063 + Penalty 4559.824330 = -1386639.446733 nChanged 15 SP:Iteration 77Q (7859.330000 sec): 3 clusters Score: Raw -1391202.955407 + Penalty 4559.824330 = -1386643.131077 nChanged 11 SP:Iteration 78Q (7859.570000 sec): 3 clusters Score: Raw -1391205.401005 + Penalty 4559.824330 = -1386645.576675 nChanged 8 SP:Iteration 79Q (7859.810000 sec): 3 clusters Score: Raw -1391206.739481 + Penalty 4559.824330 = -1386646.915151 nChanged 3 SP:Iteration 80F (7860.040000 sec): 3 clusters Score: Raw -1391207.293589 + Penalty 4559.824330 = -1386647.469259 nChanged 2 SP:Iteration 81Q (7860.290000 sec): 3 clusters Score: Raw -1391207.616295 + Penalty 4559.824330 = -1386647.791965 nChanged 3 SP:Iteration 82Q (7860.550000 sec): 3 clusters Score: Raw -1391208.012525 + Penalty 4559.824330 = -1386648.188195 nChanged 3 SP:Iteration 83Q (7860.750000 sec): 3 clusters Score: Raw -1391208.553105 + Penalty 4559.824330 = -1386648.728775 nChanged 4 SP:Iteration 84Q (7861.010000 sec): 3 clusters Score: Raw -1391209.252798 + Penalty 4559.824330 = -1386649.428468 nChanged 7 SP:Iteration 85Q (7861.240000 sec): 3 clusters Score: Raw -1391210.456811 + Penalty 4559.824330 = -1386650.632481 nChanged 6 SP:Iteration 86Q (7861.470000 sec): 3 clusters Score: Raw -1391211.563232 + Penalty 4559.824330 = -1386651.738902 nChanged 6 SP:Iteration 87Q (7861.700000 sec): 3 clusters Score: Raw -1391212.378012 + Penalty 4559.824330 = -1386652.553682 nChanged 7 SP:Iteration 88Q (7861.950000 sec): 3 clusters Score: Raw -1391213.533620 + Penalty 4559.824330 = -1386653.709290 nChanged 7 SP:Iteration 89Q (7862.210000 sec): 3 clusters Score: Raw -1391215.049495 + Penalty 4559.824330 = -1386655.225166 nChanged 6 SP:Iteration 90Q (7862.480000 sec): 3 clusters Score: Raw -1391216.589010 + Penalty 4559.824330 = -1386656.764680 nChanged 5 SP:Iteration 91Q (7862.730000 sec): 3 clusters Score: Raw -1391217.622486 + Penalty 4559.824330 = -1386657.798156 nChanged 10 SP:Iteration 92Q (7862.980000 sec): 3 clusters Score: Raw -1391220.313645 + Penalty 4559.824330 = -1386660.489315 nChanged 17 SP:Iteration 93Q (7863.230000 sec): 3 clusters Score: Raw -1391223.414901 + Penalty 4559.824330 = -1386663.590571 nChanged 7 SP:Iteration 94Q (7863.410000 sec): 3 clusters Score: Raw -1391225.050623 + Penalty 4559.824330 = -1386665.226293 nChanged 10 SP:Iteration 95Q (7863.640000 sec): 3 clusters Score: Raw -1391226.762278 + Penalty 4559.824330 = -1386666.937948 nChanged 7 SP:Iteration 96Q (7863.850000 sec): 3 clusters Score: Raw -1391228.058108 + Penalty 4559.824330 = -1386668.233778 nChanged 4 SP:Iteration 97Q (7864.080000 sec): 3 clusters Score: Raw -1391228.681235 + Penalty 4559.824330 = -1386668.856905 nChanged 3 SP:Iteration 98Q (7864.300000 sec): 3 clusters Score: Raw -1391229.239041 + Penalty 4559.824330 = -1386669.414712 nChanged 0 SP:Iteration 99F (7864.530000 sec): 3 clusters Score: Raw -1391229.239041 + Penalty 4559.824330 = -1386669.414712 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 38 (6635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7864.670000 sec): 2 clusters Score: Raw -928305.041833 + Penalty 2182.428259 = -926122.613574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7864.900000 sec): 3 clusters Score: Raw -924947.225340 + Penalty 4364.856518 = -920582.368823 nChanged 2621 SP:Iteration 1F (7865.110000 sec): 3 clusters Score: Raw -926431.979397 + Penalty 4364.856518 = -922067.122880 nChanged 513 SP:Iteration 2F (7865.350000 sec): 3 clusters Score: Raw -926833.734212 + Penalty 4364.856518 = -922468.877694 nChanged 439 SP:Iteration 3F (7865.620000 sec): 3 clusters Score: Raw -927189.386308 + Penalty 4364.856518 = -922824.529791 nChanged 433 SP:Iteration 4F (7865.840000 sec): 3 clusters Score: Raw -927603.941766 + Penalty 4364.856518 = -923239.085249 nChanged 418 SP:Iteration 5F (7866.080000 sec): 3 clusters Score: Raw -928098.870248 + Penalty 4364.856518 = -923734.013730 nChanged 439 SP:Iteration 6F (7866.270000 sec): 3 clusters Score: Raw -928657.496655 + Penalty 4364.856518 = -924292.640138 nChanged 389 SP:Iteration 7F (7866.500000 sec): 3 clusters Score: Raw -929101.067986 + Penalty 4364.856518 = -924736.211469 nChanged 336 SP:Iteration 8F (7866.710000 sec): 3 clusters Score: Raw -929413.029015 + Penalty 4364.856518 = -925048.172497 nChanged 229 SP:Iteration 9Q (7866.900000 sec): 3 clusters Score: Raw -929580.501794 + Penalty 4364.856518 = -925215.645277 nChanged 154 SP:Iteration 10Q (7867.150000 sec): 3 clusters Score: Raw -929679.097286 + Penalty 4364.856518 = -925314.240768 nChanged 119 SP:Iteration 11Q (7867.410000 sec): 3 clusters Score: Raw -929738.384981 + Penalty 4364.856518 = -925373.528464 nChanged 73 SP:Iteration 12Q (7867.660000 sec): 3 clusters Score: Raw -929768.233515 + Penalty 4364.856518 = -925403.376997 nChanged 50 SP:Iteration 13Q (7867.900000 sec): 3 clusters Score: Raw -929782.821955 + Penalty 4364.856518 = -925417.965438 nChanged 31 SP:Iteration 14Q (7868.100000 sec): 3 clusters Score: Raw -929795.936854 + Penalty 4364.856518 = -925431.080336 nChanged 34 SP:Iteration 15Q (7868.320000 sec): 3 clusters Score: Raw -929805.258557 + Penalty 4364.856518 = -925440.402039 nChanged 12 SP:Iteration 16Q (7868.540000 sec): 3 clusters Score: Raw -929807.373671 + Penalty 4364.856518 = -925442.517154 nChanged 8 SP:Iteration 17Q (7868.760000 sec): 3 clusters Score: Raw -929808.784013 + Penalty 4364.856518 = -925443.927495 nChanged 7 SP:Iteration 18Q (7868.980000 sec): 3 clusters Score: Raw -929810.218620 + Penalty 4364.856518 = -925445.362102 nChanged 6 SP:Iteration 19Q (7869.230000 sec): 3 clusters Score: Raw -929811.436154 + Penalty 4364.856518 = -925446.579636 nChanged 3 SP:Iteration 20F (7869.440000 sec): 3 clusters Score: Raw -929812.144289 + Penalty 4364.856518 = -925447.287771 nChanged 3 SP:Iteration 21Q (7869.650000 sec): 3 clusters Score: Raw -929812.684128 + Penalty 4364.856518 = -925447.827610 nChanged 3 SP:Iteration 22Q (7869.860000 sec): 3 clusters Score: Raw -929813.318674 + Penalty 4364.856518 = -925448.462156 nChanged 1 SP:Iteration 23Q (7870.140000 sec): 3 clusters Score: Raw -929813.486151 + Penalty 4364.856518 = -925448.629633 nChanged 1 SP:Iteration 24Q (7870.370000 sec): 3 clusters Score: Raw -929813.615703 + Penalty 4364.856518 = -925448.759186 nChanged 0 SP:Iteration 25F (7870.530000 sec): 3 clusters Score: Raw -929813.615703 + Penalty 4364.856518 = -925448.759186 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 39 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7870.610000 sec): 2 clusters Score: Raw -74680.104415 + Penalty 1560.309147 = -73119.795268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7870.810000 sec): 3 clusters Score: Raw -74751.104491 + Penalty 3120.618293 = -71630.486198 nChanged 104 SP:Iteration 1F (7870.950000 sec): 3 clusters Score: Raw -75034.405485 + Penalty 3120.618293 = -71913.787192 nChanged 44 SP:Iteration 2F (7871.140000 sec): 3 clusters Score: Raw -75264.459661 + Penalty 3120.618293 = -72143.841368 nChanged 33 SP:Iteration 3F (7871.320000 sec): 3 clusters Score: Raw -75599.785935 + Penalty 3120.618293 = -72479.167641 nChanged 36 SP:Iteration 4F (7871.470000 sec): 3 clusters Score: Raw -75989.872027 + Penalty 3120.618293 = -72869.253734 nChanged 24 SP:Iteration 5Q (7871.660000 sec): 3 clusters Score: Raw -76095.247332 + Penalty 3120.618293 = -72974.629038 nChanged 8 SP:Iteration 6Q (7871.830000 sec): 3 clusters Score: Raw -76117.723119 + Penalty 3120.618293 = -72997.104826 nChanged 3 SP:Iteration 7Q (7872.040000 sec): 3 clusters Score: Raw -76125.725573 + Penalty 3120.618293 = -73005.107279 nChanged 1 SP:Iteration 8Q (7872.200000 sec): 3 clusters Score: Raw -76127.583954 + Penalty 3120.618293 = -73006.965661 nChanged 2 SP:Iteration 9Q (7872.350000 sec): 3 clusters Score: Raw -76135.980529 + Penalty 3120.618293 = -73015.362236 nChanged 2 SP:Iteration 10Q (7872.560000 sec): 3 clusters Score: Raw -76146.123355 + Penalty 3120.618293 = -73025.505062 nChanged 3 SP:Iteration 11Q (7872.720000 sec): 3 clusters Score: Raw -76153.111678 + Penalty 3120.618293 = -73032.493385 nChanged 1 SP:Iteration 12Q (7872.900000 sec): 3 clusters Score: Raw -76156.636893 + Penalty 3120.618293 = -73036.018600 nChanged 0 SP:Iteration 13F (7873.090000 sec): 3 clusters Score: Raw -76156.636893 + Penalty 3120.618293 = -73036.018600 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 40 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7873.190000 sec): 2 clusters Score: Raw -10036.656750 + Penalty 1074.021868 = -8962.634882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7873.330000 sec): 3 clusters Score: Raw -10510.566903 + Penalty 2148.043737 = -8362.523167 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 41 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7873.440000 sec): 2 clusters Score: Raw -9607.607671 + Penalty 1080.463789 = -8527.143882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7873.630000 sec): 3 clusters Score: Raw -10170.243713 + Penalty 2160.927578 = -8009.316135 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 42 (5601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7873.740000 sec): 2 clusters Score: Raw -787173.705677 + Penalty 2140.413707 = -785033.291970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7874.030000 sec): 3 clusters Score: Raw -784430.416751 + Penalty 4280.827414 = -780149.589337 nChanged 2227 SP:Iteration 1F (7874.250000 sec): 3 clusters Score: Raw -785774.838063 + Penalty 4280.827414 = -781494.010649 nChanged 461 SP:Iteration 2F (7874.500000 sec): 3 clusters Score: Raw -786103.007830 + Penalty 4280.827414 = -781822.180416 nChanged 344 SP:Iteration 3F (7874.750000 sec): 3 clusters Score: Raw -786412.191871 + Penalty 4280.827414 = -782131.364457 nChanged 326 SP:Iteration 4F (7874.940000 sec): 3 clusters Score: Raw -786742.987338 + Penalty 4280.827414 = -782462.159923 nChanged 331 SP:Iteration 5F (7875.180000 sec): 3 clusters Score: Raw -787117.717900 + Penalty 4280.827414 = -782836.890485 nChanged 325 SP:Iteration 6F (7875.440000 sec): 3 clusters Score: Raw -787396.783212 + Penalty 4280.827414 = -783115.955797 nChanged 249 SP:Iteration 7Q (7875.640000 sec): 3 clusters Score: Raw -787609.225124 + Penalty 4280.827414 = -783328.397710 nChanged 205 SP:Iteration 8Q (7875.880000 sec): 3 clusters Score: Raw -787774.478052 + Penalty 4280.827414 = -783493.650638 nChanged 183 SP:Iteration 9Q (7876.110000 sec): 3 clusters Score: Raw -787918.853914 + Penalty 4280.827414 = -783638.026500 nChanged 153 SP:Iteration 10Q (7876.300000 sec): 3 clusters Score: Raw -788028.093274 + Penalty 4280.827414 = -783747.265859 nChanged 136 SP:Iteration 11Q (7876.590000 sec): 3 clusters Score: Raw -788123.029163 + Penalty 4280.827414 = -783842.201748 nChanged 139 SP:Iteration 12Q (7876.800000 sec): 3 clusters Score: Raw -788207.259903 + Penalty 4280.827414 = -783926.432489 nChanged 110 SP:Iteration 13Q (7877.020000 sec): 3 clusters Score: Raw -788267.349563 + Penalty 4280.827414 = -783986.522149 nChanged 100 SP:Iteration 14Q (7877.310000 sec): 3 clusters Score: Raw -788325.012594 + Penalty 4280.827414 = -784044.185179 nChanged 99 SP:Iteration 15Q (7877.530000 sec): 3 clusters Score: Raw -788400.538739 + Penalty 4280.827414 = -784119.711324 nChanged 105 SP:Iteration 16Q (7877.730000 sec): 3 clusters Score: Raw -788483.707470 + Penalty 4280.827414 = -784202.880056 nChanged 89 SP:Iteration 17Q (7877.910000 sec): 3 clusters Score: Raw -788550.368844 + Penalty 4280.827414 = -784269.541429 nChanged 70 SP:Iteration 18Q (7878.110000 sec): 3 clusters Score: Raw -788589.860969 + Penalty 4280.827414 = -784309.033555 nChanged 71 SP:Iteration 19Q (7878.320000 sec): 3 clusters Score: Raw -788630.047286 + Penalty 4280.827414 = -784349.219872 nChanged 65 SP:Iteration 20F (7878.570000 sec): 3 clusters Score: Raw -788655.669375 + Penalty 4280.827414 = -784374.841960 nChanged 44 SP:Iteration 21Q (7878.790000 sec): 3 clusters Score: Raw -788673.076313 + Penalty 4280.827414 = -784392.248898 nChanged 30 SP:Iteration 22Q (7879.020000 sec): 3 clusters Score: Raw -788687.431456 + Penalty 4280.827414 = -784406.604041 nChanged 31 SP:Iteration 23Q (7879.210000 sec): 3 clusters Score: Raw -788702.083923 + Penalty 4280.827414 = -784421.256509 nChanged 25 SP:Iteration 24Q (7879.410000 sec): 3 clusters Score: Raw -788714.589103 + Penalty 4280.827414 = -784433.761689 nChanged 29 SP:Iteration 25Q (7879.630000 sec): 3 clusters Score: Raw -788726.811249 + Penalty 4280.827414 = -784445.983834 nChanged 24 SP:Iteration 26Q (7879.870000 sec): 3 clusters Score: Raw -788734.849340 + Penalty 4280.827414 = -784454.021925 nChanged 13 SP:Iteration 27Q (7880.090000 sec): 3 clusters Score: Raw -788739.260502 + Penalty 4280.827414 = -784458.433087 nChanged 14 SP:Iteration 28Q (7880.280000 sec): 3 clusters Score: Raw -788743.690404 + Penalty 4280.827414 = -784462.862990 nChanged 12 SP:Iteration 29Q (7880.480000 sec): 3 clusters Score: Raw -788753.819985 + Penalty 4280.827414 = -784472.992570 nChanged 18 SP:Iteration 30Q (7880.710000 sec): 3 clusters Score: Raw -788787.821566 + Penalty 4280.827414 = -784506.994152 nChanged 40 SP:Iteration 31Q (7880.950000 sec): 3 clusters Score: Raw -788824.857653 + Penalty 4280.827414 = -784544.030238 nChanged 40 SP:Iteration 32Q (7881.270000 sec): 3 clusters Score: Raw -788842.338765 + Penalty 4280.827414 = -784561.511351 nChanged 30 SP:Iteration 33Q (7881.530000 sec): 3 clusters Score: Raw -788851.808842 + Penalty 4280.827414 = -784570.981428 nChanged 21 SP:Iteration 34Q (7881.690000 sec): 3 clusters Score: Raw -788858.800143 + Penalty 4280.827414 = -784577.972729 nChanged 16 SP:Iteration 35Q (7881.910000 sec): 3 clusters Score: Raw -788864.530878 + Penalty 4280.827414 = -784583.703463 nChanged 17 SP:Iteration 36Q (7882.170000 sec): 3 clusters Score: Raw -788870.302797 + Penalty 4280.827414 = -784589.475382 nChanged 18 SP:Iteration 37Q (7882.400000 sec): 3 clusters Score: Raw -788877.610868 + Penalty 4280.827414 = -784596.783453 nChanged 15 SP:Iteration 38Q (7882.610000 sec): 3 clusters Score: Raw -788883.008571 + Penalty 4280.827414 = -784602.181156 nChanged 8 SP:Iteration 39Q (7882.810000 sec): 3 clusters Score: Raw -788884.595475 + Penalty 4280.827414 = -784603.768061 nChanged 7 SP:Iteration 40F (7883.030000 sec): 3 clusters Score: Raw -788886.947418 + Penalty 4280.827414 = -784606.120004 nChanged 10 SP:Iteration 41Q (7883.240000 sec): 3 clusters Score: Raw -788889.092127 + Penalty 4280.827414 = -784608.264712 nChanged 8 SP:Iteration 42Q (7883.400000 sec): 3 clusters Score: Raw -788891.297722 + Penalty 4280.827414 = -784610.470308 nChanged 5 SP:Iteration 43Q (7883.610000 sec): 3 clusters Score: Raw -788892.346061 + Penalty 4280.827414 = -784611.518647 nChanged 5 SP:Iteration 44Q (7883.800000 sec): 3 clusters Score: Raw -788893.681477 + Penalty 4280.827414 = -784612.854063 nChanged 1 SP:Iteration 45Q (7883.990000 sec): 3 clusters Score: Raw -788894.021297 + Penalty 4280.827414 = -784613.193883 nChanged 1 SP:Iteration 46Q (7884.220000 sec): 3 clusters Score: Raw -788894.376899 + Penalty 4280.827414 = -784613.549485 nChanged 3 SP:Iteration 47Q (7884.480000 sec): 3 clusters Score: Raw -788894.927481 + Penalty 4280.827414 = -784614.100066 nChanged 0 SP:Iteration 48F (7884.700000 sec): 3 clusters Score: Raw -788894.927481 + Penalty 4280.827414 = -784614.100066 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 43 (6238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7884.810000 sec): 2 clusters Score: Raw -887935.792249 + Penalty 2167.126894 = -885768.665355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7885.020000 sec): 3 clusters Score: Raw -884882.184782 + Penalty 4334.253789 = -880547.930993 nChanged 2419 SP:Iteration 1F (7885.230000 sec): 3 clusters Score: Raw -886182.229775 + Penalty 4334.253789 = -881847.975986 nChanged 439 SP:Iteration 2F (7885.520000 sec): 3 clusters Score: Raw -886404.843057 + Penalty 4334.253789 = -882070.589268 nChanged 323 SP:Iteration 3F (7885.780000 sec): 3 clusters Score: Raw -886561.029255 + Penalty 4334.253789 = -882226.775466 nChanged 249 SP:Iteration 4Q (7885.980000 sec): 3 clusters Score: Raw -886682.218460 + Penalty 4334.253789 = -882347.964671 nChanged 209 SP:Iteration 5Q (7886.200000 sec): 3 clusters Score: Raw -886780.948029 + Penalty 4334.253789 = -882446.694240 nChanged 174 SP:Iteration 6Q (7886.410000 sec): 3 clusters Score: Raw -886855.974453 + Penalty 4334.253789 = -882521.720664 nChanged 143 SP:Iteration 7Q (7886.590000 sec): 3 clusters Score: Raw -886915.557913 + Penalty 4334.253789 = -882581.304124 nChanged 130 SP:Iteration 8Q (7886.840000 sec): 3 clusters Score: Raw -886971.288943 + Penalty 4334.253789 = -882637.035154 nChanged 147 SP:Iteration 9Q (7887.050000 sec): 3 clusters Score: Raw -887044.226463 + Penalty 4334.253789 = -882709.972674 nChanged 162 SP:Iteration 10Q (7887.300000 sec): 3 clusters Score: Raw -887116.451670 + Penalty 4334.253789 = -882782.197881 nChanged 140 SP:Iteration 11Q (7887.500000 sec): 3 clusters Score: Raw -887177.435049 + Penalty 4334.253789 = -882843.181260 nChanged 143 SP:Iteration 12Q (7887.770000 sec): 3 clusters Score: Raw -887237.886725 + Penalty 4334.253789 = -882903.632936 nChanged 134 SP:Iteration 13Q (7888.000000 sec): 3 clusters Score: Raw -887296.159712 + Penalty 4334.253789 = -882961.905923 nChanged 128 SP:Iteration 14Q (7888.260000 sec): 3 clusters Score: Raw -887351.395301 + Penalty 4334.253789 = -883017.141512 nChanged 130 SP:Iteration 15Q (7888.470000 sec): 3 clusters Score: Raw -887409.995608 + Penalty 4334.253789 = -883075.741819 nChanged 126 SP:Iteration 16Q (7888.710000 sec): 3 clusters Score: Raw -887470.801922 + Penalty 4334.253789 = -883136.548133 nChanged 137 SP:Iteration 17Q (7888.970000 sec): 3 clusters Score: Raw -887537.829612 + Penalty 4334.253789 = -883203.575823 nChanged 132 SP:Iteration 18Q (7889.190000 sec): 3 clusters Score: Raw -887597.585286 + Penalty 4334.253789 = -883263.331497 nChanged 109 SP:Iteration 19Q (7889.430000 sec): 3 clusters Score: Raw -887652.780069 + Penalty 4334.253789 = -883318.526280 nChanged 108 SP:Iteration 20F (7889.660000 sec): 3 clusters Score: Raw -887711.274139 + Penalty 4334.253789 = -883377.020350 nChanged 118 SP:Iteration 21Q (7889.880000 sec): 3 clusters Score: Raw -887762.142639 + Penalty 4334.253789 = -883427.888850 nChanged 77 SP:Iteration 22Q (7890.120000 sec): 3 clusters Score: Raw -887796.629561 + Penalty 4334.253789 = -883462.375772 nChanged 69 SP:Iteration 23Q (7890.350000 sec): 3 clusters Score: Raw -887826.123925 + Penalty 4334.253789 = -883491.870136 nChanged 54 SP:Iteration 24Q (7890.570000 sec): 3 clusters Score: Raw -887850.487942 + Penalty 4334.253789 = -883516.234153 nChanged 66 SP:Iteration 25Q (7890.780000 sec): 3 clusters Score: Raw -887884.428888 + Penalty 4334.253789 = -883550.175099 nChanged 59 SP:Iteration 26Q (7891.000000 sec): 3 clusters Score: Raw -887913.425997 + Penalty 4334.253789 = -883579.172208 nChanged 65 SP:Iteration 27Q (7891.260000 sec): 3 clusters Score: Raw -887947.140910 + Penalty 4334.253789 = -883612.887121 nChanged 66 SP:Iteration 28Q (7891.500000 sec): 3 clusters Score: Raw -887980.949212 + Penalty 4334.253789 = -883646.695423 nChanged 57 SP:Iteration 29Q (7891.720000 sec): 3 clusters Score: Raw -888015.250248 + Penalty 4334.253789 = -883680.996459 nChanged 65 SP:Iteration 30Q (7891.950000 sec): 3 clusters Score: Raw -888048.315101 + Penalty 4334.253789 = -883714.061312 nChanged 62 SP:Iteration 31Q (7892.130000 sec): 3 clusters Score: Raw -888088.488735 + Penalty 4334.253789 = -883754.234947 nChanged 54 SP:Iteration 32Q (7892.370000 sec): 3 clusters Score: Raw -888119.844706 + Penalty 4334.253789 = -883785.590917 nChanged 32 SP:Iteration 33Q (7892.590000 sec): 3 clusters Score: Raw -888141.910337 + Penalty 4334.253789 = -883807.656548 nChanged 36 SP:Iteration 34Q (7892.800000 sec): 3 clusters Score: Raw -888162.271003 + Penalty 4334.253789 = -883828.017214 nChanged 29 SP:Iteration 35Q (7893.050000 sec): 3 clusters Score: Raw -888179.534406 + Penalty 4334.253789 = -883845.280617 nChanged 32 SP:Iteration 36Q (7893.250000 sec): 3 clusters Score: Raw -888197.790076 + Penalty 4334.253789 = -883863.536287 nChanged 27 SP:Iteration 37Q (7893.510000 sec): 3 clusters Score: Raw -888216.776598 + Penalty 4334.253789 = -883882.522809 nChanged 28 SP:Iteration 38Q (7893.720000 sec): 3 clusters Score: Raw -888232.268844 + Penalty 4334.253789 = -883898.015055 nChanged 22 SP:Iteration 39Q (7893.940000 sec): 3 clusters Score: Raw -888247.346731 + Penalty 4334.253789 = -883913.092942 nChanged 15 SP:Iteration 40F (7894.150000 sec): 3 clusters Score: Raw -888254.856676 + Penalty 4334.253789 = -883920.602887 nChanged 17 SP:Iteration 41Q (7894.380000 sec): 3 clusters Score: Raw -888266.883246 + Penalty 4334.253789 = -883932.629457 nChanged 19 SP:Iteration 42Q (7894.630000 sec): 3 clusters Score: Raw -888280.414118 + Penalty 4334.253789 = -883946.160329 nChanged 18 SP:Iteration 43Q (7894.880000 sec): 3 clusters Score: Raw -888291.233951 + Penalty 4334.253789 = -883956.980162 nChanged 14 SP:Iteration 44Q (7895.190000 sec): 3 clusters Score: Raw -888302.783648 + Penalty 4334.253789 = -883968.529859 nChanged 19 SP:Iteration 45Q (7895.380000 sec): 3 clusters Score: Raw -888317.952150 + Penalty 4334.253789 = -883983.698361 nChanged 17 SP:Iteration 46Q (7895.620000 sec): 3 clusters Score: Raw -888329.119182 + Penalty 4334.253789 = -883994.865393 nChanged 16 SP:Iteration 47Q (7895.900000 sec): 3 clusters Score: Raw -888345.118290 + Penalty 4334.253789 = -884010.864501 nChanged 10 SP:Iteration 48Q (7896.140000 sec): 3 clusters Score: Raw -888353.306058 + Penalty 4334.253789 = -884019.052269 nChanged 11 SP:Iteration 49Q (7896.420000 sec): 3 clusters Score: Raw -888359.143759 + Penalty 4334.253789 = -884024.889970 nChanged 10 SP:Iteration 50Q (7896.620000 sec): 3 clusters Score: Raw -888365.271210 + Penalty 4334.253789 = -884031.017421 nChanged 4 SP:Iteration 51Q (7896.870000 sec): 3 clusters Score: Raw -888369.530313 + Penalty 4334.253789 = -884035.276524 nChanged 5 SP:Iteration 52Q (7897.120000 sec): 3 clusters Score: Raw -888373.015353 + Penalty 4334.253789 = -884038.761564 nChanged 1 SP:Iteration 53Q (7897.360000 sec): 3 clusters Score: Raw -888373.808530 + Penalty 4334.253789 = -884039.554741 nChanged 2 SP:Iteration 54Q (7897.620000 sec): 3 clusters Score: Raw -888374.546948 + Penalty 4334.253789 = -884040.293159 nChanged 1 SP:Iteration 55Q (7897.850000 sec): 3 clusters Score: Raw -888376.464412 + Penalty 4334.253789 = -884042.210623 nChanged 5 SP:Iteration 56Q (7898.030000 sec): 3 clusters Score: Raw -888378.664305 + Penalty 4334.253789 = -884044.410516 nChanged 0 SP:Iteration 57F (7898.300000 sec): 3 clusters Score: Raw -888378.664305 + Penalty 4334.253789 = -884044.410516 nChanged 0 Memory request: 0.00 GB would take us to total of 3.80 GB. Trying to split cluster 44 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7898.410000 sec): 2 clusters Score: Raw -19560.958938 + Penalty 1303.858852 = -18257.100085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7898.610000 sec): 3 clusters Score: Raw -20052.990829 + Penalty 2607.717705 = -17445.273125 nChanged 41 SP:Iteration 1F (7898.800000 sec): 3 clusters Score: Raw -20300.313352 + Penalty 2607.717705 = -17692.595647 nChanged 5 SP:Iteration 2Q (7898.980000 sec): 3 clusters Score: Raw -20318.037902 + Penalty 2607.717705 = -17710.320198 nChanged 2 SP:Iteration 3Q (7899.180000 sec): 3 clusters Score: Raw -20327.735086 + Penalty 2607.717705 = -17720.017381 nChanged 0 SP:Iteration 4F (7899.350000 sec): 3 clusters Score: Raw -20327.735086 + Penalty 2607.717705 = -17720.017381 nChanged 0 ------ Evaluating fit on full set of 1526915 points ------ Score: Raw -216539756.336989 + Penalty 155373.348225 = -216384382.988765 Time taken for this iteration:8009.900000 seconds. 20->45 Clusters: Score -216384382.988765, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.95 GB would take us to total of 3.79 GB. ------ Running on subset of 508971 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 16 (141 points): Lose 112.594181 but Gain 3258.756287 Iteration 0F (8055.740000 sec): 20 clusters Score: Raw -62071513.582253 + Penalty 61916.369457 = -62009597.212796 nChanged 483711 Iteration 1F (8076.580000 sec): 20 clusters Score: Raw -70292665.032787 + Penalty 61916.369457 = -70230748.663329 nChanged 179484 Iteration 2F (8097.100000 sec): 20 clusters Score: Raw -70894026.684723 + Penalty 61916.369457 = -70832110.315266 nChanged 149223 Deleting Class 9 (496 points): Lose 2621.415017 but Gain 3258.756287 Iteration 3F (8116.600000 sec): 19 clusters Score: Raw -71275458.337093 + Penalty 58657.613170 = -71216800.723923 nChanged 107539 Iteration 4F (8135.960000 sec): 19 clusters Score: Raw -71485754.367452 + Penalty 58657.613170 = -71427096.754282 nChanged 67681 Iteration 5F (8155.570000 sec): 19 clusters Score: Raw -71596504.418842 + Penalty 58657.613170 = -71537846.805672 nChanged 42892 Iteration 6F (8175.420000 sec): 19 clusters Score: Raw -71654648.957672 + Penalty 58657.613170 = -71595991.344502 nChanged 28479 Iteration 7F (8194.710000 sec): 19 clusters Score: Raw -71698625.986621 + Penalty 58657.613170 = -71639968.373451 nChanged 20536 Iteration 8Q (8207.820000 sec): 19 clusters Score: Raw -71719500.382543 + Penalty 58657.613170 = -71660842.769372 nChanged 15740 Iteration 9Q (8220.520000 sec): 19 clusters Score: Raw -71732176.131237 + Penalty 58657.613170 = -71673518.518067 nChanged 12947 Iteration 10Q (8232.240000 sec): 19 clusters Score: Raw -71744415.026455 + Penalty 58657.613170 = -71685757.413285 nChanged 10729 Iteration 11Q (8244.350000 sec): 19 clusters Score: Raw -71755740.671778 + Penalty 58657.613170 = -71697083.058607 nChanged 8872 Iteration 12Q (8257.010000 sec): 19 clusters Score: Raw -71763678.614545 + Penalty 58657.613170 = -71705021.001375 nChanged 7776 Iteration 13Q (8268.640000 sec): 19 clusters Score: Raw -71768971.142255 + Penalty 58657.613170 = -71710313.529085 nChanged 7195 Iteration 14Q (8280.480000 sec): 19 clusters Score: Raw -71772386.429513 + Penalty 58657.613170 = -71713728.816343 nChanged 7046 Iteration 15Q (8293.850000 sec): 19 clusters Score: Raw -71776099.951463 + Penalty 58657.613170 = -71717442.338293 nChanged 7277 Iteration 16Q (8305.500000 sec): 19 clusters Score: Raw -71781675.168449 + Penalty 58657.613170 = -71723017.555279 nChanged 7472 Iteration 17Q (8317.540000 sec): 19 clusters Score: Raw -71788069.263889 + Penalty 58657.613170 = -71729411.650719 nChanged 7521 Iteration 18Q (8327.950000 sec): 19 clusters Score: Raw -71792391.339810 + Penalty 58657.613170 = -71733733.726640 nChanged 6499 Iteration 19Q (8339.510000 sec): 19 clusters Score: Raw -71795163.099239 + Penalty 58657.613170 = -71736505.486069 nChanged 5434 Writing temp clu file Because OldScore, -71733733.726640, is greater than current (better) Score,-71736505.486069 Compute initial score before splitting: Score: Raw -71795163.099239 + Penalty 58657.613170 = -71736505.486069 Memory request: 0.02 GB would take us to total of 3.81 GB. Trying to split cluster 1 (7640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8339.740000 sec): 2 clusters Score: Raw -1049267.010712 + Penalty 2217.405915 = -1047049.604797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8340.000000 sec): 3 clusters Score: Raw -1045369.531461 + Penalty 4434.811830 = -1040934.719632 nChanged 3062 SP:Iteration 1F (8340.250000 sec): 3 clusters Score: Raw -1047207.887100 + Penalty 4434.811830 = -1042773.075270 nChanged 605 SP:Iteration 2F (8340.470000 sec): 3 clusters Score: Raw -1047628.023375 + Penalty 4434.811830 = -1043193.211546 nChanged 505 SP:Iteration 3F (8340.730000 sec): 3 clusters Score: Raw -1048083.375667 + Penalty 4434.811830 = -1043648.563837 nChanged 516 SP:Iteration 4F (8340.940000 sec): 3 clusters Score: Raw -1048640.637607 + Penalty 4434.811830 = -1044205.825777 nChanged 557 SP:Iteration 5F (8341.170000 sec): 3 clusters Score: Raw -1049318.778116 + Penalty 4434.811830 = -1044883.966286 nChanged 517 SP:Iteration 6F (8341.420000 sec): 3 clusters Score: Raw -1049932.306776 + Penalty 4434.811830 = -1045497.494946 nChanged 472 SP:Iteration 7F (8341.660000 sec): 3 clusters Score: Raw -1050446.591809 + Penalty 4434.811830 = -1046011.779979 nChanged 414 SP:Iteration 8F (8341.880000 sec): 3 clusters Score: Raw -1050865.317732 + Penalty 4434.811830 = -1046430.505902 nChanged 352 SP:Iteration 9Q (8342.160000 sec): 3 clusters Score: Raw -1051222.915400 + Penalty 4434.811830 = -1046788.103570 nChanged 290 SP:Iteration 10Q (8342.430000 sec): 3 clusters Score: Raw -1051471.177255 + Penalty 4434.811830 = -1047036.365425 nChanged 204 SP:Iteration 11Q (8342.720000 sec): 3 clusters Score: Raw -1051608.000898 + Penalty 4434.811830 = -1047173.189068 nChanged 133 SP:Iteration 12Q (8342.930000 sec): 3 clusters Score: Raw -1051682.742420 + Penalty 4434.811830 = -1047247.930591 nChanged 107 SP:Iteration 13Q (8343.200000 sec): 3 clusters Score: Raw -1051726.087285 + Penalty 4434.811830 = -1047291.275455 nChanged 73 SP:Iteration 14Q (8343.420000 sec): 3 clusters Score: Raw -1051759.332782 + Penalty 4434.811830 = -1047324.520952 nChanged 57 SP:Iteration 15Q (8343.720000 sec): 3 clusters Score: Raw -1051784.386685 + Penalty 4434.811830 = -1047349.574856 nChanged 46 SP:Iteration 16Q (8343.980000 sec): 3 clusters Score: Raw -1051806.517851 + Penalty 4434.811830 = -1047371.706021 nChanged 37 SP:Iteration 17Q (8344.160000 sec): 3 clusters Score: Raw -1051824.212024 + Penalty 4434.811830 = -1047389.400195 nChanged 36 SP:Iteration 18Q (8344.380000 sec): 3 clusters Score: Raw -1051838.571476 + Penalty 4434.811830 = -1047403.759646 nChanged 34 SP:Iteration 19Q (8344.620000 sec): 3 clusters Score: Raw -1051851.755708 + Penalty 4434.811830 = -1047416.943879 nChanged 31 SP:Iteration 20F (8344.870000 sec): 3 clusters Score: Raw -1051865.866226 + Penalty 4434.811830 = -1047431.054397 nChanged 24 SP:Iteration 21Q (8345.050000 sec): 3 clusters Score: Raw -1051876.194669 + Penalty 4434.811830 = -1047441.382840 nChanged 23 SP:Iteration 22Q (8345.260000 sec): 3 clusters Score: Raw -1051889.158514 + Penalty 4434.811830 = -1047454.346684 nChanged 22 SP:Iteration 23Q (8345.500000 sec): 3 clusters Score: Raw -1051902.163167 + Penalty 4434.811830 = -1047467.351337 nChanged 21 SP:Iteration 24Q (8345.720000 sec): 3 clusters Score: Raw -1051909.874623 + Penalty 4434.811830 = -1047475.062794 nChanged 24 SP:Iteration 25Q (8345.940000 sec): 3 clusters Score: Raw -1051917.096534 + Penalty 4434.811830 = -1047482.284705 nChanged 12 SP:Iteration 26Q (8346.150000 sec): 3 clusters Score: Raw -1051919.784913 + Penalty 4434.811830 = -1047484.973084 nChanged 13 SP:Iteration 27Q (8346.380000 sec): 3 clusters Score: Raw -1051926.936195 + Penalty 4434.811830 = -1047492.124365 nChanged 14 SP:Iteration 28Q (8346.620000 sec): 3 clusters Score: Raw -1051935.587258 + Penalty 4434.811830 = -1047500.775428 nChanged 24 SP:Iteration 29Q (8346.890000 sec): 3 clusters Score: Raw -1051951.482096 + Penalty 4434.811830 = -1047516.670267 nChanged 22 SP:Iteration 30Q (8347.090000 sec): 3 clusters Score: Raw -1051961.866809 + Penalty 4434.811830 = -1047527.054980 nChanged 15 SP:Iteration 31Q (8347.350000 sec): 3 clusters Score: Raw -1051968.780864 + Penalty 4434.811830 = -1047533.969035 nChanged 21 SP:Iteration 32Q (8347.570000 sec): 3 clusters Score: Raw -1051976.577910 + Penalty 4434.811830 = -1047541.766080 nChanged 12 SP:Iteration 33Q (8347.820000 sec): 3 clusters Score: Raw -1051981.356588 + Penalty 4434.811830 = -1047546.544758 nChanged 14 SP:Iteration 34Q (8348.080000 sec): 3 clusters Score: Raw -1051990.534219 + Penalty 4434.811830 = -1047555.722390 nChanged 17 SP:Iteration 35Q (8348.330000 sec): 3 clusters Score: Raw -1051998.233052 + Penalty 4434.811830 = -1047563.421222 nChanged 24 SP:Iteration 36Q (8348.570000 sec): 3 clusters Score: Raw -1052008.237862 + Penalty 4434.811830 = -1047573.426033 nChanged 14 SP:Iteration 37Q (8348.790000 sec): 3 clusters Score: Raw -1052019.475789 + Penalty 4434.811830 = -1047584.663959 nChanged 15 SP:Iteration 38Q (8349.050000 sec): 3 clusters Score: Raw -1052031.388237 + Penalty 4434.811830 = -1047596.576408 nChanged 23 SP:Iteration 39Q (8349.290000 sec): 3 clusters Score: Raw -1052040.508194 + Penalty 4434.811830 = -1047605.696364 nChanged 18 SP:Iteration 40F (8349.550000 sec): 3 clusters Score: Raw -1052046.114222 + Penalty 4434.811830 = -1047611.302392 nChanged 11 SP:Iteration 41Q (8349.750000 sec): 3 clusters Score: Raw -1052051.565346 + Penalty 4434.811830 = -1047616.753517 nChanged 8 SP:Iteration 42Q (8349.970000 sec): 3 clusters Score: Raw -1052053.343632 + Penalty 4434.811830 = -1047618.531803 nChanged 7 SP:Iteration 43Q (8350.250000 sec): 3 clusters Score: Raw -1052055.004357 + Penalty 4434.811830 = -1047620.192528 nChanged 9 SP:Iteration 44Q (8350.440000 sec): 3 clusters Score: Raw -1052058.347150 + Penalty 4434.811830 = -1047623.535321 nChanged 11 SP:Iteration 45Q (8350.650000 sec): 3 clusters Score: Raw -1052061.431643 + Penalty 4434.811830 = -1047626.619813 nChanged 6 SP:Iteration 46Q (8350.900000 sec): 3 clusters Score: Raw -1052062.180521 + Penalty 4434.811830 = -1047627.368691 nChanged 3 SP:Iteration 47Q (8351.120000 sec): 3 clusters Score: Raw -1052062.847586 + Penalty 4434.811830 = -1047628.035757 nChanged 1 SP:Iteration 48Q (8351.380000 sec): 3 clusters Score: Raw -1052062.957840 + Penalty 4434.811830 = -1047628.146010 nChanged 1 SP:Iteration 49Q (8351.580000 sec): 3 clusters Score: Raw -1052063.008135 + Penalty 4434.811830 = -1047628.196306 nChanged 0 SP:Iteration 50F (8351.790000 sec): 3 clusters Score: Raw -1052063.008135 + Penalty 4434.811830 = -1047628.196306 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 2 (16679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8352.020000 sec): 2 clusters Score: Raw -2328022.173627 + Penalty 2411.032619 = -2325611.141008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8352.340000 sec): 3 clusters Score: Raw -2318533.569920 + Penalty 4822.065238 = -2313711.504682 nChanged 7266 SP:Iteration 1F (8352.630000 sec): 3 clusters Score: Raw -2322477.622923 + Penalty 4822.065238 = -2317655.557685 nChanged 1074 SP:Iteration 2F (8352.890000 sec): 3 clusters Score: Raw -2323061.616552 + Penalty 4822.065238 = -2318239.551314 nChanged 1060 SP:Iteration 3F (8353.170000 sec): 3 clusters Score: Raw -2323691.744185 + Penalty 4822.065238 = -2318869.678947 nChanged 1048 SP:Iteration 4F (8353.440000 sec): 3 clusters Score: Raw -2324419.074497 + Penalty 4822.065238 = -2319597.009259 nChanged 1076 SP:Iteration 5F (8353.710000 sec): 3 clusters Score: Raw -2325274.430248 + Penalty 4822.065238 = -2320452.365010 nChanged 1118 SP:Iteration 6F (8354.040000 sec): 3 clusters Score: Raw -2326344.429208 + Penalty 4822.065238 = -2321522.363970 nChanged 1113 SP:Iteration 7F (8354.310000 sec): 3 clusters Score: Raw -2327468.508941 + Penalty 4822.065238 = -2322646.443703 nChanged 1038 SP:Iteration 8F (8354.630000 sec): 3 clusters Score: Raw -2328509.668195 + Penalty 4822.065238 = -2323687.602957 nChanged 838 SP:Iteration 9F (8354.890000 sec): 3 clusters Score: Raw -2329268.371831 + Penalty 4822.065238 = -2324446.306593 nChanged 631 SP:Iteration 10Q (8355.140000 sec): 3 clusters Score: Raw -2329841.096625 + Penalty 4822.065238 = -2325019.031387 nChanged 443 SP:Iteration 11Q (8355.500000 sec): 3 clusters Score: Raw -2330275.890616 + Penalty 4822.065238 = -2325453.825378 nChanged 323 SP:Iteration 12Q (8355.760000 sec): 3 clusters Score: Raw -2330610.109345 + Penalty 4822.065238 = -2325788.044107 nChanged 281 SP:Iteration 13Q (8356.080000 sec): 3 clusters Score: Raw -2330961.357059 + Penalty 4822.065238 = -2326139.291821 nChanged 249 SP:Iteration 14Q (8356.290000 sec): 3 clusters Score: Raw -2331231.546533 + Penalty 4822.065238 = -2326409.481294 nChanged 202 SP:Iteration 15Q (8356.580000 sec): 3 clusters Score: Raw -2331361.201025 + Penalty 4822.065238 = -2326539.135787 nChanged 119 SP:Iteration 16Q (8356.880000 sec): 3 clusters Score: Raw -2331411.660366 + Penalty 4822.065238 = -2326589.595128 nChanged 103 SP:Iteration 17Q (8357.190000 sec): 3 clusters Score: Raw -2331446.078574 + Penalty 4822.065238 = -2326624.013335 nChanged 65 SP:Iteration 18Q (8357.480000 sec): 3 clusters Score: Raw -2331460.556691 + Penalty 4822.065238 = -2326638.491452 nChanged 48 SP:Iteration 19Q (8357.740000 sec): 3 clusters Score: Raw -2331468.364763 + Penalty 4822.065238 = -2326646.299525 nChanged 34 SP:Iteration 20F (8358.090000 sec): 3 clusters Score: Raw -2331473.799006 + Penalty 4822.065238 = -2326651.733768 nChanged 30 SP:Iteration 21Q (8358.400000 sec): 3 clusters Score: Raw -2331477.907643 + Penalty 4822.065238 = -2326655.842405 nChanged 17 SP:Iteration 22Q (8358.750000 sec): 3 clusters Score: Raw -2331479.971357 + Penalty 4822.065238 = -2326657.906118 nChanged 11 SP:Iteration 23Q (8359.020000 sec): 3 clusters Score: Raw -2331480.964144 + Penalty 4822.065238 = -2326658.898906 nChanged 7 SP:Iteration 24Q (8359.360000 sec): 3 clusters Score: Raw -2331481.443908 + Penalty 4822.065238 = -2326659.378669 nChanged 2 SP:Iteration 25Q (8359.610000 sec): 3 clusters Score: Raw -2331481.614641 + Penalty 4822.065238 = -2326659.549403 nChanged 3 SP:Iteration 26Q (8359.930000 sec): 3 clusters Score: Raw -2331481.946147 + Penalty 4822.065238 = -2326659.880909 nChanged 4 SP:Iteration 27Q (8360.230000 sec): 3 clusters Score: Raw -2331482.236024 + Penalty 4822.065238 = -2326660.170786 nChanged 2 SP:Iteration 28Q (8360.520000 sec): 3 clusters Score: Raw -2331482.343326 + Penalty 4822.065238 = -2326660.278088 nChanged 0 SP:Iteration 29F (8360.830000 sec): 3 clusters Score: Raw -2331482.343326 + Penalty 4822.065238 = -2326660.278088 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 3.81 GB. Trying to split cluster 3 (1285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8360.930000 sec): 2 clusters Score: Raw -160100.496566 + Penalty 1775.311471 = -158325.185095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8361.120000 sec): 3 clusters Score: Raw -160082.690868 + Penalty 3550.622943 = -156532.067926 nChanged 401 SP:Iteration 1F (8361.270000 sec): 3 clusters Score: Raw -161329.630569 + Penalty 3550.622943 = -157779.007626 nChanged 153 SP:Iteration 2F (8361.490000 sec): 3 clusters Score: Raw -161818.873143 + Penalty 3550.622943 = -158268.250200 nChanged 112 SP:Iteration 3F (8361.690000 sec): 3 clusters Score: Raw -162304.816661 + Penalty 3550.622943 = -158754.193718 nChanged 86 SP:Iteration 4F (8361.860000 sec): 3 clusters Score: Raw -162544.380527 + Penalty 3550.622943 = -158993.757584 nChanged 58 SP:Iteration 5Q (8362.110000 sec): 3 clusters Score: Raw -162721.391892 + Penalty 3550.622943 = -159170.768949 nChanged 57 SP:Iteration 6Q (8362.280000 sec): 3 clusters Score: Raw -162924.228516 + Penalty 3550.622943 = -159373.605573 nChanged 52 SP:Iteration 7Q (8362.440000 sec): 3 clusters Score: Raw -163127.377120 + Penalty 3550.622943 = -159576.754177 nChanged 35 SP:Iteration 8Q (8362.660000 sec): 3 clusters Score: Raw -163334.878970 + Penalty 3550.622943 = -159784.256028 nChanged 25 SP:Iteration 9Q (8362.820000 sec): 3 clusters Score: Raw -163551.373430 + Penalty 3550.622943 = -160000.750487 nChanged 13 SP:Iteration 10Q (8363.040000 sec): 3 clusters Score: Raw -163670.749122 + Penalty 3550.622943 = -160120.126179 nChanged 12 SP:Iteration 11Q (8363.190000 sec): 3 clusters Score: Raw -163883.657757 + Penalty 3550.622943 = -160333.034814 nChanged 12 SP:Iteration 12Q (8363.360000 sec): 3 clusters Score: Raw -164395.259931 + Penalty 3550.622943 = -160844.636989 nChanged 23 SP:Iteration 13Q (8363.520000 sec): 3 clusters Score: Raw -164437.538671 + Penalty 3550.622943 = -160886.915728 nChanged 20 SP:Iteration 14Q (8363.680000 sec): 3 clusters Score: Raw -164483.060664 + Penalty 3550.622943 = -160932.437721 nChanged 24 SP:Iteration 15Q (8363.830000 sec): 3 clusters Score: Raw -164535.461546 + Penalty 3550.622943 = -160984.838604 nChanged 23 SP:Iteration 16Q (8363.990000 sec): 3 clusters Score: Raw -164580.368504 + Penalty 3550.622943 = -161029.745561 nChanged 10 SP:Iteration 17Q (8364.170000 sec): 3 clusters Score: Raw -164590.348271 + Penalty 3550.622943 = -161039.725329 nChanged 4 SP:Iteration 18Q (8364.310000 sec): 3 clusters Score: Raw -164592.839816 + Penalty 3550.622943 = -161042.216873 nChanged 1 SP:Iteration 19Q (8364.500000 sec): 3 clusters Score: Raw -164593.284667 + Penalty 3550.622943 = -161042.661725 nChanged 0 SP:Iteration 20F (8364.670000 sec): 3 clusters Score: Raw -164594.788960 + Penalty 3550.622943 = -161044.166018 nChanged 3 SP:Iteration 21Q (8364.790000 sec): 3 clusters Score: Raw -164613.071216 + Penalty 3550.622943 = -161062.448273 nChanged 3 SP:Iteration 22Q (8364.930000 sec): 3 clusters Score: Raw -164642.313666 + Penalty 3550.622943 = -161091.690723 nChanged 2 SP:Iteration 23Q (8365.110000 sec): 3 clusters Score: Raw -164655.068516 + Penalty 3550.622943 = -161104.445573 nChanged 0 SP:Iteration 24F (8365.210000 sec): 3 clusters Score: Raw -164672.467602 + Penalty 3550.622943 = -161121.844659 nChanged 5 SP:Iteration 25Q (8365.390000 sec): 3 clusters Score: Raw -164759.919506 + Penalty 3550.622943 = -161209.296563 nChanged 3 SP:Iteration 26Q (8365.530000 sec): 3 clusters Score: Raw -164786.138748 + Penalty 3550.622943 = -161235.515806 nChanged 1 SP:Iteration 27Q (8365.710000 sec): 3 clusters Score: Raw -164813.796688 + Penalty 3550.622943 = -161263.173745 nChanged 2 SP:Iteration 28Q (8365.890000 sec): 3 clusters Score: Raw -164828.005031 + Penalty 3550.622943 = -161277.382088 nChanged 1 SP:Iteration 29Q (8366.060000 sec): 3 clusters Score: Raw -164862.407762 + Penalty 3550.622943 = -161311.784819 nChanged 2 SP:Iteration 30Q (8366.230000 sec): 3 clusters Score: Raw -164876.592926 + Penalty 3550.622943 = -161325.969983 nChanged 0 SP:Iteration 31F (8366.430000 sec): 3 clusters Score: Raw -164876.592926 + Penalty 3550.622943 = -161325.969983 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 4 (13949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8366.590000 sec): 2 clusters Score: Raw -1962303.043984 + Penalty 2366.704449 = -1959936.339535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8366.850000 sec): 3 clusters Score: Raw -1954602.389544 + Penalty 4733.408898 = -1949868.980646 nChanged 5906 SP:Iteration 1F (8367.100000 sec): 3 clusters Score: Raw -1958182.248497 + Penalty 4733.408898 = -1953448.839600 nChanged 1073 SP:Iteration 2F (8367.360000 sec): 3 clusters Score: Raw -1958958.820123 + Penalty 4733.408898 = -1954225.411225 nChanged 1081 SP:Iteration 3F (8367.600000 sec): 3 clusters Score: Raw -1959916.747841 + Penalty 4733.408898 = -1955183.338943 nChanged 1153 SP:Iteration 4F (8367.860000 sec): 3 clusters Score: Raw -1961383.171817 + Penalty 4733.408898 = -1956649.762919 nChanged 1295 SP:Iteration 5F (8368.120000 sec): 3 clusters Score: Raw -1963571.717789 + Penalty 4733.408898 = -1958838.308892 nChanged 1285 SP:Iteration 6F (8368.430000 sec): 3 clusters Score: Raw -1964964.934956 + Penalty 4733.408898 = -1960231.526059 nChanged 814 SP:Iteration 7F (8368.670000 sec): 3 clusters Score: Raw -1965540.048390 + Penalty 4733.408898 = -1960806.639492 nChanged 484 SP:Iteration 8Q (8368.940000 sec): 3 clusters Score: Raw -1965815.754667 + Penalty 4733.408898 = -1961082.345770 nChanged 315 SP:Iteration 9Q (8369.150000 sec): 3 clusters Score: Raw -1965978.803553 + Penalty 4733.408898 = -1961245.394655 nChanged 235 SP:Iteration 10Q (8369.400000 sec): 3 clusters Score: Raw -1966092.338922 + Penalty 4733.408898 = -1961358.930024 nChanged 180 SP:Iteration 11Q (8369.690000 sec): 3 clusters Score: Raw -1966182.615224 + Penalty 4733.408898 = -1961449.206326 nChanged 146 SP:Iteration 12Q (8369.960000 sec): 3 clusters Score: Raw -1966251.727027 + Penalty 4733.408898 = -1961518.318129 nChanged 119 SP:Iteration 13Q (8370.240000 sec): 3 clusters Score: Raw -1966304.700124 + Penalty 4733.408898 = -1961571.291226 nChanged 101 SP:Iteration 14Q (8370.480000 sec): 3 clusters Score: Raw -1966347.645035 + Penalty 4733.408898 = -1961614.236138 nChanged 83 SP:Iteration 15Q (8370.800000 sec): 3 clusters Score: Raw -1966379.574256 + Penalty 4733.408898 = -1961646.165358 nChanged 75 SP:Iteration 16Q (8371.060000 sec): 3 clusters Score: Raw -1966407.501103 + Penalty 4733.408898 = -1961674.092206 nChanged 64 SP:Iteration 17Q (8371.310000 sec): 3 clusters Score: Raw -1966427.095862 + Penalty 4733.408898 = -1961693.686965 nChanged 62 SP:Iteration 18Q (8371.570000 sec): 3 clusters Score: Raw -1966447.795476 + Penalty 4733.408898 = -1961714.386578 nChanged 62 SP:Iteration 19Q (8371.800000 sec): 3 clusters Score: Raw -1966465.292515 + Penalty 4733.408898 = -1961731.883617 nChanged 45 SP:Iteration 20F (8372.070000 sec): 3 clusters Score: Raw -1966477.645162 + Penalty 4733.408898 = -1961744.236264 nChanged 45 SP:Iteration 21Q (8372.350000 sec): 3 clusters Score: Raw -1966489.800680 + Penalty 4733.408898 = -1961756.391782 nChanged 29 SP:Iteration 22Q (8372.580000 sec): 3 clusters Score: Raw -1966498.755352 + Penalty 4733.408898 = -1961765.346454 nChanged 18 SP:Iteration 23Q (8372.830000 sec): 3 clusters Score: Raw -1966504.484255 + Penalty 4733.408898 = -1961771.075357 nChanged 17 SP:Iteration 24Q (8373.160000 sec): 3 clusters Score: Raw -1966511.017446 + Penalty 4733.408898 = -1961777.608548 nChanged 19 SP:Iteration 25Q (8373.340000 sec): 3 clusters Score: Raw -1966517.912644 + Penalty 4733.408898 = -1961784.503747 nChanged 17 SP:Iteration 26Q (8373.580000 sec): 3 clusters Score: Raw -1966524.057516 + Penalty 4733.408898 = -1961790.648619 nChanged 18 SP:Iteration 27Q (8373.860000 sec): 3 clusters Score: Raw -1966530.201390 + Penalty 4733.408898 = -1961796.792492 nChanged 17 SP:Iteration 28Q (8374.140000 sec): 3 clusters Score: Raw -1966534.327791 + Penalty 4733.408898 = -1961800.918894 nChanged 10 SP:Iteration 29Q (8374.380000 sec): 3 clusters Score: Raw -1966536.711247 + Penalty 4733.408898 = -1961803.302349 nChanged 7 SP:Iteration 30Q (8374.620000 sec): 3 clusters Score: Raw -1966538.628285 + Penalty 4733.408898 = -1961805.219388 nChanged 5 SP:Iteration 31Q (8374.890000 sec): 3 clusters Score: Raw -1966541.252118 + Penalty 4733.408898 = -1961807.843220 nChanged 14 SP:Iteration 32Q (8375.110000 sec): 3 clusters Score: Raw -1966545.469030 + Penalty 4733.408898 = -1961812.060132 nChanged 19 SP:Iteration 33Q (8375.330000 sec): 3 clusters Score: Raw -1966552.297650 + Penalty 4733.408898 = -1961818.888753 nChanged 22 SP:Iteration 34Q (8375.560000 sec): 3 clusters Score: Raw -1966560.890891 + Penalty 4733.408898 = -1961827.481993 nChanged 31 SP:Iteration 35Q (8375.800000 sec): 3 clusters Score: Raw -1966580.258978 + Penalty 4733.408898 = -1961846.850081 nChanged 37 SP:Iteration 36Q (8376.060000 sec): 3 clusters Score: Raw -1966601.470933 + Penalty 4733.408898 = -1961868.062035 nChanged 45 SP:Iteration 37Q (8376.290000 sec): 3 clusters Score: Raw -1966637.582314 + Penalty 4733.408898 = -1961904.173416 nChanged 40 SP:Iteration 38Q (8376.560000 sec): 3 clusters Score: Raw -1966668.301003 + Penalty 4733.408898 = -1961934.892105 nChanged 31 SP:Iteration 39Q (8376.780000 sec): 3 clusters Score: Raw -1966686.937749 + Penalty 4733.408898 = -1961953.528851 nChanged 24 SP:Iteration 40F (8377.090000 sec): 3 clusters Score: Raw -1966695.514751 + Penalty 4733.408898 = -1961962.105853 nChanged 19 SP:Iteration 41Q (8377.360000 sec): 3 clusters Score: Raw -1966702.576915 + Penalty 4733.408898 = -1961969.168017 nChanged 12 SP:Iteration 42Q (8377.620000 sec): 3 clusters Score: Raw -1966707.424257 + Penalty 4733.408898 = -1961974.015360 nChanged 9 SP:Iteration 43Q (8377.860000 sec): 3 clusters Score: Raw -1966710.586620 + Penalty 4733.408898 = -1961977.177722 nChanged 10 SP:Iteration 44Q (8378.180000 sec): 3 clusters Score: Raw -1966714.426936 + Penalty 4733.408898 = -1961981.018038 nChanged 4 SP:Iteration 45Q (8378.400000 sec): 3 clusters Score: Raw -1966715.958309 + Penalty 4733.408898 = -1961982.549411 nChanged 7 SP:Iteration 46Q (8378.660000 sec): 3 clusters Score: Raw -1966716.850119 + Penalty 4733.408898 = -1961983.441221 nChanged 3 SP:Iteration 47Q (8378.970000 sec): 3 clusters Score: Raw -1966717.355408 + Penalty 4733.408898 = -1961983.946510 nChanged 1 SP:Iteration 48Q (8379.230000 sec): 3 clusters Score: Raw -1966717.521240 + Penalty 4733.408898 = -1961984.112342 nChanged 0 SP:Iteration 49F (8379.450000 sec): 3 clusters Score: Raw -1966717.521240 + Penalty 4733.408898 = -1961984.112342 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 5 (4395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8379.560000 sec): 2 clusters Score: Raw -598718.302349 + Penalty 2080.279257 = -596638.023093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8379.790000 sec): 3 clusters Score: Raw -596814.889498 + Penalty 4160.558514 = -592654.330984 nChanged 1704 SP:Iteration 1F (8379.950000 sec): 3 clusters Score: Raw -598278.958369 + Penalty 4160.558514 = -594118.399855 nChanged 481 SP:Iteration 2F (8380.180000 sec): 3 clusters Score: Raw -598825.026653 + Penalty 4160.558514 = -594664.468139 nChanged 340 SP:Iteration 3F (8380.340000 sec): 3 clusters Score: Raw -599173.072030 + Penalty 4160.558514 = -595012.513517 nChanged 270 SP:Iteration 4F (8380.540000 sec): 3 clusters Score: Raw -599488.274318 + Penalty 4160.558514 = -595327.715804 nChanged 260 SP:Iteration 5F (8380.750000 sec): 3 clusters Score: Raw -599822.015251 + Penalty 4160.558514 = -595661.456737 nChanged 163 SP:Iteration 6Q (8380.960000 sec): 3 clusters Score: Raw -600095.333074 + Penalty 4160.558514 = -595934.774560 nChanged 138 SP:Iteration 7Q (8381.090000 sec): 3 clusters Score: Raw -600272.076459 + Penalty 4160.558514 = -596111.517945 nChanged 108 SP:Iteration 8Q (8381.260000 sec): 3 clusters Score: Raw -600353.883040 + Penalty 4160.558514 = -596193.324526 nChanged 68 SP:Iteration 9Q (8381.430000 sec): 3 clusters Score: Raw -600394.398708 + Penalty 4160.558514 = -596233.840194 nChanged 41 SP:Iteration 10Q (8381.610000 sec): 3 clusters Score: Raw -600427.972284 + Penalty 4160.558514 = -596267.413770 nChanged 30 SP:Iteration 11Q (8381.840000 sec): 3 clusters Score: Raw -600445.840025 + Penalty 4160.558514 = -596285.281511 nChanged 25 SP:Iteration 12Q (8382.010000 sec): 3 clusters Score: Raw -600458.180491 + Penalty 4160.558514 = -596297.621977 nChanged 24 SP:Iteration 13Q (8382.180000 sec): 3 clusters Score: Raw -600474.715104 + Penalty 4160.558514 = -596314.156590 nChanged 16 SP:Iteration 14Q (8382.420000 sec): 3 clusters Score: Raw -600485.888412 + Penalty 4160.558514 = -596325.329898 nChanged 24 SP:Iteration 15Q (8382.590000 sec): 3 clusters Score: Raw -600499.757207 + Penalty 4160.558514 = -596339.198693 nChanged 19 SP:Iteration 16Q (8382.790000 sec): 3 clusters Score: Raw -600510.056376 + Penalty 4160.558514 = -596349.497862 nChanged 14 SP:Iteration 17Q (8382.990000 sec): 3 clusters Score: Raw -600515.806558 + Penalty 4160.558514 = -596355.248044 nChanged 10 SP:Iteration 18Q (8383.160000 sec): 3 clusters Score: Raw -600519.040109 + Penalty 4160.558514 = -596358.481595 nChanged 13 SP:Iteration 19Q (8383.380000 sec): 3 clusters Score: Raw -600524.979370 + Penalty 4160.558514 = -596364.420856 nChanged 16 SP:Iteration 20F (8383.600000 sec): 3 clusters Score: Raw -600530.591796 + Penalty 4160.558514 = -596370.033282 nChanged 18 SP:Iteration 21Q (8383.830000 sec): 3 clusters Score: Raw -600537.477945 + Penalty 4160.558514 = -596376.919431 nChanged 22 SP:Iteration 22Q (8383.990000 sec): 3 clusters Score: Raw -600547.967810 + Penalty 4160.558514 = -596387.409296 nChanged 23 SP:Iteration 23Q (8384.180000 sec): 3 clusters Score: Raw -600558.758966 + Penalty 4160.558514 = -596398.200452 nChanged 25 SP:Iteration 24Q (8384.400000 sec): 3 clusters Score: Raw -600575.483746 + Penalty 4160.558514 = -596414.925232 nChanged 23 SP:Iteration 25Q (8384.600000 sec): 3 clusters Score: Raw -600596.258709 + Penalty 4160.558514 = -596435.700195 nChanged 44 SP:Iteration 26Q (8384.800000 sec): 3 clusters Score: Raw -600636.899570 + Penalty 4160.558514 = -596476.341056 nChanged 58 SP:Iteration 27Q (8385.000000 sec): 3 clusters Score: Raw -600682.793917 + Penalty 4160.558514 = -596522.235404 nChanged 69 SP:Iteration 28Q (8385.180000 sec): 3 clusters Score: Raw -600732.806857 + Penalty 4160.558514 = -596572.248343 nChanged 70 SP:Iteration 29Q (8385.370000 sec): 3 clusters Score: Raw -600785.609088 + Penalty 4160.558514 = -596625.050574 nChanged 68 SP:Iteration 30Q (8385.550000 sec): 3 clusters Score: Raw -600857.153446 + Penalty 4160.558514 = -596696.594932 nChanged 92 SP:Iteration 31Q (8385.700000 sec): 3 clusters Score: Raw -600963.579536 + Penalty 4160.558514 = -596803.021022 nChanged 100 SP:Iteration 32Q (8385.950000 sec): 3 clusters Score: Raw -601120.070501 + Penalty 4160.558514 = -596959.511987 nChanged 117 SP:Iteration 33Q (8386.140000 sec): 3 clusters Score: Raw -601333.677952 + Penalty 4160.558514 = -597173.119438 nChanged 112 SP:Iteration 34Q (8386.330000 sec): 3 clusters Score: Raw -601439.490109 + Penalty 4160.558514 = -597278.931595 nChanged 75 SP:Iteration 35Q (8386.510000 sec): 3 clusters Score: Raw -601502.448137 + Penalty 4160.558514 = -597341.889623 nChanged 60 SP:Iteration 36Q (8386.710000 sec): 3 clusters Score: Raw -601554.933792 + Penalty 4160.558514 = -597394.375278 nChanged 59 SP:Iteration 37Q (8386.910000 sec): 3 clusters Score: Raw -601601.767888 + Penalty 4160.558514 = -597441.209374 nChanged 53 SP:Iteration 38Q (8387.090000 sec): 3 clusters Score: Raw -601644.416174 + Penalty 4160.558514 = -597483.857660 nChanged 46 SP:Iteration 39Q (8387.310000 sec): 3 clusters Score: Raw -601688.820775 + Penalty 4160.558514 = -597528.262261 nChanged 46 SP:Iteration 40F (8387.530000 sec): 3 clusters Score: Raw -601732.047342 + Penalty 4160.558514 = -597571.488828 nChanged 37 SP:Iteration 41Q (8387.730000 sec): 3 clusters Score: Raw -601766.136596 + Penalty 4160.558514 = -597605.578082 nChanged 47 SP:Iteration 42Q (8387.920000 sec): 3 clusters Score: Raw -601807.865850 + Penalty 4160.558514 = -597647.307337 nChanged 47 SP:Iteration 43Q (8388.140000 sec): 3 clusters Score: Raw -601841.896077 + Penalty 4160.558514 = -597681.337563 nChanged 44 SP:Iteration 44Q (8388.350000 sec): 3 clusters Score: Raw -601881.663046 + Penalty 4160.558514 = -597721.104532 nChanged 49 SP:Iteration 45Q (8388.580000 sec): 3 clusters Score: Raw -601928.591869 + Penalty 4160.558514 = -597768.033355 nChanged 33 SP:Iteration 46Q (8388.780000 sec): 3 clusters Score: Raw -601958.580734 + Penalty 4160.558514 = -597798.022220 nChanged 29 SP:Iteration 47Q (8388.990000 sec): 3 clusters Score: Raw -601984.584130 + Penalty 4160.558514 = -597824.025616 nChanged 18 SP:Iteration 48Q (8389.230000 sec): 3 clusters Score: Raw -602003.444298 + Penalty 4160.558514 = -597842.885784 nChanged 15 SP:Iteration 49Q (8389.410000 sec): 3 clusters Score: Raw -602020.468271 + Penalty 4160.558514 = -597859.909757 nChanged 15 SP:Iteration 50Q (8389.690000 sec): 3 clusters Score: Raw -602033.309550 + Penalty 4160.558514 = -597872.751036 nChanged 12 SP:Iteration 51Q (8389.890000 sec): 3 clusters Score: Raw -602043.529327 + Penalty 4160.558514 = -597882.970813 nChanged 6 SP:Iteration 52Q (8390.090000 sec): 3 clusters Score: Raw -602049.234467 + Penalty 4160.558514 = -597888.675953 nChanged 5 SP:Iteration 53Q (8390.290000 sec): 3 clusters Score: Raw -602050.994600 + Penalty 4160.558514 = -597890.436086 nChanged 1 SP:Iteration 54Q (8390.500000 sec): 3 clusters Score: Raw -602051.484122 + Penalty 4160.558514 = -597890.925608 nChanged 1 SP:Iteration 55Q (8390.740000 sec): 3 clusters Score: Raw -602051.821353 + Penalty 4160.558514 = -597891.262839 nChanged 0 SP:Iteration 56F (8390.980000 sec): 3 clusters Score: Raw -602178.724549 + Penalty 4160.558514 = -598018.166036 nChanged 38 SP:Iteration 57Q (8391.220000 sec): 3 clusters Score: Raw -602978.987458 + Penalty 4160.558514 = -598818.428945 nChanged 74 SP:Iteration 58Q (8391.440000 sec): 3 clusters Score: Raw -603426.111673 + Penalty 4160.558514 = -599265.553159 nChanged 76 SP:Iteration 59Q (8391.650000 sec): 3 clusters Score: Raw -603475.185257 + Penalty 4160.558514 = -599314.626743 nChanged 30 SP:Iteration 60F (8391.840000 sec): 3 clusters Score: Raw -603486.478869 + Penalty 4160.558514 = -599325.920356 nChanged 7 SP:Iteration 61Q (8392.010000 sec): 3 clusters Score: Raw -603489.386950 + Penalty 4160.558514 = -599328.828436 nChanged 4 SP:Iteration 62Q (8392.200000 sec): 3 clusters Score: Raw -603490.887887 + Penalty 4160.558514 = -599330.329374 nChanged 4 SP:Iteration 63Q (8392.400000 sec): 3 clusters Score: Raw -603494.586270 + Penalty 4160.558514 = -599334.027756 nChanged 0 SP:Iteration 64F (8392.550000 sec): 3 clusters Score: Raw -603494.586270 + Penalty 4160.558514 = -599334.027756 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 6 (2007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8392.630000 sec): 2 clusters Score: Raw -263971.405816 + Penalty 1885.890295 = -262085.515522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8392.810000 sec): 3 clusters Score: Raw -263955.237422 + Penalty 3771.780589 = -260183.456833 nChanged 795 SP:Iteration 1F (8392.990000 sec): 3 clusters Score: Raw -271484.702082 + Penalty 3771.780589 = -267712.921493 nChanged 305 SP:Iteration 2F (8393.180000 sec): 3 clusters Score: Raw -275666.441278 + Penalty 3771.780589 = -271894.660689 nChanged 75 SP:Iteration 3Q (8393.380000 sec): 3 clusters Score: Raw -277738.180575 + Penalty 3771.780589 = -273966.399986 nChanged 28 SP:Iteration 4Q (8393.570000 sec): 3 clusters Score: Raw -278135.660143 + Penalty 3771.780589 = -274363.879554 nChanged 7 SP:Iteration 5Q (8393.760000 sec): 3 clusters Score: Raw -278158.748980 + Penalty 3771.780589 = -274386.968391 nChanged 3 SP:Iteration 6Q (8393.930000 sec): 3 clusters Score: Raw -278163.274943 + Penalty 3771.780589 = -274391.494354 nChanged 2 SP:Iteration 7Q (8394.140000 sec): 3 clusters Score: Raw -278166.512194 + Penalty 3771.780589 = -274394.731605 nChanged 0 SP:Iteration 8F (8394.340000 sec): 3 clusters Score: Raw -278166.512194 + Penalty 3771.780589 = -274394.731605 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 7 (27625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8394.630000 sec): 2 clusters Score: Raw -3760304.960237 + Penalty 2536.166157 = -3757768.794081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8395.000000 sec): 3 clusters Score: Raw -3743962.045586 + Penalty 5072.332314 = -3738889.713272 nChanged 12384 SP:Iteration 1F (8395.340000 sec): 3 clusters Score: Raw -3751500.729025 + Penalty 5072.332314 = -3746428.396711 nChanged 1993 SP:Iteration 2F (8395.630000 sec): 3 clusters Score: Raw -3752978.149486 + Penalty 5072.332314 = -3747905.817172 nChanged 2210 SP:Iteration 3F (8396.030000 sec): 3 clusters Score: Raw -3754607.089337 + Penalty 5072.332314 = -3749534.757023 nChanged 2237 SP:Iteration 4F (8396.370000 sec): 3 clusters Score: Raw -3756491.881950 + Penalty 5072.332314 = -3751419.549636 nChanged 2225 SP:Iteration 5F (8396.700000 sec): 3 clusters Score: Raw -3758627.497477 + Penalty 5072.332314 = -3753555.165163 nChanged 1914 SP:Iteration 6F (8397.020000 sec): 3 clusters Score: Raw -3760315.775574 + Penalty 5072.332314 = -3755243.443260 nChanged 1475 SP:Iteration 7F (8397.400000 sec): 3 clusters Score: Raw -3761381.700083 + Penalty 5072.332314 = -3756309.367769 nChanged 1067 SP:Iteration 8Q (8397.760000 sec): 3 clusters Score: Raw -3762016.131276 + Penalty 5072.332314 = -3756943.798962 nChanged 790 SP:Iteration 9Q (8398.090000 sec): 3 clusters Score: Raw -3762402.750119 + Penalty 5072.332314 = -3757330.417805 nChanged 548 SP:Iteration 10Q (8398.430000 sec): 3 clusters Score: Raw -3762651.820777 + Penalty 5072.332314 = -3757579.488463 nChanged 434 SP:Iteration 11Q (8398.740000 sec): 3 clusters Score: Raw -3762867.898134 + Penalty 5072.332314 = -3757795.565820 nChanged 464 SP:Iteration 12Q (8399.090000 sec): 3 clusters Score: Raw -3763164.747275 + Penalty 5072.332314 = -3758092.414961 nChanged 489 SP:Iteration 13Q (8399.490000 sec): 3 clusters Score: Raw -3763527.107059 + Penalty 5072.332314 = -3758454.774746 nChanged 585 SP:Iteration 14Q (8399.850000 sec): 3 clusters Score: Raw -3764063.605601 + Penalty 5072.332314 = -3758991.273287 nChanged 687 SP:Iteration 15Q (8400.180000 sec): 3 clusters Score: Raw -3765000.048333 + Penalty 5072.332314 = -3759927.716019 nChanged 865 SP:Iteration 16Q (8400.580000 sec): 3 clusters Score: Raw -3766715.790049 + Penalty 5072.332314 = -3761643.457735 nChanged 898 SP:Iteration 17Q (8400.900000 sec): 3 clusters Score: Raw -3768193.098188 + Penalty 5072.332314 = -3763120.765875 nChanged 639 SP:Iteration 18Q (8401.240000 sec): 3 clusters Score: Raw -3768770.985565 + Penalty 5072.332314 = -3763698.653252 nChanged 414 SP:Iteration 19Q (8401.580000 sec): 3 clusters Score: Raw -3769043.067003 + Penalty 5072.332314 = -3763970.734690 nChanged 306 SP:Iteration 20F (8401.940000 sec): 3 clusters Score: Raw -3769198.440320 + Penalty 5072.332314 = -3764126.108006 nChanged 220 SP:Iteration 21Q (8402.270000 sec): 3 clusters Score: Raw -3769296.613511 + Penalty 5072.332314 = -3764224.281198 nChanged 163 SP:Iteration 22Q (8402.660000 sec): 3 clusters Score: Raw -3769353.326842 + Penalty 5072.332314 = -3764280.994528 nChanged 123 SP:Iteration 23Q (8402.970000 sec): 3 clusters Score: Raw -3769390.684253 + Penalty 5072.332314 = -3764318.351939 nChanged 85 SP:Iteration 24Q (8403.260000 sec): 3 clusters Score: Raw -3769412.156165 + Penalty 5072.332314 = -3764339.823852 nChanged 73 SP:Iteration 25Q (8403.640000 sec): 3 clusters Score: Raw -3769429.066478 + Penalty 5072.332314 = -3764356.734164 nChanged 60 SP:Iteration 26Q (8403.990000 sec): 3 clusters Score: Raw -3769441.376968 + Penalty 5072.332314 = -3764369.044654 nChanged 37 SP:Iteration 27Q (8404.340000 sec): 3 clusters Score: Raw -3769449.045993 + Penalty 5072.332314 = -3764376.713679 nChanged 37 SP:Iteration 28Q (8404.700000 sec): 3 clusters Score: Raw -3769453.840494 + Penalty 5072.332314 = -3764381.508180 nChanged 21 SP:Iteration 29Q (8405.060000 sec): 3 clusters Score: Raw -3769455.902061 + Penalty 5072.332314 = -3764383.569747 nChanged 12 SP:Iteration 30Q (8405.420000 sec): 3 clusters Score: Raw -3769456.664703 + Penalty 5072.332314 = -3764384.332390 nChanged 6 SP:Iteration 31Q (8405.750000 sec): 3 clusters Score: Raw -3769457.114360 + Penalty 5072.332314 = -3764384.782047 nChanged 2 SP:Iteration 32Q (8406.070000 sec): 3 clusters Score: Raw -3769457.273304 + Penalty 5072.332314 = -3764384.940990 nChanged 4 SP:Iteration 33Q (8406.400000 sec): 3 clusters Score: Raw -3769457.603941 + Penalty 5072.332314 = -3764385.271627 nChanged 5 SP:Iteration 34Q (8406.780000 sec): 3 clusters Score: Raw -3769457.998766 + Penalty 5072.332314 = -3764385.666453 nChanged 6 SP:Iteration 35Q (8407.170000 sec): 3 clusters Score: Raw -3769458.508240 + Penalty 5072.332314 = -3764386.175926 nChanged 2 SP:Iteration 36Q (8407.490000 sec): 3 clusters Score: Raw -3769458.649228 + Penalty 5072.332314 = -3764386.316914 nChanged 4 SP:Iteration 37Q (8407.830000 sec): 3 clusters Score: Raw -3769458.891450 + Penalty 5072.332314 = -3764386.559136 nChanged 4 SP:Iteration 38Q (8408.200000 sec): 3 clusters Score: Raw -3769459.110936 + Penalty 5072.332314 = -3764386.778623 nChanged 2 SP:Iteration 39Q (8408.540000 sec): 3 clusters Score: Raw -3769459.212252 + Penalty 5072.332314 = -3764386.879938 nChanged 2 SP:Iteration 40F (8408.890000 sec): 3 clusters Score: Raw -3769459.389828 + Penalty 5072.332314 = -3764387.057514 nChanged 1 SP:Iteration 41Q (8409.220000 sec): 3 clusters Score: Raw -3769459.456012 + Penalty 5072.332314 = -3764387.123698 nChanged 0 SP:Iteration 42F (8409.610000 sec): 3 clusters Score: Raw -3769459.456012 + Penalty 5072.332314 = -3764387.123698 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 8 (1531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8409.700000 sec): 2 clusters Score: Raw -189239.504359 + Penalty 1818.751746 = -187420.752612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8409.870000 sec): 3 clusters Score: Raw -188876.184860 + Penalty 3637.503492 = -185238.681368 nChanged 497 SP:Iteration 1F (8410.070000 sec): 3 clusters Score: Raw -190004.840313 + Penalty 3637.503492 = -186367.336821 nChanged 203 SP:Iteration 2F (8410.260000 sec): 3 clusters Score: Raw -191129.932471 + Penalty 3637.503492 = -187492.428978 nChanged 190 SP:Iteration 3F (8410.470000 sec): 3 clusters Score: Raw -192567.488796 + Penalty 3637.503492 = -188929.985304 nChanged 154 SP:Iteration 4F (8410.580000 sec): 3 clusters Score: Raw -193155.475988 + Penalty 3637.503492 = -189517.972496 nChanged 106 SP:Iteration 5F (8410.760000 sec): 3 clusters Score: Raw -193607.080280 + Penalty 3637.503492 = -189969.576788 nChanged 65 SP:Iteration 6Q (8410.950000 sec): 3 clusters Score: Raw -194082.179557 + Penalty 3637.503492 = -190444.676065 nChanged 36 SP:Iteration 7Q (8411.140000 sec): 3 clusters Score: Raw -194407.042496 + Penalty 3637.503492 = -190769.539004 nChanged 19 SP:Iteration 8Q (8411.270000 sec): 3 clusters Score: Raw -194572.852819 + Penalty 3637.503492 = -190935.349327 nChanged 9 SP:Iteration 9Q (8411.450000 sec): 3 clusters Score: Raw -194597.103825 + Penalty 3637.503492 = -190959.600332 nChanged 5 SP:Iteration 10Q (8411.630000 sec): 3 clusters Score: Raw -194615.489987 + Penalty 3637.503492 = -190977.986494 nChanged 7 SP:Iteration 11Q (8411.770000 sec): 3 clusters Score: Raw -194643.577898 + Penalty 3637.503492 = -191006.074406 nChanged 6 SP:Iteration 12Q (8411.890000 sec): 3 clusters Score: Raw -194667.017405 + Penalty 3637.503492 = -191029.513913 nChanged 2 SP:Iteration 13Q (8412.030000 sec): 3 clusters Score: Raw -194669.227649 + Penalty 3637.503492 = -191031.724157 nChanged 1 SP:Iteration 14Q (8412.160000 sec): 3 clusters Score: Raw -194670.897978 + Penalty 3637.503492 = -191033.394485 nChanged 1 SP:Iteration 15Q (8412.330000 sec): 3 clusters Score: Raw -194672.055405 + Penalty 3637.503492 = -191034.551913 nChanged 3 SP:Iteration 16Q (8412.490000 sec): 3 clusters Score: Raw -194674.799922 + Penalty 3637.503492 = -191037.296430 nChanged 3 SP:Iteration 17Q (8412.610000 sec): 3 clusters Score: Raw -194677.050532 + Penalty 3637.503492 = -191039.547040 nChanged 4 SP:Iteration 18Q (8412.730000 sec): 3 clusters Score: Raw -194680.587086 + Penalty 3637.503492 = -191043.083594 nChanged 2 SP:Iteration 19Q (8412.860000 sec): 3 clusters Score: Raw -194682.810769 + Penalty 3637.503492 = -191045.307277 nChanged 2 SP:Iteration 20F (8413.010000 sec): 3 clusters Score: Raw -194697.771685 + Penalty 3637.503492 = -191060.268193 nChanged 9 SP:Iteration 21Q (8413.150000 sec): 3 clusters Score: Raw -194728.692813 + Penalty 3637.503492 = -191091.189321 nChanged 4 SP:Iteration 22Q (8413.280000 sec): 3 clusters Score: Raw -194741.548509 + Penalty 3637.503492 = -191104.045016 nChanged 10 SP:Iteration 23Q (8413.490000 sec): 3 clusters Score: Raw -194772.453537 + Penalty 3637.503492 = -191134.950045 nChanged 6 SP:Iteration 24Q (8413.610000 sec): 3 clusters Score: Raw -194785.103510 + Penalty 3637.503492 = -191147.600018 nChanged 5 SP:Iteration 25Q (8413.750000 sec): 3 clusters Score: Raw -194791.176664 + Penalty 3637.503492 = -191153.673172 nChanged 3 SP:Iteration 26Q (8413.890000 sec): 3 clusters Score: Raw -194795.302509 + Penalty 3637.503492 = -191157.799017 nChanged 3 SP:Iteration 27Q (8414.030000 sec): 3 clusters Score: Raw -194797.786404 + Penalty 3637.503492 = -191160.282912 nChanged 1 SP:Iteration 28Q (8414.180000 sec): 3 clusters Score: Raw -194799.800482 + Penalty 3637.503492 = -191162.296989 nChanged 3 SP:Iteration 29Q (8414.350000 sec): 3 clusters Score: Raw -194802.782650 + Penalty 3637.503492 = -191165.279158 nChanged 5 SP:Iteration 30Q (8414.470000 sec): 3 clusters Score: Raw -194807.063872 + Penalty 3637.503492 = -191169.560380 nChanged 7 SP:Iteration 31Q (8414.630000 sec): 3 clusters Score: Raw -194814.386779 + Penalty 3637.503492 = -191176.883287 nChanged 5 SP:Iteration 32Q (8414.800000 sec): 3 clusters Score: Raw -194820.695927 + Penalty 3637.503492 = -191183.192435 nChanged 9 SP:Iteration 33Q (8414.960000 sec): 3 clusters Score: Raw -194833.229760 + Penalty 3637.503492 = -191195.726267 nChanged 8 SP:Iteration 34Q (8415.190000 sec): 3 clusters Score: Raw -194842.930827 + Penalty 3637.503492 = -191205.427335 nChanged 9 SP:Iteration 35Q (8415.320000 sec): 3 clusters Score: Raw -194855.311249 + Penalty 3637.503492 = -191217.807756 nChanged 9 SP:Iteration 36Q (8415.540000 sec): 3 clusters Score: Raw -194872.234250 + Penalty 3637.503492 = -191234.730758 nChanged 15 SP:Iteration 37Q (8415.690000 sec): 3 clusters Score: Raw -194908.990793 + Penalty 3637.503492 = -191271.487301 nChanged 21 SP:Iteration 38Q (8415.870000 sec): 3 clusters Score: Raw -194962.334194 + Penalty 3637.503492 = -191324.830702 nChanged 18 SP:Iteration 39Q (8416.020000 sec): 3 clusters Score: Raw -195025.305917 + Penalty 3637.503492 = -191387.802425 nChanged 15 SP:Iteration 40F (8416.190000 sec): 3 clusters Score: Raw -195111.899292 + Penalty 3637.503492 = -191474.395800 nChanged 22 SP:Iteration 41Q (8416.370000 sec): 3 clusters Score: Raw -195165.575937 + Penalty 3637.503492 = -191528.072445 nChanged 3 SP:Iteration 42Q (8416.570000 sec): 3 clusters Score: Raw -195170.144021 + Penalty 3637.503492 = -191532.640529 nChanged 4 SP:Iteration 43Q (8416.780000 sec): 3 clusters Score: Raw -195175.443508 + Penalty 3637.503492 = -191537.940016 nChanged 2 SP:Iteration 44Q (8416.970000 sec): 3 clusters Score: Raw -195178.911464 + Penalty 3637.503492 = -191541.407972 nChanged 4 SP:Iteration 45Q (8417.180000 sec): 3 clusters Score: Raw -195183.337727 + Penalty 3637.503492 = -191545.834235 nChanged 1 SP:Iteration 46Q (8417.380000 sec): 3 clusters Score: Raw -195184.471446 + Penalty 3637.503492 = -191546.967954 nChanged 1 SP:Iteration 47Q (8417.530000 sec): 3 clusters Score: Raw -195185.396079 + Penalty 3637.503492 = -191547.892587 nChanged 2 SP:Iteration 48Q (8417.680000 sec): 3 clusters Score: Raw -195187.380538 + Penalty 3637.503492 = -191549.877045 nChanged 3 SP:Iteration 49Q (8417.860000 sec): 3 clusters Score: Raw -195191.322496 + Penalty 3637.503492 = -191553.819004 nChanged 2 SP:Iteration 50Q (8418.080000 sec): 3 clusters Score: Raw -195193.591582 + Penalty 3637.503492 = -191556.088090 nChanged 1 SP:Iteration 51Q (8418.290000 sec): 3 clusters Score: Raw -195195.271770 + Penalty 3637.503492 = -191557.768278 nChanged 0 SP:Iteration 52F (8418.490000 sec): 3 clusters Score: Raw -195195.271770 + Penalty 3637.503492 = -191557.768278 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 10 (21764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8418.700000 sec): 2 clusters Score: Raw -3083118.577456 + Penalty 2477.027102 = -3080641.550354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8419.010000 sec): 3 clusters Score: Raw -3070544.152338 + Penalty 4954.054204 = -3065590.098135 nChanged 9624 SP:Iteration 1F (8419.340000 sec): 3 clusters Score: Raw -3075930.261947 + Penalty 4954.054204 = -3070976.207743 nChanged 1378 SP:Iteration 2F (8419.700000 sec): 3 clusters Score: Raw -3076697.715693 + Penalty 4954.054204 = -3071743.661490 nChanged 1326 SP:Iteration 3F (8420.000000 sec): 3 clusters Score: Raw -3077622.068510 + Penalty 4954.054204 = -3072668.014306 nChanged 1423 SP:Iteration 4F (8420.330000 sec): 3 clusters Score: Raw -3078858.986550 + Penalty 4954.054204 = -3073904.932346 nChanged 1497 SP:Iteration 5F (8420.670000 sec): 3 clusters Score: Raw -3080135.206954 + Penalty 4954.054204 = -3075181.152750 nChanged 1426 SP:Iteration 6F (8420.960000 sec): 3 clusters Score: Raw -3081250.019599 + Penalty 4954.054204 = -3076295.965395 nChanged 1275 SP:Iteration 7F (8421.250000 sec): 3 clusters Score: Raw -3082123.061270 + Penalty 4954.054204 = -3077169.007066 nChanged 1065 SP:Iteration 8Q (8421.590000 sec): 3 clusters Score: Raw -3082701.059797 + Penalty 4954.054204 = -3077747.005593 nChanged 755 SP:Iteration 9Q (8421.940000 sec): 3 clusters Score: Raw -3082997.222671 + Penalty 4954.054204 = -3078043.168467 nChanged 532 SP:Iteration 10Q (8422.290000 sec): 3 clusters Score: Raw -3083173.098671 + Penalty 4954.054204 = -3078219.044468 nChanged 440 SP:Iteration 11Q (8422.570000 sec): 3 clusters Score: Raw -3083328.077442 + Penalty 4954.054204 = -3078374.023238 nChanged 382 SP:Iteration 12Q (8422.910000 sec): 3 clusters Score: Raw -3083460.475483 + Penalty 4954.054204 = -3078506.421279 nChanged 351 SP:Iteration 13Q (8423.230000 sec): 3 clusters Score: Raw -3083583.396511 + Penalty 4954.054204 = -3078629.342308 nChanged 341 SP:Iteration 14Q (8423.530000 sec): 3 clusters Score: Raw -3083707.574553 + Penalty 4954.054204 = -3078753.520350 nChanged 369 SP:Iteration 15Q (8423.850000 sec): 3 clusters Score: Raw -3083857.770617 + Penalty 4954.054204 = -3078903.716413 nChanged 400 SP:Iteration 16Q (8424.170000 sec): 3 clusters Score: Raw -3084021.499732 + Penalty 4954.054204 = -3079067.445529 nChanged 411 SP:Iteration 17Q (8424.480000 sec): 3 clusters Score: Raw -3084204.107060 + Penalty 4954.054204 = -3079250.052856 nChanged 416 SP:Iteration 18Q (8424.850000 sec): 3 clusters Score: Raw -3084391.485458 + Penalty 4954.054204 = -3079437.431255 nChanged 429 SP:Iteration 19Q (8425.130000 sec): 3 clusters Score: Raw -3084597.645452 + Penalty 4954.054204 = -3079643.591248 nChanged 419 SP:Iteration 20F (8425.420000 sec): 3 clusters Score: Raw -3084794.053817 + Penalty 4954.054204 = -3079839.999614 nChanged 376 SP:Iteration 21Q (8425.720000 sec): 3 clusters Score: Raw -3084963.568789 + Penalty 4954.054204 = -3080009.514585 nChanged 368 SP:Iteration 22Q (8426.060000 sec): 3 clusters Score: Raw -3085148.645173 + Penalty 4954.054204 = -3080194.590969 nChanged 373 SP:Iteration 23Q (8426.320000 sec): 3 clusters Score: Raw -3085365.668496 + Penalty 4954.054204 = -3080411.614292 nChanged 375 SP:Iteration 24Q (8426.670000 sec): 3 clusters Score: Raw -3085634.966232 + Penalty 4954.054204 = -3080680.912029 nChanged 351 SP:Iteration 25Q (8426.950000 sec): 3 clusters Score: Raw -3085920.484467 + Penalty 4954.054204 = -3080966.430263 nChanged 285 SP:Iteration 26Q (8427.260000 sec): 3 clusters Score: Raw -3086201.312102 + Penalty 4954.054204 = -3081247.257899 nChanged 227 SP:Iteration 27Q (8427.610000 sec): 3 clusters Score: Raw -3086392.474273 + Penalty 4954.054204 = -3081438.420069 nChanged 173 SP:Iteration 28Q (8427.890000 sec): 3 clusters Score: Raw -3086488.995177 + Penalty 4954.054204 = -3081534.940973 nChanged 100 SP:Iteration 29Q (8428.230000 sec): 3 clusters Score: Raw -3086525.889024 + Penalty 4954.054204 = -3081571.834820 nChanged 57 SP:Iteration 30Q (8428.460000 sec): 3 clusters Score: Raw -3086539.600957 + Penalty 4954.054204 = -3081585.546754 nChanged 36 SP:Iteration 31Q (8428.790000 sec): 3 clusters Score: Raw -3086547.926586 + Penalty 4954.054204 = -3081593.872383 nChanged 32 SP:Iteration 32Q (8429.050000 sec): 3 clusters Score: Raw -3086555.543008 + Penalty 4954.054204 = -3081601.488804 nChanged 34 SP:Iteration 33Q (8429.420000 sec): 3 clusters Score: Raw -3086564.427621 + Penalty 4954.054204 = -3081610.373417 nChanged 35 SP:Iteration 34Q (8429.690000 sec): 3 clusters Score: Raw -3086578.607550 + Penalty 4954.054204 = -3081624.553346 nChanged 34 SP:Iteration 35Q (8430.010000 sec): 3 clusters Score: Raw -3086590.687130 + Penalty 4954.054204 = -3081636.632926 nChanged 37 SP:Iteration 36Q (8430.320000 sec): 3 clusters Score: Raw -3086600.374840 + Penalty 4954.054204 = -3081646.320637 nChanged 23 SP:Iteration 37Q (8430.630000 sec): 3 clusters Score: Raw -3086604.983471 + Penalty 4954.054204 = -3081650.929267 nChanged 13 SP:Iteration 38Q (8430.960000 sec): 3 clusters Score: Raw -3086608.105239 + Penalty 4954.054204 = -3081654.051035 nChanged 12 SP:Iteration 39Q (8431.250000 sec): 3 clusters Score: Raw -3086610.064536 + Penalty 4954.054204 = -3081656.010332 nChanged 9 SP:Iteration 40F (8431.560000 sec): 3 clusters Score: Raw -3086610.977972 + Penalty 4954.054204 = -3081656.923768 nChanged 5 SP:Iteration 41Q (8431.920000 sec): 3 clusters Score: Raw -3086611.662874 + Penalty 4954.054204 = -3081657.608671 nChanged 5 SP:Iteration 42Q (8432.250000 sec): 3 clusters Score: Raw -3086612.373097 + Penalty 4954.054204 = -3081658.318893 nChanged 5 SP:Iteration 43Q (8432.570000 sec): 3 clusters Score: Raw -3086613.098188 + Penalty 4954.054204 = -3081659.043984 nChanged 4 SP:Iteration 44Q (8432.920000 sec): 3 clusters Score: Raw -3086613.406356 + Penalty 4954.054204 = -3081659.352152 nChanged 2 SP:Iteration 45Q (8433.250000 sec): 3 clusters Score: Raw -3086613.610157 + Penalty 4954.054204 = -3081659.555953 nChanged 2 SP:Iteration 46Q (8433.590000 sec): 3 clusters Score: Raw -3086613.756749 + Penalty 4954.054204 = -3081659.702545 nChanged 0 SP:Iteration 47F (8433.920000 sec): 3 clusters Score: Raw -3086613.756749 + Penalty 4954.054204 = -3081659.702545 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 11 (214663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8435.340000 sec): 2 clusters Score: Raw -31251905.524469 + Penalty 3044.652510 = -31248860.871960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8436.780000 sec): 3 clusters Score: Raw -31111460.867150 + Penalty 6089.305019 = -31105371.562131 nChanged 103175 SP:Iteration 1F (8438.300000 sec): 3 clusters Score: Raw -31172980.187106 + Penalty 6089.305019 = -31166890.882086 nChanged 7981 SP:Iteration 2Q (8439.830000 sec): 3 clusters Score: Raw -31175976.141393 + Penalty 6089.305019 = -31169886.836374 nChanged 10117 SP:Iteration 3Q (8441.410000 sec): 3 clusters Score: Raw -31181134.352123 + Penalty 6089.305019 = -31175045.047104 nChanged 13169 SP:Iteration 4F (8442.930000 sec): 3 clusters Score: Raw -31190047.903830 + Penalty 6089.305019 = -31183958.598811 nChanged 16324 SP:Iteration 5F (8444.520000 sec): 3 clusters Score: Raw -31204800.344917 + Penalty 6089.305019 = -31198711.039898 nChanged 17709 SP:Iteration 6F (8445.890000 sec): 3 clusters Score: Raw -31228939.388864 + Penalty 6089.305019 = -31222850.083845 nChanged 16070 SP:Iteration 7F (8447.350000 sec): 3 clusters Score: Raw -31271387.796276 + Penalty 6089.305019 = -31265298.491257 nChanged 16446 SP:Iteration 8F (8448.660000 sec): 3 clusters Score: Raw -31302014.237974 + Penalty 6089.305019 = -31295924.932954 nChanged 16384 SP:Iteration 9F (8449.930000 sec): 3 clusters Score: Raw -31327450.492180 + Penalty 6089.305019 = -31321361.187160 nChanged 14136 SP:Iteration 10F (8451.290000 sec): 3 clusters Score: Raw -31367894.834530 + Penalty 6089.305019 = -31361805.529511 nChanged 8443 SP:Iteration 11Q (8452.530000 sec): 3 clusters Score: Raw -31414205.486413 + Penalty 6089.305019 = -31408116.181393 nChanged 2234 SP:Iteration 12Q (8453.670000 sec): 3 clusters Score: Raw -31422789.280347 + Penalty 6089.305019 = -31416699.975328 nChanged 459 SP:Iteration 13Q (8454.670000 sec): 3 clusters Score: Raw -31423148.766529 + Penalty 6089.305019 = -31417059.461509 nChanged 79 SP:Iteration 14Q (8455.750000 sec): 3 clusters Score: Raw -31423160.255213 + Penalty 6089.305019 = -31417070.950194 nChanged 18 SP:Iteration 15Q (8457.010000 sec): 3 clusters Score: Raw -31423161.098764 + Penalty 6089.305019 = -31417071.793745 nChanged 5 SP:Iteration 16Q (8458.230000 sec): 3 clusters Score: Raw -31423161.213868 + Penalty 6089.305019 = -31417071.908849 nChanged 2 SP:Iteration 17Q (8459.520000 sec): 3 clusters Score: Raw -31423161.242805 + Penalty 6089.305019 = -31417071.937786 nChanged 0 SP:Iteration 18F (8461.030000 sec): 3 clusters Score: Raw -31423161.242805 + Penalty 6089.305019 = -31417071.937786 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 12 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8461.180000 sec): 2 clusters Score: Raw -148476.766212 + Penalty 1747.136469 = -146729.629743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8461.360000 sec): 3 clusters Score: Raw -148669.026025 + Penalty 3494.272938 = -145174.753087 nChanged 385 SP:Iteration 1F (8461.540000 sec): 3 clusters Score: Raw -150483.770679 + Penalty 3494.272938 = -146989.497741 nChanged 187 SP:Iteration 2F (8461.720000 sec): 3 clusters Score: Raw -153610.634347 + Penalty 3494.272938 = -150116.361409 nChanged 189 SP:Iteration 3F (8461.920000 sec): 3 clusters Score: Raw -154382.053298 + Penalty 3494.272938 = -150887.780360 nChanged 35 SP:Iteration 4Q (8462.080000 sec): 3 clusters Score: Raw -154622.921096 + Penalty 3494.272938 = -151128.648158 nChanged 14 SP:Iteration 5Q (8462.200000 sec): 3 clusters Score: Raw -154777.290421 + Penalty 3494.272938 = -151283.017483 nChanged 4 SP:Iteration 6Q (8462.390000 sec): 3 clusters Score: Raw -154818.364990 + Penalty 3494.272938 = -151324.092052 nChanged 0 SP:Iteration 7F (8462.530000 sec): 3 clusters Score: Raw -154818.364990 + Penalty 3494.272938 = -151324.092052 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 13 (23998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8462.760000 sec): 2 clusters Score: Raw -3548862.288963 + Penalty 2501.259992 = -3546361.028972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8463.120000 sec): 3 clusters Score: Raw -3534649.723086 + Penalty 5002.519983 = -3529647.203103 nChanged 10752 SP:Iteration 1F (8463.470000 sec): 3 clusters Score: Raw -3540660.262932 + Penalty 5002.519983 = -3535657.742948 nChanged 1226 SP:Iteration 2F (8463.810000 sec): 3 clusters Score: Raw -3541137.712140 + Penalty 5002.519983 = -3536135.192156 nChanged 1166 SP:Iteration 3Q (8464.140000 sec): 3 clusters Score: Raw -3541667.101060 + Penalty 5002.519983 = -3536664.581077 nChanged 1237 SP:Iteration 4F (8464.450000 sec): 3 clusters Score: Raw -3542374.997539 + Penalty 5002.519983 = -3537372.477556 nChanged 1480 SP:Iteration 5F (8464.740000 sec): 3 clusters Score: Raw -3543496.653315 + Penalty 5002.519983 = -3538494.133331 nChanged 1797 SP:Iteration 6F (8465.060000 sec): 3 clusters Score: Raw -3545100.331481 + Penalty 5002.519983 = -3540097.811498 nChanged 1987 SP:Iteration 7F (8465.350000 sec): 3 clusters Score: Raw -3546914.106888 + Penalty 5002.519983 = -3541911.586905 nChanged 1776 SP:Iteration 8F (8465.720000 sec): 3 clusters Score: Raw -3548334.240490 + Penalty 5002.519983 = -3543331.720507 nChanged 1365 SP:Iteration 9F (8466.050000 sec): 3 clusters Score: Raw -3549124.362712 + Penalty 5002.519983 = -3544121.842729 nChanged 952 SP:Iteration 10Q (8466.400000 sec): 3 clusters Score: Raw -3549510.412864 + Penalty 5002.519983 = -3544507.892881 nChanged 613 SP:Iteration 11Q (8466.760000 sec): 3 clusters Score: Raw -3549690.214042 + Penalty 5002.519983 = -3544687.694059 nChanged 381 SP:Iteration 12Q (8467.130000 sec): 3 clusters Score: Raw -3549763.728132 + Penalty 5002.519983 = -3544761.208149 nChanged 227 SP:Iteration 13Q (8467.460000 sec): 3 clusters Score: Raw -3549796.066031 + Penalty 5002.519983 = -3544793.546048 nChanged 141 SP:Iteration 14Q (8467.790000 sec): 3 clusters Score: Raw -3549811.572571 + Penalty 5002.519983 = -3544809.052588 nChanged 82 SP:Iteration 15Q (8468.080000 sec): 3 clusters Score: Raw -3549818.844302 + Penalty 5002.519983 = -3544816.324319 nChanged 50 SP:Iteration 16Q (8468.380000 sec): 3 clusters Score: Raw -3549822.929891 + Penalty 5002.519983 = -3544820.409908 nChanged 28 SP:Iteration 17Q (8468.720000 sec): 3 clusters Score: Raw -3549825.231442 + Penalty 5002.519983 = -3544822.711459 nChanged 28 SP:Iteration 18Q (8469.010000 sec): 3 clusters Score: Raw -3549827.461677 + Penalty 5002.519983 = -3544824.941694 nChanged 26 SP:Iteration 19Q (8469.370000 sec): 3 clusters Score: Raw -3549829.467407 + Penalty 5002.519983 = -3544826.947424 nChanged 15 SP:Iteration 20F (8469.660000 sec): 3 clusters Score: Raw -3549830.426760 + Penalty 5002.519983 = -3544827.906777 nChanged 15 SP:Iteration 21Q (8470.010000 sec): 3 clusters Score: Raw -3549831.211400 + Penalty 5002.519983 = -3544828.691417 nChanged 8 SP:Iteration 22Q (8470.340000 sec): 3 clusters Score: Raw -3549831.722689 + Penalty 5002.519983 = -3544829.202706 nChanged 8 SP:Iteration 23Q (8470.670000 sec): 3 clusters Score: Raw -3549832.166485 + Penalty 5002.519983 = -3544829.646502 nChanged 4 SP:Iteration 24Q (8470.990000 sec): 3 clusters Score: Raw -3549832.338283 + Penalty 5002.519983 = -3544829.818299 nChanged 1 SP:Iteration 25Q (8471.300000 sec): 3 clusters Score: Raw -3549832.382651 + Penalty 5002.519983 = -3544829.862668 nChanged 2 SP:Iteration 26Q (8471.630000 sec): 3 clusters Score: Raw -3549832.453104 + Penalty 5002.519983 = -3544829.933120 nChanged 0 SP:Iteration 27F (8471.970000 sec): 3 clusters Score: Raw -3549832.453104 + Penalty 5002.519983 = -3544829.933120 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 14 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8472.050000 sec): 2 clusters Score: Raw -58963.019540 + Penalty 1573.282348 = -57389.737193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8472.190000 sec): 3 clusters Score: Raw -59237.989647 + Penalty 3146.564695 = -56091.424952 nChanged 154 SP:Iteration 1F (8472.340000 sec): 3 clusters Score: Raw -60003.140175 + Penalty 3146.564695 = -56856.575480 nChanged 66 SP:Iteration 2F (8472.490000 sec): 3 clusters Score: Raw -60619.631430 + Penalty 3146.564695 = -57473.066735 nChanged 44 SP:Iteration 3F (8472.660000 sec): 3 clusters Score: Raw -60875.542465 + Penalty 3146.564695 = -57728.977770 nChanged 23 SP:Iteration 4Q (8472.850000 sec): 3 clusters Score: Raw -60986.195789 + Penalty 3146.564695 = -57839.631094 nChanged 19 SP:Iteration 5Q (8473.080000 sec): 3 clusters Score: Raw -61105.193255 + Penalty 3146.564695 = -57958.628559 nChanged 23 SP:Iteration 6Q (8473.230000 sec): 3 clusters Score: Raw -61282.281110 + Penalty 3146.564695 = -58135.716415 nChanged 14 SP:Iteration 7Q (8473.380000 sec): 3 clusters Score: Raw -61410.070816 + Penalty 3146.564695 = -58263.506121 nChanged 8 SP:Iteration 8Q (8473.550000 sec): 3 clusters Score: Raw -61446.026542 + Penalty 3146.564695 = -58299.461846 nChanged 4 SP:Iteration 9Q (8473.710000 sec): 3 clusters Score: Raw -61477.339815 + Penalty 3146.564695 = -58330.775119 nChanged 2 SP:Iteration 10Q (8473.870000 sec): 3 clusters Score: Raw -61493.447950 + Penalty 3146.564695 = -58346.883255 nChanged 4 SP:Iteration 11Q (8474.030000 sec): 3 clusters Score: Raw -61498.904613 + Penalty 3146.564695 = -58352.339918 nChanged 0 SP:Iteration 12F (8474.200000 sec): 3 clusters Score: Raw -61531.259744 + Penalty 3146.564695 = -58384.695049 nChanged 11 SP:Iteration 13Q (8474.350000 sec): 3 clusters Score: Raw -61784.440828 + Penalty 3146.564695 = -58637.876132 nChanged 11 SP:Iteration 14Q (8474.590000 sec): 3 clusters Score: Raw -61900.249361 + Penalty 3146.564695 = -58753.684666 nChanged 10 SP:Iteration 15Q (8474.740000 sec): 3 clusters Score: Raw -61998.206227 + Penalty 3146.564695 = -58851.641532 nChanged 4 SP:Iteration 16Q (8474.890000 sec): 3 clusters Score: Raw -62024.669304 + Penalty 3146.564695 = -58878.104608 nChanged 1 SP:Iteration 17Q (8475.050000 sec): 3 clusters Score: Raw -62056.999321 + Penalty 3146.564695 = -58910.434626 nChanged 3 SP:Iteration 18Q (8475.200000 sec): 3 clusters Score: Raw -62068.551261 + Penalty 3146.564695 = -58921.986566 nChanged 0 SP:Iteration 19F (8475.340000 sec): 3 clusters Score: Raw -62112.678598 + Penalty 3146.564695 = -58966.113903 nChanged 8 SP:Iteration 20F (8475.520000 sec): 3 clusters Score: Raw -62255.118239 + Penalty 3146.564695 = -59108.553544 nChanged 9 SP:Iteration 21Q (8475.720000 sec): 3 clusters Score: Raw -62389.269675 + Penalty 3146.564695 = -59242.704980 nChanged 13 SP:Iteration 22Q (8475.880000 sec): 3 clusters Score: Raw -62731.972979 + Penalty 3146.564695 = -59585.408284 nChanged 3 SP:Iteration 23Q (8476.050000 sec): 3 clusters Score: Raw -62757.082577 + Penalty 3146.564695 = -59610.517882 nChanged 2 SP:Iteration 24Q (8476.200000 sec): 3 clusters Score: Raw -62780.633687 + Penalty 3146.564695 = -59634.068992 nChanged 3 SP:Iteration 25Q (8476.370000 sec): 3 clusters Score: Raw -62834.896800 + Penalty 3146.564695 = -59688.332105 nChanged 1 SP:Iteration 26Q (8476.580000 sec): 3 clusters Score: Raw -62839.667396 + Penalty 3146.564695 = -59693.102701 nChanged 0 SP:Iteration 27F (8476.740000 sec): 3 clusters Score: Raw -62839.667396 + Penalty 3146.564695 = -59693.102701 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 15 (57508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8477.120000 sec): 2 clusters Score: Raw -8400653.070373 + Penalty 2718.000478 = -8397935.069895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8477.670000 sec): 3 clusters Score: Raw -8364885.764746 + Penalty 5436.000956 = -8359449.763789 nChanged 26663 SP:Iteration 1F (8478.200000 sec): 3 clusters Score: Raw -8380177.910522 + Penalty 5436.000956 = -8374741.909566 nChanged 3146 SP:Iteration 2F (8478.740000 sec): 3 clusters Score: Raw -8381616.688923 + Penalty 5436.000956 = -8376180.687967 nChanged 3591 SP:Iteration 3F (8479.260000 sec): 3 clusters Score: Raw -8383664.720293 + Penalty 5436.000956 = -8378228.719336 nChanged 4234 SP:Iteration 4F (8479.770000 sec): 3 clusters Score: Raw -8386638.038008 + Penalty 5436.000956 = -8381202.037051 nChanged 4515 SP:Iteration 5F (8480.250000 sec): 3 clusters Score: Raw -8390218.734657 + Penalty 5436.000956 = -8384782.733701 nChanged 4141 SP:Iteration 6F (8480.740000 sec): 3 clusters Score: Raw -8393584.990895 + Penalty 5436.000956 = -8388148.989939 nChanged 3265 SP:Iteration 7F (8481.240000 sec): 3 clusters Score: Raw -8396208.192288 + Penalty 5436.000956 = -8390772.191332 nChanged 2313 SP:Iteration 8Q (8481.820000 sec): 3 clusters Score: Raw -8398091.923746 + Penalty 5436.000956 = -8392655.922790 nChanged 1473 SP:Iteration 9Q (8482.350000 sec): 3 clusters Score: Raw -8399367.788807 + Penalty 5436.000956 = -8393931.787851 nChanged 955 SP:Iteration 10Q (8482.920000 sec): 3 clusters Score: Raw -8400210.486893 + Penalty 5436.000956 = -8394774.485937 nChanged 619 SP:Iteration 11Q (8483.490000 sec): 3 clusters Score: Raw -8400778.466065 + Penalty 5436.000956 = -8395342.465108 nChanged 418 SP:Iteration 12Q (8483.930000 sec): 3 clusters Score: Raw -8401197.612844 + Penalty 5436.000956 = -8395761.611887 nChanged 303 SP:Iteration 13Q (8484.450000 sec): 3 clusters Score: Raw -8401503.189688 + Penalty 5436.000956 = -8396067.188732 nChanged 235 SP:Iteration 14Q (8484.890000 sec): 3 clusters Score: Raw -8401700.649784 + Penalty 5436.000956 = -8396264.648827 nChanged 175 SP:Iteration 15Q (8485.390000 sec): 3 clusters Score: Raw -8401798.427325 + Penalty 5436.000956 = -8396362.426369 nChanged 109 SP:Iteration 16Q (8485.850000 sec): 3 clusters Score: Raw -8401846.096433 + Penalty 5436.000956 = -8396410.095476 nChanged 76 SP:Iteration 17Q (8486.350000 sec): 3 clusters Score: Raw -8401875.943162 + Penalty 5436.000956 = -8396439.942206 nChanged 66 SP:Iteration 18Q (8486.840000 sec): 3 clusters Score: Raw -8401898.154197 + Penalty 5436.000956 = -8396462.153241 nChanged 36 SP:Iteration 19Q (8487.330000 sec): 3 clusters Score: Raw -8401909.190101 + Penalty 5436.000956 = -8396473.189144 nChanged 29 SP:Iteration 20F (8487.770000 sec): 3 clusters Score: Raw -8401916.828997 + Penalty 5436.000956 = -8396480.828041 nChanged 22 SP:Iteration 21Q (8488.270000 sec): 3 clusters Score: Raw -8401923.102613 + Penalty 5436.000956 = -8396487.101657 nChanged 13 SP:Iteration 22Q (8488.740000 sec): 3 clusters Score: Raw -8401925.926709 + Penalty 5436.000956 = -8396489.925753 nChanged 9 SP:Iteration 23Q (8489.160000 sec): 3 clusters Score: Raw -8401928.540223 + Penalty 5436.000956 = -8396492.539266 nChanged 11 SP:Iteration 24Q (8489.700000 sec): 3 clusters Score: Raw -8401931.131577 + Penalty 5436.000956 = -8396495.130621 nChanged 7 SP:Iteration 25Q (8490.110000 sec): 3 clusters Score: Raw -8401932.610971 + Penalty 5436.000956 = -8396496.610015 nChanged 4 SP:Iteration 26Q (8490.590000 sec): 3 clusters Score: Raw -8401933.778750 + Penalty 5436.000956 = -8396497.777794 nChanged 5 SP:Iteration 27Q (8491.070000 sec): 3 clusters Score: Raw -8401935.399602 + Penalty 5436.000956 = -8396499.398646 nChanged 9 SP:Iteration 28Q (8491.560000 sec): 3 clusters Score: Raw -8401937.447445 + Penalty 5436.000956 = -8396501.446488 nChanged 7 SP:Iteration 29Q (8492.030000 sec): 3 clusters Score: Raw -8401938.929426 + Penalty 5436.000956 = -8396502.928469 nChanged 5 SP:Iteration 30Q (8492.530000 sec): 3 clusters Score: Raw -8401940.065039 + Penalty 5436.000956 = -8396504.064083 nChanged 2 SP:Iteration 31Q (8493.020000 sec): 3 clusters Score: Raw -8401940.775229 + Penalty 5436.000956 = -8396504.774273 nChanged 2 SP:Iteration 32Q (8493.510000 sec): 3 clusters Score: Raw -8401941.224391 + Penalty 5436.000956 = -8396505.223435 nChanged 0 SP:Iteration 33F (8494.030000 sec): 3 clusters Score: Raw -8401941.224391 + Penalty 5436.000956 = -8396505.223435 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 17 (7962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8494.170000 sec): 2 clusters Score: Raw -1113346.981243 + Penalty 2227.644005 = -1111119.337238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8494.420000 sec): 3 clusters Score: Raw -1109184.381919 + Penalty 4455.288010 = -1104729.093909 nChanged 3216 SP:Iteration 1F (8494.610000 sec): 3 clusters Score: Raw -1111147.867424 + Penalty 4455.288010 = -1106692.579414 nChanged 689 SP:Iteration 2F (8494.830000 sec): 3 clusters Score: Raw -1111704.690069 + Penalty 4455.288010 = -1107249.402059 nChanged 651 SP:Iteration 3F (8495.070000 sec): 3 clusters Score: Raw -1112321.104061 + Penalty 4455.288010 = -1107865.816052 nChanged 591 SP:Iteration 4F (8495.260000 sec): 3 clusters Score: Raw -1112950.491890 + Penalty 4455.288010 = -1108495.203880 nChanged 552 SP:Iteration 5F (8495.490000 sec): 3 clusters Score: Raw -1113508.628309 + Penalty 4455.288010 = -1109053.340299 nChanged 438 SP:Iteration 6F (8495.650000 sec): 3 clusters Score: Raw -1113897.287786 + Penalty 4455.288010 = -1109441.999777 nChanged 330 SP:Iteration 7Q (8495.860000 sec): 3 clusters Score: Raw -1114163.818574 + Penalty 4455.288010 = -1109708.530564 nChanged 248 SP:Iteration 8Q (8496.080000 sec): 3 clusters Score: Raw -1114331.840494 + Penalty 4455.288010 = -1109876.552484 nChanged 207 SP:Iteration 9Q (8496.320000 sec): 3 clusters Score: Raw -1114476.067139 + Penalty 4455.288010 = -1110020.779130 nChanged 167 SP:Iteration 10Q (8496.500000 sec): 3 clusters Score: Raw -1114569.722193 + Penalty 4455.288010 = -1110114.434183 nChanged 144 SP:Iteration 11Q (8496.710000 sec): 3 clusters Score: Raw -1114647.083178 + Penalty 4455.288010 = -1110191.795168 nChanged 130 SP:Iteration 12Q (8496.970000 sec): 3 clusters Score: Raw -1114719.936941 + Penalty 4455.288010 = -1110264.648931 nChanged 128 SP:Iteration 13Q (8497.150000 sec): 3 clusters Score: Raw -1114786.385201 + Penalty 4455.288010 = -1110331.097191 nChanged 109 SP:Iteration 14Q (8497.360000 sec): 3 clusters Score: Raw -1114833.904804 + Penalty 4455.288010 = -1110378.616794 nChanged 89 SP:Iteration 15Q (8497.570000 sec): 3 clusters Score: Raw -1114866.997917 + Penalty 4455.288010 = -1110411.709907 nChanged 73 SP:Iteration 16Q (8497.770000 sec): 3 clusters Score: Raw -1114892.184860 + Penalty 4455.288010 = -1110436.896851 nChanged 57 SP:Iteration 17Q (8498.000000 sec): 3 clusters Score: Raw -1114910.757006 + Penalty 4455.288010 = -1110455.468996 nChanged 39 SP:Iteration 18Q (8498.250000 sec): 3 clusters Score: Raw -1114924.890879 + Penalty 4455.288010 = -1110469.602870 nChanged 39 SP:Iteration 19Q (8498.450000 sec): 3 clusters Score: Raw -1114937.257890 + Penalty 4455.288010 = -1110481.969881 nChanged 37 SP:Iteration 20F (8498.650000 sec): 3 clusters Score: Raw -1114947.277939 + Penalty 4455.288010 = -1110491.989929 nChanged 33 SP:Iteration 21Q (8498.850000 sec): 3 clusters Score: Raw -1114953.857044 + Penalty 4455.288010 = -1110498.569034 nChanged 22 SP:Iteration 22Q (8499.070000 sec): 3 clusters Score: Raw -1114959.302529 + Penalty 4455.288010 = -1110504.014519 nChanged 22 SP:Iteration 23Q (8499.250000 sec): 3 clusters Score: Raw -1114963.568573 + Penalty 4455.288010 = -1110508.280563 nChanged 20 SP:Iteration 24Q (8499.470000 sec): 3 clusters Score: Raw -1114968.355069 + Penalty 4455.288010 = -1110513.067059 nChanged 15 SP:Iteration 25Q (8499.670000 sec): 3 clusters Score: Raw -1114972.156294 + Penalty 4455.288010 = -1110516.868284 nChanged 17 SP:Iteration 26Q (8499.890000 sec): 3 clusters Score: Raw -1114975.323715 + Penalty 4455.288010 = -1110520.035705 nChanged 15 SP:Iteration 27Q (8500.070000 sec): 3 clusters Score: Raw -1114977.700509 + Penalty 4455.288010 = -1110522.412500 nChanged 11 SP:Iteration 28Q (8500.290000 sec): 3 clusters Score: Raw -1114979.326675 + Penalty 4455.288010 = -1110524.038665 nChanged 9 SP:Iteration 29Q (8500.490000 sec): 3 clusters Score: Raw -1114981.346048 + Penalty 4455.288010 = -1110526.058038 nChanged 9 SP:Iteration 30Q (8500.670000 sec): 3 clusters Score: Raw -1114982.763887 + Penalty 4455.288010 = -1110527.475877 nChanged 3 SP:Iteration 31Q (8500.860000 sec): 3 clusters Score: Raw -1114983.080449 + Penalty 4455.288010 = -1110527.792439 nChanged 3 SP:Iteration 32Q (8501.080000 sec): 3 clusters Score: Raw -1114983.513509 + Penalty 4455.288010 = -1110528.225499 nChanged 2 SP:Iteration 33Q (8501.300000 sec): 3 clusters Score: Raw -1114983.938298 + Penalty 4455.288010 = -1110528.650288 nChanged 0 SP:Iteration 34F (8501.520000 sec): 3 clusters Score: Raw -1114983.938298 + Penalty 4455.288010 = -1110528.650288 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 18 (76091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8501.970000 sec): 2 clusters Score: Raw -11100171.717493 + Penalty 2787.441947 = -11097384.275546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8502.710000 sec): 3 clusters Score: Raw -11052057.302344 + Penalty 5574.883895 = -11046482.418449 nChanged 35615 SP:Iteration 1F (8503.370000 sec): 3 clusters Score: Raw -11072322.663032 + Penalty 5574.883895 = -11066747.779137 nChanged 3043 SP:Iteration 2Q (8504.020000 sec): 3 clusters Score: Raw -11073233.712950 + Penalty 5574.883895 = -11067658.829056 nChanged 3072 SP:Iteration 3Q (8504.610000 sec): 3 clusters Score: Raw -11074337.586362 + Penalty 5574.883895 = -11068762.702467 nChanged 3334 SP:Iteration 4Q (8505.270000 sec): 3 clusters Score: Raw -11075787.127597 + Penalty 5574.883895 = -11070212.243702 nChanged 3689 SP:Iteration 5Q (8505.850000 sec): 3 clusters Score: Raw -11077654.513337 + Penalty 5574.883895 = -11072079.629442 nChanged 4160 SP:Iteration 6F (8506.550000 sec): 3 clusters Score: Raw -11080177.645191 + Penalty 5574.883895 = -11074602.761296 nChanged 4627 SP:Iteration 7F (8507.190000 sec): 3 clusters Score: Raw -11083304.069127 + Penalty 5574.883895 = -11077729.185233 nChanged 4877 SP:Iteration 8F (8507.920000 sec): 3 clusters Score: Raw -11086767.592356 + Penalty 5574.883895 = -11081192.708462 nChanged 4818 SP:Iteration 9F (8508.540000 sec): 3 clusters Score: Raw -11090347.166236 + Penalty 5574.883895 = -11084772.282342 nChanged 4602 SP:Iteration 10F (8509.220000 sec): 3 clusters Score: Raw -11094333.698917 + Penalty 5574.883895 = -11088758.815022 nChanged 4494 SP:Iteration 11F (8509.820000 sec): 3 clusters Score: Raw -11099877.292056 + Penalty 5574.883895 = -11094302.408161 nChanged 4136 SP:Iteration 12F (8510.430000 sec): 3 clusters Score: Raw -11106874.817912 + Penalty 5574.883895 = -11101299.934017 nChanged 2926 SP:Iteration 13Q (8511.060000 sec): 3 clusters Score: Raw -11111182.130241 + Penalty 5574.883895 = -11105607.246346 nChanged 1903 SP:Iteration 14Q (8511.660000 sec): 3 clusters Score: Raw -11112459.684749 + Penalty 5574.883895 = -11106884.800854 nChanged 1133 SP:Iteration 15Q (8512.200000 sec): 3 clusters Score: Raw -11112932.969923 + Penalty 5574.883895 = -11107358.086028 nChanged 778 SP:Iteration 16Q (8512.760000 sec): 3 clusters Score: Raw -11113267.270408 + Penalty 5574.883895 = -11107692.386513 nChanged 642 SP:Iteration 17Q (8513.340000 sec): 3 clusters Score: Raw -11113590.127368 + Penalty 5574.883895 = -11108015.243474 nChanged 601 SP:Iteration 18Q (8513.870000 sec): 3 clusters Score: Raw -11113916.789875 + Penalty 5574.883895 = -11108341.905980 nChanged 663 SP:Iteration 19Q (8514.450000 sec): 3 clusters Score: Raw -11114311.836912 + Penalty 5574.883895 = -11108736.953018 nChanged 686 SP:Iteration 20F (8515.130000 sec): 3 clusters Score: Raw -11114753.549394 + Penalty 5574.883895 = -11109178.665499 nChanged 688 SP:Iteration 21Q (8515.760000 sec): 3 clusters Score: Raw -11115235.922011 + Penalty 5574.883895 = -11109661.038116 nChanged 682 SP:Iteration 22Q (8516.310000 sec): 3 clusters Score: Raw -11115675.943114 + Penalty 5574.883895 = -11110101.059219 nChanged 563 SP:Iteration 23Q (8516.920000 sec): 3 clusters Score: Raw -11115953.237302 + Penalty 5574.883895 = -11110378.353407 nChanged 428 SP:Iteration 24Q (8517.500000 sec): 3 clusters Score: Raw -11116109.270020 + Penalty 5574.883895 = -11110534.386125 nChanged 327 SP:Iteration 25Q (8518.100000 sec): 3 clusters Score: Raw -11116187.254924 + Penalty 5574.883895 = -11110612.371029 nChanged 216 SP:Iteration 26Q (8518.670000 sec): 3 clusters Score: Raw -11116224.022108 + Penalty 5574.883895 = -11110649.138213 nChanged 170 SP:Iteration 27Q (8519.260000 sec): 3 clusters Score: Raw -11116243.248696 + Penalty 5574.883895 = -11110668.364801 nChanged 103 SP:Iteration 28Q (8519.790000 sec): 3 clusters Score: Raw -11116251.582439 + Penalty 5574.883895 = -11110676.698544 nChanged 80 SP:Iteration 29Q (8520.450000 sec): 3 clusters Score: Raw -11116255.944180 + Penalty 5574.883895 = -11110681.060285 nChanged 45 SP:Iteration 30Q (8521.020000 sec): 3 clusters Score: Raw -11116258.070810 + Penalty 5574.883895 = -11110683.186915 nChanged 31 SP:Iteration 31Q (8521.660000 sec): 3 clusters Score: Raw -11116259.291850 + Penalty 5574.883895 = -11110684.407955 nChanged 25 SP:Iteration 32Q (8522.240000 sec): 3 clusters Score: Raw -11116260.326076 + Penalty 5574.883895 = -11110685.442182 nChanged 20 SP:Iteration 33Q (8522.840000 sec): 3 clusters Score: Raw -11116261.012869 + Penalty 5574.883895 = -11110686.128974 nChanged 13 SP:Iteration 34Q (8523.370000 sec): 3 clusters Score: Raw -11116261.396856 + Penalty 5574.883895 = -11110686.512962 nChanged 7 SP:Iteration 35Q (8523.930000 sec): 3 clusters Score: Raw -11116261.664514 + Penalty 5574.883895 = -11110686.780620 nChanged 6 SP:Iteration 36Q (8524.520000 sec): 3 clusters Score: Raw -11116261.899354 + Penalty 5574.883895 = -11110687.015460 nChanged 4 SP:Iteration 37Q (8525.080000 sec): 3 clusters Score: Raw -11116261.998555 + Penalty 5574.883895 = -11110687.114660 nChanged 2 SP:Iteration 38Q (8525.690000 sec): 3 clusters Score: Raw -11116262.069677 + Penalty 5574.883895 = -11110687.185782 nChanged 3 SP:Iteration 39Q (8526.280000 sec): 3 clusters Score: Raw -11116262.151553 + Penalty 5574.883895 = -11110687.267658 nChanged 3 SP:Iteration 40F (8526.870000 sec): 3 clusters Score: Raw -11116262.244646 + Penalty 5574.883895 = -11110687.360751 nChanged 1 SP:Iteration 41Q (8527.400000 sec): 3 clusters Score: Raw -11116262.274506 + Penalty 5574.883895 = -11110687.390611 nChanged 0 SP:Iteration 42F (8528.050000 sec): 3 clusters Score: Raw -11116262.274506 + Penalty 5574.883895 = -11110687.390611 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 19 (13226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8528.210000 sec): 2 clusters Score: Raw -1920943.839612 + Penalty 2353.505087 = -1918590.334525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8528.450000 sec): 3 clusters Score: Raw -1913568.831389 + Penalty 4707.010175 = -1908861.821214 nChanged 5581 SP:Iteration 1F (8528.700000 sec): 3 clusters Score: Raw -1916585.429141 + Penalty 4707.010175 = -1911878.418967 nChanged 876 SP:Iteration 2F (8528.900000 sec): 3 clusters Score: Raw -1917042.246843 + Penalty 4707.010175 = -1912335.236668 nChanged 743 SP:Iteration 3F (8529.120000 sec): 3 clusters Score: Raw -1917441.899674 + Penalty 4707.010175 = -1912734.889499 nChanged 649 SP:Iteration 4Q (8529.410000 sec): 3 clusters Score: Raw -1917822.896463 + Penalty 4707.010175 = -1913115.886289 nChanged 638 SP:Iteration 5Q (8529.670000 sec): 3 clusters Score: Raw -1918215.079483 + Penalty 4707.010175 = -1913508.069309 nChanged 623 SP:Iteration 6Q (8529.940000 sec): 3 clusters Score: Raw -1918586.684210 + Penalty 4707.010175 = -1913879.674036 nChanged 571 SP:Iteration 7Q (8530.190000 sec): 3 clusters Score: Raw -1918938.522181 + Penalty 4707.010175 = -1914231.512006 nChanged 550 SP:Iteration 8Q (8530.450000 sec): 3 clusters Score: Raw -1919271.876200 + Penalty 4707.010175 = -1914564.866025 nChanged 518 SP:Iteration 9Q (8530.740000 sec): 3 clusters Score: Raw -1919599.888554 + Penalty 4707.010175 = -1914892.878379 nChanged 469 SP:Iteration 10Q (8530.980000 sec): 3 clusters Score: Raw -1919918.789918 + Penalty 4707.010175 = -1915211.779743 nChanged 426 SP:Iteration 11Q (8531.240000 sec): 3 clusters Score: Raw -1920204.815272 + Penalty 4707.010175 = -1915497.805098 nChanged 375 SP:Iteration 12Q (8531.520000 sec): 3 clusters Score: Raw -1920434.660853 + Penalty 4707.010175 = -1915727.650678 nChanged 321 SP:Iteration 13Q (8531.750000 sec): 3 clusters Score: Raw -1920644.842936 + Penalty 4707.010175 = -1915937.832762 nChanged 267 SP:Iteration 14Q (8532.010000 sec): 3 clusters Score: Raw -1920834.703162 + Penalty 4707.010175 = -1916127.692987 nChanged 257 SP:Iteration 15Q (8532.260000 sec): 3 clusters Score: Raw -1921030.296636 + Penalty 4707.010175 = -1916323.286462 nChanged 269 SP:Iteration 16Q (8532.480000 sec): 3 clusters Score: Raw -1921306.094665 + Penalty 4707.010175 = -1916599.084491 nChanged 238 SP:Iteration 17Q (8532.700000 sec): 3 clusters Score: Raw -1921563.970520 + Penalty 4707.010175 = -1916856.960345 nChanged 195 SP:Iteration 18Q (8532.920000 sec): 3 clusters Score: Raw -1921803.863840 + Penalty 4707.010175 = -1917096.853665 nChanged 201 SP:Iteration 19Q (8533.140000 sec): 3 clusters Score: Raw -1921992.056085 + Penalty 4707.010175 = -1917285.045910 nChanged 156 SP:Iteration 20F (8533.360000 sec): 3 clusters Score: Raw -1922132.150780 + Penalty 4707.010175 = -1917425.140606 nChanged 140 SP:Iteration 21Q (8533.600000 sec): 3 clusters Score: Raw -1922232.831106 + Penalty 4707.010175 = -1917525.820931 nChanged 98 SP:Iteration 22Q (8533.860000 sec): 3 clusters Score: Raw -1922299.474107 + Penalty 4707.010175 = -1917592.463932 nChanged 79 SP:Iteration 23Q (8534.100000 sec): 3 clusters Score: Raw -1922351.700294 + Penalty 4707.010175 = -1917644.690119 nChanged 73 SP:Iteration 24Q (8534.340000 sec): 3 clusters Score: Raw -1922402.230235 + Penalty 4707.010175 = -1917695.220061 nChanged 61 SP:Iteration 25Q (8534.560000 sec): 3 clusters Score: Raw -1922435.922860 + Penalty 4707.010175 = -1917728.912686 nChanged 42 SP:Iteration 26Q (8534.820000 sec): 3 clusters Score: Raw -1922457.310059 + Penalty 4707.010175 = -1917750.299884 nChanged 33 SP:Iteration 27Q (8535.040000 sec): 3 clusters Score: Raw -1922471.599533 + Penalty 4707.010175 = -1917764.589358 nChanged 30 SP:Iteration 28Q (8535.260000 sec): 3 clusters Score: Raw -1922484.767336 + Penalty 4707.010175 = -1917777.757162 nChanged 29 SP:Iteration 29Q (8535.480000 sec): 3 clusters Score: Raw -1922494.457465 + Penalty 4707.010175 = -1917787.447290 nChanged 17 SP:Iteration 30Q (8535.740000 sec): 3 clusters Score: Raw -1922499.081686 + Penalty 4707.010175 = -1917792.071511 nChanged 13 SP:Iteration 31Q (8535.980000 sec): 3 clusters Score: Raw -1922502.306478 + Penalty 4707.010175 = -1917795.296304 nChanged 6 SP:Iteration 32Q (8536.200000 sec): 3 clusters Score: Raw -1922505.001686 + Penalty 4707.010175 = -1917797.991512 nChanged 10 SP:Iteration 33Q (8536.480000 sec): 3 clusters Score: Raw -1922507.987571 + Penalty 4707.010175 = -1917800.977396 nChanged 11 SP:Iteration 34Q (8536.740000 sec): 3 clusters Score: Raw -1922510.371476 + Penalty 4707.010175 = -1917803.361301 nChanged 6 SP:Iteration 35Q (8536.970000 sec): 3 clusters Score: Raw -1922511.562202 + Penalty 4707.010175 = -1917804.552027 nChanged 4 SP:Iteration 36Q (8537.210000 sec): 3 clusters Score: Raw -1922512.798448 + Penalty 4707.010175 = -1917805.788273 nChanged 3 SP:Iteration 37Q (8537.440000 sec): 3 clusters Score: Raw -1922513.382132 + Penalty 4707.010175 = -1917806.371958 nChanged 2 SP:Iteration 38Q (8537.640000 sec): 3 clusters Score: Raw -1922513.597390 + Penalty 4707.010175 = -1917806.587215 nChanged 1 SP:Iteration 39Q (8537.880000 sec): 3 clusters Score: Raw -1922514.093956 + Penalty 4707.010175 = -1917807.083781 nChanged 1 SP:Iteration 40F (8538.130000 sec): 3 clusters Score: Raw -1922514.341938 + Penalty 4707.010175 = -1917807.331763 nChanged 1 SP:Iteration 41Q (8538.360000 sec): 3 clusters Score: Raw -1922514.524492 + Penalty 4707.010175 = -1917807.514317 nChanged 1 SP:Iteration 42Q (8538.590000 sec): 3 clusters Score: Raw -1922514.682189 + Penalty 4707.010175 = -1917807.672014 nChanged 0 SP:Iteration 43F (8538.880000 sec): 3 clusters Score: Raw -1922514.682189 + Penalty 4707.010175 = -1917807.672014 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 20 (13302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8539.000000 sec): 2 clusters Score: Raw -1882001.826333 + Penalty 2354.926080 = -1879646.900253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8539.250000 sec): 3 clusters Score: Raw -1874621.289305 + Penalty 4709.852161 = -1869911.437144 nChanged 5675 SP:Iteration 1F (8539.480000 sec): 3 clusters Score: Raw -1877798.638778 + Penalty 4709.852161 = -1873088.786618 nChanged 983 SP:Iteration 2F (8539.730000 sec): 3 clusters Score: Raw -1878366.190004 + Penalty 4709.852161 = -1873656.337843 nChanged 783 SP:Iteration 3F (8539.980000 sec): 3 clusters Score: Raw -1878779.234625 + Penalty 4709.852161 = -1874069.382464 nChanged 694 SP:Iteration 4F (8540.260000 sec): 3 clusters Score: Raw -1879153.161420 + Penalty 4709.852161 = -1874443.309259 nChanged 647 SP:Iteration 5Q (8540.510000 sec): 3 clusters Score: Raw -1879586.866823 + Penalty 4709.852161 = -1874877.014662 nChanged 687 SP:Iteration 6F (8540.810000 sec): 3 clusters Score: Raw -1880281.604983 + Penalty 4709.852161 = -1875571.752822 nChanged 834 SP:Iteration 7F (8541.050000 sec): 3 clusters Score: Raw -1881761.282017 + Penalty 4709.852161 = -1877051.429857 nChanged 1016 SP:Iteration 8F (8541.280000 sec): 3 clusters Score: Raw -1884319.442543 + Penalty 4709.852161 = -1879609.590382 nChanged 1134 SP:Iteration 9F (8541.550000 sec): 3 clusters Score: Raw -1885753.944517 + Penalty 4709.852161 = -1881044.092356 nChanged 872 SP:Iteration 10F (8541.780000 sec): 3 clusters Score: Raw -1886593.520383 + Penalty 4709.852161 = -1881883.668222 nChanged 534 SP:Iteration 11Q (8542.020000 sec): 3 clusters Score: Raw -1887108.572934 + Penalty 4709.852161 = -1882398.720774 nChanged 351 SP:Iteration 12Q (8542.270000 sec): 3 clusters Score: Raw -1887451.863492 + Penalty 4709.852161 = -1882742.011331 nChanged 213 SP:Iteration 13Q (8542.470000 sec): 3 clusters Score: Raw -1887656.671273 + Penalty 4709.852161 = -1882946.819112 nChanged 141 SP:Iteration 14Q (8542.730000 sec): 3 clusters Score: Raw -1887795.113934 + Penalty 4709.852161 = -1883085.261773 nChanged 94 SP:Iteration 15Q (8542.930000 sec): 3 clusters Score: Raw -1887904.695749 + Penalty 4709.852161 = -1883194.843588 nChanged 79 SP:Iteration 16Q (8543.180000 sec): 3 clusters Score: Raw -1887991.701172 + Penalty 4709.852161 = -1883281.849011 nChanged 53 SP:Iteration 17Q (8543.380000 sec): 3 clusters Score: Raw -1888043.720953 + Penalty 4709.852161 = -1883333.868792 nChanged 49 SP:Iteration 18Q (8543.590000 sec): 3 clusters Score: Raw -1888077.615297 + Penalty 4709.852161 = -1883367.763137 nChanged 33 SP:Iteration 19Q (8543.830000 sec): 3 clusters Score: Raw -1888092.781321 + Penalty 4709.852161 = -1883382.929160 nChanged 25 SP:Iteration 20F (8544.070000 sec): 3 clusters Score: Raw -1888103.073487 + Penalty 4709.852161 = -1883393.221326 nChanged 12 SP:Iteration 21Q (8544.290000 sec): 3 clusters Score: Raw -1888108.185127 + Penalty 4709.852161 = -1883398.332966 nChanged 8 SP:Iteration 22Q (8544.520000 sec): 3 clusters Score: Raw -1888110.987064 + Penalty 4709.852161 = -1883401.134903 nChanged 3 SP:Iteration 23Q (8544.750000 sec): 3 clusters Score: Raw -1888111.944271 + Penalty 4709.852161 = -1883402.092110 nChanged 3 SP:Iteration 24Q (8544.950000 sec): 3 clusters Score: Raw -1888112.409588 + Penalty 4709.852161 = -1883402.557428 nChanged 0 SP:Iteration 25F (8545.200000 sec): 3 clusters Score: Raw -1888112.409588 + Penalty 4709.852161 = -1883402.557428 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Iteration 20F (8582.770000 sec): 33 clusters Score: Raw -72079836.465916 + Penalty 104280.201191 = -71975556.264724 nChanged 24311 Iteration 21Q (8603.840000 sec): 33 clusters Score: Raw -72094566.916821 + Penalty 104280.201191 = -71990286.715630 nChanged 9928 Iteration 22Q (8625.000000 sec): 33 clusters Score: Raw -72098559.593570 + Penalty 104280.201191 = -71994279.392378 nChanged 5826 Iteration 23Q (8645.590000 sec): 33 clusters Score: Raw -72100400.331531 + Penalty 104280.201191 = -71996120.130340 nChanged 3966 Iteration 24Q (8666.550000 sec): 33 clusters Score: Raw -72101446.974552 + Penalty 104280.201191 = -71997166.773361 nChanged 2890 Iteration 25Q (8686.460000 sec): 33 clusters Score: Raw -72102152.475271 + Penalty 104280.201191 = -71997872.274080 nChanged 2322 Iteration 26Q (8707.320000 sec): 33 clusters Score: Raw -72102684.871177 + Penalty 104280.201191 = -71998404.669986 nChanged 1953 Iteration 27Q (8727.660000 sec): 33 clusters Score: Raw -72103102.871549 + Penalty 104280.201191 = -71998822.670358 nChanged 1614 Iteration 28Q (8747.700000 sec): 33 clusters Score: Raw -72103426.666587 + Penalty 104280.201191 = -71999146.465396 nChanged 1369 Iteration 29Q (8769.040000 sec): 33 clusters Score: Raw -72103690.624498 + Penalty 104280.201191 = -71999410.423306 nChanged 1217 Iteration 30Q (8789.780000 sec): 33 clusters Score: Raw -72103903.488313 + Penalty 104280.201191 = -71999623.287122 nChanged 1015 Iteration 31Q (8809.890000 sec): 33 clusters Score: Raw -72104087.925772 + Penalty 104280.201191 = -71999807.724581 nChanged 887 Iteration 32Q (8828.950000 sec): 33 clusters Score: Raw -72104265.950656 + Penalty 104280.201191 = -71999985.749465 nChanged 823 Iteration 33Q (8850.580000 sec): 33 clusters Score: Raw -72104417.481137 + Penalty 104280.201191 = -72000137.279946 nChanged 726 Iteration 34Q (8869.080000 sec): 33 clusters Score: Raw -72104534.511159 + Penalty 104280.201191 = -72000254.309968 nChanged 638 Iteration 35Q (8887.250000 sec): 33 clusters Score: Raw -72104634.542218 + Penalty 104280.201191 = -72000354.341027 nChanged 604 Iteration 36Q (8905.480000 sec): 33 clusters Score: Raw -72104726.400482 + Penalty 104280.201191 = -72000446.199291 nChanged 516 Iteration 37Q (8922.080000 sec): 33 clusters Score: Raw -72104788.741530 + Penalty 104280.201191 = -72000508.540339 nChanged 477 Iteration 38Q (8937.280000 sec): 33 clusters Score: Raw -72104845.355218 + Penalty 104280.201191 = -72000565.154027 nChanged 433 Iteration 39Q (8955.080000 sec): 33 clusters Score: Raw -72104892.643099 + Penalty 104280.201191 = -72000612.441908 nChanged 341 Iteration 40F (8987.340000 sec): 33 clusters Score: Raw -72105744.247888 + Penalty 104280.201191 = -72001464.046696 nChanged 329 Iteration 41Q (9007.950000 sec): 33 clusters Score: Raw -72106836.324315 + Penalty 104280.201191 = -72002556.123124 nChanged 284 Iteration 42Q (9027.930000 sec): 33 clusters Score: Raw -72106946.356943 + Penalty 104280.201191 = -72002666.155752 nChanged 257 Iteration 43Q (9045.340000 sec): 33 clusters Score: Raw -72107008.192282 + Penalty 104280.201191 = -72002727.991090 nChanged 257 Iteration 44Q (9063.380000 sec): 33 clusters Score: Raw -72107079.716643 + Penalty 104280.201191 = -72002799.515452 nChanged 269 Iteration 45Q (9081.560000 sec): 33 clusters Score: Raw -72107165.286496 + Penalty 104280.201191 = -72002885.085305 nChanged 253 Iteration 46Q (9099.590000 sec): 33 clusters Score: Raw -72107204.678549 + Penalty 104280.201191 = -72002924.477358 nChanged 201 Iteration 47Q (9118.480000 sec): 33 clusters Score: Raw -72107231.524100 + Penalty 104280.201191 = -72002951.322909 nChanged 177 Iteration 48Q (9137.100000 sec): 33 clusters Score: Raw -72107252.867168 + Penalty 104280.201191 = -72002972.665976 nChanged 199 Iteration 49Q (9155.120000 sec): 33 clusters Score: Raw -72107275.678386 + Penalty 104280.201191 = -72002995.477195 nChanged 206 Iteration 50Q (9171.580000 sec): 33 clusters Score: Raw -72107297.141632 + Penalty 104280.201191 = -72003016.940441 nChanged 198 Iteration 51Q (9190.210000 sec): 33 clusters Score: Raw -72107316.513994 + Penalty 104280.201191 = -72003036.312803 nChanged 187 Iteration 52Q (9207.810000 sec): 33 clusters Score: Raw -72107336.295342 + Penalty 104280.201191 = -72003056.094151 nChanged 196 Iteration 53Q (9224.040000 sec): 33 clusters Score: Raw -72107357.968663 + Penalty 104280.201191 = -72003077.767472 nChanged 215 Iteration 54Q (9242.270000 sec): 33 clusters Score: Raw -72107379.288824 + Penalty 104280.201191 = -72003099.087633 nChanged 212 Iteration 55Q (9260.060000 sec): 33 clusters Score: Raw -72107405.212466 + Penalty 104280.201191 = -72003125.011275 nChanged 218 Iteration 56Q (9278.280000 sec): 33 clusters Score: Raw -72107429.707200 + Penalty 104280.201191 = -72003149.506009 nChanged 200 Iteration 57Q (9297.150000 sec): 33 clusters Score: Raw -72107448.876931 + Penalty 104280.201191 = -72003168.675740 nChanged 186 Iteration 58Q (9316.390000 sec): 33 clusters Score: Raw -72107470.584729 + Penalty 104280.201191 = -72003190.383538 nChanged 208 Writing temp clu file Because OldScore, -72003168.675740, is greater than current (better) Score,-72003190.383538 Compute initial score before splitting: Score: Raw -72107470.584729 + Penalty 104280.201191 = -72003190.383538 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 1 (5984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9316.670000 sec): 2 clusters Score: Raw -831618.381541 + Penalty 2156.817441 = -829461.564100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9316.940000 sec): 3 clusters Score: Raw -828674.666704 + Penalty 4313.634882 = -824361.031822 nChanged 2297 SP:Iteration 1F (9317.150000 sec): 3 clusters Score: Raw -830033.443962 + Penalty 4313.634882 = -825719.809081 nChanged 446 SP:Iteration 2F (9317.390000 sec): 3 clusters Score: Raw -830301.898456 + Penalty 4313.634882 = -825988.263574 nChanged 340 SP:Iteration 3F (9317.630000 sec): 3 clusters Score: Raw -830498.874716 + Penalty 4313.634882 = -826185.239834 nChanged 268 SP:Iteration 4Q (9317.870000 sec): 3 clusters Score: Raw -830660.688025 + Penalty 4313.634882 = -826347.053144 nChanged 247 SP:Iteration 5Q (9318.110000 sec): 3 clusters Score: Raw -830817.673830 + Penalty 4313.634882 = -826504.038948 nChanged 265 SP:Iteration 6Q (9318.340000 sec): 3 clusters Score: Raw -830987.952395 + Penalty 4313.634882 = -826674.317513 nChanged 268 SP:Iteration 7Q (9318.570000 sec): 3 clusters Score: Raw -831190.477041 + Penalty 4313.634882 = -826876.842159 nChanged 282 SP:Iteration 8Q (9318.790000 sec): 3 clusters Score: Raw -831403.709150 + Penalty 4313.634882 = -827090.074269 nChanged 278 SP:Iteration 9Q (9319.040000 sec): 3 clusters Score: Raw -831600.454933 + Penalty 4313.634882 = -827286.820051 nChanged 238 SP:Iteration 10Q (9319.240000 sec): 3 clusters Score: Raw -831770.184291 + Penalty 4313.634882 = -827456.549410 nChanged 217 SP:Iteration 11Q (9319.440000 sec): 3 clusters Score: Raw -831895.453066 + Penalty 4313.634882 = -827581.818184 nChanged 158 SP:Iteration 12Q (9319.710000 sec): 3 clusters Score: Raw -831977.718658 + Penalty 4313.634882 = -827664.083776 nChanged 125 SP:Iteration 13Q (9319.900000 sec): 3 clusters Score: Raw -832038.462112 + Penalty 4313.634882 = -827724.827230 nChanged 90 SP:Iteration 14Q (9320.090000 sec): 3 clusters Score: Raw -832085.587147 + Penalty 4313.634882 = -827771.952265 nChanged 84 SP:Iteration 15Q (9320.290000 sec): 3 clusters Score: Raw -832130.637095 + Penalty 4313.634882 = -827817.002214 nChanged 75 SP:Iteration 16Q (9320.480000 sec): 3 clusters Score: Raw -832166.634656 + Penalty 4313.634882 = -827852.999774 nChanged 58 SP:Iteration 17Q (9320.680000 sec): 3 clusters Score: Raw -832194.228755 + Penalty 4313.634882 = -827880.593873 nChanged 63 SP:Iteration 18Q (9320.880000 sec): 3 clusters Score: Raw -832220.626260 + Penalty 4313.634882 = -827906.991378 nChanged 48 SP:Iteration 19Q (9321.070000 sec): 3 clusters Score: Raw -832239.506660 + Penalty 4313.634882 = -827925.871779 nChanged 40 SP:Iteration 20F (9321.370000 sec): 3 clusters Score: Raw -832254.942842 + Penalty 4313.634882 = -827941.307960 nChanged 41 SP:Iteration 21Q (9321.590000 sec): 3 clusters Score: Raw -832270.297632 + Penalty 4313.634882 = -827956.662750 nChanged 36 SP:Iteration 22Q (9321.810000 sec): 3 clusters Score: Raw -832285.830439 + Penalty 4313.634882 = -827972.195558 nChanged 35 SP:Iteration 23Q (9322.020000 sec): 3 clusters Score: Raw -832300.190080 + Penalty 4313.634882 = -827986.555198 nChanged 33 SP:Iteration 24Q (9322.270000 sec): 3 clusters Score: Raw -832313.965315 + Penalty 4313.634882 = -828000.330433 nChanged 29 SP:Iteration 25Q (9322.510000 sec): 3 clusters Score: Raw -832324.957024 + Penalty 4313.634882 = -828011.322143 nChanged 21 SP:Iteration 26Q (9322.750000 sec): 3 clusters Score: Raw -832332.444320 + Penalty 4313.634882 = -828018.809439 nChanged 17 SP:Iteration 27Q (9322.990000 sec): 3 clusters Score: Raw -832338.182391 + Penalty 4313.634882 = -828024.547509 nChanged 16 SP:Iteration 28Q (9323.270000 sec): 3 clusters Score: Raw -832344.374374 + Penalty 4313.634882 = -828030.739493 nChanged 16 SP:Iteration 29Q (9323.500000 sec): 3 clusters Score: Raw -832350.745076 + Penalty 4313.634882 = -828037.110194 nChanged 11 SP:Iteration 30Q (9323.770000 sec): 3 clusters Score: Raw -832353.983572 + Penalty 4313.634882 = -828040.348690 nChanged 6 SP:Iteration 31Q (9324.010000 sec): 3 clusters Score: Raw -832356.607891 + Penalty 4313.634882 = -828042.973009 nChanged 9 SP:Iteration 32Q (9324.230000 sec): 3 clusters Score: Raw -832360.237844 + Penalty 4313.634882 = -828046.602962 nChanged 10 SP:Iteration 33Q (9324.520000 sec): 3 clusters Score: Raw -832363.274541 + Penalty 4313.634882 = -828049.639660 nChanged 9 SP:Iteration 34Q (9324.740000 sec): 3 clusters Score: Raw -832366.036448 + Penalty 4313.634882 = -828052.401566 nChanged 6 SP:Iteration 35Q (9324.960000 sec): 3 clusters Score: Raw -832368.388082 + Penalty 4313.634882 = -828054.753200 nChanged 9 SP:Iteration 36Q (9325.200000 sec): 3 clusters Score: Raw -832371.832057 + Penalty 4313.634882 = -828058.197176 nChanged 9 SP:Iteration 37Q (9325.470000 sec): 3 clusters Score: Raw -832374.699819 + Penalty 4313.634882 = -828061.064938 nChanged 7 SP:Iteration 38Q (9325.700000 sec): 3 clusters Score: Raw -832376.735417 + Penalty 4313.634882 = -828063.100535 nChanged 2 SP:Iteration 39Q (9325.920000 sec): 3 clusters Score: Raw -832377.494388 + Penalty 4313.634882 = -828063.859506 nChanged 4 SP:Iteration 40F (9326.220000 sec): 3 clusters Score: Raw -832378.764413 + Penalty 4313.634882 = -828065.129531 nChanged 7 SP:Iteration 41Q (9326.460000 sec): 3 clusters Score: Raw -832381.972502 + Penalty 4313.634882 = -828068.337620 nChanged 5 SP:Iteration 42Q (9326.710000 sec): 3 clusters Score: Raw -832383.374361 + Penalty 4313.634882 = -828069.739479 nChanged 4 SP:Iteration 43Q (9326.920000 sec): 3 clusters Score: Raw -832384.719439 + Penalty 4313.634882 = -828071.084558 nChanged 1 SP:Iteration 44Q (9327.180000 sec): 3 clusters Score: Raw -832385.066533 + Penalty 4313.634882 = -828071.431651 nChanged 1 SP:Iteration 45Q (9327.390000 sec): 3 clusters Score: Raw -832385.449248 + Penalty 4313.634882 = -828071.814366 nChanged 3 SP:Iteration 46Q (9327.610000 sec): 3 clusters Score: Raw -832387.894150 + Penalty 4313.634882 = -828074.259268 nChanged 8 SP:Iteration 47Q (9327.800000 sec): 3 clusters Score: Raw -832391.180852 + Penalty 4313.634882 = -828077.545971 nChanged 5 SP:Iteration 48Q (9327.990000 sec): 3 clusters Score: Raw -832393.191616 + Penalty 4313.634882 = -828079.556734 nChanged 7 SP:Iteration 49Q (9328.220000 sec): 3 clusters Score: Raw -832396.586118 + Penalty 4313.634882 = -828082.951236 nChanged 6 SP:Iteration 50Q (9328.380000 sec): 3 clusters Score: Raw -832398.506192 + Penalty 4313.634882 = -828084.871311 nChanged 3 SP:Iteration 51Q (9328.610000 sec): 3 clusters Score: Raw -832399.595252 + Penalty 4313.634882 = -828085.960370 nChanged 1 SP:Iteration 52Q (9328.780000 sec): 3 clusters Score: Raw -832399.968490 + Penalty 4313.634882 = -828086.333608 nChanged 1 SP:Iteration 53Q (9328.990000 sec): 3 clusters Score: Raw -832400.166997 + Penalty 4313.634882 = -828086.532115 nChanged 1 SP:Iteration 54Q (9329.190000 sec): 3 clusters Score: Raw -832400.267134 + Penalty 4313.634882 = -828086.632253 nChanged 1 SP:Iteration 55Q (9329.450000 sec): 3 clusters Score: Raw -832400.578123 + Penalty 4313.634882 = -828086.943241 nChanged 0 SP:Iteration 56F (9329.640000 sec): 3 clusters Score: Raw -832400.578123 + Penalty 4313.634882 = -828086.943241 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 2 (10153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9329.810000 sec): 2 clusters Score: Raw -1435853.134451 + Penalty 2287.930078 = -1433565.204374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9330.030000 sec): 3 clusters Score: Raw -1430416.997252 + Penalty 4575.860156 = -1425841.137096 nChanged 4205 SP:Iteration 1F (9330.250000 sec): 3 clusters Score: Raw -1432882.745188 + Penalty 4575.860156 = -1428306.885033 nChanged 748 SP:Iteration 2F (9330.530000 sec): 3 clusters Score: Raw -1433328.007070 + Penalty 4575.860156 = -1428752.146915 nChanged 617 SP:Iteration 3F (9330.790000 sec): 3 clusters Score: Raw -1433725.058127 + Penalty 4575.860156 = -1429149.197972 nChanged 580 SP:Iteration 4F (9331.050000 sec): 3 clusters Score: Raw -1434143.285039 + Penalty 4575.860156 = -1429567.424883 nChanged 565 SP:Iteration 5F (9331.270000 sec): 3 clusters Score: Raw -1434548.626297 + Penalty 4575.860156 = -1429972.766142 nChanged 526 SP:Iteration 6F (9331.530000 sec): 3 clusters Score: Raw -1434889.076000 + Penalty 4575.860156 = -1430313.215844 nChanged 461 SP:Iteration 7Q (9331.770000 sec): 3 clusters Score: Raw -1435141.731011 + Penalty 4575.860156 = -1430565.870855 nChanged 355 SP:Iteration 8Q (9331.990000 sec): 3 clusters Score: Raw -1435347.501977 + Penalty 4575.860156 = -1430771.641821 nChanged 340 SP:Iteration 9Q (9332.250000 sec): 3 clusters Score: Raw -1435512.809491 + Penalty 4575.860156 = -1430936.949335 nChanged 266 SP:Iteration 10Q (9332.600000 sec): 3 clusters Score: Raw -1435633.649443 + Penalty 4575.860156 = -1431057.789287 nChanged 234 SP:Iteration 11Q (9332.870000 sec): 3 clusters Score: Raw -1435725.530605 + Penalty 4575.860156 = -1431149.670450 nChanged 193 SP:Iteration 12Q (9333.150000 sec): 3 clusters Score: Raw -1435788.296159 + Penalty 4575.860156 = -1431212.436003 nChanged 133 SP:Iteration 13Q (9333.350000 sec): 3 clusters Score: Raw -1435830.711315 + Penalty 4575.860156 = -1431254.851159 nChanged 122 SP:Iteration 14Q (9333.620000 sec): 3 clusters Score: Raw -1435865.611763 + Penalty 4575.860156 = -1431289.751607 nChanged 106 SP:Iteration 15Q (9333.910000 sec): 3 clusters Score: Raw -1435897.936840 + Penalty 4575.860156 = -1431322.076685 nChanged 88 SP:Iteration 16Q (9334.160000 sec): 3 clusters Score: Raw -1435919.714672 + Penalty 4575.860156 = -1431343.854516 nChanged 76 SP:Iteration 17Q (9334.490000 sec): 3 clusters Score: Raw -1435940.672712 + Penalty 4575.860156 = -1431364.812556 nChanged 71 SP:Iteration 18Q (9334.760000 sec): 3 clusters Score: Raw -1435959.764204 + Penalty 4575.860156 = -1431383.904048 nChanged 83 SP:Iteration 19Q (9335.040000 sec): 3 clusters Score: Raw -1435983.135675 + Penalty 4575.860156 = -1431407.275519 nChanged 87 SP:Iteration 20F (9335.300000 sec): 3 clusters Score: Raw -1436009.140313 + Penalty 4575.860156 = -1431433.280157 nChanged 67 SP:Iteration 21Q (9335.550000 sec): 3 clusters Score: Raw -1436031.580012 + Penalty 4575.860156 = -1431455.719856 nChanged 83 SP:Iteration 22Q (9335.830000 sec): 3 clusters Score: Raw -1436058.384397 + Penalty 4575.860156 = -1431482.524241 nChanged 78 SP:Iteration 23Q (9336.030000 sec): 3 clusters Score: Raw -1436079.895517 + Penalty 4575.860156 = -1431504.035362 nChanged 74 SP:Iteration 24Q (9336.360000 sec): 3 clusters Score: Raw -1436097.543456 + Penalty 4575.860156 = -1431521.683301 nChanged 59 SP:Iteration 25Q (9336.610000 sec): 3 clusters Score: Raw -1436111.491551 + Penalty 4575.860156 = -1431535.631395 nChanged 55 SP:Iteration 26Q (9336.860000 sec): 3 clusters Score: Raw -1436125.438723 + Penalty 4575.860156 = -1431549.578567 nChanged 46 SP:Iteration 27Q (9337.080000 sec): 3 clusters Score: Raw -1436137.423802 + Penalty 4575.860156 = -1431561.563647 nChanged 46 SP:Iteration 28Q (9337.350000 sec): 3 clusters Score: Raw -1436153.217239 + Penalty 4575.860156 = -1431577.357083 nChanged 67 SP:Iteration 29Q (9337.630000 sec): 3 clusters Score: Raw -1436175.489113 + Penalty 4575.860156 = -1431599.628958 nChanged 64 SP:Iteration 30Q (9337.910000 sec): 3 clusters Score: Raw -1436193.319161 + Penalty 4575.860156 = -1431617.459005 nChanged 47 SP:Iteration 31Q (9338.180000 sec): 3 clusters Score: Raw -1436206.071634 + Penalty 4575.860156 = -1431630.211478 nChanged 47 SP:Iteration 32Q (9338.410000 sec): 3 clusters Score: Raw -1436222.471344 + Penalty 4575.860156 = -1431646.611189 nChanged 46 SP:Iteration 33Q (9338.630000 sec): 3 clusters Score: Raw -1436234.729881 + Penalty 4575.860156 = -1431658.869726 nChanged 42 SP:Iteration 34Q (9338.860000 sec): 3 clusters Score: Raw -1436245.618023 + Penalty 4575.860156 = -1431669.757867 nChanged 32 SP:Iteration 35Q (9339.190000 sec): 3 clusters Score: Raw -1436251.890620 + Penalty 4575.860156 = -1431676.030465 nChanged 28 SP:Iteration 36Q (9339.410000 sec): 3 clusters Score: Raw -1436256.472448 + Penalty 4575.860156 = -1431680.612292 nChanged 21 SP:Iteration 37Q (9339.670000 sec): 3 clusters Score: Raw -1436260.492542 + Penalty 4575.860156 = -1431684.632387 nChanged 26 SP:Iteration 38Q (9339.880000 sec): 3 clusters Score: Raw -1436265.453837 + Penalty 4575.860156 = -1431689.593682 nChanged 29 SP:Iteration 39Q (9340.120000 sec): 3 clusters Score: Raw -1436272.143266 + Penalty 4575.860156 = -1431696.283111 nChanged 34 SP:Iteration 40F (9340.370000 sec): 3 clusters Score: Raw -1436279.224243 + Penalty 4575.860156 = -1431703.364087 nChanged 31 SP:Iteration 41Q (9340.630000 sec): 3 clusters Score: Raw -1436285.771684 + Penalty 4575.860156 = -1431709.911528 nChanged 33 SP:Iteration 42Q (9340.900000 sec): 3 clusters Score: Raw -1436292.661719 + Penalty 4575.860156 = -1431716.801563 nChanged 27 SP:Iteration 43Q (9341.180000 sec): 3 clusters Score: Raw -1436297.740536 + Penalty 4575.860156 = -1431721.880380 nChanged 25 SP:Iteration 44Q (9341.380000 sec): 3 clusters Score: Raw -1436303.799663 + Penalty 4575.860156 = -1431727.939507 nChanged 38 SP:Iteration 45Q (9341.620000 sec): 3 clusters Score: Raw -1436310.569598 + Penalty 4575.860156 = -1431734.709443 nChanged 26 SP:Iteration 46Q (9341.860000 sec): 3 clusters Score: Raw -1436315.232974 + Penalty 4575.860156 = -1431739.372818 nChanged 27 SP:Iteration 47Q (9342.050000 sec): 3 clusters Score: Raw -1436320.514526 + Penalty 4575.860156 = -1431744.654370 nChanged 18 SP:Iteration 48Q (9342.240000 sec): 3 clusters Score: Raw -1436323.296209 + Penalty 4575.860156 = -1431747.436053 nChanged 16 SP:Iteration 49Q (9342.500000 sec): 3 clusters Score: Raw -1436325.337253 + Penalty 4575.860156 = -1431749.477097 nChanged 9 SP:Iteration 50Q (9342.760000 sec): 3 clusters Score: Raw -1436326.617316 + Penalty 4575.860156 = -1431750.757161 nChanged 11 SP:Iteration 51Q (9342.970000 sec): 3 clusters Score: Raw -1436328.396783 + Penalty 4575.860156 = -1431752.536628 nChanged 11 SP:Iteration 52Q (9343.190000 sec): 3 clusters Score: Raw -1436329.620887 + Penalty 4575.860156 = -1431753.760731 nChanged 6 SP:Iteration 53Q (9343.420000 sec): 3 clusters Score: Raw -1436330.551055 + Penalty 4575.860156 = -1431754.690899 nChanged 10 SP:Iteration 54Q (9343.740000 sec): 3 clusters Score: Raw -1436332.297594 + Penalty 4575.860156 = -1431756.437438 nChanged 18 SP:Iteration 55Q (9344.020000 sec): 3 clusters Score: Raw -1436335.159062 + Penalty 4575.860156 = -1431759.298906 nChanged 18 SP:Iteration 56Q (9344.280000 sec): 3 clusters Score: Raw -1436338.034052 + Penalty 4575.860156 = -1431762.173897 nChanged 17 SP:Iteration 57Q (9344.570000 sec): 3 clusters Score: Raw -1436342.086214 + Penalty 4575.860156 = -1431766.226058 nChanged 18 SP:Iteration 58Q (9344.840000 sec): 3 clusters Score: Raw -1436345.761870 + Penalty 4575.860156 = -1431769.901714 nChanged 25 SP:Iteration 59Q (9345.110000 sec): 3 clusters Score: Raw -1436350.431926 + Penalty 4575.860156 = -1431774.571771 nChanged 22 SP:Iteration 60F (9345.370000 sec): 3 clusters Score: Raw -1436354.485307 + Penalty 4575.860156 = -1431778.625152 nChanged 21 SP:Iteration 61Q (9345.610000 sec): 3 clusters Score: Raw -1436358.214502 + Penalty 4575.860156 = -1431782.354347 nChanged 19 SP:Iteration 62Q (9345.880000 sec): 3 clusters Score: Raw -1436361.511642 + Penalty 4575.860156 = -1431785.651486 nChanged 23 SP:Iteration 63Q (9346.200000 sec): 3 clusters Score: Raw -1436367.610927 + Penalty 4575.860156 = -1431791.750771 nChanged 24 SP:Iteration 64Q (9346.470000 sec): 3 clusters Score: Raw -1436372.252349 + Penalty 4575.860156 = -1431796.392193 nChanged 21 SP:Iteration 65Q (9346.680000 sec): 3 clusters Score: Raw -1436374.850551 + Penalty 4575.860156 = -1431798.990395 nChanged 15 SP:Iteration 66Q (9346.910000 sec): 3 clusters Score: Raw -1436376.974053 + Penalty 4575.860156 = -1431801.113897 nChanged 16 SP:Iteration 67Q (9347.140000 sec): 3 clusters Score: Raw -1436379.466856 + Penalty 4575.860156 = -1431803.606700 nChanged 15 SP:Iteration 68Q (9347.390000 sec): 3 clusters Score: Raw -1436382.462271 + Penalty 4575.860156 = -1431806.602115 nChanged 16 SP:Iteration 69Q (9347.680000 sec): 3 clusters Score: Raw -1436386.197728 + Penalty 4575.860156 = -1431810.337573 nChanged 27 SP:Iteration 70Q (9347.930000 sec): 3 clusters Score: Raw -1436392.889428 + Penalty 4575.860156 = -1431817.029272 nChanged 37 SP:Iteration 71Q (9348.190000 sec): 3 clusters Score: Raw -1436403.193826 + Penalty 4575.860156 = -1431827.333670 nChanged 39 SP:Iteration 72Q (9348.420000 sec): 3 clusters Score: Raw -1436412.778809 + Penalty 4575.860156 = -1431836.918653 nChanged 46 SP:Iteration 73Q (9348.650000 sec): 3 clusters Score: Raw -1436426.664215 + Penalty 4575.860156 = -1431850.804060 nChanged 60 SP:Iteration 74Q (9348.900000 sec): 3 clusters Score: Raw -1436443.638094 + Penalty 4575.860156 = -1431867.777938 nChanged 61 SP:Iteration 75Q (9349.120000 sec): 3 clusters Score: Raw -1436461.194608 + Penalty 4575.860156 = -1431885.334452 nChanged 60 SP:Iteration 76Q (9349.420000 sec): 3 clusters Score: Raw -1436476.741745 + Penalty 4575.860156 = -1431900.881589 nChanged 65 SP:Iteration 77Q (9349.690000 sec): 3 clusters Score: Raw -1436496.822199 + Penalty 4575.860156 = -1431920.962043 nChanged 66 SP:Iteration 78Q (9349.960000 sec): 3 clusters Score: Raw -1436518.578555 + Penalty 4575.860156 = -1431942.718400 nChanged 74 SP:Iteration 79Q (9350.180000 sec): 3 clusters Score: Raw -1436541.985415 + Penalty 4575.860156 = -1431966.125260 nChanged 78 SP:Iteration 80F (9350.470000 sec): 3 clusters Score: Raw -1436570.056991 + Penalty 4575.860156 = -1431994.196836 nChanged 75 SP:Iteration 81Q (9350.760000 sec): 3 clusters Score: Raw -1436599.582334 + Penalty 4575.860156 = -1432023.722178 nChanged 76 SP:Iteration 82Q (9351.040000 sec): 3 clusters Score: Raw -1436625.325418 + Penalty 4575.860156 = -1432049.465262 nChanged 77 SP:Iteration 83Q (9351.330000 sec): 3 clusters Score: Raw -1436651.295480 + Penalty 4575.860156 = -1432075.435325 nChanged 70 SP:Iteration 84Q (9351.570000 sec): 3 clusters Score: Raw -1436669.206567 + Penalty 4575.860156 = -1432093.346411 nChanged 61 SP:Iteration 85Q (9351.850000 sec): 3 clusters Score: Raw -1436684.496964 + Penalty 4575.860156 = -1432108.636808 nChanged 62 SP:Iteration 86Q (9352.070000 sec): 3 clusters Score: Raw -1436701.255126 + Penalty 4575.860156 = -1432125.394970 nChanged 65 SP:Iteration 87Q (9352.280000 sec): 3 clusters Score: Raw -1436721.703746 + Penalty 4575.860156 = -1432145.843591 nChanged 69 SP:Iteration 88Q (9352.540000 sec): 3 clusters Score: Raw -1436743.429969 + Penalty 4575.860156 = -1432167.569814 nChanged 69 SP:Iteration 89Q (9352.830000 sec): 3 clusters Score: Raw -1436764.197299 + Penalty 4575.860156 = -1432188.337143 nChanged 67 SP:Iteration 90Q (9353.070000 sec): 3 clusters Score: Raw -1436783.882809 + Penalty 4575.860156 = -1432208.022654 nChanged 63 SP:Iteration 91Q (9353.270000 sec): 3 clusters Score: Raw -1436806.664486 + Penalty 4575.860156 = -1432230.804331 nChanged 77 SP:Iteration 92Q (9353.510000 sec): 3 clusters Score: Raw -1436835.330358 + Penalty 4575.860156 = -1432259.470202 nChanged 85 SP:Iteration 93Q (9353.790000 sec): 3 clusters Score: Raw -1436865.012007 + Penalty 4575.860156 = -1432289.151851 nChanged 91 SP:Iteration 94Q (9354.060000 sec): 3 clusters Score: Raw -1436893.388749 + Penalty 4575.860156 = -1432317.528593 nChanged 81 SP:Iteration 95Q (9354.310000 sec): 3 clusters Score: Raw -1436917.049135 + Penalty 4575.860156 = -1432341.188980 nChanged 68 SP:Iteration 96Q (9354.560000 sec): 3 clusters Score: Raw -1436938.416970 + Penalty 4575.860156 = -1432362.556814 nChanged 76 SP:Iteration 97Q (9354.830000 sec): 3 clusters Score: Raw -1436964.337269 + Penalty 4575.860156 = -1432388.477114 nChanged 75 SP:Iteration 98Q (9355.100000 sec): 3 clusters Score: Raw -1436987.062762 + Penalty 4575.860156 = -1432411.202607 nChanged 58 SP:Iteration 99Q (9355.360000 sec): 3 clusters Score: Raw -1437004.184765 + Penalty 4575.860156 = -1432428.324610 nChanged 52 SP:Iteration 100F (9355.610000 sec): 3 clusters Score: Raw -1437021.376528 + Penalty 4575.860156 = -1432445.516373 nChanged 65 SP:Iteration 101Q (9355.880000 sec): 3 clusters Score: Raw -1437041.890172 + Penalty 4575.860156 = -1432466.030017 nChanged 54 SP:Iteration 102Q (9356.090000 sec): 3 clusters Score: Raw -1437059.334285 + Penalty 4575.860156 = -1432483.474129 nChanged 63 SP:Iteration 103Q (9356.350000 sec): 3 clusters Score: Raw -1437081.408259 + Penalty 4575.860156 = -1432505.548103 nChanged 54 SP:Iteration 104Q (9356.580000 sec): 3 clusters Score: Raw -1437100.675875 + Penalty 4575.860156 = -1432524.815719 nChanged 65 SP:Iteration 105Q (9356.810000 sec): 3 clusters Score: Raw -1437124.975418 + Penalty 4575.860156 = -1432549.115262 nChanged 68 SP:Iteration 106Q (9357.050000 sec): 3 clusters Score: Raw -1437151.936783 + Penalty 4575.860156 = -1432576.076628 nChanged 76 SP:Iteration 107Q (9357.340000 sec): 3 clusters Score: Raw -1437183.741643 + Penalty 4575.860156 = -1432607.881487 nChanged 83 SP:Iteration 108Q (9357.590000 sec): 3 clusters Score: Raw -1437220.934656 + Penalty 4575.860156 = -1432645.074500 nChanged 91 SP:Iteration 109Q (9357.830000 sec): 3 clusters Score: Raw -1437258.328504 + Penalty 4575.860156 = -1432682.468348 nChanged 64 SP:Iteration 110Q (9358.130000 sec): 3 clusters Score: Raw -1437282.124401 + Penalty 4575.860156 = -1432706.264245 nChanged 60 SP:Iteration 111Q (9358.390000 sec): 3 clusters Score: Raw -1437306.933533 + Penalty 4575.860156 = -1432731.073378 nChanged 67 SP:Iteration 112Q (9358.670000 sec): 3 clusters Score: Raw -1437335.437280 + Penalty 4575.860156 = -1432759.577124 nChanged 68 SP:Iteration 113Q (9358.930000 sec): 3 clusters Score: Raw -1437361.303865 + Penalty 4575.860156 = -1432785.443710 nChanged 49 SP:Iteration 114Q (9359.180000 sec): 3 clusters Score: Raw -1437377.410946 + Penalty 4575.860156 = -1432801.550790 nChanged 36 SP:Iteration 115Q (9359.440000 sec): 3 clusters Score: Raw -1437389.745462 + Penalty 4575.860156 = -1432813.885306 nChanged 35 SP:Iteration 116Q (9359.720000 sec): 3 clusters Score: Raw -1437404.392553 + Penalty 4575.860156 = -1432828.532397 nChanged 29 SP:Iteration 117Q (9359.930000 sec): 3 clusters Score: Raw -1437413.072905 + Penalty 4575.860156 = -1432837.212749 nChanged 30 SP:Iteration 118Q (9360.200000 sec): 3 clusters Score: Raw -1437422.131606 + Penalty 4575.860156 = -1432846.271451 nChanged 18 SP:Iteration 119Q (9360.440000 sec): 3 clusters Score: Raw -1437426.229249 + Penalty 4575.860156 = -1432850.369094 nChanged 13 SP:Iteration 120F (9360.700000 sec): 3 clusters Score: Raw -1437429.445233 + Penalty 4575.860156 = -1432853.585078 nChanged 11 SP:Iteration 121Q (9360.950000 sec): 3 clusters Score: Raw -1437433.089903 + Penalty 4575.860156 = -1432857.229747 nChanged 14 SP:Iteration 122Q (9361.240000 sec): 3 clusters Score: Raw -1437437.241604 + Penalty 4575.860156 = -1432861.381448 nChanged 18 SP:Iteration 123Q (9361.540000 sec): 3 clusters Score: Raw -1437442.893066 + Penalty 4575.860156 = -1432867.032910 nChanged 20 SP:Iteration 124Q (9361.760000 sec): 3 clusters Score: Raw -1437448.915471 + Penalty 4575.860156 = -1432873.055315 nChanged 10 SP:Iteration 125Q (9362.010000 sec): 3 clusters Score: Raw -1437452.521125 + Penalty 4575.860156 = -1432876.660970 nChanged 17 SP:Iteration 126Q (9362.300000 sec): 3 clusters Score: Raw -1437457.783054 + Penalty 4575.860156 = -1432881.922898 nChanged 16 SP:Iteration 127Q (9362.500000 sec): 3 clusters Score: Raw -1437461.586360 + Penalty 4575.860156 = -1432885.726205 nChanged 9 SP:Iteration 128Q (9362.770000 sec): 3 clusters Score: Raw -1437463.305949 + Penalty 4575.860156 = -1432887.445793 nChanged 11 SP:Iteration 129Q (9363.020000 sec): 3 clusters Score: Raw -1437465.818297 + Penalty 4575.860156 = -1432889.958142 nChanged 7 SP:Iteration 130Q (9363.280000 sec): 3 clusters Score: Raw -1437468.223680 + Penalty 4575.860156 = -1432892.363525 nChanged 7 SP:Iteration 131Q (9363.500000 sec): 3 clusters Score: Raw -1437470.383128 + Penalty 4575.860156 = -1432894.522972 nChanged 10 SP:Iteration 132Q (9363.730000 sec): 3 clusters Score: Raw -1437472.726927 + Penalty 4575.860156 = -1432896.866772 nChanged 3 SP:Iteration 133Q (9363.990000 sec): 3 clusters Score: Raw -1437473.193887 + Penalty 4575.860156 = -1432897.333731 nChanged 4 SP:Iteration 134Q (9364.290000 sec): 3 clusters Score: Raw -1437474.605369 + Penalty 4575.860156 = -1432898.745214 nChanged 4 SP:Iteration 135Q (9364.520000 sec): 3 clusters Score: Raw -1437475.319393 + Penalty 4575.860156 = -1432899.459237 nChanged 3 SP:Iteration 136Q (9364.810000 sec): 3 clusters Score: Raw -1437475.833185 + Penalty 4575.860156 = -1432899.973029 nChanged 2 SP:Iteration 137Q (9365.080000 sec): 3 clusters Score: Raw -1437476.148042 + Penalty 4575.860156 = -1432900.287886 nChanged 2 SP:Iteration 138Q (9365.320000 sec): 3 clusters Score: Raw -1437476.713097 + Penalty 4575.860156 = -1432900.852941 nChanged 6 SP:Iteration 139Q (9365.600000 sec): 3 clusters Score: Raw -1437478.984426 + Penalty 4575.860156 = -1432903.124271 nChanged 6 SP:Iteration 140F (9365.830000 sec): 3 clusters Score: Raw -1437481.006691 + Penalty 4575.860156 = -1432905.146535 nChanged 3 SP:Iteration 141Q (9366.090000 sec): 3 clusters Score: Raw -1437482.360739 + Penalty 4575.860156 = -1432906.500584 nChanged 6 SP:Iteration 142Q (9366.360000 sec): 3 clusters Score: Raw -1437484.181606 + Penalty 4575.860156 = -1432908.321450 nChanged 6 SP:Iteration 143Q (9366.580000 sec): 3 clusters Score: Raw -1437485.507001 + Penalty 4575.860156 = -1432909.646846 nChanged 4 SP:Iteration 144Q (9366.810000 sec): 3 clusters Score: Raw -1437486.442231 + Penalty 4575.860156 = -1432910.582076 nChanged 3 SP:Iteration 145Q (9367.090000 sec): 3 clusters Score: Raw -1437487.146527 + Penalty 4575.860156 = -1432911.286372 nChanged 2 SP:Iteration 146Q (9367.330000 sec): 3 clusters Score: Raw -1437487.993278 + Penalty 4575.860156 = -1432912.133123 nChanged 4 SP:Iteration 147Q (9367.580000 sec): 3 clusters Score: Raw -1437488.871872 + Penalty 4575.860156 = -1432913.011716 nChanged 1 SP:Iteration 148Q (9367.860000 sec): 3 clusters Score: Raw -1437489.079212 + Penalty 4575.860156 = -1432913.219057 nChanged 1 SP:Iteration 149Q (9368.100000 sec): 3 clusters Score: Raw -1437489.277999 + Penalty 4575.860156 = -1432913.417843 nChanged 0 SP:Iteration 150F (9368.390000 sec): 3 clusters Score: Raw -1437489.277999 + Penalty 4575.860156 = -1432913.417843 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 3 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9368.500000 sec): 2 clusters Score: Raw -49791.092450 + Penalty 1487.120118 = -48303.972332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9368.730000 sec): 3 clusters Score: Raw -49922.051057 + Penalty 2974.240236 = -46947.810821 nChanged 68 SP:Iteration 1F (9368.960000 sec): 3 clusters Score: Raw -50158.111018 + Penalty 2974.240236 = -47183.870782 nChanged 39 SP:Iteration 2F (9369.160000 sec): 3 clusters Score: Raw -50338.158338 + Penalty 2974.240236 = -47363.918102 nChanged 27 SP:Iteration 3F (9369.440000 sec): 3 clusters Score: Raw -50503.159245 + Penalty 2974.240236 = -47528.919009 nChanged 28 SP:Iteration 4F (9369.640000 sec): 3 clusters Score: Raw -50753.513016 + Penalty 2974.240236 = -47779.272780 nChanged 20 SP:Iteration 5Q (9369.850000 sec): 3 clusters Score: Raw -51273.522634 + Penalty 2974.240236 = -48299.282398 nChanged 10 SP:Iteration 6Q (9370.010000 sec): 3 clusters Score: Raw -51417.796389 + Penalty 2974.240236 = -48443.556153 nChanged 11 SP:Iteration 7Q (9370.190000 sec): 3 clusters Score: Raw -51507.729941 + Penalty 2974.240236 = -48533.489705 nChanged 2 SP:Iteration 8Q (9370.380000 sec): 3 clusters Score: Raw -51535.198369 + Penalty 2974.240236 = -48560.958133 nChanged 1 SP:Iteration 9Q (9370.560000 sec): 3 clusters Score: Raw -51544.924436 + Penalty 2974.240236 = -48570.684200 nChanged 1 SP:Iteration 10Q (9370.730000 sec): 3 clusters Score: Raw -51551.661503 + Penalty 2974.240236 = -48577.421267 nChanged 0 SP:Iteration 11F (9370.910000 sec): 3 clusters Score: Raw -51558.748439 + Penalty 2974.240236 = -48584.508203 nChanged 1 SP:Iteration 12Q (9371.120000 sec): 3 clusters Score: Raw -51582.095967 + Penalty 2974.240236 = -48607.855731 nChanged 2 SP:Iteration 13Q (9371.330000 sec): 3 clusters Score: Raw -51615.428417 + Penalty 2974.240236 = -48641.188181 nChanged 1 SP:Iteration 14Q (9371.500000 sec): 3 clusters Score: Raw -51634.826644 + Penalty 2974.240236 = -48660.586408 nChanged 2 SP:Iteration 15Q (9371.650000 sec): 3 clusters Score: Raw -51860.935626 + Penalty 2974.240236 = -48886.695390 nChanged 2 SP:Iteration 16Q (9371.850000 sec): 3 clusters Score: Raw -51872.830214 + Penalty 2974.240236 = -48898.589978 nChanged 0 SP:Iteration 17F (9372.040000 sec): 3 clusters Score: Raw -51872.830214 + Penalty 2974.240236 = -48898.589978 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 4 (10109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9372.140000 sec): 2 clusters Score: Raw -1438325.942050 + Penalty 2286.852986 = -1436039.089064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9372.440000 sec): 3 clusters Score: Raw -1432884.991721 + Penalty 4573.705972 = -1428311.285749 nChanged 4253 SP:Iteration 1F (9372.670000 sec): 3 clusters Score: Raw -1435250.179467 + Penalty 4573.705972 = -1430676.473495 nChanged 691 SP:Iteration 2F (9372.900000 sec): 3 clusters Score: Raw -1435613.067167 + Penalty 4573.705972 = -1431039.361195 nChanged 578 SP:Iteration 3F (9373.140000 sec): 3 clusters Score: Raw -1435893.957866 + Penalty 4573.705972 = -1431320.251894 nChanged 482 SP:Iteration 4Q (9373.360000 sec): 3 clusters Score: Raw -1436143.835760 + Penalty 4573.705972 = -1431570.129788 nChanged 439 SP:Iteration 5Q (9373.610000 sec): 3 clusters Score: Raw -1436361.000821 + Penalty 4573.705972 = -1431787.294849 nChanged 409 SP:Iteration 6Q (9373.860000 sec): 3 clusters Score: Raw -1436574.425247 + Penalty 4573.705972 = -1432000.719275 nChanged 356 SP:Iteration 7Q (9374.100000 sec): 3 clusters Score: Raw -1436754.231985 + Penalty 4573.705972 = -1432180.526013 nChanged 331 SP:Iteration 8Q (9374.330000 sec): 3 clusters Score: Raw -1436926.732847 + Penalty 4573.705972 = -1432353.026875 nChanged 325 SP:Iteration 9Q (9374.600000 sec): 3 clusters Score: Raw -1437090.056673 + Penalty 4573.705972 = -1432516.350701 nChanged 284 SP:Iteration 10Q (9374.900000 sec): 3 clusters Score: Raw -1437226.224604 + Penalty 4573.705972 = -1432652.518632 nChanged 278 SP:Iteration 11Q (9375.190000 sec): 3 clusters Score: Raw -1437369.316250 + Penalty 4573.705972 = -1432795.610278 nChanged 258 SP:Iteration 12Q (9375.430000 sec): 3 clusters Score: Raw -1437500.721839 + Penalty 4573.705972 = -1432927.015867 nChanged 253 SP:Iteration 13Q (9375.700000 sec): 3 clusters Score: Raw -1437626.037530 + Penalty 4573.705972 = -1433052.331558 nChanged 240 SP:Iteration 14Q (9375.950000 sec): 3 clusters Score: Raw -1437761.806049 + Penalty 4573.705972 = -1433188.100077 nChanged 232 SP:Iteration 15Q (9376.260000 sec): 3 clusters Score: Raw -1437903.413403 + Penalty 4573.705972 = -1433329.707431 nChanged 224 SP:Iteration 16Q (9376.520000 sec): 3 clusters Score: Raw -1438039.006654 + Penalty 4573.705972 = -1433465.300682 nChanged 202 SP:Iteration 17Q (9376.760000 sec): 3 clusters Score: Raw -1438179.685910 + Penalty 4573.705972 = -1433605.979938 nChanged 200 SP:Iteration 18Q (9377.000000 sec): 3 clusters Score: Raw -1438309.498242 + Penalty 4573.705972 = -1433735.792270 nChanged 169 SP:Iteration 19Q (9377.260000 sec): 3 clusters Score: Raw -1438419.051322 + Penalty 4573.705972 = -1433845.345350 nChanged 141 SP:Iteration 20F (9377.520000 sec): 3 clusters Score: Raw -1438509.887123 + Penalty 4573.705972 = -1433936.181151 nChanged 131 SP:Iteration 21Q (9377.790000 sec): 3 clusters Score: Raw -1438587.983569 + Penalty 4573.705972 = -1434014.277597 nChanged 109 SP:Iteration 22Q (9378.120000 sec): 3 clusters Score: Raw -1438657.448297 + Penalty 4573.705972 = -1434083.742325 nChanged 106 SP:Iteration 23Q (9378.340000 sec): 3 clusters Score: Raw -1438722.285892 + Penalty 4573.705972 = -1434148.579920 nChanged 91 SP:Iteration 24Q (9378.600000 sec): 3 clusters Score: Raw -1438792.111399 + Penalty 4573.705972 = -1434218.405427 nChanged 104 SP:Iteration 25Q (9378.910000 sec): 3 clusters Score: Raw -1438883.260751 + Penalty 4573.705972 = -1434309.554779 nChanged 92 SP:Iteration 26Q (9379.150000 sec): 3 clusters Score: Raw -1438967.529120 + Penalty 4573.705972 = -1434393.823148 nChanged 78 SP:Iteration 27Q (9379.400000 sec): 3 clusters Score: Raw -1439053.431603 + Penalty 4573.705972 = -1434479.725631 nChanged 81 SP:Iteration 28Q (9379.630000 sec): 3 clusters Score: Raw -1439155.149823 + Penalty 4573.705972 = -1434581.443851 nChanged 81 SP:Iteration 29Q (9379.900000 sec): 3 clusters Score: Raw -1439221.919618 + Penalty 4573.705972 = -1434648.213646 nChanged 71 SP:Iteration 30Q (9380.160000 sec): 3 clusters Score: Raw -1439260.344862 + Penalty 4573.705972 = -1434686.638890 nChanged 47 SP:Iteration 31Q (9380.430000 sec): 3 clusters Score: Raw -1439282.394376 + Penalty 4573.705972 = -1434708.688404 nChanged 38 SP:Iteration 32Q (9380.700000 sec): 3 clusters Score: Raw -1439295.922399 + Penalty 4573.705972 = -1434722.216427 nChanged 23 SP:Iteration 33Q (9380.990000 sec): 3 clusters Score: Raw -1439304.785177 + Penalty 4573.705972 = -1434731.079205 nChanged 16 SP:Iteration 34Q (9381.270000 sec): 3 clusters Score: Raw -1439311.715685 + Penalty 4573.705972 = -1434738.009713 nChanged 11 SP:Iteration 35Q (9381.470000 sec): 3 clusters Score: Raw -1439316.770329 + Penalty 4573.705972 = -1434743.064357 nChanged 13 SP:Iteration 36Q (9381.680000 sec): 3 clusters Score: Raw -1439321.127046 + Penalty 4573.705972 = -1434747.421074 nChanged 12 SP:Iteration 37Q (9381.930000 sec): 3 clusters Score: Raw -1439326.020298 + Penalty 4573.705972 = -1434752.314327 nChanged 14 SP:Iteration 38Q (9382.120000 sec): 3 clusters Score: Raw -1439329.970334 + Penalty 4573.705972 = -1434756.264362 nChanged 16 SP:Iteration 39Q (9382.450000 sec): 3 clusters Score: Raw -1439333.930091 + Penalty 4573.705972 = -1434760.224119 nChanged 8 SP:Iteration 40F (9382.710000 sec): 3 clusters Score: Raw -1439335.631688 + Penalty 4573.705972 = -1434761.925716 nChanged 8 SP:Iteration 41Q (9382.930000 sec): 3 clusters Score: Raw -1439337.731444 + Penalty 4573.705972 = -1434764.025472 nChanged 3 SP:Iteration 42Q (9383.190000 sec): 3 clusters Score: Raw -1439338.471208 + Penalty 4573.705972 = -1434764.765236 nChanged 3 SP:Iteration 43Q (9383.440000 sec): 3 clusters Score: Raw -1439339.120881 + Penalty 4573.705972 = -1434765.414909 nChanged 2 SP:Iteration 44Q (9383.700000 sec): 3 clusters Score: Raw -1439339.566201 + Penalty 4573.705972 = -1434765.860229 nChanged 1 SP:Iteration 45Q (9383.980000 sec): 3 clusters Score: Raw -1439340.082207 + Penalty 4573.705972 = -1434766.376235 nChanged 2 SP:Iteration 46Q (9384.250000 sec): 3 clusters Score: Raw -1439340.469906 + Penalty 4573.705972 = -1434766.763934 nChanged 0 SP:Iteration 47F (9384.600000 sec): 3 clusters Score: Raw -1439340.469906 + Penalty 4573.705972 = -1434766.763934 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 5 (4272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9384.680000 sec): 2 clusters Score: Raw -590177.778501 + Penalty 2073.239670 = -588104.538830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9384.930000 sec): 3 clusters Score: Raw -588174.999416 + Penalty 4146.479341 = -584028.520075 nChanged 1638 SP:Iteration 1F (9385.180000 sec): 3 clusters Score: Raw -589347.561374 + Penalty 4146.479341 = -585201.082033 nChanged 430 SP:Iteration 2F (9385.390000 sec): 3 clusters Score: Raw -589812.910503 + Penalty 4146.479341 = -585666.431163 nChanged 333 SP:Iteration 3F (9385.620000 sec): 3 clusters Score: Raw -590153.174268 + Penalty 4146.479341 = -586006.694927 nChanged 268 SP:Iteration 4F (9385.810000 sec): 3 clusters Score: Raw -590380.148529 + Penalty 4146.479341 = -586233.669189 nChanged 183 SP:Iteration 5Q (9386.030000 sec): 3 clusters Score: Raw -590529.414344 + Penalty 4146.479341 = -586382.935003 nChanged 152 SP:Iteration 6Q (9386.260000 sec): 3 clusters Score: Raw -590639.206843 + Penalty 4146.479341 = -586492.727503 nChanged 116 SP:Iteration 7Q (9386.420000 sec): 3 clusters Score: Raw -590732.469154 + Penalty 4146.479341 = -586585.989813 nChanged 127 SP:Iteration 8Q (9386.690000 sec): 3 clusters Score: Raw -590828.037551 + Penalty 4146.479341 = -586681.558211 nChanged 113 SP:Iteration 9Q (9386.860000 sec): 3 clusters Score: Raw -590932.237503 + Penalty 4146.479341 = -586785.758162 nChanged 105 SP:Iteration 10Q (9387.050000 sec): 3 clusters Score: Raw -591027.429667 + Penalty 4146.479341 = -586880.950326 nChanged 92 SP:Iteration 11Q (9387.270000 sec): 3 clusters Score: Raw -591094.286816 + Penalty 4146.479341 = -586947.807476 nChanged 65 SP:Iteration 12Q (9387.450000 sec): 3 clusters Score: Raw -591140.060084 + Penalty 4146.479341 = -586993.580743 nChanged 52 SP:Iteration 13Q (9387.650000 sec): 3 clusters Score: Raw -591189.798339 + Penalty 4146.479341 = -587043.318999 nChanged 60 SP:Iteration 14Q (9387.830000 sec): 3 clusters Score: Raw -591244.903985 + Penalty 4146.479341 = -587098.424644 nChanged 53 SP:Iteration 15Q (9388.040000 sec): 3 clusters Score: Raw -591286.731447 + Penalty 4146.479341 = -587140.252106 nChanged 44 SP:Iteration 16Q (9388.260000 sec): 3 clusters Score: Raw -591307.130830 + Penalty 4146.479341 = -587160.651489 nChanged 26 SP:Iteration 17Q (9388.410000 sec): 3 clusters Score: Raw -591318.681644 + Penalty 4146.479341 = -587172.202303 nChanged 20 SP:Iteration 18Q (9388.630000 sec): 3 clusters Score: Raw -591328.783331 + Penalty 4146.479341 = -587182.303990 nChanged 14 SP:Iteration 19Q (9388.810000 sec): 3 clusters Score: Raw -591335.484093 + Penalty 4146.479341 = -587189.004752 nChanged 11 SP:Iteration 20F (9389.040000 sec): 3 clusters Score: Raw -591340.350869 + Penalty 4146.479341 = -587193.871528 nChanged 7 SP:Iteration 21Q (9389.230000 sec): 3 clusters Score: Raw -591344.524928 + Penalty 4146.479341 = -587198.045587 nChanged 6 SP:Iteration 22Q (9389.380000 sec): 3 clusters Score: Raw -591347.515466 + Penalty 4146.479341 = -587201.036125 nChanged 6 SP:Iteration 23Q (9389.570000 sec): 3 clusters Score: Raw -591349.801928 + Penalty 4146.479341 = -587203.322587 nChanged 3 SP:Iteration 24Q (9389.750000 sec): 3 clusters Score: Raw -591350.675535 + Penalty 4146.479341 = -587204.196194 nChanged 2 SP:Iteration 25Q (9389.950000 sec): 3 clusters Score: Raw -591351.360674 + Penalty 4146.479341 = -587204.881333 nChanged 0 SP:Iteration 26F (9390.150000 sec): 3 clusters Score: Raw -591351.360674 + Penalty 4146.479341 = -587204.881333 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 6 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9390.230000 sec): 2 clusters Score: Raw -44132.870761 + Penalty 1456.285212 = -42676.585549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9390.450000 sec): 3 clusters Score: Raw -44280.751156 + Penalty 2912.570424 = -41368.180732 nChanged 68 SP:Iteration 1F (9390.660000 sec): 3 clusters Score: Raw -44526.098818 + Penalty 2912.570424 = -41613.528394 nChanged 22 SP:Iteration 2F (9390.800000 sec): 3 clusters Score: Raw -44692.067616 + Penalty 2912.570424 = -41779.497193 nChanged 17 SP:Iteration 3Q (9390.990000 sec): 3 clusters Score: Raw -44821.683737 + Penalty 2912.570424 = -41909.113313 nChanged 16 SP:Iteration 4Q (9391.140000 sec): 3 clusters Score: Raw -44946.357868 + Penalty 2912.570424 = -42033.787445 nChanged 14 SP:Iteration 5Q (9391.320000 sec): 3 clusters Score: Raw -45101.992887 + Penalty 2912.570424 = -42189.422463 nChanged 15 SP:Iteration 6Q (9391.470000 sec): 3 clusters Score: Raw -45270.888229 + Penalty 2912.570424 = -42358.317805 nChanged 9 SP:Iteration 7Q (9391.630000 sec): 3 clusters Score: Raw -45374.893359 + Penalty 2912.570424 = -42462.322935 nChanged 7 SP:Iteration 8Q (9391.840000 sec): 3 clusters Score: Raw -45570.423093 + Penalty 2912.570424 = -42657.852669 nChanged 3 SP:Iteration 9Q (9392.010000 sec): 3 clusters Score: Raw -45594.620697 + Penalty 2912.570424 = -42682.050274 nChanged 2 SP:Iteration 10Q (9392.150000 sec): 3 clusters Score: Raw -45615.537681 + Penalty 2912.570424 = -42702.967258 nChanged 1 SP:Iteration 11Q (9392.370000 sec): 3 clusters Score: Raw -45620.462046 + Penalty 2912.570424 = -42707.891622 nChanged 1 SP:Iteration 12Q (9392.520000 sec): 3 clusters Score: Raw -45622.562533 + Penalty 2912.570424 = -42709.992110 nChanged 0 SP:Iteration 13F (9392.760000 sec): 3 clusters Score: Raw -45638.550144 + Penalty 2912.570424 = -42725.979721 nChanged 1 SP:Iteration 14Q (9392.940000 sec): 3 clusters Score: Raw -45871.602992 + Penalty 2912.570424 = -42959.032568 nChanged 8 SP:Iteration 15Q (9393.130000 sec): 3 clusters Score: Raw -45940.323119 + Penalty 2912.570424 = -43027.752695 nChanged 8 SP:Iteration 16Q (9393.360000 sec): 3 clusters Score: Raw -46036.337539 + Penalty 2912.570424 = -43123.767115 nChanged 5 SP:Iteration 17Q (9393.600000 sec): 3 clusters Score: Raw -46074.189190 + Penalty 2912.570424 = -43161.618767 nChanged 7 SP:Iteration 18Q (9393.770000 sec): 3 clusters Score: Raw -46129.432082 + Penalty 2912.570424 = -43216.861659 nChanged 3 SP:Iteration 19Q (9393.910000 sec): 3 clusters Score: Raw -46157.776048 + Penalty 2912.570424 = -43245.205624 nChanged 2 SP:Iteration 20F (9394.050000 sec): 3 clusters Score: Raw -46185.903652 + Penalty 2912.570424 = -43273.333228 nChanged 2 SP:Iteration 21Q (9394.270000 sec): 3 clusters Score: Raw -46217.896040 + Penalty 2912.570424 = -43305.325617 nChanged 2 SP:Iteration 22Q (9394.470000 sec): 3 clusters Score: Raw -46228.454512 + Penalty 2912.570424 = -43315.884089 nChanged 2 SP:Iteration 23Q (9394.670000 sec): 3 clusters Score: Raw -46238.667016 + Penalty 2912.570424 = -43326.096593 nChanged 1 SP:Iteration 24Q (9394.940000 sec): 3 clusters Score: Raw -46240.049320 + Penalty 2912.570424 = -43327.478896 nChanged 0 SP:Iteration 25F (9395.130000 sec): 3 clusters Score: Raw -46240.049320 + Penalty 2912.570424 = -43327.478896 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 7 (7407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9395.300000 sec): 2 clusters Score: Raw -1009126.085117 + Penalty 2209.724833 = -1006916.360284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9395.530000 sec): 3 clusters Score: Raw -1005371.444214 + Penalty 4419.449666 = -1000951.994548 nChanged 2911 SP:Iteration 1F (9395.760000 sec): 3 clusters Score: Raw -1007023.711844 + Penalty 4419.449666 = -1002604.262178 nChanged 551 SP:Iteration 2F (9395.980000 sec): 3 clusters Score: Raw -1007368.294659 + Penalty 4419.449666 = -1002948.844993 nChanged 431 SP:Iteration 3F (9396.210000 sec): 3 clusters Score: Raw -1007643.848885 + Penalty 4419.449666 = -1003224.399219 nChanged 332 SP:Iteration 4Q (9396.460000 sec): 3 clusters Score: Raw -1007864.684754 + Penalty 4419.449666 = -1003445.235088 nChanged 338 SP:Iteration 5Q (9396.670000 sec): 3 clusters Score: Raw -1008062.520481 + Penalty 4419.449666 = -1003643.070815 nChanged 287 SP:Iteration 6Q (9396.910000 sec): 3 clusters Score: Raw -1008223.915579 + Penalty 4419.449666 = -1003804.465913 nChanged 261 SP:Iteration 7Q (9397.130000 sec): 3 clusters Score: Raw -1008360.999293 + Penalty 4419.449666 = -1003941.549627 nChanged 224 SP:Iteration 8Q (9397.350000 sec): 3 clusters Score: Raw -1008481.480809 + Penalty 4419.449666 = -1004062.031143 nChanged 224 SP:Iteration 9Q (9397.590000 sec): 3 clusters Score: Raw -1008623.617260 + Penalty 4419.449666 = -1004204.167594 nChanged 228 SP:Iteration 10Q (9397.830000 sec): 3 clusters Score: Raw -1008768.290700 + Penalty 4419.449666 = -1004348.841034 nChanged 193 SP:Iteration 11Q (9398.050000 sec): 3 clusters Score: Raw -1008871.036971 + Penalty 4419.449666 = -1004451.587305 nChanged 171 SP:Iteration 12Q (9398.290000 sec): 3 clusters Score: Raw -1008972.387920 + Penalty 4419.449666 = -1004552.938254 nChanged 163 SP:Iteration 13Q (9398.520000 sec): 3 clusters Score: Raw -1009057.222872 + Penalty 4419.449666 = -1004637.773206 nChanged 144 SP:Iteration 14Q (9398.740000 sec): 3 clusters Score: Raw -1009140.871353 + Penalty 4419.449666 = -1004721.421687 nChanged 147 SP:Iteration 15Q (9398.980000 sec): 3 clusters Score: Raw -1009232.998399 + Penalty 4419.449666 = -1004813.548733 nChanged 160 SP:Iteration 16Q (9399.200000 sec): 3 clusters Score: Raw -1009319.912651 + Penalty 4419.449666 = -1004900.462985 nChanged 151 SP:Iteration 17Q (9399.440000 sec): 3 clusters Score: Raw -1009401.628314 + Penalty 4419.449666 = -1004982.178648 nChanged 122 SP:Iteration 18Q (9399.680000 sec): 3 clusters Score: Raw -1009469.362530 + Penalty 4419.449666 = -1005049.912865 nChanged 102 SP:Iteration 19Q (9399.910000 sec): 3 clusters Score: Raw -1009517.125433 + Penalty 4419.449666 = -1005097.675767 nChanged 97 SP:Iteration 20F (9400.190000 sec): 3 clusters Score: Raw -1009553.180620 + Penalty 4419.449666 = -1005133.730954 nChanged 66 SP:Iteration 21Q (9400.420000 sec): 3 clusters Score: Raw -1009572.016668 + Penalty 4419.449666 = -1005152.567002 nChanged 52 SP:Iteration 22Q (9400.630000 sec): 3 clusters Score: Raw -1009590.925635 + Penalty 4419.449666 = -1005171.475969 nChanged 62 SP:Iteration 23Q (9400.840000 sec): 3 clusters Score: Raw -1009607.227788 + Penalty 4419.449666 = -1005187.778122 nChanged 42 SP:Iteration 24Q (9401.050000 sec): 3 clusters Score: Raw -1009617.884277 + Penalty 4419.449666 = -1005198.434611 nChanged 26 SP:Iteration 25Q (9401.270000 sec): 3 clusters Score: Raw -1009624.114495 + Penalty 4419.449666 = -1005204.664829 nChanged 26 SP:Iteration 26Q (9401.530000 sec): 3 clusters Score: Raw -1009631.575728 + Penalty 4419.449666 = -1005212.126062 nChanged 22 SP:Iteration 27Q (9401.750000 sec): 3 clusters Score: Raw -1009636.914590 + Penalty 4419.449666 = -1005217.464924 nChanged 15 SP:Iteration 28Q (9401.940000 sec): 3 clusters Score: Raw -1009641.133014 + Penalty 4419.449666 = -1005221.683348 nChanged 13 SP:Iteration 29Q (9402.170000 sec): 3 clusters Score: Raw -1009643.948248 + Penalty 4419.449666 = -1005224.498583 nChanged 12 SP:Iteration 30Q (9402.400000 sec): 3 clusters Score: Raw -1009647.472989 + Penalty 4419.449666 = -1005228.023323 nChanged 17 SP:Iteration 31Q (9402.620000 sec): 3 clusters Score: Raw -1009651.605026 + Penalty 4419.449666 = -1005232.155360 nChanged 14 SP:Iteration 32Q (9402.850000 sec): 3 clusters Score: Raw -1009655.087879 + Penalty 4419.449666 = -1005235.638213 nChanged 14 SP:Iteration 33Q (9403.100000 sec): 3 clusters Score: Raw -1009657.505273 + Penalty 4419.449666 = -1005238.055607 nChanged 10 SP:Iteration 34Q (9403.280000 sec): 3 clusters Score: Raw -1009659.369432 + Penalty 4419.449666 = -1005239.919766 nChanged 7 SP:Iteration 35Q (9403.490000 sec): 3 clusters Score: Raw -1009660.236575 + Penalty 4419.449666 = -1005240.786909 nChanged 2 SP:Iteration 36Q (9403.710000 sec): 3 clusters Score: Raw -1009660.761537 + Penalty 4419.449666 = -1005241.311871 nChanged 1 SP:Iteration 37Q (9403.940000 sec): 3 clusters Score: Raw -1009661.035376 + Penalty 4419.449666 = -1005241.585710 nChanged 3 SP:Iteration 38Q (9404.110000 sec): 3 clusters Score: Raw -1009661.657729 + Penalty 4419.449666 = -1005242.208064 nChanged 3 SP:Iteration 39Q (9404.340000 sec): 3 clusters Score: Raw -1009662.044783 + Penalty 4419.449666 = -1005242.595118 nChanged 0 SP:Iteration 40F (9404.560000 sec): 3 clusters Score: Raw -1009662.044783 + Penalty 4419.449666 = -1005242.595118 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 8 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9404.670000 sec): 2 clusters Score: Raw -120201.499268 + Penalty 1698.568438 = -118502.930830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9404.920000 sec): 3 clusters Score: Raw -120045.278258 + Penalty 3397.136876 = -116648.141382 nChanged 245 SP:Iteration 1F (9405.160000 sec): 3 clusters Score: Raw -120499.598013 + Penalty 3397.136876 = -117102.461136 nChanged 99 SP:Iteration 2F (9405.380000 sec): 3 clusters Score: Raw -120903.048401 + Penalty 3397.136876 = -117505.911525 nChanged 94 SP:Iteration 3F (9405.540000 sec): 3 clusters Score: Raw -121417.839338 + Penalty 3397.136876 = -118020.702462 nChanged 62 SP:Iteration 4F (9405.770000 sec): 3 clusters Score: Raw -121722.255512 + Penalty 3397.136876 = -118325.118635 nChanged 52 SP:Iteration 5F (9405.910000 sec): 3 clusters Score: Raw -121998.592301 + Penalty 3397.136876 = -118601.455425 nChanged 26 SP:Iteration 6Q (9406.090000 sec): 3 clusters Score: Raw -122114.147176 + Penalty 3397.136876 = -118717.010300 nChanged 25 SP:Iteration 7Q (9406.280000 sec): 3 clusters Score: Raw -122297.514539 + Penalty 3397.136876 = -118900.377663 nChanged 15 SP:Iteration 8Q (9406.430000 sec): 3 clusters Score: Raw -122472.050726 + Penalty 3397.136876 = -119074.913850 nChanged 14 SP:Iteration 9Q (9406.560000 sec): 3 clusters Score: Raw -122560.388210 + Penalty 3397.136876 = -119163.251334 nChanged 13 SP:Iteration 10Q (9406.760000 sec): 3 clusters Score: Raw -122623.559323 + Penalty 3397.136876 = -119226.422447 nChanged 5 SP:Iteration 11Q (9406.950000 sec): 3 clusters Score: Raw -122652.754270 + Penalty 3397.136876 = -119255.617394 nChanged 5 SP:Iteration 12Q (9407.140000 sec): 3 clusters Score: Raw -122683.330768 + Penalty 3397.136876 = -119286.193892 nChanged 4 SP:Iteration 13Q (9407.300000 sec): 3 clusters Score: Raw -122698.326505 + Penalty 3397.136876 = -119301.189629 nChanged 4 SP:Iteration 14Q (9407.460000 sec): 3 clusters Score: Raw -122731.805019 + Penalty 3397.136876 = -119334.668142 nChanged 7 SP:Iteration 15Q (9407.630000 sec): 3 clusters Score: Raw -122784.211779 + Penalty 3397.136876 = -119387.074902 nChanged 7 SP:Iteration 16Q (9407.760000 sec): 3 clusters Score: Raw -122904.017444 + Penalty 3397.136876 = -119506.880568 nChanged 5 SP:Iteration 17Q (9407.980000 sec): 3 clusters Score: Raw -122999.978163 + Penalty 3397.136876 = -119602.841287 nChanged 1 SP:Iteration 18Q (9408.140000 sec): 3 clusters Score: Raw -123001.709933 + Penalty 3397.136876 = -119604.573057 nChanged 1 SP:Iteration 19Q (9408.340000 sec): 3 clusters Score: Raw -123004.208040 + Penalty 3397.136876 = -119607.071163 nChanged 0 SP:Iteration 20F (9408.520000 sec): 3 clusters Score: Raw -123005.864403 + Penalty 3397.136876 = -119608.727526 nChanged 1 SP:Iteration 21Q (9408.690000 sec): 3 clusters Score: Raw -123010.087366 + Penalty 3397.136876 = -119612.950490 nChanged 3 SP:Iteration 22Q (9408.910000 sec): 3 clusters Score: Raw -123023.159256 + Penalty 3397.136876 = -119626.022380 nChanged 3 SP:Iteration 23Q (9409.120000 sec): 3 clusters Score: Raw -123031.045057 + Penalty 3397.136876 = -119633.908181 nChanged 2 SP:Iteration 24Q (9409.290000 sec): 3 clusters Score: Raw -123037.817408 + Penalty 3397.136876 = -119640.680532 nChanged 1 SP:Iteration 25Q (9409.500000 sec): 3 clusters Score: Raw -123041.783241 + Penalty 3397.136876 = -119644.646365 nChanged 1 SP:Iteration 26Q (9409.710000 sec): 3 clusters Score: Raw -123043.238616 + Penalty 3397.136876 = -119646.101740 nChanged 0 SP:Iteration 27F (9409.880000 sec): 3 clusters Score: Raw -123043.238616 + Penalty 3397.136876 = -119646.101740 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 9 (3506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9410.020000 sec): 2 clusters Score: Raw -482995.353171 + Penalty 2024.233304 = -480971.119866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9410.190000 sec): 3 clusters Score: Raw -481409.731577 + Penalty 4048.466608 = -477361.264969 nChanged 1306 SP:Iteration 1F (9410.380000 sec): 3 clusters Score: Raw -482168.449870 + Penalty 4048.466608 = -478119.983262 nChanged 276 SP:Iteration 2F (9410.610000 sec): 3 clusters Score: Raw -482374.742005 + Penalty 4048.466608 = -478326.275397 nChanged 196 SP:Iteration 3F (9410.780000 sec): 3 clusters Score: Raw -482521.019104 + Penalty 4048.466608 = -478472.552495 nChanged 138 SP:Iteration 4Q (9410.980000 sec): 3 clusters Score: Raw -482615.898283 + Penalty 4048.466608 = -478567.431674 nChanged 103 SP:Iteration 5Q (9411.170000 sec): 3 clusters Score: Raw -482702.350396 + Penalty 4048.466608 = -478653.883788 nChanged 101 SP:Iteration 6Q (9411.430000 sec): 3 clusters Score: Raw -482772.209051 + Penalty 4048.466608 = -478723.742442 nChanged 97 SP:Iteration 7Q (9411.630000 sec): 3 clusters Score: Raw -482850.539359 + Penalty 4048.466608 = -478802.072750 nChanged 89 SP:Iteration 8Q (9411.880000 sec): 3 clusters Score: Raw -482917.329305 + Penalty 4048.466608 = -478868.862696 nChanged 81 SP:Iteration 9Q (9412.110000 sec): 3 clusters Score: Raw -482969.212420 + Penalty 4048.466608 = -478920.745812 nChanged 74 SP:Iteration 10Q (9412.260000 sec): 3 clusters Score: Raw -483019.328547 + Penalty 4048.466608 = -478970.861939 nChanged 71 SP:Iteration 11Q (9412.460000 sec): 3 clusters Score: Raw -483071.884864 + Penalty 4048.466608 = -479023.418255 nChanged 74 SP:Iteration 12Q (9412.640000 sec): 3 clusters Score: Raw -483119.762664 + Penalty 4048.466608 = -479071.296056 nChanged 66 SP:Iteration 13Q (9412.830000 sec): 3 clusters Score: Raw -483168.612605 + Penalty 4048.466608 = -479120.145996 nChanged 63 SP:Iteration 14Q (9413.020000 sec): 3 clusters Score: Raw -483223.499107 + Penalty 4048.466608 = -479175.032499 nChanged 65 SP:Iteration 15Q (9413.240000 sec): 3 clusters Score: Raw -483282.492827 + Penalty 4048.466608 = -479234.026219 nChanged 69 SP:Iteration 16Q (9413.440000 sec): 3 clusters Score: Raw -483335.143819 + Penalty 4048.466608 = -479286.677210 nChanged 51 SP:Iteration 17Q (9413.680000 sec): 3 clusters Score: Raw -483377.235920 + Penalty 4048.466608 = -479328.769311 nChanged 64 SP:Iteration 18Q (9413.880000 sec): 3 clusters Score: Raw -483423.503025 + Penalty 4048.466608 = -479375.036417 nChanged 58 SP:Iteration 19Q (9414.070000 sec): 3 clusters Score: Raw -483465.893871 + Penalty 4048.466608 = -479417.427263 nChanged 53 SP:Iteration 20F (9414.290000 sec): 3 clusters Score: Raw -483504.353663 + Penalty 4048.466608 = -479455.887055 nChanged 50 SP:Iteration 21Q (9414.540000 sec): 3 clusters Score: Raw -483538.178120 + Penalty 4048.466608 = -479489.711512 nChanged 46 SP:Iteration 22Q (9414.750000 sec): 3 clusters Score: Raw -483568.355111 + Penalty 4048.466608 = -479519.888503 nChanged 42 SP:Iteration 23Q (9414.980000 sec): 3 clusters Score: Raw -483597.728949 + Penalty 4048.466608 = -479549.262341 nChanged 35 SP:Iteration 24Q (9415.230000 sec): 3 clusters Score: Raw -483621.410152 + Penalty 4048.466608 = -479572.943544 nChanged 38 SP:Iteration 25Q (9415.440000 sec): 3 clusters Score: Raw -483642.369162 + Penalty 4048.466608 = -479593.902554 nChanged 29 SP:Iteration 26Q (9415.700000 sec): 3 clusters Score: Raw -483658.949597 + Penalty 4048.466608 = -479610.482989 nChanged 33 SP:Iteration 27Q (9415.890000 sec): 3 clusters Score: Raw -483682.162377 + Penalty 4048.466608 = -479633.695769 nChanged 35 SP:Iteration 28Q (9416.080000 sec): 3 clusters Score: Raw -483716.654236 + Penalty 4048.466608 = -479668.187627 nChanged 49 SP:Iteration 29Q (9416.320000 sec): 3 clusters Score: Raw -483756.312349 + Penalty 4048.466608 = -479707.845740 nChanged 54 SP:Iteration 30Q (9416.540000 sec): 3 clusters Score: Raw -483806.042045 + Penalty 4048.466608 = -479757.575436 nChanged 51 SP:Iteration 31Q (9416.760000 sec): 3 clusters Score: Raw -483850.170113 + Penalty 4048.466608 = -479801.703505 nChanged 58 SP:Iteration 32Q (9416.920000 sec): 3 clusters Score: Raw -483893.116355 + Penalty 4048.466608 = -479844.649746 nChanged 53 SP:Iteration 33Q (9417.120000 sec): 3 clusters Score: Raw -483932.917232 + Penalty 4048.466608 = -479884.450624 nChanged 52 SP:Iteration 34Q (9417.310000 sec): 3 clusters Score: Raw -483988.872245 + Penalty 4048.466608 = -479940.405637 nChanged 50 SP:Iteration 35Q (9417.500000 sec): 3 clusters Score: Raw -484073.926481 + Penalty 4048.466608 = -480025.459872 nChanged 66 SP:Iteration 36Q (9417.700000 sec): 3 clusters Score: Raw -484161.819279 + Penalty 4048.466608 = -480113.352671 nChanged 62 SP:Iteration 37Q (9417.910000 sec): 3 clusters Score: Raw -484236.228727 + Penalty 4048.466608 = -480187.762119 nChanged 57 SP:Iteration 38Q (9418.090000 sec): 3 clusters Score: Raw -484297.418716 + Penalty 4048.466608 = -480248.952107 nChanged 49 SP:Iteration 39Q (9418.280000 sec): 3 clusters Score: Raw -484338.504560 + Penalty 4048.466608 = -480290.037951 nChanged 41 SP:Iteration 40F (9418.470000 sec): 3 clusters Score: Raw -484383.270400 + Penalty 4048.466608 = -480334.803792 nChanged 30 SP:Iteration 41Q (9418.680000 sec): 3 clusters Score: Raw -484418.087344 + Penalty 4048.466608 = -480369.620735 nChanged 33 SP:Iteration 42Q (9418.860000 sec): 3 clusters Score: Raw -484439.285542 + Penalty 4048.466608 = -480390.818933 nChanged 34 SP:Iteration 43Q (9419.040000 sec): 3 clusters Score: Raw -484468.244993 + Penalty 4048.466608 = -480419.778384 nChanged 36 SP:Iteration 44Q (9419.290000 sec): 3 clusters Score: Raw -484494.031809 + Penalty 4048.466608 = -480445.565200 nChanged 26 SP:Iteration 45Q (9419.520000 sec): 3 clusters Score: Raw -484511.043797 + Penalty 4048.466608 = -480462.577189 nChanged 22 SP:Iteration 46Q (9419.740000 sec): 3 clusters Score: Raw -484531.130535 + Penalty 4048.466608 = -480482.663927 nChanged 24 SP:Iteration 47Q (9419.910000 sec): 3 clusters Score: Raw -484564.825611 + Penalty 4048.466608 = -480516.359002 nChanged 30 SP:Iteration 48Q (9420.120000 sec): 3 clusters Score: Raw -484605.201424 + Penalty 4048.466608 = -480556.734815 nChanged 24 SP:Iteration 49Q (9420.330000 sec): 3 clusters Score: Raw -484627.573090 + Penalty 4048.466608 = -480579.106482 nChanged 26 SP:Iteration 50Q (9420.580000 sec): 3 clusters Score: Raw -484649.783549 + Penalty 4048.466608 = -480601.316940 nChanged 17 SP:Iteration 51Q (9420.760000 sec): 3 clusters Score: Raw -484666.628730 + Penalty 4048.466608 = -480618.162121 nChanged 23 SP:Iteration 52Q (9420.940000 sec): 3 clusters Score: Raw -484689.220394 + Penalty 4048.466608 = -480640.753785 nChanged 27 SP:Iteration 53Q (9421.150000 sec): 3 clusters Score: Raw -484711.791783 + Penalty 4048.466608 = -480663.325174 nChanged 19 SP:Iteration 54Q (9421.290000 sec): 3 clusters Score: Raw -484726.725840 + Penalty 4048.466608 = -480678.259232 nChanged 20 SP:Iteration 55Q (9421.490000 sec): 3 clusters Score: Raw -484739.472973 + Penalty 4048.466608 = -480691.006364 nChanged 16 SP:Iteration 56Q (9421.700000 sec): 3 clusters Score: Raw -484746.840799 + Penalty 4048.466608 = -480698.374191 nChanged 9 SP:Iteration 57Q (9421.860000 sec): 3 clusters Score: Raw -484749.970974 + Penalty 4048.466608 = -480701.504366 nChanged 4 SP:Iteration 58Q (9422.070000 sec): 3 clusters Score: Raw -484751.547268 + Penalty 4048.466608 = -480703.080659 nChanged 3 SP:Iteration 59Q (9422.280000 sec): 3 clusters Score: Raw -484754.036483 + Penalty 4048.466608 = -480705.569875 nChanged 1 SP:Iteration 60F (9422.460000 sec): 3 clusters Score: Raw -484754.204606 + Penalty 4048.466608 = -480705.737998 nChanged 1 SP:Iteration 61Q (9422.640000 sec): 3 clusters Score: Raw -484754.403562 + Penalty 4048.466608 = -480705.936954 nChanged 0 SP:Iteration 62F (9422.910000 sec): 3 clusters Score: Raw -484754.403562 + Penalty 4048.466608 = -480705.936954 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 10 (6218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9423.000000 sec): 2 clusters Score: Raw -895091.736764 + Penalty 2166.330490 = -892925.406273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9423.200000 sec): 3 clusters Score: Raw -892010.960873 + Penalty 4332.660981 = -887678.299892 nChanged 2446 SP:Iteration 1F (9423.400000 sec): 3 clusters Score: Raw -893373.385971 + Penalty 4332.660981 = -889040.724990 nChanged 437 SP:Iteration 2F (9423.590000 sec): 3 clusters Score: Raw -893637.102477 + Penalty 4332.660981 = -889304.441496 nChanged 338 SP:Iteration 3F (9423.830000 sec): 3 clusters Score: Raw -893806.983280 + Penalty 4332.660981 = -889474.322300 nChanged 245 SP:Iteration 4Q (9424.060000 sec): 3 clusters Score: Raw -893935.576103 + Penalty 4332.660981 = -889602.915122 nChanged 211 SP:Iteration 5Q (9424.300000 sec): 3 clusters Score: Raw -894059.964058 + Penalty 4332.660981 = -889727.303078 nChanged 216 SP:Iteration 6Q (9424.550000 sec): 3 clusters Score: Raw -894179.367732 + Penalty 4332.660981 = -889846.706751 nChanged 198 SP:Iteration 7Q (9424.730000 sec): 3 clusters Score: Raw -894286.711738 + Penalty 4332.660981 = -889954.050757 nChanged 191 SP:Iteration 8Q (9424.920000 sec): 3 clusters Score: Raw -894401.333674 + Penalty 4332.660981 = -890068.672693 nChanged 204 SP:Iteration 9Q (9425.180000 sec): 3 clusters Score: Raw -894535.210759 + Penalty 4332.660981 = -890202.549778 nChanged 222 SP:Iteration 10Q (9425.420000 sec): 3 clusters Score: Raw -894689.009347 + Penalty 4332.660981 = -890356.348367 nChanged 225 SP:Iteration 11Q (9425.680000 sec): 3 clusters Score: Raw -894830.755944 + Penalty 4332.660981 = -890498.094963 nChanged 206 SP:Iteration 12Q (9425.880000 sec): 3 clusters Score: Raw -894975.828842 + Penalty 4332.660981 = -890643.167861 nChanged 203 SP:Iteration 13Q (9426.100000 sec): 3 clusters Score: Raw -895118.048813 + Penalty 4332.660981 = -890785.387832 nChanged 188 SP:Iteration 14Q (9426.380000 sec): 3 clusters Score: Raw -895260.246323 + Penalty 4332.660981 = -890927.585342 nChanged 193 SP:Iteration 15Q (9426.610000 sec): 3 clusters Score: Raw -895422.332702 + Penalty 4332.660981 = -891089.671721 nChanged 163 SP:Iteration 16Q (9426.810000 sec): 3 clusters Score: Raw -895563.330097 + Penalty 4332.660981 = -891230.669116 nChanged 135 SP:Iteration 17Q (9427.000000 sec): 3 clusters Score: Raw -895656.425676 + Penalty 4332.660981 = -891323.764695 nChanged 115 SP:Iteration 18Q (9427.230000 sec): 3 clusters Score: Raw -895729.520150 + Penalty 4332.660981 = -891396.859169 nChanged 89 SP:Iteration 19Q (9427.440000 sec): 3 clusters Score: Raw -895788.756577 + Penalty 4332.660981 = -891456.095596 nChanged 79 SP:Iteration 20F (9427.680000 sec): 3 clusters Score: Raw -895832.069226 + Penalty 4332.660981 = -891499.408245 nChanged 62 SP:Iteration 21Q (9427.870000 sec): 3 clusters Score: Raw -895866.825555 + Penalty 4332.660981 = -891534.164574 nChanged 63 SP:Iteration 22Q (9428.080000 sec): 3 clusters Score: Raw -895902.089873 + Penalty 4332.660981 = -891569.428892 nChanged 48 SP:Iteration 23Q (9428.290000 sec): 3 clusters Score: Raw -895929.943668 + Penalty 4332.660981 = -891597.282687 nChanged 34 SP:Iteration 24Q (9428.480000 sec): 3 clusters Score: Raw -895948.906505 + Penalty 4332.660981 = -891616.245524 nChanged 29 SP:Iteration 25Q (9428.700000 sec): 3 clusters Score: Raw -895960.484138 + Penalty 4332.660981 = -891627.823157 nChanged 18 SP:Iteration 26Q (9428.900000 sec): 3 clusters Score: Raw -895965.423495 + Penalty 4332.660981 = -891632.762514 nChanged 15 SP:Iteration 27Q (9429.110000 sec): 3 clusters Score: Raw -895969.569927 + Penalty 4332.660981 = -891636.908946 nChanged 12 SP:Iteration 28Q (9429.380000 sec): 3 clusters Score: Raw -895973.424663 + Penalty 4332.660981 = -891640.763682 nChanged 10 SP:Iteration 29Q (9429.610000 sec): 3 clusters Score: Raw -895975.741454 + Penalty 4332.660981 = -891643.080473 nChanged 7 SP:Iteration 30Q (9429.800000 sec): 3 clusters Score: Raw -895977.747893 + Penalty 4332.660981 = -891645.086912 nChanged 8 SP:Iteration 31Q (9430.060000 sec): 3 clusters Score: Raw -895980.798800 + Penalty 4332.660981 = -891648.137819 nChanged 14 SP:Iteration 32Q (9430.270000 sec): 3 clusters Score: Raw -895986.330169 + Penalty 4332.660981 = -891653.669188 nChanged 18 SP:Iteration 33Q (9430.510000 sec): 3 clusters Score: Raw -895992.810803 + Penalty 4332.660981 = -891660.149822 nChanged 12 SP:Iteration 34Q (9430.690000 sec): 3 clusters Score: Raw -895996.713839 + Penalty 4332.660981 = -891664.052858 nChanged 3 SP:Iteration 35Q (9430.970000 sec): 3 clusters Score: Raw -895997.743350 + Penalty 4332.660981 = -891665.082369 nChanged 6 SP:Iteration 36Q (9431.180000 sec): 3 clusters Score: Raw -895999.218093 + Penalty 4332.660981 = -891666.557112 nChanged 5 SP:Iteration 37Q (9431.400000 sec): 3 clusters Score: Raw -896000.814620 + Penalty 4332.660981 = -891668.153639 nChanged 6 SP:Iteration 38Q (9431.590000 sec): 3 clusters Score: Raw -896002.372737 + Penalty 4332.660981 = -891669.711756 nChanged 4 SP:Iteration 39Q (9431.810000 sec): 3 clusters Score: Raw -896003.077903 + Penalty 4332.660981 = -891670.416922 nChanged 2 SP:Iteration 40F (9432.070000 sec): 3 clusters Score: Raw -896003.680447 + Penalty 4332.660981 = -891671.019466 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 11 (95730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9432.550000 sec): 2 clusters Score: Raw -14150791.524420 + Penalty 2844.383178 = -14147947.141242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9433.280000 sec): 3 clusters Score: Raw -14089384.819452 + Penalty 5688.766356 = -14083696.053097 nChanged 45369 SP:Iteration 1F (9433.920000 sec): 3 clusters Score: Raw -14115451.134460 + Penalty 5688.766356 = -14109762.368104 nChanged 3705 SP:Iteration 2Q (9434.650000 sec): 3 clusters Score: Raw -14116541.014884 + Penalty 5688.766356 = -14110852.248528 nChanged 4112 SP:Iteration 3Q (9435.480000 sec): 3 clusters Score: Raw -14118092.830133 + Penalty 5688.766356 = -14112404.063777 nChanged 5111 SP:Iteration 4F (9436.170000 sec): 3 clusters Score: Raw -14120660.762941 + Penalty 5688.766356 = -14114971.996585 nChanged 6467 SP:Iteration 5F (9436.880000 sec): 3 clusters Score: Raw -14124860.353471 + Penalty 5688.766356 = -14119171.587115 nChanged 7615 SP:Iteration 6F (9437.610000 sec): 3 clusters Score: Raw -14130458.285592 + Penalty 5688.766356 = -14124769.519236 nChanged 7366 SP:Iteration 7F (9438.330000 sec): 3 clusters Score: Raw -14135675.629062 + Penalty 5688.766356 = -14129986.862706 nChanged 6109 SP:Iteration 8F (9439.040000 sec): 3 clusters Score: Raw -14139526.029168 + Penalty 5688.766356 = -14133837.262812 nChanged 4556 SP:Iteration 9Q (9439.860000 sec): 3 clusters Score: Raw -14141954.976382 + Penalty 5688.766356 = -14136266.210026 nChanged 3229 SP:Iteration 10Q (9440.720000 sec): 3 clusters Score: Raw -14143467.412201 + Penalty 5688.766356 = -14137778.645845 nChanged 2577 SP:Iteration 11Q (9441.540000 sec): 3 clusters Score: Raw -14144658.746447 + Penalty 5688.766356 = -14138969.980091 nChanged 2217 SP:Iteration 12Q (9442.290000 sec): 3 clusters Score: Raw -14145698.121510 + Penalty 5688.766356 = -14140009.355154 nChanged 1958 SP:Iteration 13Q (9443.040000 sec): 3 clusters Score: Raw -14146643.442384 + Penalty 5688.766356 = -14140954.676028 nChanged 1729 SP:Iteration 14Q (9443.830000 sec): 3 clusters Score: Raw -14147527.775111 + Penalty 5688.766356 = -14141839.008755 nChanged 1469 SP:Iteration 15Q (9444.640000 sec): 3 clusters Score: Raw -14148343.887945 + Penalty 5688.766356 = -14142655.121589 nChanged 1239 SP:Iteration 16Q (9445.400000 sec): 3 clusters Score: Raw -14149079.911147 + Penalty 5688.766356 = -14143391.144791 nChanged 1010 SP:Iteration 17Q (9446.130000 sec): 3 clusters Score: Raw -14149686.969083 + Penalty 5688.766356 = -14143998.202727 nChanged 759 SP:Iteration 18Q (9446.900000 sec): 3 clusters Score: Raw -14150150.150281 + Penalty 5688.766356 = -14144461.383925 nChanged 571 SP:Iteration 19Q (9447.640000 sec): 3 clusters Score: Raw -14150503.218896 + Penalty 5688.766356 = -14144814.452540 nChanged 418 SP:Iteration 20F (9448.380000 sec): 3 clusters Score: Raw -14150749.355748 + Penalty 5688.766356 = -14145060.589393 nChanged 266 SP:Iteration 21Q (9449.070000 sec): 3 clusters Score: Raw -14150901.749976 + Penalty 5688.766356 = -14145212.983620 nChanged 211 SP:Iteration 22Q (9449.820000 sec): 3 clusters Score: Raw -14151018.918845 + Penalty 5688.766356 = -14145330.152489 nChanged 167 SP:Iteration 23Q (9450.570000 sec): 3 clusters Score: Raw -14151108.770914 + Penalty 5688.766356 = -14145420.004558 nChanged 127 SP:Iteration 24Q (9451.330000 sec): 3 clusters Score: Raw -14151180.975809 + Penalty 5688.766356 = -14145492.209453 nChanged 107 SP:Iteration 25Q (9452.020000 sec): 3 clusters Score: Raw -14151240.488356 + Penalty 5688.766356 = -14145551.722000 nChanged 78 SP:Iteration 26Q (9452.720000 sec): 3 clusters Score: Raw -14151281.222377 + Penalty 5688.766356 = -14145592.456021 nChanged 72 SP:Iteration 27Q (9453.430000 sec): 3 clusters Score: Raw -14151314.175976 + Penalty 5688.766356 = -14145625.409620 nChanged 66 SP:Iteration 28Q (9454.130000 sec): 3 clusters Score: Raw -14151347.407879 + Penalty 5688.766356 = -14145658.641523 nChanged 67 SP:Iteration 29Q (9454.820000 sec): 3 clusters Score: Raw -14151381.947619 + Penalty 5688.766356 = -14145693.181263 nChanged 53 SP:Iteration 30Q (9455.550000 sec): 3 clusters Score: Raw -14151409.798225 + Penalty 5688.766356 = -14145721.031869 nChanged 49 SP:Iteration 31Q (9456.290000 sec): 3 clusters Score: Raw -14151429.891808 + Penalty 5688.766356 = -14145741.125452 nChanged 31 SP:Iteration 32Q (9457.030000 sec): 3 clusters Score: Raw -14151443.955410 + Penalty 5688.766356 = -14145755.189054 nChanged 25 SP:Iteration 33Q (9457.760000 sec): 3 clusters Score: Raw -14151454.398497 + Penalty 5688.766356 = -14145765.632141 nChanged 23 SP:Iteration 34Q (9458.450000 sec): 3 clusters Score: Raw -14151463.664111 + Penalty 5688.766356 = -14145774.897755 nChanged 23 SP:Iteration 35Q (9459.140000 sec): 3 clusters Score: Raw -14151474.189265 + Penalty 5688.766356 = -14145785.422909 nChanged 20 SP:Iteration 36Q (9459.800000 sec): 3 clusters Score: Raw -14151483.436034 + Penalty 5688.766356 = -14145794.669678 nChanged 21 SP:Iteration 37Q (9460.480000 sec): 3 clusters Score: Raw -14151493.820884 + Penalty 5688.766356 = -14145805.054528 nChanged 19 SP:Iteration 38Q (9461.100000 sec): 3 clusters Score: Raw -14151501.923100 + Penalty 5688.766356 = -14145813.156744 nChanged 24 SP:Iteration 39Q (9461.800000 sec): 3 clusters Score: Raw -14151509.918077 + Penalty 5688.766356 = -14145821.151721 nChanged 19 SP:Iteration 40F (9462.580000 sec): 3 clusters Score: Raw -14151517.605576 + Penalty 5688.766356 = -14145828.839220 nChanged 19 SP:Iteration 41Q (9463.210000 sec): 3 clusters Score: Raw -14151524.943388 + Penalty 5688.766356 = -14145836.177033 nChanged 15 SP:Iteration 42Q (9463.920000 sec): 3 clusters Score: Raw -14151531.919422 + Penalty 5688.766356 = -14145843.153066 nChanged 17 SP:Iteration 43Q (9464.550000 sec): 3 clusters Score: Raw -14151539.564955 + Penalty 5688.766356 = -14145850.798599 nChanged 13 SP:Iteration 44Q (9465.320000 sec): 3 clusters Score: Raw -14151544.516365 + Penalty 5688.766356 = -14145855.750009 nChanged 16 SP:Iteration 45Q (9465.990000 sec): 3 clusters Score: Raw -14151550.532502 + Penalty 5688.766356 = -14145861.766146 nChanged 12 SP:Iteration 46Q (9466.620000 sec): 3 clusters Score: Raw -14151556.268347 + Penalty 5688.766356 = -14145867.501991 nChanged 15 SP:Iteration 47Q (9467.330000 sec): 3 clusters Score: Raw -14151563.066206 + Penalty 5688.766356 = -14145874.299850 nChanged 11 SP:Iteration 48Q (9468.040000 sec): 3 clusters Score: Raw -14151567.027751 + Penalty 5688.766356 = -14145878.261395 nChanged 9 SP:Iteration 49Q (9468.720000 sec): 3 clusters Score: Raw -14151570.706338 + Penalty 5688.766356 = -14145881.939982 nChanged 11 SP:Iteration 50Q (9469.360000 sec): 3 clusters Score: Raw -14151575.043382 + Penalty 5688.766356 = -14145886.277026 nChanged 10 SP:Iteration 51Q (9470.100000 sec): 3 clusters Score: Raw -14151579.264906 + Penalty 5688.766356 = -14145890.498550 nChanged 14 SP:Iteration 52Q (9470.830000 sec): 3 clusters Score: Raw -14151585.338740 + Penalty 5688.766356 = -14145896.572384 nChanged 18 SP:Iteration 53Q (9471.540000 sec): 3 clusters Score: Raw -14151593.405245 + Penalty 5688.766356 = -14145904.638889 nChanged 20 SP:Iteration 54Q (9472.220000 sec): 3 clusters Score: Raw -14151601.464547 + Penalty 5688.766356 = -14145912.698191 nChanged 19 SP:Iteration 55Q (9472.930000 sec): 3 clusters Score: Raw -14151608.648032 + Penalty 5688.766356 = -14145919.881676 nChanged 15 SP:Iteration 56Q (9473.650000 sec): 3 clusters Score: Raw -14151614.002469 + Penalty 5688.766356 = -14145925.236113 nChanged 11 SP:Iteration 57Q (9474.310000 sec): 3 clusters Score: Raw -14151618.602893 + Penalty 5688.766356 = -14145929.836537 nChanged 7 SP:Iteration 58Q (9474.990000 sec): 3 clusters Score: Raw -14151622.200417 + Penalty 5688.766356 = -14145933.434061 nChanged 7 SP:Iteration 59Q (9475.680000 sec): 3 clusters Score: Raw -14151624.149465 + Penalty 5688.766356 = -14145935.383109 nChanged 4 SP:Iteration 60F (9476.400000 sec): 3 clusters Score: Raw -14151625.141685 + Penalty 5688.766356 = -14145936.375329 nChanged 4 SP:Iteration 61Q (9477.050000 sec): 3 clusters Score: Raw -14151626.113008 + Penalty 5688.766356 = -14145937.346652 nChanged 0 SP:Iteration 62F (9477.710000 sec): 3 clusters Score: Raw -14151626.113008 + Penalty 5688.766356 = -14145937.346652 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 12 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9477.860000 sec): 2 clusters Score: Raw -151334.811015 + Penalty 1738.333415 = -149596.477600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9478.040000 sec): 3 clusters Score: Raw -151267.749616 + Penalty 3476.666831 = -147791.082785 nChanged 324 SP:Iteration 1F (9478.250000 sec): 3 clusters Score: Raw -152379.823658 + Penalty 3476.666831 = -148903.156828 nChanged 177 SP:Iteration 2F (9478.440000 sec): 3 clusters Score: Raw -155177.557374 + Penalty 3476.666831 = -151700.890543 nChanged 171 SP:Iteration 3F (9478.650000 sec): 3 clusters Score: Raw -155758.280227 + Penalty 3476.666831 = -152281.613396 nChanged 38 SP:Iteration 4Q (9478.810000 sec): 3 clusters Score: Raw -155913.210988 + Penalty 3476.666831 = -152436.544157 nChanged 8 SP:Iteration 5Q (9479.000000 sec): 3 clusters Score: Raw -155950.917785 + Penalty 3476.666831 = -152474.250954 nChanged 2 SP:Iteration 6Q (9479.240000 sec): 3 clusters Score: Raw -155961.447328 + Penalty 3476.666831 = -152484.780497 nChanged 1 SP:Iteration 7Q (9479.420000 sec): 3 clusters Score: Raw -155963.779248 + Penalty 3476.666831 = -152487.112417 nChanged 1 SP:Iteration 8Q (9479.570000 sec): 3 clusters Score: Raw -155969.739428 + Penalty 3476.666831 = -152493.072598 nChanged 0 SP:Iteration 9F (9479.730000 sec): 3 clusters Score: Raw -155969.739428 + Penalty 3476.666831 = -152493.072598 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 13 (22901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9480.000000 sec): 2 clusters Score: Raw -3398181.475546 + Penalty 2489.656092 = -3395691.819453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9480.320000 sec): 3 clusters Score: Raw -3384780.469072 + Penalty 4979.312185 = -3379801.156887 nChanged 10184 SP:Iteration 1F (9480.670000 sec): 3 clusters Score: Raw -3390204.776288 + Penalty 4979.312185 = -3385225.464103 nChanged 1274 SP:Iteration 2F (9481.010000 sec): 3 clusters Score: Raw -3390805.861318 + Penalty 4979.312185 = -3385826.549133 nChanged 1316 SP:Iteration 3F (9481.320000 sec): 3 clusters Score: Raw -3391563.724085 + Penalty 4979.312185 = -3386584.411900 nChanged 1473 SP:Iteration 4F (9481.650000 sec): 3 clusters Score: Raw -3392611.986152 + Penalty 4979.312185 = -3387632.673967 nChanged 1687 SP:Iteration 5F (9481.980000 sec): 3 clusters Score: Raw -3394023.946321 + Penalty 4979.312185 = -3389044.634136 nChanged 1732 SP:Iteration 6F (9482.300000 sec): 3 clusters Score: Raw -3395357.244384 + Penalty 4979.312185 = -3390377.932199 nChanged 1484 SP:Iteration 7F (9482.690000 sec): 3 clusters Score: Raw -3396267.969870 + Penalty 4979.312185 = -3391288.657686 nChanged 1123 SP:Iteration 8Q (9483.000000 sec): 3 clusters Score: Raw -3396736.639551 + Penalty 4979.312185 = -3391757.327366 nChanged 704 SP:Iteration 9Q (9483.300000 sec): 3 clusters Score: Raw -3396956.182968 + Penalty 4979.312185 = -3391976.870783 nChanged 489 SP:Iteration 10Q (9483.710000 sec): 3 clusters Score: Raw -3397079.700866 + Penalty 4979.312185 = -3392100.388681 nChanged 348 SP:Iteration 11Q (9484.060000 sec): 3 clusters Score: Raw -3397157.169462 + Penalty 4979.312185 = -3392177.857277 nChanged 273 SP:Iteration 12Q (9484.420000 sec): 3 clusters Score: Raw -3397212.386270 + Penalty 4979.312185 = -3392233.074085 nChanged 236 SP:Iteration 13Q (9484.690000 sec): 3 clusters Score: Raw -3397253.461774 + Penalty 4979.312185 = -3392274.149589 nChanged 218 SP:Iteration 14Q (9485.040000 sec): 3 clusters Score: Raw -3397291.117798 + Penalty 4979.312185 = -3392311.805613 nChanged 206 SP:Iteration 15Q (9485.400000 sec): 3 clusters Score: Raw -3397326.537868 + Penalty 4979.312185 = -3392347.225683 nChanged 209 SP:Iteration 16Q (9485.740000 sec): 3 clusters Score: Raw -3397363.509359 + Penalty 4979.312185 = -3392384.197174 nChanged 200 SP:Iteration 17Q (9486.030000 sec): 3 clusters Score: Raw -3397394.907557 + Penalty 4979.312185 = -3392415.595372 nChanged 170 SP:Iteration 18Q (9486.310000 sec): 3 clusters Score: Raw -3397418.387822 + Penalty 4979.312185 = -3392439.075637 nChanged 163 SP:Iteration 19Q (9486.630000 sec): 3 clusters Score: Raw -3397441.423715 + Penalty 4979.312185 = -3392462.111530 nChanged 160 SP:Iteration 20F (9486.930000 sec): 3 clusters Score: Raw -3397465.748590 + Penalty 4979.312185 = -3392486.436405 nChanged 184 SP:Iteration 21Q (9487.200000 sec): 3 clusters Score: Raw -3397496.459025 + Penalty 4979.312185 = -3392517.146840 nChanged 174 SP:Iteration 22Q (9487.510000 sec): 3 clusters Score: Raw -3397524.954044 + Penalty 4979.312185 = -3392545.641859 nChanged 190 SP:Iteration 23Q (9487.800000 sec): 3 clusters Score: Raw -3397556.397025 + Penalty 4979.312185 = -3392577.084841 nChanged 171 SP:Iteration 24Q (9488.080000 sec): 3 clusters Score: Raw -3397582.916688 + Penalty 4979.312185 = -3392603.604503 nChanged 165 SP:Iteration 25Q (9488.370000 sec): 3 clusters Score: Raw -3397608.487743 + Penalty 4979.312185 = -3392629.175558 nChanged 167 SP:Iteration 26Q (9488.680000 sec): 3 clusters Score: Raw -3397634.159166 + Penalty 4979.312185 = -3392654.846982 nChanged 171 SP:Iteration 27Q (9488.960000 sec): 3 clusters Score: Raw -3397664.840864 + Penalty 4979.312185 = -3392685.528679 nChanged 187 SP:Iteration 28Q (9489.290000 sec): 3 clusters Score: Raw -3397700.655684 + Penalty 4979.312185 = -3392721.343500 nChanged 209 SP:Iteration 29Q (9489.580000 sec): 3 clusters Score: Raw -3397741.187218 + Penalty 4979.312185 = -3392761.875033 nChanged 195 SP:Iteration 30Q (9489.870000 sec): 3 clusters Score: Raw -3397776.897001 + Penalty 4979.312185 = -3392797.584816 nChanged 191 SP:Iteration 31Q (9490.190000 sec): 3 clusters Score: Raw -3397811.869493 + Penalty 4979.312185 = -3392832.557308 nChanged 190 SP:Iteration 32Q (9490.540000 sec): 3 clusters Score: Raw -3397847.237913 + Penalty 4979.312185 = -3392867.925728 nChanged 186 SP:Iteration 33Q (9490.910000 sec): 3 clusters Score: Raw -3397882.537280 + Penalty 4979.312185 = -3392903.225095 nChanged 173 SP:Iteration 34Q (9491.190000 sec): 3 clusters Score: Raw -3397913.235830 + Penalty 4979.312185 = -3392933.923645 nChanged 164 SP:Iteration 35Q (9491.520000 sec): 3 clusters Score: Raw -3397944.133280 + Penalty 4979.312185 = -3392964.821095 nChanged 173 SP:Iteration 36Q (9491.820000 sec): 3 clusters Score: Raw -3397977.166857 + Penalty 4979.312185 = -3392997.854672 nChanged 164 SP:Iteration 37Q (9492.180000 sec): 3 clusters Score: Raw -3398008.813980 + Penalty 4979.312185 = -3393029.501795 nChanged 173 SP:Iteration 38Q (9492.470000 sec): 3 clusters Score: Raw -3398043.842261 + Penalty 4979.312185 = -3393064.530076 nChanged 166 SP:Iteration 39Q (9492.740000 sec): 3 clusters Score: Raw -3398078.738016 + Penalty 4979.312185 = -3393099.425831 nChanged 162 SP:Iteration 40F (9493.080000 sec): 3 clusters Score: Raw -3398108.580936 + Penalty 4979.312185 = -3393129.268751 nChanged 167 SP:Iteration 41Q (9493.430000 sec): 3 clusters Score: Raw -3398141.244219 + Penalty 4979.312185 = -3393161.932034 nChanged 152 SP:Iteration 42Q (9493.730000 sec): 3 clusters Score: Raw -3398170.168279 + Penalty 4979.312185 = -3393190.856094 nChanged 158 SP:Iteration 43Q (9494.010000 sec): 3 clusters Score: Raw -3398202.893818 + Penalty 4979.312185 = -3393223.581633 nChanged 154 SP:Iteration 44Q (9494.370000 sec): 3 clusters Score: Raw -3398237.285268 + Penalty 4979.312185 = -3393257.973083 nChanged 165 SP:Iteration 45Q (9494.640000 sec): 3 clusters Score: Raw -3398270.762512 + Penalty 4979.312185 = -3393291.450327 nChanged 141 SP:Iteration 46Q (9494.940000 sec): 3 clusters Score: Raw -3398296.486239 + Penalty 4979.312185 = -3393317.174054 nChanged 121 SP:Iteration 47Q (9495.250000 sec): 3 clusters Score: Raw -3398318.869471 + Penalty 4979.312185 = -3393339.557286 nChanged 113 SP:Iteration 48Q (9495.590000 sec): 3 clusters Score: Raw -3398341.621040 + Penalty 4979.312185 = -3393362.308856 nChanged 117 SP:Iteration 49Q (9495.920000 sec): 3 clusters Score: Raw -3398364.639966 + Penalty 4979.312185 = -3393385.327781 nChanged 97 SP:Iteration 50Q (9496.230000 sec): 3 clusters Score: Raw -3398384.717031 + Penalty 4979.312185 = -3393405.404846 nChanged 96 SP:Iteration 51Q (9496.500000 sec): 3 clusters Score: Raw -3398405.697020 + Penalty 4979.312185 = -3393426.384835 nChanged 107 SP:Iteration 52Q (9496.850000 sec): 3 clusters Score: Raw -3398426.761901 + Penalty 4979.312185 = -3393447.449716 nChanged 87 SP:Iteration 53Q (9497.150000 sec): 3 clusters Score: Raw -3398442.869185 + Penalty 4979.312185 = -3393463.557000 nChanged 60 SP:Iteration 54Q (9497.490000 sec): 3 clusters Score: Raw -3398452.632613 + Penalty 4979.312185 = -3393473.320428 nChanged 52 SP:Iteration 55Q (9497.750000 sec): 3 clusters Score: Raw -3398463.065310 + Penalty 4979.312185 = -3393483.753125 nChanged 64 SP:Iteration 56Q (9498.080000 sec): 3 clusters Score: Raw -3398475.741219 + Penalty 4979.312185 = -3393496.429034 nChanged 74 SP:Iteration 57Q (9498.370000 sec): 3 clusters Score: Raw -3398491.798222 + Penalty 4979.312185 = -3393512.486037 nChanged 69 SP:Iteration 58Q (9498.650000 sec): 3 clusters Score: Raw -3398504.858239 + Penalty 4979.312185 = -3393525.546054 nChanged 67 SP:Iteration 59Q (9498.950000 sec): 3 clusters Score: Raw -3398517.167762 + Penalty 4979.312185 = -3393537.855577 nChanged 57 SP:Iteration 60F (9499.230000 sec): 3 clusters Score: Raw -3398527.977938 + Penalty 4979.312185 = -3393548.665754 nChanged 57 SP:Iteration 61Q (9499.550000 sec): 3 clusters Score: Raw -3398537.912676 + Penalty 4979.312185 = -3393558.600491 nChanged 50 SP:Iteration 62Q (9499.890000 sec): 3 clusters Score: Raw -3398547.347016 + Penalty 4979.312185 = -3393568.034831 nChanged 54 SP:Iteration 63Q (9500.190000 sec): 3 clusters Score: Raw -3398558.135243 + Penalty 4979.312185 = -3393578.823058 nChanged 63 SP:Iteration 64Q (9500.540000 sec): 3 clusters Score: Raw -3398570.483932 + Penalty 4979.312185 = -3393591.171747 nChanged 51 SP:Iteration 65Q (9500.820000 sec): 3 clusters Score: Raw -3398582.386707 + Penalty 4979.312185 = -3393603.074522 nChanged 60 SP:Iteration 66Q (9501.100000 sec): 3 clusters Score: Raw -3398594.066573 + Penalty 4979.312185 = -3393614.754388 nChanged 55 SP:Iteration 67Q (9501.410000 sec): 3 clusters Score: Raw -3398603.427390 + Penalty 4979.312185 = -3393624.115205 nChanged 42 SP:Iteration 68Q (9501.730000 sec): 3 clusters Score: Raw -3398610.010014 + Penalty 4979.312185 = -3393630.697829 nChanged 33 SP:Iteration 69Q (9502.060000 sec): 3 clusters Score: Raw -3398615.210162 + Penalty 4979.312185 = -3393635.897977 nChanged 25 SP:Iteration 70Q (9502.330000 sec): 3 clusters Score: Raw -3398619.179861 + Penalty 4979.312185 = -3393639.867676 nChanged 16 SP:Iteration 71Q (9502.590000 sec): 3 clusters Score: Raw -3398621.644851 + Penalty 4979.312185 = -3393642.332666 nChanged 22 SP:Iteration 72Q (9502.850000 sec): 3 clusters Score: Raw -3398625.086230 + Penalty 4979.312185 = -3393645.774045 nChanged 21 SP:Iteration 73Q (9503.190000 sec): 3 clusters Score: Raw -3398628.958261 + Penalty 4979.312185 = -3393649.646076 nChanged 24 SP:Iteration 74Q (9503.490000 sec): 3 clusters Score: Raw -3398633.351996 + Penalty 4979.312185 = -3393654.039811 nChanged 25 SP:Iteration 75Q (9503.830000 sec): 3 clusters Score: Raw -3398637.883470 + Penalty 4979.312185 = -3393658.571285 nChanged 27 SP:Iteration 76Q (9504.100000 sec): 3 clusters Score: Raw -3398644.200607 + Penalty 4979.312185 = -3393664.888422 nChanged 30 SP:Iteration 77Q (9504.410000 sec): 3 clusters Score: Raw -3398649.806904 + Penalty 4979.312185 = -3393670.494719 nChanged 25 SP:Iteration 78Q (9504.730000 sec): 3 clusters Score: Raw -3398654.716971 + Penalty 4979.312185 = -3393675.404786 nChanged 25 SP:Iteration 79Q (9505.050000 sec): 3 clusters Score: Raw -3398659.842599 + Penalty 4979.312185 = -3393680.530414 nChanged 37 SP:Iteration 80F (9505.350000 sec): 3 clusters Score: Raw -3398667.884086 + Penalty 4979.312185 = -3393688.571901 nChanged 39 SP:Iteration 81Q (9505.690000 sec): 3 clusters Score: Raw -3398676.317221 + Penalty 4979.312185 = -3393697.005036 nChanged 41 SP:Iteration 82Q (9505.990000 sec): 3 clusters Score: Raw -3398683.575802 + Penalty 4979.312185 = -3393704.263617 nChanged 23 SP:Iteration 83Q (9506.310000 sec): 3 clusters Score: Raw -3398687.856049 + Penalty 4979.312185 = -3393708.543864 nChanged 29 SP:Iteration 84Q (9506.630000 sec): 3 clusters Score: Raw -3398693.267357 + Penalty 4979.312185 = -3393713.955172 nChanged 27 SP:Iteration 85Q (9506.930000 sec): 3 clusters Score: Raw -3398698.171525 + Penalty 4979.312185 = -3393718.859340 nChanged 26 SP:Iteration 86Q (9507.210000 sec): 3 clusters Score: Raw -3398702.521455 + Penalty 4979.312185 = -3393723.209270 nChanged 23 SP:Iteration 87Q (9507.510000 sec): 3 clusters Score: Raw -3398706.718452 + Penalty 4979.312185 = -3393727.406267 nChanged 17 SP:Iteration 88Q (9507.880000 sec): 3 clusters Score: Raw -3398709.333951 + Penalty 4979.312185 = -3393730.021766 nChanged 15 SP:Iteration 89Q (9508.170000 sec): 3 clusters Score: Raw -3398712.248912 + Penalty 4979.312185 = -3393732.936727 nChanged 15 SP:Iteration 90Q (9508.500000 sec): 3 clusters Score: Raw -3398714.616941 + Penalty 4979.312185 = -3393735.304757 nChanged 11 SP:Iteration 91Q (9508.820000 sec): 3 clusters Score: Raw -3398716.948817 + Penalty 4979.312185 = -3393737.636632 nChanged 13 SP:Iteration 92Q (9509.220000 sec): 3 clusters Score: Raw -3398719.285226 + Penalty 4979.312185 = -3393739.973041 nChanged 14 SP:Iteration 93Q (9509.570000 sec): 3 clusters Score: Raw -3398721.867944 + Penalty 4979.312185 = -3393742.555759 nChanged 15 SP:Iteration 94Q (9509.900000 sec): 3 clusters Score: Raw -3398724.926409 + Penalty 4979.312185 = -3393745.614225 nChanged 13 SP:Iteration 95Q (9510.260000 sec): 3 clusters Score: Raw -3398727.423455 + Penalty 4979.312185 = -3393748.111270 nChanged 13 SP:Iteration 96Q (9510.620000 sec): 3 clusters Score: Raw -3398729.747520 + Penalty 4979.312185 = -3393750.435335 nChanged 7 SP:Iteration 97Q (9510.990000 sec): 3 clusters Score: Raw -3398730.853207 + Penalty 4979.312185 = -3393751.541022 nChanged 9 SP:Iteration 98Q (9511.320000 sec): 3 clusters Score: Raw -3398732.114613 + Penalty 4979.312185 = -3393752.802428 nChanged 6 SP:Iteration 99Q (9511.700000 sec): 3 clusters Score: Raw -3398732.886746 + Penalty 4979.312185 = -3393753.574561 nChanged 3 SP:Iteration 100F (9512.020000 sec): 3 clusters Score: Raw -3398733.346241 + Penalty 4979.312185 = -3393754.034056 nChanged 3 SP:Iteration 101Q (9512.430000 sec): 3 clusters Score: Raw -3398733.646361 + Penalty 4979.312185 = -3393754.334177 nChanged 1 SP:Iteration 102Q (9512.790000 sec): 3 clusters Score: Raw -3398733.719244 + Penalty 4979.312185 = -3393754.407059 nChanged 1 SP:Iteration 103Q (9513.070000 sec): 3 clusters Score: Raw -3398733.851479 + Penalty 4979.312185 = -3393754.539294 nChanged 1 SP:Iteration 104Q (9513.370000 sec): 3 clusters Score: Raw -3398733.933939 + Penalty 4979.312185 = -3393754.621754 nChanged 0 SP:Iteration 105F (9513.720000 sec): 3 clusters Score: Raw -3398733.933939 + Penalty 4979.312185 = -3393754.621754 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 14 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9513.800000 sec): 2 clusters Score: Raw -24420.433857 + Penalty 1342.088221 = -23078.345637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9514.020000 sec): 3 clusters Score: Raw -24964.974190 + Penalty 2684.176442 = -22280.797748 nChanged 35 SP:Iteration 1F (9514.150000 sec): 3 clusters Score: Raw -25334.896929 + Penalty 2684.176442 = -22650.720487 nChanged 25 SP:Iteration 2F (9514.310000 sec): 3 clusters Score: Raw -25541.426372 + Penalty 2684.176442 = -22857.249930 nChanged 12 SP:Iteration 3F (9514.490000 sec): 3 clusters Score: Raw -25745.756760 + Penalty 2684.176442 = -23061.580319 nChanged 7 SP:Iteration 4Q (9514.690000 sec): 3 clusters Score: Raw -25872.233327 + Penalty 2684.176442 = -23188.056885 nChanged 5 SP:Iteration 5Q (9514.840000 sec): 3 clusters Score: Raw -25945.190564 + Penalty 2684.176442 = -23261.014122 nChanged 5 SP:Iteration 6Q (9515.000000 sec): 3 clusters Score: Raw -26021.562439 + Penalty 2684.176442 = -23337.385997 nChanged 4 SP:Iteration 7Q (9515.260000 sec): 3 clusters Score: Raw -26065.503104 + Penalty 2684.176442 = -23381.326663 nChanged 3 SP:Iteration 8Q (9515.410000 sec): 3 clusters Score: Raw -26085.456000 + Penalty 2684.176442 = -23401.279558 nChanged 1 SP:Iteration 9Q (9515.610000 sec): 3 clusters Score: Raw -26087.783490 + Penalty 2684.176442 = -23403.607049 nChanged 1 SP:Iteration 10Q (9515.770000 sec): 3 clusters Score: Raw -26089.573291 + Penalty 2684.176442 = -23405.396850 nChanged 0 SP:Iteration 11F (9515.960000 sec): 3 clusters Score: Raw -26089.573291 + Penalty 2684.176442 = -23405.396850 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 15 (55037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9516.380000 sec): 2 clusters Score: Raw -8058301.824232 + Penalty 2707.108719 = -8055594.715513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9516.980000 sec): 3 clusters Score: Raw -8024099.903845 + Penalty 5414.217439 = -8018685.686407 nChanged 25571 SP:Iteration 1F (9517.530000 sec): 3 clusters Score: Raw -8038275.684189 + Penalty 5414.217439 = -8032861.466750 nChanged 2243 SP:Iteration 2Q (9518.130000 sec): 3 clusters Score: Raw -8038932.420746 + Penalty 5414.217439 = -8033518.203308 nChanged 2153 SP:Iteration 3Q (9518.730000 sec): 3 clusters Score: Raw -8039624.348789 + Penalty 5414.217439 = -8034210.131350 nChanged 2246 SP:Iteration 4Q (9519.370000 sec): 3 clusters Score: Raw -8040463.753682 + Penalty 5414.217439 = -8035049.536243 nChanged 2535 SP:Iteration 5Q (9520.000000 sec): 3 clusters Score: Raw -8041593.696065 + Penalty 5414.217439 = -8036179.478627 nChanged 2878 SP:Iteration 6F (9520.650000 sec): 3 clusters Score: Raw -8043122.396876 + Penalty 5414.217439 = -8037708.179438 nChanged 3288 SP:Iteration 7F (9521.170000 sec): 3 clusters Score: Raw -8045217.533080 + Penalty 5414.217439 = -8039803.315642 nChanged 3694 SP:Iteration 8F (9521.730000 sec): 3 clusters Score: Raw -8047949.026283 + Penalty 5414.217439 = -8042534.808844 nChanged 3714 SP:Iteration 9F (9522.240000 sec): 3 clusters Score: Raw -8050923.538574 + Penalty 5414.217439 = -8045509.321135 nChanged 3314 SP:Iteration 10F (9522.710000 sec): 3 clusters Score: Raw -8053723.943649 + Penalty 5414.217439 = -8048309.726211 nChanged 2490 SP:Iteration 11Q (9523.240000 sec): 3 clusters Score: Raw -8055810.423760 + Penalty 5414.217439 = -8050396.206322 nChanged 1573 SP:Iteration 12Q (9523.750000 sec): 3 clusters Score: Raw -8057087.794063 + Penalty 5414.217439 = -8051673.576624 nChanged 875 SP:Iteration 13Q (9524.280000 sec): 3 clusters Score: Raw -8057761.463294 + Penalty 5414.217439 = -8052347.245855 nChanged 438 SP:Iteration 14Q (9524.740000 sec): 3 clusters Score: Raw -8058096.316888 + Penalty 5414.217439 = -8052682.099449 nChanged 240 SP:Iteration 15Q (9525.270000 sec): 3 clusters Score: Raw -8058303.337317 + Penalty 5414.217439 = -8052889.119879 nChanged 148 SP:Iteration 16Q (9525.790000 sec): 3 clusters Score: Raw -8058439.729741 + Penalty 5414.217439 = -8053025.512302 nChanged 98 SP:Iteration 17Q (9526.280000 sec): 3 clusters Score: Raw -8058521.932302 + Penalty 5414.217439 = -8053107.714863 nChanged 61 SP:Iteration 18Q (9526.700000 sec): 3 clusters Score: Raw -8058583.912620 + Penalty 5414.217439 = -8053169.695181 nChanged 52 SP:Iteration 19Q (9527.160000 sec): 3 clusters Score: Raw -8058651.099289 + Penalty 5414.217439 = -8053236.881850 nChanged 41 SP:Iteration 20F (9527.690000 sec): 3 clusters Score: Raw -8058695.750732 + Penalty 5414.217439 = -8053281.533293 nChanged 25 SP:Iteration 21Q (9528.120000 sec): 3 clusters Score: Raw -8058716.841262 + Penalty 5414.217439 = -8053302.623823 nChanged 21 SP:Iteration 22Q (9528.650000 sec): 3 clusters Score: Raw -8058737.034331 + Penalty 5414.217439 = -8053322.816893 nChanged 16 SP:Iteration 23Q (9529.110000 sec): 3 clusters Score: Raw -8058754.896851 + Penalty 5414.217439 = -8053340.679412 nChanged 14 SP:Iteration 24Q (9529.570000 sec): 3 clusters Score: Raw -8058768.846269 + Penalty 5414.217439 = -8053354.628830 nChanged 20 SP:Iteration 25Q (9530.110000 sec): 3 clusters Score: Raw -8058799.335573 + Penalty 5414.217439 = -8053385.118135 nChanged 21 SP:Iteration 26Q (9530.570000 sec): 3 clusters Score: Raw -8058824.193023 + Penalty 5414.217439 = -8053409.975585 nChanged 15 SP:Iteration 27Q (9531.080000 sec): 3 clusters Score: Raw -8058842.216321 + Penalty 5414.217439 = -8053427.998882 nChanged 12 SP:Iteration 28Q (9531.550000 sec): 3 clusters Score: Raw -8058854.857991 + Penalty 5414.217439 = -8053440.640553 nChanged 4 SP:Iteration 29Q (9532.100000 sec): 3 clusters Score: Raw -8058858.429774 + Penalty 5414.217439 = -8053444.212336 nChanged 6 SP:Iteration 30Q (9532.590000 sec): 3 clusters Score: Raw -8058862.271828 + Penalty 5414.217439 = -8053448.054389 nChanged 2 SP:Iteration 31Q (9533.110000 sec): 3 clusters Score: Raw -8058863.165578 + Penalty 5414.217439 = -8053448.948139 nChanged 2 SP:Iteration 32Q (9533.670000 sec): 3 clusters Score: Raw -8058865.391788 + Penalty 5414.217439 = -8053451.174350 nChanged 3 SP:Iteration 33Q (9534.170000 sec): 3 clusters Score: Raw -8058867.874723 + Penalty 5414.217439 = -8053453.657284 nChanged 0 SP:Iteration 34F (9534.670000 sec): 3 clusters Score: Raw -8058867.874723 + Penalty 5414.217439 = -8053453.657284 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 16 (9319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9534.870000 sec): 2 clusters Score: Raw -1303860.070450 + Penalty 2266.673030 = -1301593.397419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9535.080000 sec): 3 clusters Score: Raw -1298892.654401 + Penalty 4533.346060 = -1294359.308341 nChanged 3957 SP:Iteration 1F (9535.300000 sec): 3 clusters Score: Raw -1301076.902283 + Penalty 4533.346060 = -1296543.556223 nChanged 666 SP:Iteration 2F (9535.600000 sec): 3 clusters Score: Raw -1301480.177028 + Penalty 4533.346060 = -1296946.830968 nChanged 544 SP:Iteration 3F (9535.870000 sec): 3 clusters Score: Raw -1301804.510183 + Penalty 4533.346060 = -1297271.164122 nChanged 483 SP:Iteration 4F (9536.060000 sec): 3 clusters Score: Raw -1302132.675242 + Penalty 4533.346060 = -1297599.329182 nChanged 477 SP:Iteration 5F (9536.320000 sec): 3 clusters Score: Raw -1302470.129488 + Penalty 4533.346060 = -1297936.783428 nChanged 484 SP:Iteration 6F (9536.570000 sec): 3 clusters Score: Raw -1302822.195797 + Penalty 4533.346060 = -1298288.849737 nChanged 451 SP:Iteration 7Q (9536.840000 sec): 3 clusters Score: Raw -1303128.505096 + Penalty 4533.346060 = -1298595.159035 nChanged 412 SP:Iteration 8Q (9537.070000 sec): 3 clusters Score: Raw -1303356.047545 + Penalty 4533.346060 = -1298822.701485 nChanged 310 SP:Iteration 9Q (9537.290000 sec): 3 clusters Score: Raw -1303524.440349 + Penalty 4533.346060 = -1298991.094289 nChanged 281 SP:Iteration 10Q (9537.540000 sec): 3 clusters Score: Raw -1303677.634541 + Penalty 4533.346060 = -1299144.288481 nChanged 254 SP:Iteration 11Q (9537.790000 sec): 3 clusters Score: Raw -1303816.621827 + Penalty 4533.346060 = -1299283.275767 nChanged 253 SP:Iteration 12Q (9538.050000 sec): 3 clusters Score: Raw -1303967.287541 + Penalty 4533.346060 = -1299433.941480 nChanged 240 SP:Iteration 13Q (9538.300000 sec): 3 clusters Score: Raw -1304139.387185 + Penalty 4533.346060 = -1299606.041125 nChanged 277 SP:Iteration 14Q (9538.600000 sec): 3 clusters Score: Raw -1304365.153037 + Penalty 4533.346060 = -1299831.806976 nChanged 314 SP:Iteration 15Q (9538.860000 sec): 3 clusters Score: Raw -1304664.073896 + Penalty 4533.346060 = -1300130.727835 nChanged 374 SP:Iteration 16Q (9539.110000 sec): 3 clusters Score: Raw -1305160.267042 + Penalty 4533.346060 = -1300626.920981 nChanged 452 SP:Iteration 17Q (9539.330000 sec): 3 clusters Score: Raw -1305958.916757 + Penalty 4533.346060 = -1301425.570696 nChanged 406 SP:Iteration 18Q (9539.610000 sec): 3 clusters Score: Raw -1306852.026843 + Penalty 4533.346060 = -1302318.680783 nChanged 255 SP:Iteration 19Q (9539.900000 sec): 3 clusters Score: Raw -1307367.473940 + Penalty 4533.346060 = -1302834.127879 nChanged 123 SP:Iteration 20F (9540.150000 sec): 3 clusters Score: Raw -1307499.877717 + Penalty 4533.346060 = -1302966.531657 nChanged 65 SP:Iteration 21Q (9540.370000 sec): 3 clusters Score: Raw -1307538.316506 + Penalty 4533.346060 = -1303004.970445 nChanged 39 SP:Iteration 22Q (9540.560000 sec): 3 clusters Score: Raw -1307556.314062 + Penalty 4533.346060 = -1303022.968001 nChanged 23 SP:Iteration 23Q (9540.820000 sec): 3 clusters Score: Raw -1307565.365116 + Penalty 4533.346060 = -1303032.019056 nChanged 17 SP:Iteration 24Q (9541.080000 sec): 3 clusters Score: Raw -1307573.476122 + Penalty 4533.346060 = -1303040.130061 nChanged 17 SP:Iteration 25Q (9541.320000 sec): 3 clusters Score: Raw -1307582.164681 + Penalty 4533.346060 = -1303048.818621 nChanged 13 SP:Iteration 26Q (9541.580000 sec): 3 clusters Score: Raw -1307586.444536 + Penalty 4533.346060 = -1303053.098476 nChanged 7 SP:Iteration 27Q (9541.850000 sec): 3 clusters Score: Raw -1307588.256798 + Penalty 4533.346060 = -1303054.910738 nChanged 5 SP:Iteration 28Q (9542.090000 sec): 3 clusters Score: Raw -1307589.805732 + Penalty 4533.346060 = -1303056.459672 nChanged 4 SP:Iteration 29Q (9542.340000 sec): 3 clusters Score: Raw -1307590.675238 + Penalty 4533.346060 = -1303057.329177 nChanged 6 SP:Iteration 30Q (9542.590000 sec): 3 clusters Score: Raw -1307591.992628 + Penalty 4533.346060 = -1303058.646567 nChanged 4 SP:Iteration 31Q (9542.880000 sec): 3 clusters Score: Raw -1307592.747644 + Penalty 4533.346060 = -1303059.401583 nChanged 2 SP:Iteration 32Q (9543.130000 sec): 3 clusters Score: Raw -1307593.297660 + Penalty 4533.346060 = -1303059.951600 nChanged 0 SP:Iteration 33F (9543.420000 sec): 3 clusters Score: Raw -1307593.297660 + Penalty 4533.346060 = -1303059.951600 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 17 (7969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9543.510000 sec): 2 clusters Score: Raw -1118626.251584 + Penalty 2227.861945 = -1116398.389640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9543.740000 sec): 3 clusters Score: Raw -1114503.779138 + Penalty 4455.723890 = -1110048.055248 nChanged 3194 SP:Iteration 1F (9543.970000 sec): 3 clusters Score: Raw -1116240.049918 + Penalty 4455.723890 = -1111784.326029 nChanged 624 SP:Iteration 2F (9544.230000 sec): 3 clusters Score: Raw -1116585.389201 + Penalty 4455.723890 = -1112129.665311 nChanged 451 SP:Iteration 3F (9544.490000 sec): 3 clusters Score: Raw -1116808.419597 + Penalty 4455.723890 = -1112352.695708 nChanged 358 SP:Iteration 4Q (9544.780000 sec): 3 clusters Score: Raw -1116987.478536 + Penalty 4455.723890 = -1112531.754647 nChanged 314 SP:Iteration 5Q (9545.050000 sec): 3 clusters Score: Raw -1117169.208529 + Penalty 4455.723890 = -1112713.484639 nChanged 347 SP:Iteration 6Q (9545.290000 sec): 3 clusters Score: Raw -1117384.738315 + Penalty 4455.723890 = -1112929.014425 nChanged 366 SP:Iteration 7Q (9545.530000 sec): 3 clusters Score: Raw -1117640.466111 + Penalty 4455.723890 = -1113184.742222 nChanged 395 SP:Iteration 8Q (9545.830000 sec): 3 clusters Score: Raw -1117942.296312 + Penalty 4455.723890 = -1113486.572423 nChanged 428 SP:Iteration 9F (9546.070000 sec): 3 clusters Score: Raw -1118251.691675 + Penalty 4455.723890 = -1113795.967786 nChanged 408 SP:Iteration 10F (9546.300000 sec): 3 clusters Score: Raw -1118535.509746 + Penalty 4455.723890 = -1114079.785857 nChanged 355 SP:Iteration 11Q (9546.550000 sec): 3 clusters Score: Raw -1118766.285824 + Penalty 4455.723890 = -1114310.561934 nChanged 265 SP:Iteration 12Q (9546.780000 sec): 3 clusters Score: Raw -1118943.457306 + Penalty 4455.723890 = -1114487.733417 nChanged 216 SP:Iteration 13Q (9547.030000 sec): 3 clusters Score: Raw -1119082.252232 + Penalty 4455.723890 = -1114626.528343 nChanged 166 SP:Iteration 14Q (9547.250000 sec): 3 clusters Score: Raw -1119188.128889 + Penalty 4455.723890 = -1114732.405000 nChanged 129 SP:Iteration 15Q (9547.500000 sec): 3 clusters Score: Raw -1119287.202115 + Penalty 4455.723890 = -1114831.478226 nChanged 132 SP:Iteration 16Q (9547.750000 sec): 3 clusters Score: Raw -1119419.011740 + Penalty 4455.723890 = -1114963.287850 nChanged 137 SP:Iteration 17Q (9547.940000 sec): 3 clusters Score: Raw -1119549.562017 + Penalty 4455.723890 = -1115093.838128 nChanged 112 SP:Iteration 18Q (9548.160000 sec): 3 clusters Score: Raw -1119651.060784 + Penalty 4455.723890 = -1115195.336895 nChanged 105 SP:Iteration 19Q (9548.370000 sec): 3 clusters Score: Raw -1119720.569688 + Penalty 4455.723890 = -1115264.845798 nChanged 81 SP:Iteration 20F (9548.610000 sec): 3 clusters Score: Raw -1119762.225062 + Penalty 4455.723890 = -1115306.501172 nChanged 65 SP:Iteration 21Q (9548.890000 sec): 3 clusters Score: Raw -1119791.513988 + Penalty 4455.723890 = -1115335.790098 nChanged 56 SP:Iteration 22Q (9549.120000 sec): 3 clusters Score: Raw -1119813.477666 + Penalty 4455.723890 = -1115357.753776 nChanged 48 SP:Iteration 23Q (9549.340000 sec): 3 clusters Score: Raw -1119837.801782 + Penalty 4455.723890 = -1115382.077892 nChanged 56 SP:Iteration 24Q (9549.550000 sec): 3 clusters Score: Raw -1119870.710751 + Penalty 4455.723890 = -1115414.986861 nChanged 63 SP:Iteration 25Q (9549.760000 sec): 3 clusters Score: Raw -1119906.112566 + Penalty 4455.723890 = -1115450.388677 nChanged 74 SP:Iteration 26Q (9550.020000 sec): 3 clusters Score: Raw -1119963.717300 + Penalty 4455.723890 = -1115507.993410 nChanged 90 SP:Iteration 27Q (9550.250000 sec): 3 clusters Score: Raw -1120036.445557 + Penalty 4455.723890 = -1115580.721668 nChanged 91 SP:Iteration 28Q (9550.490000 sec): 3 clusters Score: Raw -1120117.172418 + Penalty 4455.723890 = -1115661.448528 nChanged 91 SP:Iteration 29Q (9550.740000 sec): 3 clusters Score: Raw -1120172.900245 + Penalty 4455.723890 = -1115717.176355 nChanged 75 SP:Iteration 30Q (9550.990000 sec): 3 clusters Score: Raw -1120205.708630 + Penalty 4455.723890 = -1115749.984741 nChanged 59 SP:Iteration 31Q (9551.180000 sec): 3 clusters Score: Raw -1120227.591021 + Penalty 4455.723890 = -1115771.867132 nChanged 41 SP:Iteration 32Q (9551.410000 sec): 3 clusters Score: Raw -1120240.301626 + Penalty 4455.723890 = -1115784.577736 nChanged 25 SP:Iteration 33Q (9551.720000 sec): 3 clusters Score: Raw -1120246.738868 + Penalty 4455.723890 = -1115791.014979 nChanged 24 SP:Iteration 34Q (9551.900000 sec): 3 clusters Score: Raw -1120252.967550 + Penalty 4455.723890 = -1115797.243661 nChanged 19 SP:Iteration 35Q (9552.160000 sec): 3 clusters Score: Raw -1120258.375508 + Penalty 4455.723890 = -1115802.651618 nChanged 18 SP:Iteration 36Q (9552.410000 sec): 3 clusters Score: Raw -1120262.956940 + Penalty 4455.723890 = -1115807.233051 nChanged 16 SP:Iteration 37Q (9552.650000 sec): 3 clusters Score: Raw -1120267.510817 + Penalty 4455.723890 = -1115811.786928 nChanged 16 SP:Iteration 38Q (9552.860000 sec): 3 clusters Score: Raw -1120272.271069 + Penalty 4455.723890 = -1115816.547180 nChanged 22 SP:Iteration 39Q (9553.070000 sec): 3 clusters Score: Raw -1120279.283869 + Penalty 4455.723890 = -1115823.559980 nChanged 22 SP:Iteration 40F (9553.270000 sec): 3 clusters Score: Raw -1120286.823280 + Penalty 4455.723890 = -1115831.099390 nChanged 24 SP:Iteration 41Q (9553.520000 sec): 3 clusters Score: Raw -1120294.322542 + Penalty 4455.723890 = -1115838.598653 nChanged 22 SP:Iteration 42Q (9553.760000 sec): 3 clusters Score: Raw -1120301.442855 + Penalty 4455.723890 = -1115845.718965 nChanged 18 SP:Iteration 43Q (9554.040000 sec): 3 clusters Score: Raw -1120306.193335 + Penalty 4455.723890 = -1115850.469446 nChanged 20 SP:Iteration 44Q (9554.260000 sec): 3 clusters Score: Raw -1120312.136207 + Penalty 4455.723890 = -1115856.412318 nChanged 26 SP:Iteration 45Q (9554.480000 sec): 3 clusters Score: Raw -1120320.337199 + Penalty 4455.723890 = -1115864.613310 nChanged 31 SP:Iteration 46Q (9554.760000 sec): 3 clusters Score: Raw -1120333.827363 + Penalty 4455.723890 = -1115878.103473 nChanged 35 SP:Iteration 47Q (9555.010000 sec): 3 clusters Score: Raw -1120348.201838 + Penalty 4455.723890 = -1115892.477949 nChanged 46 SP:Iteration 48Q (9555.230000 sec): 3 clusters Score: Raw -1120376.236805 + Penalty 4455.723890 = -1115920.512916 nChanged 80 SP:Iteration 49Q (9555.470000 sec): 3 clusters Score: Raw -1120442.338367 + Penalty 4455.723890 = -1115986.614478 nChanged 116 SP:Iteration 50Q (9555.710000 sec): 3 clusters Score: Raw -1120553.631155 + Penalty 4455.723890 = -1116097.907265 nChanged 133 SP:Iteration 51Q (9555.940000 sec): 3 clusters Score: Raw -1120692.459395 + Penalty 4455.723890 = -1116236.735506 nChanged 140 SP:Iteration 52Q (9556.180000 sec): 3 clusters Score: Raw -1120832.967803 + Penalty 4455.723890 = -1116377.243914 nChanged 126 SP:Iteration 53Q (9556.370000 sec): 3 clusters Score: Raw -1120929.492203 + Penalty 4455.723890 = -1116473.768314 nChanged 91 SP:Iteration 54Q (9556.560000 sec): 3 clusters Score: Raw -1120986.077721 + Penalty 4455.723890 = -1116530.353831 nChanged 79 SP:Iteration 55Q (9556.800000 sec): 3 clusters Score: Raw -1121026.266625 + Penalty 4455.723890 = -1116570.542736 nChanged 61 SP:Iteration 56Q (9557.020000 sec): 3 clusters Score: Raw -1121057.218654 + Penalty 4455.723890 = -1116601.494764 nChanged 55 SP:Iteration 57Q (9557.230000 sec): 3 clusters Score: Raw -1121083.389784 + Penalty 4455.723890 = -1116627.665895 nChanged 53 SP:Iteration 58Q (9557.450000 sec): 3 clusters Score: Raw -1121109.382942 + Penalty 4455.723890 = -1116653.659052 nChanged 47 SP:Iteration 59Q (9557.710000 sec): 3 clusters Score: Raw -1121127.931170 + Penalty 4455.723890 = -1116672.207281 nChanged 29 SP:Iteration 60F (9557.930000 sec): 3 clusters Score: Raw -1121140.026429 + Penalty 4455.723890 = -1116684.302539 nChanged 32 SP:Iteration 61Q (9558.180000 sec): 3 clusters Score: Raw -1121151.103278 + Penalty 4455.723890 = -1116695.379389 nChanged 23 SP:Iteration 62Q (9558.420000 sec): 3 clusters Score: Raw -1121159.384673 + Penalty 4455.723890 = -1116703.660783 nChanged 21 SP:Iteration 63Q (9558.620000 sec): 3 clusters Score: Raw -1121165.568975 + Penalty 4455.723890 = -1116709.845085 nChanged 21 SP:Iteration 64Q (9558.840000 sec): 3 clusters Score: Raw -1121171.875716 + Penalty 4455.723890 = -1116716.151826 nChanged 17 SP:Iteration 65Q (9559.040000 sec): 3 clusters Score: Raw -1121176.401836 + Penalty 4455.723890 = -1116720.677947 nChanged 14 SP:Iteration 66Q (9559.290000 sec): 3 clusters Score: Raw -1121180.163680 + Penalty 4455.723890 = -1116724.439791 nChanged 13 SP:Iteration 67Q (9559.490000 sec): 3 clusters Score: Raw -1121182.561059 + Penalty 4455.723890 = -1116726.837170 nChanged 5 SP:Iteration 68Q (9559.720000 sec): 3 clusters Score: Raw -1121184.217223 + Penalty 4455.723890 = -1116728.493333 nChanged 7 SP:Iteration 69Q (9559.960000 sec): 3 clusters Score: Raw -1121185.803143 + Penalty 4455.723890 = -1116730.079253 nChanged 5 SP:Iteration 70Q (9560.170000 sec): 3 clusters Score: Raw -1121187.013049 + Penalty 4455.723890 = -1116731.289160 nChanged 8 SP:Iteration 71Q (9560.420000 sec): 3 clusters Score: Raw -1121188.940676 + Penalty 4455.723890 = -1116733.216786 nChanged 6 SP:Iteration 72Q (9560.630000 sec): 3 clusters Score: Raw -1121190.057977 + Penalty 4455.723890 = -1116734.334088 nChanged 4 SP:Iteration 73Q (9560.860000 sec): 3 clusters Score: Raw -1121190.990252 + Penalty 4455.723890 = -1116735.266362 nChanged 2 SP:Iteration 74Q (9561.110000 sec): 3 clusters Score: Raw -1121191.291442 + Penalty 4455.723890 = -1116735.567552 nChanged 0 SP:Iteration 75F (9561.390000 sec): 3 clusters Score: Raw -1121191.291442 + Penalty 4455.723890 = -1116735.567552 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 18 (39836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9561.740000 sec): 2 clusters Score: Raw -5867316.234166 + Penalty 2626.946524 = -5864689.287642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9562.120000 sec): 3 clusters Score: Raw -5842869.008341 + Penalty 5253.893047 = -5837615.115294 nChanged 18308 SP:Iteration 1F (9562.560000 sec): 3 clusters Score: Raw -5853240.441996 + Penalty 5253.893047 = -5847986.548949 nChanged 1885 SP:Iteration 2Q (9563.000000 sec): 3 clusters Score: Raw -5853936.956397 + Penalty 5253.893047 = -5848683.063350 nChanged 1976 SP:Iteration 3Q (9563.410000 sec): 3 clusters Score: Raw -5854807.204951 + Penalty 5253.893047 = -5849553.311904 nChanged 2288 SP:Iteration 4F (9563.850000 sec): 3 clusters Score: Raw -5856044.229276 + Penalty 5253.893047 = -5850790.336228 nChanged 2577 SP:Iteration 5F (9564.240000 sec): 3 clusters Score: Raw -5857606.520899 + Penalty 5253.893047 = -5852352.627851 nChanged 2628 SP:Iteration 6F (9564.640000 sec): 3 clusters Score: Raw -5859247.352759 + Penalty 5253.893047 = -5853993.459712 nChanged 2456 SP:Iteration 7F (9565.080000 sec): 3 clusters Score: Raw -5860635.231187 + Penalty 5253.893047 = -5855381.338140 nChanged 1966 SP:Iteration 8Q (9565.470000 sec): 3 clusters Score: Raw -5861657.212123 + Penalty 5253.893047 = -5856403.319076 nChanged 1594 SP:Iteration 9Q (9565.900000 sec): 3 clusters Score: Raw -5862459.741750 + Penalty 5253.893047 = -5857205.848703 nChanged 1352 SP:Iteration 10Q (9566.370000 sec): 3 clusters Score: Raw -5863157.018213 + Penalty 5253.893047 = -5857903.125165 nChanged 1185 SP:Iteration 11Q (9566.840000 sec): 3 clusters Score: Raw -5863818.014089 + Penalty 5253.893047 = -5858564.121041 nChanged 1063 SP:Iteration 12Q (9567.210000 sec): 3 clusters Score: Raw -5864425.567873 + Penalty 5253.893047 = -5859171.674826 nChanged 955 SP:Iteration 13Q (9567.660000 sec): 3 clusters Score: Raw -5864996.150407 + Penalty 5253.893047 = -5859742.257360 nChanged 848 SP:Iteration 14Q (9568.060000 sec): 3 clusters Score: Raw -5865515.610511 + Penalty 5253.893047 = -5860261.717464 nChanged 727 SP:Iteration 15Q (9568.490000 sec): 3 clusters Score: Raw -5865976.694322 + Penalty 5253.893047 = -5860722.801274 nChanged 587 SP:Iteration 16Q (9568.850000 sec): 3 clusters Score: Raw -5866343.732329 + Penalty 5253.893047 = -5861089.839282 nChanged 474 SP:Iteration 17Q (9569.250000 sec): 3 clusters Score: Raw -5866648.666673 + Penalty 5253.893047 = -5861394.773626 nChanged 367 SP:Iteration 18Q (9569.640000 sec): 3 clusters Score: Raw -5866865.911289 + Penalty 5253.893047 = -5861612.018242 nChanged 262 SP:Iteration 19Q (9570.000000 sec): 3 clusters Score: Raw -5867013.877456 + Penalty 5253.893047 = -5861759.984409 nChanged 201 SP:Iteration 20F (9570.420000 sec): 3 clusters Score: Raw -5867118.545956 + Penalty 5253.893047 = -5861864.652909 nChanged 172 SP:Iteration 21Q (9570.830000 sec): 3 clusters Score: Raw -5867211.433716 + Penalty 5253.893047 = -5861957.540668 nChanged 138 SP:Iteration 22Q (9571.220000 sec): 3 clusters Score: Raw -5867283.857447 + Penalty 5253.893047 = -5862029.964400 nChanged 109 SP:Iteration 23Q (9571.600000 sec): 3 clusters Score: Raw -5867336.836990 + Penalty 5253.893047 = -5862082.943943 nChanged 92 SP:Iteration 24Q (9572.050000 sec): 3 clusters Score: Raw -5867382.591798 + Penalty 5253.893047 = -5862128.698751 nChanged 80 SP:Iteration 25Q (9572.450000 sec): 3 clusters Score: Raw -5867428.627040 + Penalty 5253.893047 = -5862174.733992 nChanged 83 SP:Iteration 26Q (9572.870000 sec): 3 clusters Score: Raw -5867470.259045 + Penalty 5253.893047 = -5862216.365997 nChanged 60 SP:Iteration 27Q (9573.280000 sec): 3 clusters Score: Raw -5867505.270193 + Penalty 5253.893047 = -5862251.377146 nChanged 54 SP:Iteration 28Q (9573.720000 sec): 3 clusters Score: Raw -5867536.844346 + Penalty 5253.893047 = -5862282.951299 nChanged 52 SP:Iteration 29Q (9574.140000 sec): 3 clusters Score: Raw -5867565.177427 + Penalty 5253.893047 = -5862311.284380 nChanged 34 SP:Iteration 30Q (9574.520000 sec): 3 clusters Score: Raw -5867581.185667 + Penalty 5253.893047 = -5862327.292619 nChanged 22 SP:Iteration 31Q (9574.920000 sec): 3 clusters Score: Raw -5867592.414988 + Penalty 5253.893047 = -5862338.521941 nChanged 21 SP:Iteration 32Q (9575.320000 sec): 3 clusters Score: Raw -5867601.404322 + Penalty 5253.893047 = -5862347.511275 nChanged 21 SP:Iteration 33Q (9575.700000 sec): 3 clusters Score: Raw -5867613.699572 + Penalty 5253.893047 = -5862359.806525 nChanged 21 SP:Iteration 34Q (9576.150000 sec): 3 clusters Score: Raw -5867626.361301 + Penalty 5253.893047 = -5862372.468254 nChanged 15 SP:Iteration 35Q (9576.540000 sec): 3 clusters Score: Raw -5867634.817366 + Penalty 5253.893047 = -5862380.924319 nChanged 13 SP:Iteration 36Q (9576.910000 sec): 3 clusters Score: Raw -5867640.411804 + Penalty 5253.893047 = -5862386.518757 nChanged 7 SP:Iteration 37Q (9577.290000 sec): 3 clusters Score: Raw -5867643.378083 + Penalty 5253.893047 = -5862389.485036 nChanged 5 SP:Iteration 38Q (9577.730000 sec): 3 clusters Score: Raw -5867645.210868 + Penalty 5253.893047 = -5862391.317820 nChanged 6 SP:Iteration 39Q (9578.120000 sec): 3 clusters Score: Raw -5867648.287122 + Penalty 5253.893047 = -5862394.394075 nChanged 3 SP:Iteration 40F (9578.550000 sec): 3 clusters Score: Raw -5867649.909066 + Penalty 5253.893047 = -5862396.016019 nChanged 5 SP:Iteration 41Q (9578.950000 sec): 3 clusters Score: Raw -5867653.186890 + Penalty 5253.893047 = -5862399.293843 nChanged 5 SP:Iteration 42Q (9579.350000 sec): 3 clusters Score: Raw -5867656.742497 + Penalty 5253.893047 = -5862402.849450 nChanged 9 SP:Iteration 43Q (9579.690000 sec): 3 clusters Score: Raw -5867661.598406 + Penalty 5253.893047 = -5862407.705358 nChanged 5 SP:Iteration 44Q (9580.060000 sec): 3 clusters Score: Raw -5867664.577139 + Penalty 5253.893047 = -5862410.684092 nChanged 4 SP:Iteration 45Q (9580.440000 sec): 3 clusters Score: Raw -5867666.427721 + Penalty 5253.893047 = -5862412.534673 nChanged 4 SP:Iteration 46Q (9580.860000 sec): 3 clusters Score: Raw -5867668.634259 + Penalty 5253.893047 = -5862414.741212 nChanged 6 SP:Iteration 47Q (9581.250000 sec): 3 clusters Score: Raw -5867671.926859 + Penalty 5253.893047 = -5862418.033811 nChanged 6 SP:Iteration 48Q (9581.640000 sec): 3 clusters Score: Raw -5867674.471478 + Penalty 5253.893047 = -5862420.578431 nChanged 6 SP:Iteration 49Q (9582.010000 sec): 3 clusters Score: Raw -5867678.032915 + Penalty 5253.893047 = -5862424.139868 nChanged 4 SP:Iteration 50Q (9582.400000 sec): 3 clusters Score: Raw -5867679.503154 + Penalty 5253.893047 = -5862425.610106 nChanged 6 SP:Iteration 51Q (9582.740000 sec): 3 clusters Score: Raw -5867684.080230 + Penalty 5253.893047 = -5862430.187183 nChanged 3 SP:Iteration 52Q (9583.110000 sec): 3 clusters Score: Raw -5867686.169706 + Penalty 5253.893047 = -5862432.276659 nChanged 1 SP:Iteration 53Q (9583.480000 sec): 3 clusters Score: Raw -5867686.523621 + Penalty 5253.893047 = -5862432.630574 nChanged 2 SP:Iteration 54Q (9583.870000 sec): 3 clusters Score: Raw -5867687.225220 + Penalty 5253.893047 = -5862433.332173 nChanged 2 SP:Iteration 55Q (9584.220000 sec): 3 clusters Score: Raw -5867688.122894 + Penalty 5253.893047 = -5862434.229847 nChanged 1 SP:Iteration 56Q (9584.550000 sec): 3 clusters Score: Raw -5867688.811539 + Penalty 5253.893047 = -5862434.918491 nChanged 1 SP:Iteration 57Q (9584.900000 sec): 3 clusters Score: Raw -5867689.288750 + Penalty 5253.893047 = -5862435.395702 nChanged 0 SP:Iteration 58F (9585.300000 sec): 3 clusters Score: Raw -5867689.288750 + Penalty 5253.893047 = -5862435.395702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 19 (12409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9585.450000 sec): 2 clusters Score: Raw -1801159.599432 + Penalty 2337.691969 = -1798821.907463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9585.750000 sec): 3 clusters Score: Raw -1794324.809921 + Penalty 4675.383938 = -1789649.425983 nChanged 5246 SP:Iteration 1F (9585.980000 sec): 3 clusters Score: Raw -1797145.041055 + Penalty 4675.383938 = -1792469.657116 nChanged 798 SP:Iteration 2F (9586.290000 sec): 3 clusters Score: Raw -1797563.641225 + Penalty 4675.383938 = -1792888.257286 nChanged 680 SP:Iteration 3F (9586.550000 sec): 3 clusters Score: Raw -1797902.234640 + Penalty 4675.383938 = -1793226.850702 nChanged 618 SP:Iteration 4Q (9586.810000 sec): 3 clusters Score: Raw -1798262.723865 + Penalty 4675.383938 = -1793587.339927 nChanged 648 SP:Iteration 5F (9587.030000 sec): 3 clusters Score: Raw -1798694.577544 + Penalty 4675.383938 = -1794019.193606 nChanged 643 SP:Iteration 6F (9587.260000 sec): 3 clusters Score: Raw -1799169.151311 + Penalty 4675.383938 = -1794493.767373 nChanged 633 SP:Iteration 7F (9587.550000 sec): 3 clusters Score: Raw -1799578.421553 + Penalty 4675.383938 = -1794903.037615 nChanged 579 SP:Iteration 8Q (9587.830000 sec): 3 clusters Score: Raw -1799895.527328 + Penalty 4675.383938 = -1795220.143389 nChanged 501 SP:Iteration 9Q (9588.150000 sec): 3 clusters Score: Raw -1800149.396884 + Penalty 4675.383938 = -1795474.012946 nChanged 404 SP:Iteration 10Q (9588.460000 sec): 3 clusters Score: Raw -1800333.334369 + Penalty 4675.383938 = -1795657.950431 nChanged 343 SP:Iteration 11Q (9588.710000 sec): 3 clusters Score: Raw -1800500.697058 + Penalty 4675.383938 = -1795825.313120 nChanged 333 SP:Iteration 12Q (9588.970000 sec): 3 clusters Score: Raw -1800676.002889 + Penalty 4675.383938 = -1796000.618950 nChanged 337 SP:Iteration 13Q (9589.280000 sec): 3 clusters Score: Raw -1800855.084696 + Penalty 4675.383938 = -1796179.700758 nChanged 318 SP:Iteration 14Q (9589.530000 sec): 3 clusters Score: Raw -1801060.939714 + Penalty 4675.383938 = -1796385.555776 nChanged 298 SP:Iteration 15Q (9589.800000 sec): 3 clusters Score: Raw -1801264.197805 + Penalty 4675.383938 = -1796588.813867 nChanged 298 SP:Iteration 16Q (9590.090000 sec): 3 clusters Score: Raw -1801472.286261 + Penalty 4675.383938 = -1796796.902323 nChanged 303 SP:Iteration 17Q (9590.350000 sec): 3 clusters Score: Raw -1801652.750306 + Penalty 4675.383938 = -1796977.366368 nChanged 225 SP:Iteration 18Q (9590.620000 sec): 3 clusters Score: Raw -1801777.258555 + Penalty 4675.383938 = -1797101.874617 nChanged 192 SP:Iteration 19Q (9590.890000 sec): 3 clusters Score: Raw -1801860.145858 + Penalty 4675.383938 = -1797184.761920 nChanged 139 SP:Iteration 20F (9591.190000 sec): 3 clusters Score: Raw -1801909.532118 + Penalty 4675.383938 = -1797234.148180 nChanged 98 SP:Iteration 21Q (9591.460000 sec): 3 clusters Score: Raw -1801940.253927 + Penalty 4675.383938 = -1797264.869989 nChanged 87 SP:Iteration 22Q (9591.690000 sec): 3 clusters Score: Raw -1801966.328297 + Penalty 4675.383938 = -1797290.944358 nChanged 73 SP:Iteration 23Q (9591.950000 sec): 3 clusters Score: Raw -1801986.086996 + Penalty 4675.383938 = -1797310.703058 nChanged 69 SP:Iteration 24Q (9592.280000 sec): 3 clusters Score: Raw -1802003.530705 + Penalty 4675.383938 = -1797328.146767 nChanged 46 SP:Iteration 25Q (9592.580000 sec): 3 clusters Score: Raw -1802016.749805 + Penalty 4675.383938 = -1797341.365867 nChanged 50 SP:Iteration 26Q (9592.810000 sec): 3 clusters Score: Raw -1802030.155900 + Penalty 4675.383938 = -1797354.771962 nChanged 46 SP:Iteration 27Q (9593.120000 sec): 3 clusters Score: Raw -1802042.706743 + Penalty 4675.383938 = -1797367.322805 nChanged 41 SP:Iteration 28Q (9593.410000 sec): 3 clusters Score: Raw -1802052.758425 + Penalty 4675.383938 = -1797377.374487 nChanged 29 SP:Iteration 29Q (9593.690000 sec): 3 clusters Score: Raw -1802058.830045 + Penalty 4675.383938 = -1797383.446106 nChanged 24 SP:Iteration 30Q (9593.900000 sec): 3 clusters Score: Raw -1802064.847502 + Penalty 4675.383938 = -1797389.463564 nChanged 26 SP:Iteration 31Q (9594.140000 sec): 3 clusters Score: Raw -1802071.353730 + Penalty 4675.383938 = -1797395.969792 nChanged 28 SP:Iteration 32Q (9594.390000 sec): 3 clusters Score: Raw -1802076.258008 + Penalty 4675.383938 = -1797400.874070 nChanged 21 SP:Iteration 33Q (9594.650000 sec): 3 clusters Score: Raw -1802079.371193 + Penalty 4675.383938 = -1797403.987255 nChanged 12 SP:Iteration 34Q (9594.860000 sec): 3 clusters Score: Raw -1802081.858177 + Penalty 4675.383938 = -1797406.474239 nChanged 15 SP:Iteration 35Q (9595.090000 sec): 3 clusters Score: Raw -1802083.930201 + Penalty 4675.383938 = -1797408.546263 nChanged 11 SP:Iteration 36Q (9595.370000 sec): 3 clusters Score: Raw -1802085.548952 + Penalty 4675.383938 = -1797410.165014 nChanged 11 SP:Iteration 37Q (9595.570000 sec): 3 clusters Score: Raw -1802087.989374 + Penalty 4675.383938 = -1797412.605436 nChanged 18 SP:Iteration 38Q (9595.810000 sec): 3 clusters Score: Raw -1802091.279384 + Penalty 4675.383938 = -1797415.895446 nChanged 15 SP:Iteration 39Q (9596.040000 sec): 3 clusters Score: Raw -1802093.457117 + Penalty 4675.383938 = -1797418.073179 nChanged 14 SP:Iteration 40F (9596.280000 sec): 3 clusters Score: Raw -1802095.094198 + Penalty 4675.383938 = -1797419.710260 nChanged 5 SP:Iteration 41Q (9596.520000 sec): 3 clusters Score: Raw -1802095.995207 + Penalty 4675.383938 = -1797420.611269 nChanged 6 SP:Iteration 42Q (9596.810000 sec): 3 clusters Score: Raw -1802096.787145 + Penalty 4675.383938 = -1797421.403206 nChanged 9 SP:Iteration 43Q (9597.110000 sec): 3 clusters Score: Raw -1802098.224350 + Penalty 4675.383938 = -1797422.840412 nChanged 7 SP:Iteration 44Q (9597.330000 sec): 3 clusters Score: Raw -1802099.475835 + Penalty 4675.383938 = -1797424.091897 nChanged 10 SP:Iteration 45Q (9597.640000 sec): 3 clusters Score: Raw -1802100.610418 + Penalty 4675.383938 = -1797425.226480 nChanged 10 SP:Iteration 46Q (9597.920000 sec): 3 clusters Score: Raw -1802101.889424 + Penalty 4675.383938 = -1797426.505485 nChanged 4 SP:Iteration 47Q (9598.150000 sec): 3 clusters Score: Raw -1802102.401174 + Penalty 4675.383938 = -1797427.017235 nChanged 4 SP:Iteration 48Q (9598.430000 sec): 3 clusters Score: Raw -1802102.672218 + Penalty 4675.383938 = -1797427.288280 nChanged 2 SP:Iteration 49Q (9598.680000 sec): 3 clusters Score: Raw -1802102.984759 + Penalty 4675.383938 = -1797427.600821 nChanged 3 SP:Iteration 50Q (9598.990000 sec): 3 clusters Score: Raw -1802103.481610 + Penalty 4675.383938 = -1797428.097672 nChanged 5 SP:Iteration 51Q (9599.220000 sec): 3 clusters Score: Raw -1802103.806421 + Penalty 4675.383938 = -1797428.422483 nChanged 4 SP:Iteration 52Q (9599.500000 sec): 3 clusters Score: Raw -1802104.501354 + Penalty 4675.383938 = -1797429.117416 nChanged 8 SP:Iteration 53Q (9599.800000 sec): 3 clusters Score: Raw -1802105.226569 + Penalty 4675.383938 = -1797429.842631 nChanged 6 SP:Iteration 54Q (9600.080000 sec): 3 clusters Score: Raw -1802105.965404 + Penalty 4675.383938 = -1797430.581466 nChanged 3 SP:Iteration 55Q (9600.340000 sec): 3 clusters Score: Raw -1802106.277503 + Penalty 4675.383938 = -1797430.893565 nChanged 1 SP:Iteration 56Q (9600.600000 sec): 3 clusters Score: Raw -1802106.427457 + Penalty 4675.383938 = -1797431.043518 nChanged 0 SP:Iteration 57F (9600.860000 sec): 3 clusters Score: Raw -1802106.427457 + Penalty 4675.383938 = -1797431.043518 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 20 (2295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9601.000000 sec): 2 clusters Score: Raw -327203.334976 + Penalty 1919.145054 = -325284.189922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9601.200000 sec): 3 clusters Score: Raw -326308.937833 + Penalty 3838.290109 = -322470.647725 nChanged 763 SP:Iteration 1F (9601.380000 sec): 3 clusters Score: Raw -326824.788288 + Penalty 3838.290109 = -322986.498179 nChanged 181 SP:Iteration 2F (9601.580000 sec): 3 clusters Score: Raw -326955.773796 + Penalty 3838.290109 = -323117.483688 nChanged 87 SP:Iteration 3Q (9601.780000 sec): 3 clusters Score: Raw -327014.864828 + Penalty 3838.290109 = -323176.574720 nChanged 57 SP:Iteration 4Q (9602.000000 sec): 3 clusters Score: Raw -327056.742519 + Penalty 3838.290109 = -323218.452411 nChanged 40 SP:Iteration 5Q (9602.170000 sec): 3 clusters Score: Raw -327084.142904 + Penalty 3838.290109 = -323245.852795 nChanged 34 SP:Iteration 6Q (9602.360000 sec): 3 clusters Score: Raw -327103.042474 + Penalty 3838.290109 = -323264.752365 nChanged 22 SP:Iteration 7Q (9602.550000 sec): 3 clusters Score: Raw -327116.235100 + Penalty 3838.290109 = -323277.944992 nChanged 16 SP:Iteration 8Q (9602.770000 sec): 3 clusters Score: Raw -327126.642703 + Penalty 3838.290109 = -323288.352595 nChanged 17 SP:Iteration 9Q (9602.970000 sec): 3 clusters Score: Raw -327139.283493 + Penalty 3838.290109 = -323300.993384 nChanged 18 SP:Iteration 10Q (9603.180000 sec): 3 clusters Score: Raw -327149.607370 + Penalty 3838.290109 = -323311.317262 nChanged 13 SP:Iteration 11Q (9603.340000 sec): 3 clusters Score: Raw -327155.112179 + Penalty 3838.290109 = -323316.822070 nChanged 7 SP:Iteration 12Q (9603.520000 sec): 3 clusters Score: Raw -327158.665441 + Penalty 3838.290109 = -323320.375333 nChanged 2 SP:Iteration 13Q (9603.740000 sec): 3 clusters Score: Raw -327159.663735 + Penalty 3838.290109 = -323321.373626 nChanged 4 SP:Iteration 14Q (9603.900000 sec): 3 clusters Score: Raw -327161.772991 + Penalty 3838.290109 = -323323.482882 nChanged 7 SP:Iteration 15Q (9604.080000 sec): 3 clusters Score: Raw -327165.635916 + Penalty 3838.290109 = -323327.345807 nChanged 7 SP:Iteration 16Q (9604.260000 sec): 3 clusters Score: Raw -327173.333922 + Penalty 3838.290109 = -323335.043813 nChanged 7 SP:Iteration 17Q (9604.440000 sec): 3 clusters Score: Raw -327178.240952 + Penalty 3838.290109 = -323339.950843 nChanged 11 SP:Iteration 18Q (9604.660000 sec): 3 clusters Score: Raw -327187.341937 + Penalty 3838.290109 = -323349.051828 nChanged 16 SP:Iteration 19Q (9604.840000 sec): 3 clusters Score: Raw -327196.733587 + Penalty 3838.290109 = -323358.443478 nChanged 11 SP:Iteration 20F (9605.060000 sec): 3 clusters Score: Raw -327202.887801 + Penalty 3838.290109 = -323364.597692 nChanged 12 SP:Iteration 21Q (9605.230000 sec): 3 clusters Score: Raw -327211.437369 + Penalty 3838.290109 = -323373.147260 nChanged 9 SP:Iteration 22Q (9605.440000 sec): 3 clusters Score: Raw -327215.783571 + Penalty 3838.290109 = -323377.493462 nChanged 3 SP:Iteration 23Q (9605.650000 sec): 3 clusters Score: Raw -327217.405447 + Penalty 3838.290109 = -323379.115338 nChanged 2 SP:Iteration 24Q (9605.830000 sec): 3 clusters Score: Raw -327218.272570 + Penalty 3838.290109 = -323379.982461 nChanged 1 SP:Iteration 25Q (9606.030000 sec): 3 clusters Score: Raw -327218.676867 + Penalty 3838.290109 = -323380.386758 nChanged 1 SP:Iteration 26Q (9606.240000 sec): 3 clusters Score: Raw -327219.260886 + Penalty 3838.290109 = -323380.970777 nChanged 3 SP:Iteration 27Q (9606.430000 sec): 3 clusters Score: Raw -327221.071783 + Penalty 3838.290109 = -323382.781674 nChanged 3 SP:Iteration 28Q (9606.660000 sec): 3 clusters Score: Raw -327222.135594 + Penalty 3838.290109 = -323383.845485 nChanged 0 SP:Iteration 29F (9606.880000 sec): 3 clusters Score: Raw -327222.135594 + Penalty 3838.290109 = -323383.845485 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 21 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9607.010000 sec): 2 clusters Score: Raw -117986.738505 + Penalty 1687.544401 = -116299.194104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9607.200000 sec): 3 clusters Score: Raw -117988.756866 + Penalty 3375.088802 = -114613.668065 nChanged 249 SP:Iteration 1F (9607.410000 sec): 3 clusters Score: Raw -119285.047221 + Penalty 3375.088802 = -115909.958419 nChanged 143 SP:Iteration 2F (9607.600000 sec): 3 clusters Score: Raw -119843.289106 + Penalty 3375.088802 = -116468.200304 nChanged 62 SP:Iteration 3F (9607.820000 sec): 3 clusters Score: Raw -120224.098918 + Penalty 3375.088802 = -116849.010116 nChanged 34 SP:Iteration 4Q (9608.070000 sec): 3 clusters Score: Raw -120546.935677 + Penalty 3375.088802 = -117171.846875 nChanged 27 SP:Iteration 5Q (9608.300000 sec): 3 clusters Score: Raw -120702.051811 + Penalty 3375.088802 = -117326.963009 nChanged 19 SP:Iteration 6Q (9608.470000 sec): 3 clusters Score: Raw -120781.508690 + Penalty 3375.088802 = -117406.419888 nChanged 13 SP:Iteration 7Q (9608.680000 sec): 3 clusters Score: Raw -120824.358444 + Penalty 3375.088802 = -117449.269642 nChanged 15 SP:Iteration 8Q (9608.870000 sec): 3 clusters Score: Raw -120905.155482 + Penalty 3375.088802 = -117530.066680 nChanged 17 SP:Iteration 9Q (9609.130000 sec): 3 clusters Score: Raw -121001.449485 + Penalty 3375.088802 = -117626.360683 nChanged 18 SP:Iteration 10Q (9609.300000 sec): 3 clusters Score: Raw -121060.302379 + Penalty 3375.088802 = -117685.213577 nChanged 12 SP:Iteration 11Q (9609.480000 sec): 3 clusters Score: Raw -121101.199621 + Penalty 3375.088802 = -117726.110819 nChanged 10 SP:Iteration 12Q (9609.680000 sec): 3 clusters Score: Raw -121130.183071 + Penalty 3375.088802 = -117755.094269 nChanged 5 SP:Iteration 13Q (9609.900000 sec): 3 clusters Score: Raw -121150.268889 + Penalty 3375.088802 = -117775.180087 nChanged 3 SP:Iteration 14Q (9610.070000 sec): 3 clusters Score: Raw -121166.577116 + Penalty 3375.088802 = -117791.488314 nChanged 4 SP:Iteration 15Q (9610.290000 sec): 3 clusters Score: Raw -121174.767488 + Penalty 3375.088802 = -117799.678686 nChanged 1 SP:Iteration 16Q (9610.500000 sec): 3 clusters Score: Raw -121177.729135 + Penalty 3375.088802 = -117802.640333 nChanged 0 SP:Iteration 17F (9610.700000 sec): 3 clusters Score: Raw -121177.729135 + Penalty 3375.088802 = -117802.640333 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 22 (3888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9610.780000 sec): 2 clusters Score: Raw -544491.867518 + Penalty 2049.881241 = -542441.986277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9611.020000 sec): 3 clusters Score: Raw -542725.022317 + Penalty 4099.762482 = -538625.259835 nChanged 1415 SP:Iteration 1F (9611.280000 sec): 3 clusters Score: Raw -543607.739573 + Penalty 4099.762482 = -539507.977091 nChanged 326 SP:Iteration 2F (9611.500000 sec): 3 clusters Score: Raw -543845.806371 + Penalty 4099.762482 = -539746.043889 nChanged 250 SP:Iteration 3F (9611.730000 sec): 3 clusters Score: Raw -544075.621902 + Penalty 4099.762482 = -539975.859420 nChanged 209 SP:Iteration 4F (9612.010000 sec): 3 clusters Score: Raw -544325.894232 + Penalty 4099.762482 = -540226.131750 nChanged 192 SP:Iteration 5Q (9612.210000 sec): 3 clusters Score: Raw -544563.352677 + Penalty 4099.762482 = -540463.590195 nChanged 188 SP:Iteration 6Q (9612.370000 sec): 3 clusters Score: Raw -544823.773623 + Penalty 4099.762482 = -540724.011141 nChanged 202 SP:Iteration 7F (9612.550000 sec): 3 clusters Score: Raw -545060.920227 + Penalty 4099.762482 = -540961.157745 nChanged 181 SP:Iteration 8Q (9612.760000 sec): 3 clusters Score: Raw -545253.743788 + Penalty 4099.762482 = -541153.981306 nChanged 143 SP:Iteration 9Q (9612.960000 sec): 3 clusters Score: Raw -545375.741671 + Penalty 4099.762482 = -541275.979189 nChanged 93 SP:Iteration 10Q (9613.130000 sec): 3 clusters Score: Raw -545433.425001 + Penalty 4099.762482 = -541333.662519 nChanged 60 SP:Iteration 11Q (9613.320000 sec): 3 clusters Score: Raw -545462.597722 + Penalty 4099.762482 = -541362.835240 nChanged 31 SP:Iteration 12Q (9613.480000 sec): 3 clusters Score: Raw -545476.850738 + Penalty 4099.762482 = -541377.088256 nChanged 27 SP:Iteration 13Q (9613.670000 sec): 3 clusters Score: Raw -545491.589150 + Penalty 4099.762482 = -541391.826667 nChanged 29 SP:Iteration 14Q (9613.860000 sec): 3 clusters Score: Raw -545508.739610 + Penalty 4099.762482 = -541408.977128 nChanged 29 SP:Iteration 15Q (9614.050000 sec): 3 clusters Score: Raw -545524.659204 + Penalty 4099.762482 = -541424.896721 nChanged 31 SP:Iteration 16Q (9614.250000 sec): 3 clusters Score: Raw -545544.059954 + Penalty 4099.762482 = -541444.297472 nChanged 30 SP:Iteration 17Q (9614.460000 sec): 3 clusters Score: Raw -545563.996827 + Penalty 4099.762482 = -541464.234345 nChanged 29 SP:Iteration 18Q (9614.650000 sec): 3 clusters Score: Raw -545580.049972 + Penalty 4099.762482 = -541480.287490 nChanged 28 SP:Iteration 19Q (9614.830000 sec): 3 clusters Score: Raw -545599.928294 + Penalty 4099.762482 = -541500.165811 nChanged 32 SP:Iteration 20F (9615.010000 sec): 3 clusters Score: Raw -545622.454848 + Penalty 4099.762482 = -541522.692366 nChanged 36 SP:Iteration 21Q (9615.200000 sec): 3 clusters Score: Raw -545651.663729 + Penalty 4099.762482 = -541551.901247 nChanged 33 SP:Iteration 22Q (9615.400000 sec): 3 clusters Score: Raw -545682.478147 + Penalty 4099.762482 = -541582.715665 nChanged 41 SP:Iteration 23Q (9615.560000 sec): 3 clusters Score: Raw -545711.784786 + Penalty 4099.762482 = -541612.022304 nChanged 39 SP:Iteration 24Q (9615.740000 sec): 3 clusters Score: Raw -545730.379589 + Penalty 4099.762482 = -541630.617107 nChanged 22 SP:Iteration 25Q (9615.950000 sec): 3 clusters Score: Raw -545743.149512 + Penalty 4099.762482 = -541643.387030 nChanged 23 SP:Iteration 26Q (9616.160000 sec): 3 clusters Score: Raw -545754.552680 + Penalty 4099.762482 = -541654.790198 nChanged 24 SP:Iteration 27Q (9616.350000 sec): 3 clusters Score: Raw -545764.810669 + Penalty 4099.762482 = -541665.048187 nChanged 16 SP:Iteration 28Q (9616.510000 sec): 3 clusters Score: Raw -545771.400249 + Penalty 4099.762482 = -541671.637767 nChanged 12 SP:Iteration 29Q (9616.690000 sec): 3 clusters Score: Raw -545775.994500 + Penalty 4099.762482 = -541676.232018 nChanged 7 SP:Iteration 30Q (9616.880000 sec): 3 clusters Score: Raw -545778.149124 + Penalty 4099.762482 = -541678.386642 nChanged 4 SP:Iteration 31Q (9617.060000 sec): 3 clusters Score: Raw -545779.176930 + Penalty 4099.762482 = -541679.414447 nChanged 2 SP:Iteration 32Q (9617.220000 sec): 3 clusters Score: Raw -545779.731489 + Penalty 4099.762482 = -541679.969007 nChanged 1 SP:Iteration 33Q (9617.400000 sec): 3 clusters Score: Raw -545779.867685 + Penalty 4099.762482 = -541680.105203 nChanged 0 SP:Iteration 34F (9617.580000 sec): 3 clusters Score: Raw -545779.867685 + Penalty 4099.762482 = -541680.105203 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 23 (2483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9617.660000 sec): 2 clusters Score: Raw -347667.397136 + Penalty 1938.671251 = -345728.725885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9617.840000 sec): 3 clusters Score: Raw -346777.719308 + Penalty 3877.342502 = -342900.376806 nChanged 870 SP:Iteration 1F (9618.070000 sec): 3 clusters Score: Raw -347641.947837 + Penalty 3877.342502 = -343764.605335 nChanged 290 SP:Iteration 2F (9618.290000 sec): 3 clusters Score: Raw -348241.138577 + Penalty 3877.342502 = -344363.796076 nChanged 261 SP:Iteration 3F (9618.500000 sec): 3 clusters Score: Raw -348914.470067 + Penalty 3877.342502 = -345037.127565 nChanged 243 SP:Iteration 4F (9618.740000 sec): 3 clusters Score: Raw -349367.067669 + Penalty 3877.342502 = -345489.725167 nChanged 150 SP:Iteration 5F (9618.980000 sec): 3 clusters Score: Raw -349608.733725 + Penalty 3877.342502 = -345731.391224 nChanged 71 SP:Iteration 6Q (9619.170000 sec): 3 clusters Score: Raw -349722.240919 + Penalty 3877.342502 = -345844.898418 nChanged 41 SP:Iteration 7Q (9619.400000 sec): 3 clusters Score: Raw -349793.851073 + Penalty 3877.342502 = -345916.508572 nChanged 22 SP:Iteration 8Q (9619.610000 sec): 3 clusters Score: Raw -349831.945960 + Penalty 3877.342502 = -345954.603459 nChanged 17 SP:Iteration 9Q (9619.760000 sec): 3 clusters Score: Raw -349856.338812 + Penalty 3877.342502 = -345978.996311 nChanged 10 SP:Iteration 10Q (9619.920000 sec): 3 clusters Score: Raw -349872.832660 + Penalty 3877.342502 = -345995.490159 nChanged 9 SP:Iteration 11Q (9620.080000 sec): 3 clusters Score: Raw -349888.967130 + Penalty 3877.342502 = -346011.624629 nChanged 11 SP:Iteration 12Q (9620.280000 sec): 3 clusters Score: Raw -349903.285858 + Penalty 3877.342502 = -346025.943357 nChanged 4 SP:Iteration 13Q (9620.460000 sec): 3 clusters Score: Raw -349907.559548 + Penalty 3877.342502 = -346030.217046 nChanged 2 SP:Iteration 14Q (9620.630000 sec): 3 clusters Score: Raw -349909.865222 + Penalty 3877.342502 = -346032.522720 nChanged 2 SP:Iteration 15Q (9620.840000 sec): 3 clusters Score: Raw -349910.496337 + Penalty 3877.342502 = -346033.153835 nChanged 1 SP:Iteration 16Q (9620.990000 sec): 3 clusters Score: Raw -349911.392497 + Penalty 3877.342502 = -346034.049996 nChanged 2 SP:Iteration 17Q (9621.240000 sec): 3 clusters Score: Raw -349912.249692 + Penalty 3877.342502 = -346034.907190 nChanged 1 SP:Iteration 18Q (9621.460000 sec): 3 clusters Score: Raw -349913.136870 + Penalty 3877.342502 = -346035.794369 nChanged 4 SP:Iteration 19Q (9621.640000 sec): 3 clusters Score: Raw -349916.608583 + Penalty 3877.342502 = -346039.266081 nChanged 4 SP:Iteration 20F (9621.840000 sec): 3 clusters Score: Raw -349920.416614 + Penalty 3877.342502 = -346043.074112 nChanged 2 SP:Iteration 21Q (9622.060000 sec): 3 clusters Score: Raw -349921.606534 + Penalty 3877.342502 = -346044.264032 nChanged 0 SP:Iteration 22F (9622.230000 sec): 3 clusters Score: Raw -349921.606534 + Penalty 3877.342502 = -346044.264032 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 24 (1746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9622.340000 sec): 2 clusters Score: Raw -248552.701315 + Penalty 1851.340519 = -246701.360796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9622.540000 sec): 3 clusters Score: Raw -248050.192906 + Penalty 3702.681037 = -244347.511869 nChanged 558 SP:Iteration 1F (9622.760000 sec): 3 clusters Score: Raw -249052.115471 + Penalty 3702.681037 = -245349.434434 nChanged 226 SP:Iteration 2F (9622.960000 sec): 3 clusters Score: Raw -249718.931411 + Penalty 3702.681037 = -246016.250374 nChanged 138 SP:Iteration 3F (9623.140000 sec): 3 clusters Score: Raw -250000.104677 + Penalty 3702.681037 = -246297.423640 nChanged 82 SP:Iteration 4Q (9623.300000 sec): 3 clusters Score: Raw -250136.220463 + Penalty 3702.681037 = -246433.539425 nChanged 54 SP:Iteration 5Q (9623.490000 sec): 3 clusters Score: Raw -250234.603602 + Penalty 3702.681037 = -246531.922564 nChanged 35 SP:Iteration 6Q (9623.610000 sec): 3 clusters Score: Raw -250303.984409 + Penalty 3702.681037 = -246601.303372 nChanged 24 SP:Iteration 7Q (9623.780000 sec): 3 clusters Score: Raw -250356.312986 + Penalty 3702.681037 = -246653.631949 nChanged 30 SP:Iteration 8Q (9623.960000 sec): 3 clusters Score: Raw -250431.290638 + Penalty 3702.681037 = -246728.609601 nChanged 24 SP:Iteration 9Q (9624.130000 sec): 3 clusters Score: Raw -250473.105244 + Penalty 3702.681037 = -246770.424207 nChanged 15 SP:Iteration 10Q (9624.330000 sec): 3 clusters Score: Raw -250496.731751 + Penalty 3702.681037 = -246794.050714 nChanged 15 SP:Iteration 11Q (9624.480000 sec): 3 clusters Score: Raw -250514.159288 + Penalty 3702.681037 = -246811.478251 nChanged 9 SP:Iteration 12Q (9624.680000 sec): 3 clusters Score: Raw -250523.339463 + Penalty 3702.681037 = -246820.658426 nChanged 9 SP:Iteration 13Q (9624.850000 sec): 3 clusters Score: Raw -250540.817610 + Penalty 3702.681037 = -246838.136573 nChanged 11 SP:Iteration 14Q (9625.010000 sec): 3 clusters Score: Raw -250555.271459 + Penalty 3702.681037 = -246852.590422 nChanged 12 SP:Iteration 15Q (9625.190000 sec): 3 clusters Score: Raw -250572.663836 + Penalty 3702.681037 = -246869.982798 nChanged 13 SP:Iteration 16Q (9625.380000 sec): 3 clusters Score: Raw -250587.678679 + Penalty 3702.681037 = -246884.997642 nChanged 9 SP:Iteration 17Q (9625.540000 sec): 3 clusters Score: Raw -250601.987186 + Penalty 3702.681037 = -246899.306149 nChanged 4 SP:Iteration 18Q (9625.680000 sec): 3 clusters Score: Raw -250604.993936 + Penalty 3702.681037 = -246902.312899 nChanged 0 SP:Iteration 19F (9625.840000 sec): 3 clusters Score: Raw -250604.993936 + Penalty 3702.681037 = -246902.312899 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 25 (16096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9626.060000 sec): 2 clusters Score: Raw -2229695.157173 + Penalty 2402.208866 = -2227292.948307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9626.370000 sec): 3 clusters Score: Raw -2220558.131883 + Penalty 4804.417732 = -2215753.714151 nChanged 7009 SP:Iteration 1F (9626.660000 sec): 3 clusters Score: Raw -2224453.769884 + Penalty 4804.417732 = -2219649.352152 nChanged 1100 SP:Iteration 2F (9626.930000 sec): 3 clusters Score: Raw -2225041.628617 + Penalty 4804.417732 = -2220237.210885 nChanged 1020 SP:Iteration 3F (9627.210000 sec): 3 clusters Score: Raw -2225596.380714 + Penalty 4804.417732 = -2220791.962982 nChanged 950 SP:Iteration 4F (9627.580000 sec): 3 clusters Score: Raw -2226165.393694 + Penalty 4804.417732 = -2221360.975962 nChanged 1006 SP:Iteration 5F (9627.840000 sec): 3 clusters Score: Raw -2226865.365396 + Penalty 4804.417732 = -2222060.947664 nChanged 980 SP:Iteration 6F (9628.150000 sec): 3 clusters Score: Raw -2227640.841192 + Penalty 4804.417732 = -2222836.423460 nChanged 927 SP:Iteration 7F (9628.490000 sec): 3 clusters Score: Raw -2228373.877870 + Penalty 4804.417732 = -2223569.460138 nChanged 753 SP:Iteration 8Q (9628.780000 sec): 3 clusters Score: Raw -2228903.640889 + Penalty 4804.417732 = -2224099.223157 nChanged 570 SP:Iteration 9Q (9629.110000 sec): 3 clusters Score: Raw -2229256.268975 + Penalty 4804.417732 = -2224451.851243 nChanged 404 SP:Iteration 10Q (9629.380000 sec): 3 clusters Score: Raw -2229486.166616 + Penalty 4804.417732 = -2224681.748884 nChanged 328 SP:Iteration 11Q (9629.720000 sec): 3 clusters Score: Raw -2229673.408208 + Penalty 4804.417732 = -2224868.990476 nChanged 288 SP:Iteration 12Q (9630.080000 sec): 3 clusters Score: Raw -2229810.732236 + Penalty 4804.417732 = -2225006.314504 nChanged 205 SP:Iteration 13Q (9630.360000 sec): 3 clusters Score: Raw -2229909.433958 + Penalty 4804.417732 = -2225105.016226 nChanged 176 SP:Iteration 14Q (9630.680000 sec): 3 clusters Score: Raw -2229990.307629 + Penalty 4804.417732 = -2225185.889896 nChanged 151 SP:Iteration 15Q (9631.000000 sec): 3 clusters Score: Raw -2230066.873201 + Penalty 4804.417732 = -2225262.455469 nChanged 156 SP:Iteration 16Q (9631.340000 sec): 3 clusters Score: Raw -2230146.751079 + Penalty 4804.417732 = -2225342.333347 nChanged 140 SP:Iteration 17Q (9631.620000 sec): 3 clusters Score: Raw -2230212.841481 + Penalty 4804.417732 = -2225408.423749 nChanged 132 SP:Iteration 18Q (9631.980000 sec): 3 clusters Score: Raw -2230280.411581 + Penalty 4804.417732 = -2225475.993849 nChanged 92 SP:Iteration 19Q (9632.250000 sec): 3 clusters Score: Raw -2230322.201788 + Penalty 4804.417732 = -2225517.784055 nChanged 90 SP:Iteration 20F (9632.560000 sec): 3 clusters Score: Raw -2230361.819797 + Penalty 4804.417732 = -2225557.402065 nChanged 80 SP:Iteration 21Q (9632.860000 sec): 3 clusters Score: Raw -2230393.321048 + Penalty 4804.417732 = -2225588.903316 nChanged 80 SP:Iteration 22Q (9633.250000 sec): 3 clusters Score: Raw -2230422.468899 + Penalty 4804.417732 = -2225618.051167 nChanged 80 SP:Iteration 23Q (9633.550000 sec): 3 clusters Score: Raw -2230456.235587 + Penalty 4804.417732 = -2225651.817855 nChanged 67 SP:Iteration 24Q (9633.880000 sec): 3 clusters Score: Raw -2230484.551906 + Penalty 4804.417732 = -2225680.134174 nChanged 63 SP:Iteration 25Q (9634.150000 sec): 3 clusters Score: Raw -2230513.752740 + Penalty 4804.417732 = -2225709.335008 nChanged 55 SP:Iteration 26Q (9634.410000 sec): 3 clusters Score: Raw -2230533.576521 + Penalty 4804.417732 = -2225729.158789 nChanged 48 SP:Iteration 27Q (9634.740000 sec): 3 clusters Score: Raw -2230553.205334 + Penalty 4804.417732 = -2225748.787602 nChanged 47 SP:Iteration 28Q (9635.030000 sec): 3 clusters Score: Raw -2230573.493912 + Penalty 4804.417732 = -2225769.076180 nChanged 40 SP:Iteration 29Q (9635.400000 sec): 3 clusters Score: Raw -2230593.146432 + Penalty 4804.417732 = -2225788.728700 nChanged 30 SP:Iteration 30Q (9635.700000 sec): 3 clusters Score: Raw -2230607.683217 + Penalty 4804.417732 = -2225803.265485 nChanged 25 SP:Iteration 31Q (9636.000000 sec): 3 clusters Score: Raw -2230616.828713 + Penalty 4804.417732 = -2225812.410981 nChanged 21 SP:Iteration 32Q (9636.320000 sec): 3 clusters Score: Raw -2230625.639013 + Penalty 4804.417732 = -2225821.221281 nChanged 19 SP:Iteration 33Q (9636.640000 sec): 3 clusters Score: Raw -2230631.306527 + Penalty 4804.417732 = -2225826.888795 nChanged 17 SP:Iteration 34Q (9637.000000 sec): 3 clusters Score: Raw -2230637.414382 + Penalty 4804.417732 = -2225832.996650 nChanged 14 SP:Iteration 35Q (9637.230000 sec): 3 clusters Score: Raw -2230642.076381 + Penalty 4804.417732 = -2225837.658649 nChanged 19 SP:Iteration 36Q (9637.510000 sec): 3 clusters Score: Raw -2230648.536454 + Penalty 4804.417732 = -2225844.118722 nChanged 20 SP:Iteration 37Q (9637.820000 sec): 3 clusters Score: Raw -2230654.225706 + Penalty 4804.417732 = -2225849.807974 nChanged 13 SP:Iteration 38Q (9638.130000 sec): 3 clusters Score: Raw -2230658.558500 + Penalty 4804.417732 = -2225854.140767 nChanged 16 SP:Iteration 39Q (9638.330000 sec): 3 clusters Score: Raw -2230664.613304 + Penalty 4804.417732 = -2225860.195572 nChanged 20 SP:Iteration 40F (9638.600000 sec): 3 clusters Score: Raw -2230672.936449 + Penalty 4804.417732 = -2225868.518717 nChanged 23 SP:Iteration 41Q (9638.870000 sec): 3 clusters Score: Raw -2230685.626974 + Penalty 4804.417732 = -2225881.209242 nChanged 23 SP:Iteration 42Q (9639.170000 sec): 3 clusters Score: Raw -2230696.052734 + Penalty 4804.417732 = -2225891.635002 nChanged 21 SP:Iteration 43Q (9639.480000 sec): 3 clusters Score: Raw -2230703.368237 + Penalty 4804.417732 = -2225898.950505 nChanged 17 SP:Iteration 44Q (9639.730000 sec): 3 clusters Score: Raw -2230708.036247 + Penalty 4804.417732 = -2225903.618515 nChanged 8 SP:Iteration 45Q (9640.070000 sec): 3 clusters Score: Raw -2230709.792666 + Penalty 4804.417732 = -2225905.374934 nChanged 4 SP:Iteration 46Q (9640.370000 sec): 3 clusters Score: Raw -2230711.601315 + Penalty 4804.417732 = -2225907.183583 nChanged 8 SP:Iteration 47Q (9640.590000 sec): 3 clusters Score: Raw -2230716.280305 + Penalty 4804.417732 = -2225911.862573 nChanged 14 SP:Iteration 48Q (9640.890000 sec): 3 clusters Score: Raw -2230724.642769 + Penalty 4804.417732 = -2225920.225037 nChanged 13 SP:Iteration 49Q (9641.160000 sec): 3 clusters Score: Raw -2230731.093589 + Penalty 4804.417732 = -2225926.675857 nChanged 16 SP:Iteration 50Q (9641.450000 sec): 3 clusters Score: Raw -2230739.209697 + Penalty 4804.417732 = -2225934.791965 nChanged 16 SP:Iteration 51Q (9641.760000 sec): 3 clusters Score: Raw -2230745.632236 + Penalty 4804.417732 = -2225941.214503 nChanged 14 SP:Iteration 52Q (9642.030000 sec): 3 clusters Score: Raw -2230751.386798 + Penalty 4804.417732 = -2225946.969065 nChanged 12 SP:Iteration 53Q (9642.310000 sec): 3 clusters Score: Raw -2230758.033570 + Penalty 4804.417732 = -2225953.615838 nChanged 14 SP:Iteration 54Q (9642.570000 sec): 3 clusters Score: Raw -2230763.043479 + Penalty 4804.417732 = -2225958.625747 nChanged 14 SP:Iteration 55Q (9642.820000 sec): 3 clusters Score: Raw -2230769.471284 + Penalty 4804.417732 = -2225965.053551 nChanged 7 SP:Iteration 56Q (9643.070000 sec): 3 clusters Score: Raw -2230773.182266 + Penalty 4804.417732 = -2225968.764533 nChanged 8 SP:Iteration 57Q (9643.370000 sec): 3 clusters Score: Raw -2230776.668703 + Penalty 4804.417732 = -2225972.250971 nChanged 7 SP:Iteration 58Q (9643.690000 sec): 3 clusters Score: Raw -2230781.386886 + Penalty 4804.417732 = -2225976.969154 nChanged 12 SP:Iteration 59Q (9643.940000 sec): 3 clusters Score: Raw -2230786.095055 + Penalty 4804.417732 = -2225981.677323 nChanged 11 SP:Iteration 60F (9644.220000 sec): 3 clusters Score: Raw -2230789.668294 + Penalty 4804.417732 = -2225985.250562 nChanged 6 SP:Iteration 61Q (9644.450000 sec): 3 clusters Score: Raw -2230794.187006 + Penalty 4804.417732 = -2225989.769274 nChanged 8 SP:Iteration 62Q (9644.750000 sec): 3 clusters Score: Raw -2230798.628802 + Penalty 4804.417732 = -2225994.211070 nChanged 7 SP:Iteration 63Q (9645.000000 sec): 3 clusters Score: Raw -2230803.585916 + Penalty 4804.417732 = -2225999.168184 nChanged 7 SP:Iteration 64Q (9645.290000 sec): 3 clusters Score: Raw -2230809.415726 + Penalty 4804.417732 = -2226004.997994 nChanged 8 SP:Iteration 65Q (9645.540000 sec): 3 clusters Score: Raw -2230814.605816 + Penalty 4804.417732 = -2226010.188084 nChanged 8 SP:Iteration 66Q (9645.890000 sec): 3 clusters Score: Raw -2230818.519382 + Penalty 4804.417732 = -2226014.101650 nChanged 6 SP:Iteration 67Q (9646.170000 sec): 3 clusters Score: Raw -2230821.577119 + Penalty 4804.417732 = -2226017.159387 nChanged 3 SP:Iteration 68Q (9646.410000 sec): 3 clusters Score: Raw -2230823.111031 + Penalty 4804.417732 = -2226018.693299 nChanged 2 SP:Iteration 69Q (9646.730000 sec): 3 clusters Score: Raw -2230823.994717 + Penalty 4804.417732 = -2226019.576985 nChanged 2 SP:Iteration 70Q (9646.980000 sec): 3 clusters Score: Raw -2230824.831805 + Penalty 4804.417732 = -2226020.414072 nChanged 1 SP:Iteration 71Q (9647.270000 sec): 3 clusters Score: Raw -2230825.024555 + Penalty 4804.417732 = -2226020.606823 nChanged 1 SP:Iteration 72Q (9647.590000 sec): 3 clusters Score: Raw -2230825.206482 + Penalty 4804.417732 = -2226020.788749 nChanged 0 SP:Iteration 73F (9647.920000 sec): 3 clusters Score: Raw -2230825.206482 + Penalty 4804.417732 = -2226020.788749 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 26 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9648.000000 sec): 2 clusters Score: Raw -78043.918500 + Penalty 1590.537821 = -76453.380679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9648.210000 sec): 3 clusters Score: Raw -78094.920565 + Penalty 3181.075643 = -74913.844922 nChanged 152 SP:Iteration 1F (9648.410000 sec): 3 clusters Score: Raw -78899.251541 + Penalty 3181.075643 = -75718.175898 nChanged 100 SP:Iteration 2F (9648.650000 sec): 3 clusters Score: Raw -80126.624153 + Penalty 3181.075643 = -76945.548510 nChanged 70 SP:Iteration 3F (9648.850000 sec): 3 clusters Score: Raw -80902.423932 + Penalty 3181.075643 = -77721.348289 nChanged 23 SP:Iteration 4Q (9649.080000 sec): 3 clusters Score: Raw -81139.594238 + Penalty 3181.075643 = -77958.518596 nChanged 4 SP:Iteration 5Q (9649.290000 sec): 3 clusters Score: Raw -81332.600712 + Penalty 3181.075643 = -78151.525069 nChanged 0 SP:Iteration 6F (9649.470000 sec): 3 clusters Score: Raw -81332.600712 + Penalty 3181.075643 = -78151.525069 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 27 (17897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9649.670000 sec): 2 clusters Score: Raw -2522468.831270 + Penalty 2428.512318 = -2520040.318952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9650.010000 sec): 3 clusters Score: Raw -2512158.615823 + Penalty 4857.024636 = -2507301.591187 nChanged 7927 SP:Iteration 1F (9650.310000 sec): 3 clusters Score: Raw -2516368.543050 + Penalty 4857.024636 = -2511511.518413 nChanged 1038 SP:Iteration 2F (9650.630000 sec): 3 clusters Score: Raw -2516813.717894 + Penalty 4857.024636 = -2511956.693258 nChanged 904 SP:Iteration 3F (9650.910000 sec): 3 clusters Score: Raw -2517197.920133 + Penalty 4857.024636 = -2512340.895496 nChanged 837 SP:Iteration 4Q (9651.230000 sec): 3 clusters Score: Raw -2517591.894635 + Penalty 4857.024636 = -2512734.869998 nChanged 810 SP:Iteration 5Q (9651.530000 sec): 3 clusters Score: Raw -2518032.776253 + Penalty 4857.024636 = -2513175.751617 nChanged 802 SP:Iteration 6Q (9651.890000 sec): 3 clusters Score: Raw -2518486.679731 + Penalty 4857.024636 = -2513629.655094 nChanged 797 SP:Iteration 7Q (9652.230000 sec): 3 clusters Score: Raw -2518987.123660 + Penalty 4857.024636 = -2514130.099023 nChanged 837 SP:Iteration 8Q (9652.500000 sec): 3 clusters Score: Raw -2519558.754408 + Penalty 4857.024636 = -2514701.729771 nChanged 834 SP:Iteration 9Q (9652.840000 sec): 3 clusters Score: Raw -2520177.154737 + Penalty 4857.024636 = -2515320.130101 nChanged 766 SP:Iteration 10Q (9653.180000 sec): 3 clusters Score: Raw -2520739.789114 + Penalty 4857.024636 = -2515882.764478 nChanged 712 SP:Iteration 11Q (9653.530000 sec): 3 clusters Score: Raw -2521242.362183 + Penalty 4857.024636 = -2516385.337546 nChanged 558 SP:Iteration 12Q (9653.850000 sec): 3 clusters Score: Raw -2521612.330113 + Penalty 4857.024636 = -2516755.305477 nChanged 460 SP:Iteration 13Q (9654.120000 sec): 3 clusters Score: Raw -2521928.076873 + Penalty 4857.024636 = -2517071.052236 nChanged 398 SP:Iteration 14Q (9654.420000 sec): 3 clusters Score: Raw -2522195.870905 + Penalty 4857.024636 = -2517338.846268 nChanged 353 SP:Iteration 15Q (9654.710000 sec): 3 clusters Score: Raw -2522411.435178 + Penalty 4857.024636 = -2517554.410541 nChanged 294 SP:Iteration 16Q (9655.000000 sec): 3 clusters Score: Raw -2522612.309248 + Penalty 4857.024636 = -2517755.284611 nChanged 286 SP:Iteration 17Q (9655.250000 sec): 3 clusters Score: Raw -2522863.554796 + Penalty 4857.024636 = -2518006.530159 nChanged 233 SP:Iteration 18Q (9655.610000 sec): 3 clusters Score: Raw -2523076.543367 + Penalty 4857.024636 = -2518219.518730 nChanged 235 SP:Iteration 19Q (9655.900000 sec): 3 clusters Score: Raw -2523233.803176 + Penalty 4857.024636 = -2518376.778539 nChanged 186 SP:Iteration 20F (9656.170000 sec): 3 clusters Score: Raw -2523313.114940 + Penalty 4857.024636 = -2518456.090304 nChanged 136 SP:Iteration 21Q (9656.450000 sec): 3 clusters Score: Raw -2523355.953395 + Penalty 4857.024636 = -2518498.928759 nChanged 90 SP:Iteration 22Q (9656.760000 sec): 3 clusters Score: Raw -2523381.648164 + Penalty 4857.024636 = -2518524.623528 nChanged 75 SP:Iteration 23Q (9657.070000 sec): 3 clusters Score: Raw -2523402.950370 + Penalty 4857.024636 = -2518545.925734 nChanged 63 SP:Iteration 24Q (9657.360000 sec): 3 clusters Score: Raw -2523420.949073 + Penalty 4857.024636 = -2518563.924437 nChanged 69 SP:Iteration 25Q (9657.640000 sec): 3 clusters Score: Raw -2523439.897382 + Penalty 4857.024636 = -2518582.872745 nChanged 57 SP:Iteration 26Q (9657.990000 sec): 3 clusters Score: Raw -2523454.968399 + Penalty 4857.024636 = -2518597.943763 nChanged 53 SP:Iteration 27Q (9658.260000 sec): 3 clusters Score: Raw -2523470.241234 + Penalty 4857.024636 = -2518613.216598 nChanged 43 SP:Iteration 28Q (9658.520000 sec): 3 clusters Score: Raw -2523479.994041 + Penalty 4857.024636 = -2518622.969404 nChanged 42 SP:Iteration 29Q (9658.830000 sec): 3 clusters Score: Raw -2523490.296267 + Penalty 4857.024636 = -2518633.271631 nChanged 48 SP:Iteration 30Q (9659.100000 sec): 3 clusters Score: Raw -2523502.274099 + Penalty 4857.024636 = -2518645.249463 nChanged 39 SP:Iteration 31Q (9659.410000 sec): 3 clusters Score: Raw -2523511.807129 + Penalty 4857.024636 = -2518654.782493 nChanged 42 SP:Iteration 32Q (9659.710000 sec): 3 clusters Score: Raw -2523521.583642 + Penalty 4857.024636 = -2518664.559005 nChanged 45 SP:Iteration 33Q (9660.030000 sec): 3 clusters Score: Raw -2523531.098891 + Penalty 4857.024636 = -2518674.074255 nChanged 44 SP:Iteration 34Q (9660.330000 sec): 3 clusters Score: Raw -2523540.617483 + Penalty 4857.024636 = -2518683.592847 nChanged 46 SP:Iteration 35Q (9660.640000 sec): 3 clusters Score: Raw -2523551.235309 + Penalty 4857.024636 = -2518694.210672 nChanged 43 SP:Iteration 36Q (9660.890000 sec): 3 clusters Score: Raw -2523560.877003 + Penalty 4857.024636 = -2518703.852367 nChanged 39 SP:Iteration 37Q (9661.170000 sec): 3 clusters Score: Raw -2523570.038903 + Penalty 4857.024636 = -2518713.014267 nChanged 42 SP:Iteration 38Q (9661.470000 sec): 3 clusters Score: Raw -2523580.471242 + Penalty 4857.024636 = -2518723.446605 nChanged 62 SP:Iteration 39Q (9661.750000 sec): 3 clusters Score: Raw -2523596.860553 + Penalty 4857.024636 = -2518739.835917 nChanged 65 SP:Iteration 40F (9662.050000 sec): 3 clusters Score: Raw -2523612.598398 + Penalty 4857.024636 = -2518755.573762 nChanged 57 SP:Iteration 41Q (9662.330000 sec): 3 clusters Score: Raw -2523626.590295 + Penalty 4857.024636 = -2518769.565658 nChanged 51 SP:Iteration 42Q (9662.610000 sec): 3 clusters Score: Raw -2523637.567697 + Penalty 4857.024636 = -2518780.543061 nChanged 30 SP:Iteration 43Q (9662.960000 sec): 3 clusters Score: Raw -2523642.833226 + Penalty 4857.024636 = -2518785.808590 nChanged 24 SP:Iteration 44Q (9663.270000 sec): 3 clusters Score: Raw -2523647.942671 + Penalty 4857.024636 = -2518790.918035 nChanged 25 SP:Iteration 45Q (9663.590000 sec): 3 clusters Score: Raw -2523653.065439 + Penalty 4857.024636 = -2518796.040802 nChanged 29 SP:Iteration 46Q (9663.910000 sec): 3 clusters Score: Raw -2523658.031184 + Penalty 4857.024636 = -2518801.006548 nChanged 24 SP:Iteration 47Q (9664.290000 sec): 3 clusters Score: Raw -2523662.504144 + Penalty 4857.024636 = -2518805.479508 nChanged 22 SP:Iteration 48Q (9664.580000 sec): 3 clusters Score: Raw -2523665.920432 + Penalty 4857.024636 = -2518808.895796 nChanged 15 SP:Iteration 49Q (9664.900000 sec): 3 clusters Score: Raw -2523668.297587 + Penalty 4857.024636 = -2518811.272950 nChanged 15 SP:Iteration 50Q (9665.210000 sec): 3 clusters Score: Raw -2523670.452597 + Penalty 4857.024636 = -2518813.427961 nChanged 11 SP:Iteration 51Q (9665.490000 sec): 3 clusters Score: Raw -2523672.093592 + Penalty 4857.024636 = -2518815.068956 nChanged 9 SP:Iteration 52Q (9665.790000 sec): 3 clusters Score: Raw -2523673.320151 + Penalty 4857.024636 = -2518816.295515 nChanged 5 SP:Iteration 53Q (9666.100000 sec): 3 clusters Score: Raw -2523674.243118 + Penalty 4857.024636 = -2518817.218481 nChanged 13 SP:Iteration 54Q (9666.390000 sec): 3 clusters Score: Raw -2523676.179443 + Penalty 4857.024636 = -2518819.154807 nChanged 15 SP:Iteration 55Q (9666.710000 sec): 3 clusters Score: Raw -2523678.630670 + Penalty 4857.024636 = -2518821.606033 nChanged 15 SP:Iteration 56Q (9667.020000 sec): 3 clusters Score: Raw -2523682.067232 + Penalty 4857.024636 = -2518825.042595 nChanged 14 SP:Iteration 57Q (9667.330000 sec): 3 clusters Score: Raw -2523684.585404 + Penalty 4857.024636 = -2518827.560767 nChanged 15 SP:Iteration 58Q (9667.640000 sec): 3 clusters Score: Raw -2523687.044380 + Penalty 4857.024636 = -2518830.019744 nChanged 17 SP:Iteration 59Q (9667.950000 sec): 3 clusters Score: Raw -2523689.780238 + Penalty 4857.024636 = -2518832.755601 nChanged 14 SP:Iteration 60F (9668.260000 sec): 3 clusters Score: Raw -2523691.387539 + Penalty 4857.024636 = -2518834.362903 nChanged 10 SP:Iteration 61Q (9668.540000 sec): 3 clusters Score: Raw -2523692.714618 + Penalty 4857.024636 = -2518835.689981 nChanged 15 SP:Iteration 62Q (9668.890000 sec): 3 clusters Score: Raw -2523695.214514 + Penalty 4857.024636 = -2518838.189878 nChanged 21 SP:Iteration 63Q (9669.150000 sec): 3 clusters Score: Raw -2523697.990130 + Penalty 4857.024636 = -2518840.965493 nChanged 23 SP:Iteration 64Q (9669.470000 sec): 3 clusters Score: Raw -2523701.908035 + Penalty 4857.024636 = -2518844.883398 nChanged 20 SP:Iteration 65Q (9669.780000 sec): 3 clusters Score: Raw -2523705.931020 + Penalty 4857.024636 = -2518848.906384 nChanged 20 SP:Iteration 66Q (9670.050000 sec): 3 clusters Score: Raw -2523708.814793 + Penalty 4857.024636 = -2518851.790157 nChanged 8 SP:Iteration 67Q (9670.360000 sec): 3 clusters Score: Raw -2523709.633296 + Penalty 4857.024636 = -2518852.608660 nChanged 6 SP:Iteration 68Q (9670.720000 sec): 3 clusters Score: Raw -2523711.117651 + Penalty 4857.024636 = -2518854.093014 nChanged 8 SP:Iteration 69Q (9671.010000 sec): 3 clusters Score: Raw -2523712.886121 + Penalty 4857.024636 = -2518855.861485 nChanged 11 SP:Iteration 70Q (9671.330000 sec): 3 clusters Score: Raw -2523715.148454 + Penalty 4857.024636 = -2518858.123818 nChanged 14 SP:Iteration 71Q (9671.670000 sec): 3 clusters Score: Raw -2523717.547626 + Penalty 4857.024636 = -2518860.522989 nChanged 12 SP:Iteration 72Q (9671.990000 sec): 3 clusters Score: Raw -2523719.329719 + Penalty 4857.024636 = -2518862.305082 nChanged 12 SP:Iteration 73Q (9672.260000 sec): 3 clusters Score: Raw -2523721.431742 + Penalty 4857.024636 = -2518864.407106 nChanged 12 SP:Iteration 74Q (9672.620000 sec): 3 clusters Score: Raw -2523722.884662 + Penalty 4857.024636 = -2518865.860025 nChanged 7 SP:Iteration 75Q (9672.900000 sec): 3 clusters Score: Raw -2523723.732416 + Penalty 4857.024636 = -2518866.707780 nChanged 6 SP:Iteration 76Q (9673.240000 sec): 3 clusters Score: Raw -2523724.685546 + Penalty 4857.024636 = -2518867.660910 nChanged 7 SP:Iteration 77Q (9673.500000 sec): 3 clusters Score: Raw -2523725.611933 + Penalty 4857.024636 = -2518868.587297 nChanged 3 SP:Iteration 78Q (9673.820000 sec): 3 clusters Score: Raw -2523725.884396 + Penalty 4857.024636 = -2518868.859759 nChanged 1 SP:Iteration 79Q (9674.130000 sec): 3 clusters Score: Raw -2523726.008253 + Penalty 4857.024636 = -2518868.983617 nChanged 4 SP:Iteration 80F (9674.430000 sec): 3 clusters Score: Raw -2523726.448742 + Penalty 4857.024636 = -2518869.424106 nChanged 7 SP:Iteration 81Q (9674.690000 sec): 3 clusters Score: Raw -2523727.309971 + Penalty 4857.024636 = -2518870.285335 nChanged 5 SP:Iteration 82Q (9675.020000 sec): 3 clusters Score: Raw -2523727.838033 + Penalty 4857.024636 = -2518870.813397 nChanged 4 SP:Iteration 83Q (9675.370000 sec): 3 clusters Score: Raw -2523728.292101 + Penalty 4857.024636 = -2518871.267465 nChanged 5 SP:Iteration 84Q (9675.650000 sec): 3 clusters Score: Raw -2523729.053338 + Penalty 4857.024636 = -2518872.028701 nChanged 7 SP:Iteration 85Q (9676.030000 sec): 3 clusters Score: Raw -2523729.936915 + Penalty 4857.024636 = -2518872.912279 nChanged 9 SP:Iteration 86Q (9676.320000 sec): 3 clusters Score: Raw -2523731.617654 + Penalty 4857.024636 = -2518874.593018 nChanged 7 SP:Iteration 87Q (9676.720000 sec): 3 clusters Score: Raw -2523732.659533 + Penalty 4857.024636 = -2518875.634897 nChanged 12 SP:Iteration 88Q (9676.990000 sec): 3 clusters Score: Raw -2523734.139424 + Penalty 4857.024636 = -2518877.114788 nChanged 11 SP:Iteration 89Q (9677.300000 sec): 3 clusters Score: Raw -2523735.563689 + Penalty 4857.024636 = -2518878.539052 nChanged 14 SP:Iteration 90Q (9677.650000 sec): 3 clusters Score: Raw -2523737.791152 + Penalty 4857.024636 = -2518880.766515 nChanged 14 SP:Iteration 91Q (9677.960000 sec): 3 clusters Score: Raw -2523739.746854 + Penalty 4857.024636 = -2518882.722217 nChanged 14 SP:Iteration 92Q (9678.300000 sec): 3 clusters Score: Raw -2523741.281457 + Penalty 4857.024636 = -2518884.256821 nChanged 9 SP:Iteration 93Q (9678.620000 sec): 3 clusters Score: Raw -2523742.717714 + Penalty 4857.024636 = -2518885.693077 nChanged 9 SP:Iteration 94Q (9678.950000 sec): 3 clusters Score: Raw -2523744.219528 + Penalty 4857.024636 = -2518887.194892 nChanged 7 SP:Iteration 95Q (9679.280000 sec): 3 clusters Score: Raw -2523745.191006 + Penalty 4857.024636 = -2518888.166369 nChanged 4 SP:Iteration 96Q (9679.550000 sec): 3 clusters Score: Raw -2523745.650982 + Penalty 4857.024636 = -2518888.626346 nChanged 3 SP:Iteration 97Q (9679.890000 sec): 3 clusters Score: Raw -2523746.170577 + Penalty 4857.024636 = -2518889.145940 nChanged 3 SP:Iteration 98Q (9680.160000 sec): 3 clusters Score: Raw -2523746.419764 + Penalty 4857.024636 = -2518889.395128 nChanged 0 SP:Iteration 99F (9680.480000 sec): 3 clusters Score: Raw -2523746.419764 + Penalty 4857.024636 = -2518889.395128 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 28 (125206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9681.180000 sec): 2 clusters Score: Raw -18320462.325960 + Penalty 2910.953484 = -18317551.372477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9682.060000 sec): 3 clusters Score: Raw -18239354.319855 + Penalty 5821.906967 = -18233532.412888 nChanged 59887 SP:Iteration 1F (9682.970000 sec): 3 clusters Score: Raw -18274931.372345 + Penalty 5821.906967 = -18269109.465378 nChanged 4828 SP:Iteration 2Q (9683.880000 sec): 3 clusters Score: Raw -18276768.425900 + Penalty 5821.906967 = -18270946.518933 nChanged 5653 SP:Iteration 3Q (9684.850000 sec): 3 clusters Score: Raw -18279424.758023 + Penalty 5821.906967 = -18273602.851055 nChanged 6709 SP:Iteration 4F (9685.740000 sec): 3 clusters Score: Raw -18282941.114394 + Penalty 5821.906967 = -18277119.207427 nChanged 7375 SP:Iteration 5F (9686.640000 sec): 3 clusters Score: Raw -18287223.606751 + Penalty 5821.906967 = -18281401.699784 nChanged 7732 SP:Iteration 6F (9687.660000 sec): 3 clusters Score: Raw -18291946.122115 + Penalty 5821.906967 = -18286124.215148 nChanged 7500 SP:Iteration 7F (9688.560000 sec): 3 clusters Score: Raw -18296709.855452 + Penalty 5821.906967 = -18290887.948484 nChanged 7006 SP:Iteration 8F (9689.500000 sec): 3 clusters Score: Raw -18301145.642476 + Penalty 5821.906967 = -18295323.735508 nChanged 6310 SP:Iteration 9F (9690.460000 sec): 3 clusters Score: Raw -18305051.378804 + Penalty 5821.906967 = -18299229.471837 nChanged 5661 SP:Iteration 10Q (9691.400000 sec): 3 clusters Score: Raw -18308331.058021 + Penalty 5821.906967 = -18302509.151054 nChanged 5171 SP:Iteration 11Q (9692.430000 sec): 3 clusters Score: Raw -18311239.909233 + Penalty 5821.906967 = -18305418.002265 nChanged 4619 SP:Iteration 12Q (9693.300000 sec): 3 clusters Score: Raw -18313696.018231 + Penalty 5821.906967 = -18307874.111264 nChanged 3910 SP:Iteration 13Q (9694.220000 sec): 3 clusters Score: Raw -18315663.706060 + Penalty 5821.906967 = -18309841.799092 nChanged 3272 SP:Iteration 14Q (9695.120000 sec): 3 clusters Score: Raw -18317269.292124 + Penalty 5821.906967 = -18311447.385157 nChanged 2612 SP:Iteration 15Q (9696.080000 sec): 3 clusters Score: Raw -18318510.771731 + Penalty 5821.906967 = -18312688.864764 nChanged 2051 SP:Iteration 16Q (9696.960000 sec): 3 clusters Score: Raw -18319428.422995 + Penalty 5821.906967 = -18313606.516028 nChanged 1557 SP:Iteration 17Q (9697.790000 sec): 3 clusters Score: Raw -18320113.121679 + Penalty 5821.906967 = -18314291.214712 nChanged 1205 SP:Iteration 18Q (9698.600000 sec): 3 clusters Score: Raw -18320682.487341 + Penalty 5821.906967 = -18314860.580373 nChanged 891 SP:Iteration 19Q (9699.430000 sec): 3 clusters Score: Raw -18321117.540810 + Penalty 5821.906967 = -18315295.633842 nChanged 712 SP:Iteration 20F (9700.330000 sec): 3 clusters Score: Raw -18321492.109936 + Penalty 5821.906967 = -18315670.202969 nChanged 508 SP:Iteration 21Q (9701.160000 sec): 3 clusters Score: Raw -18321757.992739 + Penalty 5821.906967 = -18315936.085771 nChanged 401 SP:Iteration 22Q (9701.970000 sec): 3 clusters Score: Raw -18321941.415917 + Penalty 5821.906967 = -18316119.508950 nChanged 319 SP:Iteration 23Q (9702.840000 sec): 3 clusters Score: Raw -18322050.166693 + Penalty 5821.906967 = -18316228.259726 nChanged 229 SP:Iteration 24Q (9703.700000 sec): 3 clusters Score: Raw -18322106.711711 + Penalty 5821.906967 = -18316284.804744 nChanged 160 SP:Iteration 25Q (9704.550000 sec): 3 clusters Score: Raw -18322143.247209 + Penalty 5821.906967 = -18316321.340242 nChanged 129 SP:Iteration 26Q (9705.420000 sec): 3 clusters Score: Raw -18322167.321600 + Penalty 5821.906967 = -18316345.414633 nChanged 92 SP:Iteration 27Q (9706.350000 sec): 3 clusters Score: Raw -18322182.956528 + Penalty 5821.906967 = -18316361.049560 nChanged 73 SP:Iteration 28Q (9707.240000 sec): 3 clusters Score: Raw -18322195.402021 + Penalty 5821.906967 = -18316373.495054 nChanged 66 SP:Iteration 29Q (9708.170000 sec): 3 clusters Score: Raw -18322205.662531 + Penalty 5821.906967 = -18316383.755563 nChanged 60 SP:Iteration 30Q (9709.160000 sec): 3 clusters Score: Raw -18322214.477133 + Penalty 5821.906967 = -18316392.570165 nChanged 56 SP:Iteration 31Q (9710.010000 sec): 3 clusters Score: Raw -18322222.431079 + Penalty 5821.906967 = -18316400.524112 nChanged 48 SP:Iteration 32Q (9710.920000 sec): 3 clusters Score: Raw -18322228.325995 + Penalty 5821.906967 = -18316406.419028 nChanged 37 SP:Iteration 33Q (9711.850000 sec): 3 clusters Score: Raw -18322233.235844 + Penalty 5821.906967 = -18316411.328876 nChanged 32 SP:Iteration 34Q (9712.670000 sec): 3 clusters Score: Raw -18322237.023360 + Penalty 5821.906967 = -18316415.116393 nChanged 27 SP:Iteration 35Q (9713.490000 sec): 3 clusters Score: Raw -18322239.903189 + Penalty 5821.906967 = -18316417.996222 nChanged 18 SP:Iteration 36Q (9714.270000 sec): 3 clusters Score: Raw -18322241.813673 + Penalty 5821.906967 = -18316419.906706 nChanged 22 SP:Iteration 37Q (9715.080000 sec): 3 clusters Score: Raw -18322244.312788 + Penalty 5821.906967 = -18316422.405821 nChanged 10 SP:Iteration 38Q (9715.930000 sec): 3 clusters Score: Raw -18322245.441186 + Penalty 5821.906967 = -18316423.534219 nChanged 14 SP:Iteration 39Q (9716.770000 sec): 3 clusters Score: Raw -18322246.445236 + Penalty 5821.906967 = -18316424.538269 nChanged 7 SP:Iteration 40F (9717.690000 sec): 3 clusters Score: Raw -18322246.988351 + Penalty 5821.906967 = -18316425.081384 nChanged 4 SP:Iteration 41Q (9718.490000 sec): 3 clusters Score: Raw -18322247.372133 + Penalty 5821.906967 = -18316425.465166 nChanged 6 SP:Iteration 42Q (9719.310000 sec): 3 clusters Score: Raw -18322248.366532 + Penalty 5821.906967 = -18316426.459564 nChanged 8 SP:Iteration 43Q (9720.140000 sec): 3 clusters Score: Raw -18322249.029317 + Penalty 5821.906967 = -18316427.122350 nChanged 7 SP:Iteration 44Q (9721.040000 sec): 3 clusters Score: Raw -18322249.855606 + Penalty 5821.906967 = -18316427.948639 nChanged 4 SP:Iteration 45Q (9721.800000 sec): 3 clusters Score: Raw -18322250.147578 + Penalty 5821.906967 = -18316428.240611 nChanged 3 SP:Iteration 46Q (9722.560000 sec): 3 clusters Score: Raw -18322250.474263 + Penalty 5821.906967 = -18316428.567296 nChanged 4 SP:Iteration 47Q (9723.260000 sec): 3 clusters Score: Raw -18322250.821166 + Penalty 5821.906967 = -18316428.914199 nChanged 4 SP:Iteration 48Q (9724.020000 sec): 3 clusters Score: Raw -18322251.206293 + Penalty 5821.906967 = -18316429.299326 nChanged 3 SP:Iteration 49Q (9724.790000 sec): 3 clusters Score: Raw -18322251.549774 + Penalty 5821.906967 = -18316429.642807 nChanged 4 SP:Iteration 50Q (9725.450000 sec): 3 clusters Score: Raw -18322251.901947 + Penalty 5821.906967 = -18316429.994980 nChanged 4 SP:Iteration 51Q (9726.240000 sec): 3 clusters Score: Raw -18322252.292432 + Penalty 5821.906967 = -18316430.385465 nChanged 5 SP:Iteration 52Q (9727.080000 sec): 3 clusters Score: Raw -18322252.787705 + Penalty 5821.906967 = -18316430.880738 nChanged 6 SP:Iteration 53Q (9727.930000 sec): 3 clusters Score: Raw -18322253.352338 + Penalty 5821.906967 = -18316431.445371 nChanged 3 SP:Iteration 54Q (9728.840000 sec): 3 clusters Score: Raw -18322253.603654 + Penalty 5821.906967 = -18316431.696687 nChanged 3 SP:Iteration 55Q (9729.650000 sec): 3 clusters Score: Raw -18322253.884810 + Penalty 5821.906967 = -18316431.977843 nChanged 4 SP:Iteration 56Q (9730.370000 sec): 3 clusters Score: Raw -18322254.290110 + Penalty 5821.906967 = -18316432.383142 nChanged 4 SP:Iteration 57Q (9731.100000 sec): 3 clusters Score: Raw -18322254.596583 + Penalty 5821.906967 = -18316432.689616 nChanged 2 SP:Iteration 58Q (9731.890000 sec): 3 clusters Score: Raw -18322254.710622 + Penalty 5821.906967 = -18316432.803655 nChanged 1 SP:Iteration 59Q (9732.680000 sec): 3 clusters Score: Raw -18322254.812140 + Penalty 5821.906967 = -18316432.905173 nChanged 1 SP:Iteration 60F (9733.550000 sec): 3 clusters Score: Raw -18322255.014155 + Penalty 5821.906967 = -18316433.107188 nChanged 6 SP:Iteration 61Q (9734.390000 sec): 3 clusters Score: Raw -18322255.741473 + Penalty 5821.906967 = -18316433.834506 nChanged 2 SP:Iteration 62Q (9735.220000 sec): 3 clusters Score: Raw -18322255.878071 + Penalty 5821.906967 = -18316433.971103 nChanged 1 SP:Iteration 63Q (9736.070000 sec): 3 clusters Score: Raw -18322255.965548 + Penalty 5821.906967 = -18316434.058581 nChanged 2 SP:Iteration 64Q (9736.850000 sec): 3 clusters Score: Raw -18322256.212814 + Penalty 5821.906967 = -18316434.305847 nChanged 2 SP:Iteration 65Q (9737.600000 sec): 3 clusters Score: Raw -18322256.403593 + Penalty 5821.906967 = -18316434.496625 nChanged 1 SP:Iteration 66Q (9738.300000 sec): 3 clusters Score: Raw -18322256.485403 + Penalty 5821.906967 = -18316434.578436 nChanged 0 SP:Iteration 67F (9739.090000 sec): 3 clusters Score: Raw -18322256.485403 + Penalty 5821.906967 = -18316434.578436 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 29 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9739.230000 sec): 2 clusters Score: Raw -14013.546888 + Penalty 1158.861551 = -12854.685337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9739.480000 sec): 3 clusters Score: Raw -14406.919335 + Penalty 2317.723102 = -12089.196233 nChanged 2 SP:Iteration 1Q (9739.660000 sec): 3 clusters Score: Raw -14421.981696 + Penalty 2317.723102 = -12104.258594 nChanged 0 SP:Iteration 2F (9739.770000 sec): 3 clusters Score: Raw -14421.981696 + Penalty 2317.723102 = -12104.258594 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 30 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9739.890000 sec): 2 clusters Score: Raw -65621.991248 + Penalty 1578.030970 = -64043.960278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9740.040000 sec): 3 clusters Score: Raw -66181.569476 + Penalty 3156.061939 = -63025.507536 nChanged 183 SP:Iteration 1F (9740.210000 sec): 3 clusters Score: Raw -66923.460335 + Penalty 3156.061939 = -63767.398396 nChanged 65 SP:Iteration 2F (9740.390000 sec): 3 clusters Score: Raw -67350.286583 + Penalty 3156.061939 = -64194.224643 nChanged 29 SP:Iteration 3Q (9740.570000 sec): 3 clusters Score: Raw -67505.686541 + Penalty 3156.061939 = -64349.624601 nChanged 7 SP:Iteration 4Q (9740.750000 sec): 3 clusters Score: Raw -67536.869521 + Penalty 3156.061939 = -64380.807581 nChanged 3 SP:Iteration 5Q (9740.950000 sec): 3 clusters Score: Raw -67541.232520 + Penalty 3156.061939 = -64385.170580 nChanged 0 SP:Iteration 6F (9741.150000 sec): 3 clusters Score: Raw -67541.232520 + Penalty 3156.061939 = -64385.170580 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 31 (30560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9741.390000 sec): 2 clusters Score: Raw -4510310.937132 + Penalty 2561.206916 = -4507749.730215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9741.810000 sec): 3 clusters Score: Raw -4492088.944969 + Penalty 5122.413833 = -4486966.531136 nChanged 13752 SP:Iteration 1F (9742.170000 sec): 3 clusters Score: Raw -4499550.177511 + Penalty 5122.413833 = -4494427.763678 nChanged 1464 SP:Iteration 2Q (9742.590000 sec): 3 clusters Score: Raw -4500032.507499 + Penalty 5122.413833 = -4494910.093667 nChanged 1343 SP:Iteration 3Q (9743.000000 sec): 3 clusters Score: Raw -4500466.496111 + Penalty 5122.413833 = -4495344.082278 nChanged 1228 SP:Iteration 4Q (9743.390000 sec): 3 clusters Score: Raw -4500870.869103 + Penalty 5122.413833 = -4495748.455270 nChanged 1200 SP:Iteration 5Q (9743.750000 sec): 3 clusters Score: Raw -4501309.379598 + Penalty 5122.413833 = -4496186.965765 nChanged 1311 SP:Iteration 6Q (9744.130000 sec): 3 clusters Score: Raw -4501876.901460 + Penalty 5122.413833 = -4496754.487627 nChanged 1509 SP:Iteration 7Q (9744.510000 sec): 3 clusters Score: Raw -4502643.250308 + Penalty 5122.413833 = -4497520.836475 nChanged 1734 SP:Iteration 8F (9744.920000 sec): 3 clusters Score: Raw -4503715.306426 + Penalty 5122.413833 = -4498592.892594 nChanged 1926 SP:Iteration 9F (9745.280000 sec): 3 clusters Score: Raw -4505030.066092 + Penalty 5122.413833 = -4499907.652259 nChanged 1846 SP:Iteration 10F (9745.630000 sec): 3 clusters Score: Raw -4506317.315516 + Penalty 5122.413833 = -4501194.901683 nChanged 1634 SP:Iteration 11F (9746.020000 sec): 3 clusters Score: Raw -4507419.237428 + Penalty 5122.413833 = -4502296.823595 nChanged 1253 SP:Iteration 12Q (9746.410000 sec): 3 clusters Score: Raw -4508222.928296 + Penalty 5122.413833 = -4503100.514463 nChanged 987 SP:Iteration 13Q (9746.750000 sec): 3 clusters Score: Raw -4508840.515081 + Penalty 5122.413833 = -4503718.101249 nChanged 750 SP:Iteration 14Q (9747.140000 sec): 3 clusters Score: Raw -4509319.408729 + Penalty 5122.413833 = -4504196.994896 nChanged 583 SP:Iteration 15Q (9747.480000 sec): 3 clusters Score: Raw -4509689.210296 + Penalty 5122.413833 = -4504566.796463 nChanged 456 SP:Iteration 16Q (9747.840000 sec): 3 clusters Score: Raw -4509990.180197 + Penalty 5122.413833 = -4504867.766364 nChanged 345 SP:Iteration 17Q (9748.210000 sec): 3 clusters Score: Raw -4510215.214104 + Penalty 5122.413833 = -4505092.800271 nChanged 247 SP:Iteration 18Q (9748.570000 sec): 3 clusters Score: Raw -4510385.390230 + Penalty 5122.413833 = -4505262.976398 nChanged 189 SP:Iteration 19Q (9748.890000 sec): 3 clusters Score: Raw -4510495.414086 + Penalty 5122.413833 = -4505373.000254 nChanged 118 SP:Iteration 20F (9749.250000 sec): 3 clusters Score: Raw -4510566.429969 + Penalty 5122.413833 = -4505444.016137 nChanged 92 SP:Iteration 21Q (9749.530000 sec): 3 clusters Score: Raw -4510618.544010 + Penalty 5122.413833 = -4505496.130177 nChanged 69 SP:Iteration 22Q (9749.860000 sec): 3 clusters Score: Raw -4510650.722936 + Penalty 5122.413833 = -4505528.309103 nChanged 51 SP:Iteration 23Q (9750.120000 sec): 3 clusters Score: Raw -4510679.547788 + Penalty 5122.413833 = -4505557.133955 nChanged 46 SP:Iteration 24Q (9750.420000 sec): 3 clusters Score: Raw -4510704.532391 + Penalty 5122.413833 = -4505582.118559 nChanged 34 SP:Iteration 25Q (9750.760000 sec): 3 clusters Score: Raw -4510719.155341 + Penalty 5122.413833 = -4505596.741508 nChanged 20 SP:Iteration 26Q (9751.070000 sec): 3 clusters Score: Raw -4510728.969851 + Penalty 5122.413833 = -4505606.556019 nChanged 20 SP:Iteration 27Q (9751.380000 sec): 3 clusters Score: Raw -4510736.508005 + Penalty 5122.413833 = -4505614.094172 nChanged 12 SP:Iteration 28Q (9751.690000 sec): 3 clusters Score: Raw -4510740.744270 + Penalty 5122.413833 = -4505618.330438 nChanged 6 SP:Iteration 29Q (9751.990000 sec): 3 clusters Score: Raw -4510742.491360 + Penalty 5122.413833 = -4505620.077527 nChanged 6 SP:Iteration 30Q (9752.340000 sec): 3 clusters Score: Raw -4510745.478072 + Penalty 5122.413833 = -4505623.064239 nChanged 7 SP:Iteration 31Q (9752.670000 sec): 3 clusters Score: Raw -4510747.763137 + Penalty 5122.413833 = -4505625.349304 nChanged 5 SP:Iteration 32Q (9752.990000 sec): 3 clusters Score: Raw -4510749.809666 + Penalty 5122.413833 = -4505627.395834 nChanged 0 SP:Iteration 33F (9753.350000 sec): 3 clusters Score: Raw -4510749.809666 + Penalty 5122.413833 = -4505627.395834 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 32 (9154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9753.480000 sec): 2 clusters Score: Raw -1304116.011440 + Penalty 2262.242663 = -1301853.768777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9753.730000 sec): 3 clusters Score: Raw -1299259.842666 + Penalty 4524.485326 = -1294735.357341 nChanged 3760 SP:Iteration 1F (9754.010000 sec): 3 clusters Score: Raw -1301263.787262 + Penalty 4524.485326 = -1296739.301936 nChanged 656 SP:Iteration 2F (9754.240000 sec): 3 clusters Score: Raw -1301620.033454 + Penalty 4524.485326 = -1297095.548128 nChanged 550 SP:Iteration 3F (9754.560000 sec): 3 clusters Score: Raw -1301969.673892 + Penalty 4524.485326 = -1297445.188567 nChanged 563 SP:Iteration 4F (9754.810000 sec): 3 clusters Score: Raw -1302387.108374 + Penalty 4524.485326 = -1297862.623048 nChanged 575 SP:Iteration 5F (9755.020000 sec): 3 clusters Score: Raw -1302830.750469 + Penalty 4524.485326 = -1298306.265144 nChanged 544 SP:Iteration 6F (9755.290000 sec): 3 clusters Score: Raw -1303266.208985 + Penalty 4524.485326 = -1298741.723659 nChanged 476 SP:Iteration 7F (9755.550000 sec): 3 clusters Score: Raw -1303641.955208 + Penalty 4524.485326 = -1299117.469882 nChanged 378 SP:Iteration 8Q (9755.790000 sec): 3 clusters Score: Raw -1303931.147074 + Penalty 4524.485326 = -1299406.661748 nChanged 303 SP:Iteration 9Q (9756.010000 sec): 3 clusters Score: Raw -1304161.226411 + Penalty 4524.485326 = -1299636.741086 nChanged 262 SP:Iteration 10Q (9756.230000 sec): 3 clusters Score: Raw -1304344.188745 + Penalty 4524.485326 = -1299819.703419 nChanged 187 SP:Iteration 11Q (9756.470000 sec): 3 clusters Score: Raw -1304473.431156 + Penalty 4524.485326 = -1299948.945830 nChanged 140 SP:Iteration 12Q (9756.700000 sec): 3 clusters Score: Raw -1304561.679076 + Penalty 4524.485326 = -1300037.193751 nChanged 92 SP:Iteration 13Q (9756.950000 sec): 3 clusters Score: Raw -1304617.372089 + Penalty 4524.485326 = -1300092.886764 nChanged 68 SP:Iteration 14Q (9757.210000 sec): 3 clusters Score: Raw -1304658.238589 + Penalty 4524.485326 = -1300133.753263 nChanged 54 SP:Iteration 15Q (9757.410000 sec): 3 clusters Score: Raw -1304688.079039 + Penalty 4524.485326 = -1300163.593714 nChanged 47 SP:Iteration 16Q (9757.660000 sec): 3 clusters Score: Raw -1304715.064755 + Penalty 4524.485326 = -1300190.579429 nChanged 36 SP:Iteration 17Q (9757.880000 sec): 3 clusters Score: Raw -1304730.083549 + Penalty 4524.485326 = -1300205.598223 nChanged 30 SP:Iteration 18Q (9758.130000 sec): 3 clusters Score: Raw -1304743.033519 + Penalty 4524.485326 = -1300218.548193 nChanged 23 SP:Iteration 19Q (9758.360000 sec): 3 clusters Score: Raw -1304751.923015 + Penalty 4524.485326 = -1300227.437690 nChanged 12 SP:Iteration 20F (9758.610000 sec): 3 clusters Score: Raw -1304756.724694 + Penalty 4524.485326 = -1300232.239368 nChanged 9 SP:Iteration 21Q (9758.900000 sec): 3 clusters Score: Raw -1304760.259424 + Penalty 4524.485326 = -1300235.774098 nChanged 7 SP:Iteration 22Q (9759.110000 sec): 3 clusters Score: Raw -1304763.059656 + Penalty 4524.485326 = -1300238.574331 nChanged 6 SP:Iteration 23Q (9759.390000 sec): 3 clusters Score: Raw -1304764.507643 + Penalty 4524.485326 = -1300240.022317 nChanged 5 SP:Iteration 24Q (9759.570000 sec): 3 clusters Score: Raw -1304766.599876 + Penalty 4524.485326 = -1300242.114550 nChanged 5 SP:Iteration 25Q (9759.810000 sec): 3 clusters Score: Raw -1304768.004823 + Penalty 4524.485326 = -1300243.519498 nChanged 5 SP:Iteration 26Q (9760.070000 sec): 3 clusters Score: Raw -1304769.411807 + Penalty 4524.485326 = -1300244.926481 nChanged 5 SP:Iteration 27Q (9760.290000 sec): 3 clusters Score: Raw -1304771.872039 + Penalty 4524.485326 = -1300247.386713 nChanged 5 SP:Iteration 28Q (9760.510000 sec): 3 clusters Score: Raw -1304774.350453 + Penalty 4524.485326 = -1300249.865128 nChanged 6 SP:Iteration 29Q (9760.750000 sec): 3 clusters Score: Raw -1304776.545035 + Penalty 4524.485326 = -1300252.059710 nChanged 2 SP:Iteration 30Q (9760.990000 sec): 3 clusters Score: Raw -1304777.177943 + Penalty 4524.485326 = -1300252.692617 nChanged 2 SP:Iteration 31Q (9761.270000 sec): 3 clusters Score: Raw -1304777.785133 + Penalty 4524.485326 = -1300253.299807 nChanged 1 SP:Iteration 32Q (9761.490000 sec): 3 clusters Score: Raw -1304778.099367 + Penalty 4524.485326 = -1300253.614042 nChanged 0 SP:Iteration 33F (9761.720000 sec): 3 clusters Score: Raw -1304778.099367 + Penalty 4524.485326 = -1300253.614042 nChanged 0 Deleting Class 34 (117 points): Lose 3225.100712 but Gain 3258.756287 Iteration 59Q (9787.520000 sec): 44 clusters Score: Raw -72138686.139377 + Penalty 140126.520351 = -71998559.619026 nChanged 2668 Deleting Class 12 (63 points): Lose 1404.299232 but Gain 3258.756287 Iteration 60F (9831.390000 sec): 43 clusters Score: Raw -72142462.137976 + Penalty 136867.764063 = -72005594.373913 nChanged 2940 Iteration 61Q (9854.210000 sec): 43 clusters Score: Raw -72145440.717248 + Penalty 136867.764063 = -72008572.953185 nChanged 1947 Iteration 62Q (9878.800000 sec): 43 clusters Score: Raw -72146182.845242 + Penalty 136867.764063 = -72009315.081179 nChanged 1496 Iteration 63Q (9902.570000 sec): 43 clusters Score: Raw -72146915.290187 + Penalty 136867.764063 = -72010047.526124 nChanged 1246 Iteration 64Q (9927.880000 sec): 43 clusters Score: Raw -72147423.054110 + Penalty 136867.764063 = -72010555.290047 nChanged 1093 Iteration 65Q (9951.150000 sec): 43 clusters Score: Raw -72147813.622889 + Penalty 136867.764063 = -72010945.858826 nChanged 916 Iteration 66Q (9974.850000 sec): 43 clusters Score: Raw -72148076.039417 + Penalty 136867.764063 = -72011208.275353 nChanged 865 Iteration 67Q (9997.240000 sec): 43 clusters Score: Raw -72148303.308488 + Penalty 136867.764063 = -72011435.544425 nChanged 806 Iteration 68Q (10020.250000 sec): 43 clusters Score: Raw -72148491.014866 + Penalty 136867.764063 = -72011623.250803 nChanged 774 Iteration 69Q (10042.380000 sec): 43 clusters Score: Raw -72148675.496239 + Penalty 136867.764063 = -72011807.732175 nChanged 775 Iteration 70Q (10066.080000 sec): 43 clusters Score: Raw -72148920.105358 + Penalty 136867.764063 = -72012052.341295 nChanged 762 Iteration 71Q (10089.320000 sec): 43 clusters Score: Raw -72149140.028820 + Penalty 136867.764063 = -72012272.264756 nChanged 704 Iteration 72Q (10116.430000 sec): 43 clusters Score: Raw -72149331.823351 + Penalty 136867.764063 = -72012464.059287 nChanged 710 Iteration 73Q (10138.750000 sec): 43 clusters Score: Raw -72149550.215925 + Penalty 136867.764063 = -72012682.451862 nChanged 702 Iteration 74Q (10163.140000 sec): 43 clusters Score: Raw -72149826.899403 + Penalty 136867.764063 = -72012959.135340 nChanged 728 Iteration 75Q (10182.740000 sec): 43 clusters Score: Raw -72150074.067832 + Penalty 136867.764063 = -72013206.303768 nChanged 750 Iteration 76Q (10206.270000 sec): 43 clusters Score: Raw -72150302.906441 + Penalty 136867.764063 = -72013435.142377 nChanged 763 Iteration 77Q (10227.440000 sec): 43 clusters Score: Raw -72150504.415046 + Penalty 136867.764063 = -72013636.650983 nChanged 756 Iteration 78Q (10251.300000 sec): 43 clusters Score: Raw -72150678.681603 + Penalty 136867.764063 = -72013810.917540 nChanged 705 Iteration 79Q (10275.090000 sec): 43 clusters Score: Raw -72150853.975430 + Penalty 136867.764063 = -72013986.211366 nChanged 672 Iteration 80F (10321.440000 sec): 43 clusters Score: Raw -72151939.787087 + Penalty 136867.764063 = -72015072.023023 nChanged 633 Iteration 81Q (10345.200000 sec): 43 clusters Score: Raw -72153211.003297 + Penalty 136867.764063 = -72016343.239234 nChanged 545 Iteration 82Q (10366.580000 sec): 43 clusters Score: Raw -72153456.561289 + Penalty 136867.764063 = -72016588.797226 nChanged 513 Iteration 83Q (10390.820000 sec): 43 clusters Score: Raw -72153543.456938 + Penalty 136867.764063 = -72016675.692874 nChanged 470 Iteration 84Q (10414.440000 sec): 43 clusters Score: Raw -72153611.325107 + Penalty 136867.764063 = -72016743.561043 nChanged 424 Iteration 85Q (10437.550000 sec): 43 clusters Score: Raw -72153668.169006 + Penalty 136867.764063 = -72016800.404942 nChanged 434 Iteration 86Q (10459.210000 sec): 43 clusters Score: Raw -72153721.466878 + Penalty 136867.764063 = -72016853.702814 nChanged 394 Iteration 87Q (10481.440000 sec): 43 clusters Score: Raw -72153770.239286 + Penalty 136867.764063 = -72016902.475223 nChanged 352 Iteration 88Q (10505.120000 sec): 43 clusters Score: Raw -72153812.104281 + Penalty 136867.764063 = -72016944.340217 nChanged 345 Iteration 89Q (10528.980000 sec): 43 clusters Score: Raw -72153854.249056 + Penalty 136867.764063 = -72016986.484992 nChanged 299 Iteration 90Q (10551.360000 sec): 43 clusters Score: Raw -72153896.026122 + Penalty 136867.764063 = -72017028.262059 nChanged 269 Iteration 91Q (10575.610000 sec): 43 clusters Score: Raw -72153948.056493 + Penalty 136867.764063 = -72017080.292430 nChanged 262 Iteration 92Q (10599.680000 sec): 43 clusters Score: Raw -72154001.758605 + Penalty 136867.764063 = -72017133.994542 nChanged 254 Iteration 93Q (10622.790000 sec): 43 clusters Score: Raw -72154055.803156 + Penalty 136867.764063 = -72017188.039092 nChanged 306 Iteration 94Q (10646.930000 sec): 43 clusters Score: Raw -72154118.270215 + Penalty 136867.764063 = -72017250.506152 nChanged 324 Iteration 95Q (10670.190000 sec): 43 clusters Score: Raw -72154228.487575 + Penalty 136867.764063 = -72017360.723512 nChanged 283 Iteration 96Q (10694.960000 sec): 43 clusters Score: Raw -72154415.483643 + Penalty 136867.764063 = -72017547.719579 nChanged 294 Iteration 97Q (10719.740000 sec): 43 clusters Score: Raw -72154486.630224 + Penalty 136867.764063 = -72017618.866160 nChanged 265 Iteration 98Q (10741.680000 sec): 43 clusters Score: Raw -72154517.365247 + Penalty 136867.764063 = -72017649.601184 nChanged 202 Writing temp clu file Because OldScore, -72017618.866160, is greater than current (better) Score,-72017649.601184 Compute initial score before splitting: Score: Raw -72154517.365247 + Penalty 136867.764063 = -72017649.601184 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 1 (5869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10741.870000 sec): 2 clusters Score: Raw -817915.231499 + Penalty 2152.005006 = -815763.226492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10742.130000 sec): 3 clusters Score: Raw -815025.449893 + Penalty 4304.010012 = -810721.439881 nChanged 2283 SP:Iteration 1F (10742.340000 sec): 3 clusters Score: Raw -816336.486013 + Penalty 4304.010012 = -812032.476000 nChanged 437 SP:Iteration 2F (10742.510000 sec): 3 clusters Score: Raw -816592.645125 + Penalty 4304.010012 = -812288.635112 nChanged 302 SP:Iteration 3F (10742.690000 sec): 3 clusters Score: Raw -816762.121323 + Penalty 4304.010012 = -812458.111310 nChanged 237 SP:Iteration 4Q (10742.880000 sec): 3 clusters Score: Raw -816878.326174 + Penalty 4304.010012 = -812574.316162 nChanged 197 SP:Iteration 5Q (10743.100000 sec): 3 clusters Score: Raw -816983.667978 + Penalty 4304.010012 = -812679.657966 nChanged 200 SP:Iteration 6Q (10743.310000 sec): 3 clusters Score: Raw -817094.923472 + Penalty 4304.010012 = -812790.913460 nChanged 198 SP:Iteration 7Q (10743.580000 sec): 3 clusters Score: Raw -817206.478053 + Penalty 4304.010012 = -812902.468041 nChanged 188 SP:Iteration 8Q (10743.820000 sec): 3 clusters Score: Raw -817322.788934 + Penalty 4304.010012 = -813018.778922 nChanged 180 SP:Iteration 9Q (10744.010000 sec): 3 clusters Score: Raw -817444.251977 + Penalty 4304.010012 = -813140.241965 nChanged 179 SP:Iteration 10Q (10744.230000 sec): 3 clusters Score: Raw -817557.485229 + Penalty 4304.010012 = -813253.475217 nChanged 158 SP:Iteration 11Q (10744.470000 sec): 3 clusters Score: Raw -817641.272700 + Penalty 4304.010012 = -813337.262688 nChanged 122 SP:Iteration 12Q (10744.640000 sec): 3 clusters Score: Raw -817704.054043 + Penalty 4304.010012 = -813400.044031 nChanged 107 SP:Iteration 13Q (10744.860000 sec): 3 clusters Score: Raw -817756.837094 + Penalty 4304.010012 = -813452.827082 nChanged 90 SP:Iteration 14Q (10745.060000 sec): 3 clusters Score: Raw -817803.931866 + Penalty 4304.010012 = -813499.921854 nChanged 82 SP:Iteration 15Q (10745.280000 sec): 3 clusters Score: Raw -817843.448079 + Penalty 4304.010012 = -813539.438067 nChanged 72 SP:Iteration 16Q (10745.540000 sec): 3 clusters Score: Raw -817879.041476 + Penalty 4304.010012 = -813575.031464 nChanged 59 SP:Iteration 17Q (10745.730000 sec): 3 clusters Score: Raw -817905.519966 + Penalty 4304.010012 = -813601.509954 nChanged 70 SP:Iteration 18Q (10745.970000 sec): 3 clusters Score: Raw -817942.239522 + Penalty 4304.010012 = -813638.229510 nChanged 61 SP:Iteration 19Q (10746.170000 sec): 3 clusters Score: Raw -817970.019887 + Penalty 4304.010012 = -813666.009875 nChanged 57 SP:Iteration 20F (10746.380000 sec): 3 clusters Score: Raw -817994.249807 + Penalty 4304.010012 = -813690.239795 nChanged 52 SP:Iteration 21Q (10746.600000 sec): 3 clusters Score: Raw -818015.855274 + Penalty 4304.010012 = -813711.845262 nChanged 38 SP:Iteration 22Q (10746.830000 sec): 3 clusters Score: Raw -818029.471588 + Penalty 4304.010012 = -813725.461576 nChanged 31 SP:Iteration 23Q (10747.090000 sec): 3 clusters Score: Raw -818042.992059 + Penalty 4304.010012 = -813738.982047 nChanged 44 SP:Iteration 24Q (10747.250000 sec): 3 clusters Score: Raw -818061.810025 + Penalty 4304.010012 = -813757.800012 nChanged 39 SP:Iteration 25Q (10747.440000 sec): 3 clusters Score: Raw -818078.344090 + Penalty 4304.010012 = -813774.334078 nChanged 41 SP:Iteration 26Q (10747.660000 sec): 3 clusters Score: Raw -818094.329990 + Penalty 4304.010012 = -813790.319978 nChanged 25 SP:Iteration 27Q (10747.880000 sec): 3 clusters Score: Raw -818106.506520 + Penalty 4304.010012 = -813802.496508 nChanged 27 SP:Iteration 28Q (10748.120000 sec): 3 clusters Score: Raw -818118.124996 + Penalty 4304.010012 = -813814.114984 nChanged 25 SP:Iteration 29Q (10748.340000 sec): 3 clusters Score: Raw -818130.648535 + Penalty 4304.010012 = -813826.638522 nChanged 27 SP:Iteration 30Q (10748.570000 sec): 3 clusters Score: Raw -818143.607334 + Penalty 4304.010012 = -813839.597322 nChanged 21 SP:Iteration 31Q (10748.760000 sec): 3 clusters Score: Raw -818152.688122 + Penalty 4304.010012 = -813848.678110 nChanged 18 SP:Iteration 32Q (10749.000000 sec): 3 clusters Score: Raw -818162.346472 + Penalty 4304.010012 = -813858.336460 nChanged 16 SP:Iteration 33Q (10749.160000 sec): 3 clusters Score: Raw -818170.388768 + Penalty 4304.010012 = -813866.378756 nChanged 16 SP:Iteration 34Q (10749.400000 sec): 3 clusters Score: Raw -818178.337331 + Penalty 4304.010012 = -813874.327319 nChanged 21 SP:Iteration 35Q (10749.630000 sec): 3 clusters Score: Raw -818188.528278 + Penalty 4304.010012 = -813884.518265 nChanged 16 SP:Iteration 36Q (10749.790000 sec): 3 clusters Score: Raw -818196.277171 + Penalty 4304.010012 = -813892.267159 nChanged 18 SP:Iteration 37Q (10750.020000 sec): 3 clusters Score: Raw -818204.932319 + Penalty 4304.010012 = -813900.922307 nChanged 12 SP:Iteration 38Q (10750.280000 sec): 3 clusters Score: Raw -818208.924475 + Penalty 4304.010012 = -813904.914463 nChanged 7 SP:Iteration 39Q (10750.480000 sec): 3 clusters Score: Raw -818211.824567 + Penalty 4304.010012 = -813907.814554 nChanged 10 SP:Iteration 40F (10750.700000 sec): 3 clusters Score: Raw -818215.810056 + Penalty 4304.010012 = -813911.800044 nChanged 9 SP:Iteration 41Q (10750.920000 sec): 3 clusters Score: Raw -818219.074475 + Penalty 4304.010012 = -813915.064463 nChanged 8 SP:Iteration 42Q (10751.100000 sec): 3 clusters Score: Raw -818222.420780 + Penalty 4304.010012 = -813918.410768 nChanged 6 SP:Iteration 43Q (10751.290000 sec): 3 clusters Score: Raw -818226.133151 + Penalty 4304.010012 = -813922.123139 nChanged 6 SP:Iteration 44Q (10751.500000 sec): 3 clusters Score: Raw -818230.358982 + Penalty 4304.010012 = -813926.348970 nChanged 5 SP:Iteration 45Q (10751.690000 sec): 3 clusters Score: Raw -818233.565409 + Penalty 4304.010012 = -813929.555397 nChanged 6 SP:Iteration 46Q (10751.880000 sec): 3 clusters Score: Raw -818236.598299 + Penalty 4304.010012 = -813932.588287 nChanged 5 SP:Iteration 47Q (10752.110000 sec): 3 clusters Score: Raw -818238.769620 + Penalty 4304.010012 = -813934.759608 nChanged 1 SP:Iteration 48Q (10752.330000 sec): 3 clusters Score: Raw -818239.288281 + Penalty 4304.010012 = -813935.278269 nChanged 2 SP:Iteration 49Q (10752.540000 sec): 3 clusters Score: Raw -818239.825875 + Penalty 4304.010012 = -813935.815863 nChanged 0 SP:Iteration 50F (10752.780000 sec): 3 clusters Score: Raw -818239.825875 + Penalty 4304.010012 = -813935.815863 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 2 (11994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10752.950000 sec): 2 clusters Score: Raw -1691099.400183 + Penalty 2329.256127 = -1688770.144056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10753.230000 sec): 3 clusters Score: Raw -1684482.062519 + Penalty 4658.512255 = -1679823.550264 nChanged 5044 SP:Iteration 1F (10753.420000 sec): 3 clusters Score: Raw -1687212.265591 + Penalty 4658.512255 = -1682553.753336 nChanged 723 SP:Iteration 2F (10753.660000 sec): 3 clusters Score: Raw -1687527.333442 + Penalty 4658.512255 = -1682868.821188 nChanged 535 SP:Iteration 3Q (10753.900000 sec): 3 clusters Score: Raw -1687751.181896 + Penalty 4658.512255 = -1683092.669641 nChanged 474 SP:Iteration 4Q (10754.170000 sec): 3 clusters Score: Raw -1687943.886509 + Penalty 4658.512255 = -1683285.374254 nChanged 434 SP:Iteration 5Q (10754.450000 sec): 3 clusters Score: Raw -1688125.843508 + Penalty 4658.512255 = -1683467.331254 nChanged 436 SP:Iteration 6Q (10754.710000 sec): 3 clusters Score: Raw -1688312.438371 + Penalty 4658.512255 = -1683653.926117 nChanged 378 SP:Iteration 7Q (10754.950000 sec): 3 clusters Score: Raw -1688483.282803 + Penalty 4658.512255 = -1683824.770548 nChanged 382 SP:Iteration 8Q (10755.200000 sec): 3 clusters Score: Raw -1688672.769297 + Penalty 4658.512255 = -1684014.257043 nChanged 417 SP:Iteration 9Q (10755.480000 sec): 3 clusters Score: Raw -1688885.457619 + Penalty 4658.512255 = -1684226.945364 nChanged 409 SP:Iteration 10Q (10755.740000 sec): 3 clusters Score: Raw -1689103.902751 + Penalty 4658.512255 = -1684445.390496 nChanged 427 SP:Iteration 11Q (10756.010000 sec): 3 clusters Score: Raw -1689327.588185 + Penalty 4658.512255 = -1684669.075930 nChanged 390 SP:Iteration 12Q (10756.280000 sec): 3 clusters Score: Raw -1689523.362541 + Penalty 4658.512255 = -1684864.850286 nChanged 350 SP:Iteration 13Q (10756.540000 sec): 3 clusters Score: Raw -1689719.457268 + Penalty 4658.512255 = -1685060.945013 nChanged 396 SP:Iteration 14Q (10756.760000 sec): 3 clusters Score: Raw -1689949.297699 + Penalty 4658.512255 = -1685290.785444 nChanged 365 SP:Iteration 15Q (10756.980000 sec): 3 clusters Score: Raw -1690161.765694 + Penalty 4658.512255 = -1685503.253439 nChanged 356 SP:Iteration 16Q (10757.240000 sec): 3 clusters Score: Raw -1690379.799305 + Penalty 4658.512255 = -1685721.287050 nChanged 355 SP:Iteration 17Q (10757.450000 sec): 3 clusters Score: Raw -1690645.458105 + Penalty 4658.512255 = -1685986.945851 nChanged 385 SP:Iteration 18Q (10757.700000 sec): 3 clusters Score: Raw -1691012.301425 + Penalty 4658.512255 = -1686353.789170 nChanged 403 SP:Iteration 19Q (10757.930000 sec): 3 clusters Score: Raw -1691381.006619 + Penalty 4658.512255 = -1686722.494365 nChanged 382 SP:Iteration 20F (10758.150000 sec): 3 clusters Score: Raw -1691712.857175 + Penalty 4658.512255 = -1687054.344920 nChanged 311 SP:Iteration 21Q (10758.390000 sec): 3 clusters Score: Raw -1691971.603119 + Penalty 4658.512255 = -1687313.090865 nChanged 269 SP:Iteration 22Q (10758.590000 sec): 3 clusters Score: Raw -1692170.772797 + Penalty 4658.512255 = -1687512.260542 nChanged 202 SP:Iteration 23Q (10758.800000 sec): 3 clusters Score: Raw -1692315.448100 + Penalty 4658.512255 = -1687656.935845 nChanged 166 SP:Iteration 24Q (10759.040000 sec): 3 clusters Score: Raw -1692450.938215 + Penalty 4658.512255 = -1687792.425960 nChanged 147 SP:Iteration 25Q (10759.270000 sec): 3 clusters Score: Raw -1692608.580245 + Penalty 4658.512255 = -1687950.067990 nChanged 123 SP:Iteration 26Q (10759.570000 sec): 3 clusters Score: Raw -1692730.494982 + Penalty 4658.512255 = -1688071.982728 nChanged 103 SP:Iteration 27Q (10759.820000 sec): 3 clusters Score: Raw -1692806.551928 + Penalty 4658.512255 = -1688148.039673 nChanged 77 SP:Iteration 28Q (10760.080000 sec): 3 clusters Score: Raw -1692858.437681 + Penalty 4658.512255 = -1688199.925426 nChanged 59 SP:Iteration 29Q (10760.340000 sec): 3 clusters Score: Raw -1692886.524472 + Penalty 4658.512255 = -1688228.012217 nChanged 31 SP:Iteration 30Q (10760.580000 sec): 3 clusters Score: Raw -1692898.406498 + Penalty 4658.512255 = -1688239.894243 nChanged 21 SP:Iteration 31Q (10760.860000 sec): 3 clusters Score: Raw -1692905.889206 + Penalty 4658.512255 = -1688247.376951 nChanged 14 SP:Iteration 32Q (10761.060000 sec): 3 clusters Score: Raw -1692911.977060 + Penalty 4658.512255 = -1688253.464805 nChanged 24 SP:Iteration 33Q (10761.280000 sec): 3 clusters Score: Raw -1692920.790509 + Penalty 4658.512255 = -1688262.278254 nChanged 13 SP:Iteration 34Q (10761.520000 sec): 3 clusters Score: Raw -1692924.031375 + Penalty 4658.512255 = -1688265.519120 nChanged 5 SP:Iteration 35Q (10761.720000 sec): 3 clusters Score: Raw -1692925.796368 + Penalty 4658.512255 = -1688267.284114 nChanged 3 SP:Iteration 36Q (10761.940000 sec): 3 clusters Score: Raw -1692926.573495 + Penalty 4658.512255 = -1688268.061241 nChanged 2 SP:Iteration 37Q (10762.170000 sec): 3 clusters Score: Raw -1692927.341196 + Penalty 4658.512255 = -1688268.828941 nChanged 4 SP:Iteration 38Q (10762.450000 sec): 3 clusters Score: Raw -1692928.472034 + Penalty 4658.512255 = -1688269.959780 nChanged 1 SP:Iteration 39Q (10762.680000 sec): 3 clusters Score: Raw -1692928.725945 + Penalty 4658.512255 = -1688270.213690 nChanged 1 SP:Iteration 40F (10762.910000 sec): 3 clusters Score: Raw -1692929.270663 + Penalty 4658.512255 = -1688270.758408 nChanged 2 SP:Iteration 41Q (10763.110000 sec): 3 clusters Score: Raw -1692930.138781 + Penalty 4658.512255 = -1688271.626526 nChanged 2 SP:Iteration 42Q (10763.340000 sec): 3 clusters Score: Raw -1692930.744194 + Penalty 4658.512255 = -1688272.231940 nChanged 0 SP:Iteration 43F (10763.580000 sec): 3 clusters Score: Raw -1692930.744194 + Penalty 4658.512255 = -1688272.231940 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 3 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10763.730000 sec): 2 clusters Score: Raw -24796.176681 + Penalty 1315.219617 = -23480.957064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10763.920000 sec): 3 clusters Score: Raw -25092.784665 + Penalty 2630.439234 = -22462.345430 nChanged 19 SP:Iteration 1F (10764.080000 sec): 3 clusters Score: Raw -25196.415383 + Penalty 2630.439234 = -22565.976149 nChanged 5 SP:Iteration 2Q (10764.240000 sec): 3 clusters Score: Raw -25227.015130 + Penalty 2630.439234 = -22596.575896 nChanged 2 SP:Iteration 3Q (10764.420000 sec): 3 clusters Score: Raw -25236.441726 + Penalty 2630.439234 = -22606.002491 nChanged 1 SP:Iteration 4Q (10764.620000 sec): 3 clusters Score: Raw -25241.372834 + Penalty 2630.439234 = -22610.933600 nChanged 0 SP:Iteration 5F (10764.780000 sec): 3 clusters Score: Raw -25241.372834 + Penalty 2630.439234 = -22610.933600 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 4 (10070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10764.900000 sec): 2 clusters Score: Raw -1434046.920049 + Penalty 2285.894364 = -1431761.025685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10765.110000 sec): 3 clusters Score: Raw -1428522.861799 + Penalty 4571.788729 = -1423951.073070 nChanged 4173 SP:Iteration 1F (10765.380000 sec): 3 clusters Score: Raw -1430691.730594 + Penalty 4571.788729 = -1426119.941865 nChanged 683 SP:Iteration 2F (10765.580000 sec): 3 clusters Score: Raw -1431046.373453 + Penalty 4571.788729 = -1426474.584724 nChanged 569 SP:Iteration 3F (10765.840000 sec): 3 clusters Score: Raw -1431325.490849 + Penalty 4571.788729 = -1426753.702120 nChanged 481 SP:Iteration 4Q (10766.070000 sec): 3 clusters Score: Raw -1431591.555089 + Penalty 4571.788729 = -1427019.766361 nChanged 461 SP:Iteration 5Q (10766.360000 sec): 3 clusters Score: Raw -1431842.472907 + Penalty 4571.788729 = -1427270.684178 nChanged 432 SP:Iteration 6Q (10766.600000 sec): 3 clusters Score: Raw -1432115.047531 + Penalty 4571.788729 = -1427543.258802 nChanged 467 SP:Iteration 7Q (10766.780000 sec): 3 clusters Score: Raw -1432435.967368 + Penalty 4571.788729 = -1427864.178639 nChanged 450 SP:Iteration 8Q (10767.000000 sec): 3 clusters Score: Raw -1432758.915767 + Penalty 4571.788729 = -1428187.127039 nChanged 414 SP:Iteration 9Q (10767.270000 sec): 3 clusters Score: Raw -1433094.801981 + Penalty 4571.788729 = -1428523.013252 nChanged 327 SP:Iteration 10Q (10767.530000 sec): 3 clusters Score: Raw -1433363.889783 + Penalty 4571.788729 = -1428792.101054 nChanged 290 SP:Iteration 11Q (10767.780000 sec): 3 clusters Score: Raw -1433596.191614 + Penalty 4571.788729 = -1429024.402885 nChanged 252 SP:Iteration 12Q (10768.030000 sec): 3 clusters Score: Raw -1433807.865401 + Penalty 4571.788729 = -1429236.076673 nChanged 200 SP:Iteration 13Q (10768.250000 sec): 3 clusters Score: Raw -1433989.944332 + Penalty 4571.788729 = -1429418.155603 nChanged 151 SP:Iteration 14Q (10768.480000 sec): 3 clusters Score: Raw -1434116.027392 + Penalty 4571.788729 = -1429544.238663 nChanged 123 SP:Iteration 15Q (10768.740000 sec): 3 clusters Score: Raw -1434219.738708 + Penalty 4571.788729 = -1429647.949979 nChanged 98 SP:Iteration 16Q (10768.990000 sec): 3 clusters Score: Raw -1434287.753286 + Penalty 4571.788729 = -1429715.964557 nChanged 75 SP:Iteration 17Q (10769.230000 sec): 3 clusters Score: Raw -1434328.194880 + Penalty 4571.788729 = -1429756.406151 nChanged 45 SP:Iteration 18Q (10769.460000 sec): 3 clusters Score: Raw -1434354.646408 + Penalty 4571.788729 = -1429782.857679 nChanged 34 SP:Iteration 19Q (10769.660000 sec): 3 clusters Score: Raw -1434371.599546 + Penalty 4571.788729 = -1429799.810817 nChanged 21 SP:Iteration 20F (10769.910000 sec): 3 clusters Score: Raw -1434377.623306 + Penalty 4571.788729 = -1429805.834577 nChanged 8 SP:Iteration 21Q (10770.160000 sec): 3 clusters Score: Raw -1434379.858983 + Penalty 4571.788729 = -1429808.070254 nChanged 8 SP:Iteration 22Q (10770.400000 sec): 3 clusters Score: Raw -1434383.539302 + Penalty 4571.788729 = -1429811.750573 nChanged 4 SP:Iteration 23Q (10770.690000 sec): 3 clusters Score: Raw -1434384.845769 + Penalty 4571.788729 = -1429813.057040 nChanged 7 SP:Iteration 24Q (10770.900000 sec): 3 clusters Score: Raw -1434388.585240 + Penalty 4571.788729 = -1429816.796512 nChanged 6 SP:Iteration 25Q (10771.120000 sec): 3 clusters Score: Raw -1434390.823542 + Penalty 4571.788729 = -1429819.034813 nChanged 4 SP:Iteration 26Q (10771.380000 sec): 3 clusters Score: Raw -1434392.036729 + Penalty 4571.788729 = -1429820.248000 nChanged 3 SP:Iteration 27Q (10771.640000 sec): 3 clusters Score: Raw -1434392.926462 + Penalty 4571.788729 = -1429821.137733 nChanged 1 SP:Iteration 28Q (10771.910000 sec): 3 clusters Score: Raw -1434393.110427 + Penalty 4571.788729 = -1429821.321698 nChanged 1 SP:Iteration 29Q (10772.160000 sec): 3 clusters Score: Raw -1434393.391863 + Penalty 4571.788729 = -1429821.603134 nChanged 0 SP:Iteration 30F (10772.410000 sec): 3 clusters Score: Raw -1434393.391863 + Penalty 4571.788729 = -1429821.603134 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 5 (4690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10772.520000 sec): 2 clusters Score: Raw -652179.134943 + Penalty 2096.390590 = -650082.744353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10772.740000 sec): 3 clusters Score: Raw -649914.872835 + Penalty 4192.781179 = -645722.091656 nChanged 1820 SP:Iteration 1F (10772.960000 sec): 3 clusters Score: Raw -651351.296799 + Penalty 4192.781179 = -647158.515619 nChanged 485 SP:Iteration 2F (10773.160000 sec): 3 clusters Score: Raw -651871.208099 + Penalty 4192.781179 = -647678.426919 nChanged 341 SP:Iteration 3F (10773.370000 sec): 3 clusters Score: Raw -652216.433820 + Penalty 4192.781179 = -648023.652640 nChanged 265 SP:Iteration 4F (10773.570000 sec): 3 clusters Score: Raw -652449.752995 + Penalty 4192.781179 = -648256.971816 nChanged 228 SP:Iteration 5Q (10773.700000 sec): 3 clusters Score: Raw -652605.697188 + Penalty 4192.781179 = -648412.916009 nChanged 167 SP:Iteration 6Q (10773.930000 sec): 3 clusters Score: Raw -652717.812518 + Penalty 4192.781179 = -648525.031339 nChanged 153 SP:Iteration 7Q (10774.120000 sec): 3 clusters Score: Raw -652834.529783 + Penalty 4192.781179 = -648641.748604 nChanged 137 SP:Iteration 8Q (10774.270000 sec): 3 clusters Score: Raw -652935.292315 + Penalty 4192.781179 = -648742.511135 nChanged 128 SP:Iteration 9Q (10774.470000 sec): 3 clusters Score: Raw -653028.874350 + Penalty 4192.781179 = -648836.093171 nChanged 134 SP:Iteration 10Q (10774.650000 sec): 3 clusters Score: Raw -653127.404406 + Penalty 4192.781179 = -648934.623227 nChanged 111 SP:Iteration 11Q (10774.850000 sec): 3 clusters Score: Raw -653215.465816 + Penalty 4192.781179 = -649022.684636 nChanged 115 SP:Iteration 12Q (10775.030000 sec): 3 clusters Score: Raw -653313.872204 + Penalty 4192.781179 = -649121.091025 nChanged 103 SP:Iteration 13Q (10775.240000 sec): 3 clusters Score: Raw -653400.346151 + Penalty 4192.781179 = -649207.564971 nChanged 90 SP:Iteration 14Q (10775.450000 sec): 3 clusters Score: Raw -653510.427925 + Penalty 4192.781179 = -649317.646746 nChanged 91 SP:Iteration 15Q (10775.670000 sec): 3 clusters Score: Raw -653729.926952 + Penalty 4192.781179 = -649537.145773 nChanged 72 SP:Iteration 16Q (10775.850000 sec): 3 clusters Score: Raw -653871.897053 + Penalty 4192.781179 = -649679.115874 nChanged 58 SP:Iteration 17Q (10776.060000 sec): 3 clusters Score: Raw -653932.077252 + Penalty 4192.781179 = -649739.296073 nChanged 44 SP:Iteration 18Q (10776.230000 sec): 3 clusters Score: Raw -653967.338183 + Penalty 4192.781179 = -649774.557004 nChanged 38 SP:Iteration 19Q (10776.450000 sec): 3 clusters Score: Raw -653994.600999 + Penalty 4192.781179 = -649801.819820 nChanged 24 SP:Iteration 20F (10776.640000 sec): 3 clusters Score: Raw -654008.308861 + Penalty 4192.781179 = -649815.527682 nChanged 16 SP:Iteration 21Q (10776.830000 sec): 3 clusters Score: Raw -654017.049051 + Penalty 4192.781179 = -649824.267872 nChanged 12 SP:Iteration 22Q (10777.030000 sec): 3 clusters Score: Raw -654023.794934 + Penalty 4192.781179 = -649831.013754 nChanged 5 SP:Iteration 23Q (10777.250000 sec): 3 clusters Score: Raw -654025.730981 + Penalty 4192.781179 = -649832.949802 nChanged 3 SP:Iteration 24Q (10777.440000 sec): 3 clusters Score: Raw -654027.058641 + Penalty 4192.781179 = -649834.277462 nChanged 1 SP:Iteration 25Q (10777.650000 sec): 3 clusters Score: Raw -654027.368964 + Penalty 4192.781179 = -649834.587785 nChanged 1 SP:Iteration 26Q (10777.890000 sec): 3 clusters Score: Raw -654027.927323 + Penalty 4192.781179 = -649835.146144 nChanged 1 SP:Iteration 27Q (10778.090000 sec): 3 clusters Score: Raw -654028.279079 + Penalty 4192.781179 = -649835.497900 nChanged 1 SP:Iteration 28Q (10778.310000 sec): 3 clusters Score: Raw -654028.556221 + Penalty 4192.781179 = -649835.775042 nChanged 0 SP:Iteration 29F (10778.550000 sec): 3 clusters Score: Raw -654028.556221 + Penalty 4192.781179 = -649835.775042 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 6 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10778.640000 sec): 2 clusters Score: Raw -32476.741408 + Penalty 1367.330329 = -31109.411079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10778.780000 sec): 3 clusters Score: Raw -32635.319335 + Penalty 2734.660658 = -29900.658677 nChanged 28 SP:Iteration 1F (10778.960000 sec): 3 clusters Score: Raw -32791.466486 + Penalty 2734.660658 = -30056.805828 nChanged 17 SP:Iteration 2F (10779.090000 sec): 3 clusters Score: Raw -32906.076364 + Penalty 2734.660658 = -30171.415706 nChanged 9 SP:Iteration 3Q (10779.300000 sec): 3 clusters Score: Raw -32996.774447 + Penalty 2734.660658 = -30262.113789 nChanged 6 SP:Iteration 4Q (10779.500000 sec): 3 clusters Score: Raw -33075.365206 + Penalty 2734.660658 = -30340.704548 nChanged 6 SP:Iteration 5Q (10779.690000 sec): 3 clusters Score: Raw -33130.969409 + Penalty 2734.660658 = -30396.308751 nChanged 3 SP:Iteration 6Q (10779.860000 sec): 3 clusters Score: Raw -33141.740503 + Penalty 2734.660658 = -30407.079845 nChanged 1 SP:Iteration 7Q (10779.990000 sec): 3 clusters Score: Raw -33150.043482 + Penalty 2734.660658 = -30415.382824 nChanged 1 SP:Iteration 8Q (10780.210000 sec): 3 clusters Score: Raw -33155.272870 + Penalty 2734.660658 = -30420.612212 nChanged 1 SP:Iteration 9Q (10780.390000 sec): 3 clusters Score: Raw -33160.637395 + Penalty 2734.660658 = -30425.976737 nChanged 1 SP:Iteration 10Q (10780.550000 sec): 3 clusters Score: Raw -33165.159568 + Penalty 2734.660658 = -30430.498910 nChanged 1 SP:Iteration 11Q (10780.710000 sec): 3 clusters Score: Raw -33169.881052 + Penalty 2734.660658 = -30435.220394 nChanged 1 SP:Iteration 12Q (10780.850000 sec): 3 clusters Score: Raw -33175.065808 + Penalty 2734.660658 = -30440.405150 nChanged 0 SP:Iteration 13F (10781.000000 sec): 3 clusters Score: Raw -33175.065808 + Penalty 2734.660658 = -30440.405150 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 7 (8159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10781.140000 sec): 2 clusters Score: Raw -1132965.596584 + Penalty 2233.705469 = -1130731.891115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10781.360000 sec): 3 clusters Score: Raw -1128684.963843 + Penalty 4467.410938 = -1124217.552905 nChanged 3280 SP:Iteration 1F (10781.550000 sec): 3 clusters Score: Raw -1130541.276795 + Penalty 4467.410938 = -1126073.865857 nChanged 611 SP:Iteration 2F (10781.760000 sec): 3 clusters Score: Raw -1130868.166548 + Penalty 4467.410938 = -1126400.755610 nChanged 432 SP:Iteration 3F (10781.990000 sec): 3 clusters Score: Raw -1131101.660453 + Penalty 4467.410938 = -1126634.249515 nChanged 372 SP:Iteration 4Q (10782.220000 sec): 3 clusters Score: Raw -1131333.360769 + Penalty 4467.410938 = -1126865.949830 nChanged 375 SP:Iteration 5Q (10782.490000 sec): 3 clusters Score: Raw -1131555.863522 + Penalty 4467.410938 = -1127088.452584 nChanged 339 SP:Iteration 6Q (10782.690000 sec): 3 clusters Score: Raw -1131731.418463 + Penalty 4467.410938 = -1127264.007525 nChanged 303 SP:Iteration 7Q (10782.890000 sec): 3 clusters Score: Raw -1131921.084068 + Penalty 4467.410938 = -1127453.673130 nChanged 318 SP:Iteration 8Q (10783.080000 sec): 3 clusters Score: Raw -1132115.366253 + Penalty 4467.410938 = -1127647.955315 nChanged 296 SP:Iteration 9Q (10783.310000 sec): 3 clusters Score: Raw -1132294.770719 + Penalty 4467.410938 = -1127827.359781 nChanged 264 SP:Iteration 10Q (10783.550000 sec): 3 clusters Score: Raw -1132447.325427 + Penalty 4467.410938 = -1127979.914488 nChanged 247 SP:Iteration 11Q (10783.760000 sec): 3 clusters Score: Raw -1132569.930994 + Penalty 4467.410938 = -1128102.520056 nChanged 207 SP:Iteration 12Q (10783.980000 sec): 3 clusters Score: Raw -1132678.445733 + Penalty 4467.410938 = -1128211.034795 nChanged 187 SP:Iteration 13Q (10784.190000 sec): 3 clusters Score: Raw -1132774.216396 + Penalty 4467.410938 = -1128306.805457 nChanged 153 SP:Iteration 14Q (10784.360000 sec): 3 clusters Score: Raw -1132852.281716 + Penalty 4467.410938 = -1128384.870778 nChanged 160 SP:Iteration 15Q (10784.650000 sec): 3 clusters Score: Raw -1132928.187194 + Penalty 4467.410938 = -1128460.776256 nChanged 153 SP:Iteration 16Q (10784.880000 sec): 3 clusters Score: Raw -1132992.084046 + Penalty 4467.410938 = -1128524.673107 nChanged 102 SP:Iteration 17Q (10785.110000 sec): 3 clusters Score: Raw -1133030.129220 + Penalty 4467.410938 = -1128562.718282 nChanged 81 SP:Iteration 18Q (10785.330000 sec): 3 clusters Score: Raw -1133057.647673 + Penalty 4467.410938 = -1128590.236735 nChanged 79 SP:Iteration 19Q (10785.540000 sec): 3 clusters Score: Raw -1133083.416775 + Penalty 4467.410938 = -1128616.005837 nChanged 65 SP:Iteration 20F (10785.790000 sec): 3 clusters Score: Raw -1133104.699154 + Penalty 4467.410938 = -1128637.288216 nChanged 49 SP:Iteration 21Q (10785.990000 sec): 3 clusters Score: Raw -1133117.761243 + Penalty 4467.410938 = -1128650.350305 nChanged 40 SP:Iteration 22Q (10786.220000 sec): 3 clusters Score: Raw -1133127.297120 + Penalty 4467.410938 = -1128659.886182 nChanged 35 SP:Iteration 23Q (10786.410000 sec): 3 clusters Score: Raw -1133135.222789 + Penalty 4467.410938 = -1128667.811851 nChanged 32 SP:Iteration 24Q (10786.600000 sec): 3 clusters Score: Raw -1133141.532450 + Penalty 4467.410938 = -1128674.121512 nChanged 28 SP:Iteration 25Q (10786.860000 sec): 3 clusters Score: Raw -1133148.798061 + Penalty 4467.410938 = -1128681.387123 nChanged 25 SP:Iteration 26Q (10787.070000 sec): 3 clusters Score: Raw -1133153.905891 + Penalty 4467.410938 = -1128686.494953 nChanged 20 SP:Iteration 27Q (10787.320000 sec): 3 clusters Score: Raw -1133159.111170 + Penalty 4467.410938 = -1128691.700232 nChanged 27 SP:Iteration 28Q (10787.560000 sec): 3 clusters Score: Raw -1133164.973458 + Penalty 4467.410938 = -1128697.562520 nChanged 25 SP:Iteration 29Q (10787.810000 sec): 3 clusters Score: Raw -1133171.231730 + Penalty 4467.410938 = -1128703.820792 nChanged 23 SP:Iteration 30Q (10787.980000 sec): 3 clusters Score: Raw -1133176.490185 + Penalty 4467.410938 = -1128709.079247 nChanged 21 SP:Iteration 31Q (10788.220000 sec): 3 clusters Score: Raw -1133181.894216 + Penalty 4467.410938 = -1128714.483278 nChanged 24 SP:Iteration 32Q (10788.430000 sec): 3 clusters Score: Raw -1133186.877532 + Penalty 4467.410938 = -1128719.466594 nChanged 19 SP:Iteration 33Q (10788.650000 sec): 3 clusters Score: Raw -1133191.238948 + Penalty 4467.410938 = -1128723.828010 nChanged 19 SP:Iteration 34Q (10788.910000 sec): 3 clusters Score: Raw -1133194.902993 + Penalty 4467.410938 = -1128727.492055 nChanged 10 SP:Iteration 35Q (10789.140000 sec): 3 clusters Score: Raw -1133196.669194 + Penalty 4467.410938 = -1128729.258256 nChanged 7 SP:Iteration 36Q (10789.360000 sec): 3 clusters Score: Raw -1133197.794795 + Penalty 4467.410938 = -1128730.383857 nChanged 4 SP:Iteration 37Q (10789.590000 sec): 3 clusters Score: Raw -1133198.438496 + Penalty 4467.410938 = -1128731.027558 nChanged 5 SP:Iteration 38Q (10789.840000 sec): 3 clusters Score: Raw -1133199.266162 + Penalty 4467.410938 = -1128731.855224 nChanged 4 SP:Iteration 39Q (10790.100000 sec): 3 clusters Score: Raw -1133199.784809 + Penalty 4467.410938 = -1128732.373871 nChanged 4 SP:Iteration 40F (10790.300000 sec): 3 clusters Score: Raw -1133200.364501 + Penalty 4467.410938 = -1128732.953563 nChanged 4 SP:Iteration 41Q (10790.520000 sec): 3 clusters Score: Raw -1133200.950739 + Penalty 4467.410938 = -1128733.539801 nChanged 6 SP:Iteration 42Q (10790.770000 sec): 3 clusters Score: Raw -1133201.901053 + Penalty 4467.410938 = -1128734.490115 nChanged 6 SP:Iteration 43Q (10790.960000 sec): 3 clusters Score: Raw -1133203.007128 + Penalty 4467.410938 = -1128735.596190 nChanged 8 SP:Iteration 44Q (10791.270000 sec): 3 clusters Score: Raw -1133204.604318 + Penalty 4467.410938 = -1128737.193380 nChanged 6 SP:Iteration 45Q (10791.460000 sec): 3 clusters Score: Raw -1133206.087704 + Penalty 4467.410938 = -1128738.676766 nChanged 4 SP:Iteration 46Q (10791.670000 sec): 3 clusters Score: Raw -1133206.560783 + Penalty 4467.410938 = -1128739.149845 nChanged 1 SP:Iteration 47Q (10791.930000 sec): 3 clusters Score: Raw -1133206.692390 + Penalty 4467.410938 = -1128739.281452 nChanged 1 SP:Iteration 48Q (10792.120000 sec): 3 clusters Score: Raw -1133206.853851 + Penalty 4467.410938 = -1128739.442912 nChanged 1 SP:Iteration 49Q (10792.370000 sec): 3 clusters Score: Raw -1133206.957631 + Penalty 4467.410938 = -1128739.546693 nChanged 1 SP:Iteration 50Q (10792.600000 sec): 3 clusters Score: Raw -1133207.065432 + Penalty 4467.410938 = -1128739.654494 nChanged 1 SP:Iteration 51Q (10792.870000 sec): 3 clusters Score: Raw -1133207.915374 + Penalty 4467.410938 = -1128740.504436 nChanged 1 SP:Iteration 52Q (10793.090000 sec): 3 clusters Score: Raw -1133208.058296 + Penalty 4467.410938 = -1128740.647358 nChanged 1 SP:Iteration 53Q (10793.370000 sec): 3 clusters Score: Raw -1133208.444946 + Penalty 4467.410938 = -1128741.034008 nChanged 3 SP:Iteration 54Q (10793.550000 sec): 3 clusters Score: Raw -1133208.911297 + Penalty 4467.410938 = -1128741.500359 nChanged 3 SP:Iteration 55Q (10793.760000 sec): 3 clusters Score: Raw -1133209.341239 + Penalty 4467.410938 = -1128741.930301 nChanged 1 SP:Iteration 56Q (10793.990000 sec): 3 clusters Score: Raw -1133209.752788 + Penalty 4467.410938 = -1128742.341850 nChanged 1 SP:Iteration 57Q (10794.220000 sec): 3 clusters Score: Raw -1133209.834701 + Penalty 4467.410938 = -1128742.423762 nChanged 0 SP:Iteration 58F (10794.480000 sec): 3 clusters Score: Raw -1133209.834701 + Penalty 4467.410938 = -1128742.423762 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 8 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10794.570000 sec): 2 clusters Score: Raw -78164.531096 + Penalty 1583.946071 = -76580.585025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10794.810000 sec): 3 clusters Score: Raw -78120.504885 + Penalty 3167.892142 = -74952.612743 nChanged 107 SP:Iteration 1F (10795.010000 sec): 3 clusters Score: Raw -78324.959991 + Penalty 3167.892142 = -75157.067848 nChanged 32 SP:Iteration 2F (10795.170000 sec): 3 clusters Score: Raw -78395.680371 + Penalty 3167.892142 = -75227.788229 nChanged 16 SP:Iteration 3Q (10795.350000 sec): 3 clusters Score: Raw -78427.159835 + Penalty 3167.892142 = -75259.267693 nChanged 12 SP:Iteration 4Q (10795.510000 sec): 3 clusters Score: Raw -78460.508884 + Penalty 3167.892142 = -75292.616742 nChanged 16 SP:Iteration 5Q (10795.700000 sec): 3 clusters Score: Raw -78504.722015 + Penalty 3167.892142 = -75336.829873 nChanged 19 SP:Iteration 6Q (10795.890000 sec): 3 clusters Score: Raw -78574.342929 + Penalty 3167.892142 = -75406.450787 nChanged 20 SP:Iteration 7Q (10796.070000 sec): 3 clusters Score: Raw -78716.848054 + Penalty 3167.892142 = -75548.955911 nChanged 22 SP:Iteration 8Q (10796.270000 sec): 3 clusters Score: Raw -78863.191252 + Penalty 3167.892142 = -75695.299109 nChanged 30 SP:Iteration 9F (10796.450000 sec): 3 clusters Score: Raw -79009.541105 + Penalty 3167.892142 = -75841.648962 nChanged 24 SP:Iteration 10Q (10796.630000 sec): 3 clusters Score: Raw -79116.573765 + Penalty 3167.892142 = -75948.681623 nChanged 26 SP:Iteration 11Q (10796.770000 sec): 3 clusters Score: Raw -79220.534739 + Penalty 3167.892142 = -76052.642596 nChanged 18 SP:Iteration 12Q (10796.970000 sec): 3 clusters Score: Raw -79337.651990 + Penalty 3167.892142 = -76169.759848 nChanged 20 SP:Iteration 13Q (10797.170000 sec): 3 clusters Score: Raw -79500.075162 + Penalty 3167.892142 = -76332.183020 nChanged 17 SP:Iteration 14Q (10797.310000 sec): 3 clusters Score: Raw -79643.827389 + Penalty 3167.892142 = -76475.935246 nChanged 10 SP:Iteration 15Q (10797.510000 sec): 3 clusters Score: Raw -79795.704279 + Penalty 3167.892142 = -76627.812137 nChanged 9 SP:Iteration 16Q (10797.700000 sec): 3 clusters Score: Raw -80039.292432 + Penalty 3167.892142 = -76871.400289 nChanged 4 SP:Iteration 17Q (10797.850000 sec): 3 clusters Score: Raw -80144.104435 + Penalty 3167.892142 = -76976.212293 nChanged 2 SP:Iteration 18Q (10798.050000 sec): 3 clusters Score: Raw -80148.345696 + Penalty 3167.892142 = -76980.453554 nChanged 0 SP:Iteration 19F (10798.270000 sec): 3 clusters Score: Raw -80152.217599 + Penalty 3167.892142 = -76984.325457 nChanged 1 SP:Iteration 20F (10798.440000 sec): 3 clusters Score: Raw -80166.566348 + Penalty 3167.892142 = -76998.674206 nChanged 1 SP:Iteration 21Q (10798.600000 sec): 3 clusters Score: Raw -80169.545166 + Penalty 3167.892142 = -77001.653024 nChanged 0 SP:Iteration 22F (10798.810000 sec): 3 clusters Score: Raw -80169.545166 + Penalty 3167.892142 = -77001.653024 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 9 (3482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10798.910000 sec): 2 clusters Score: Raw -481074.489328 + Penalty 2022.529806 = -479051.959522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10799.130000 sec): 3 clusters Score: Raw -479508.321222 + Penalty 4045.059612 = -475463.261611 nChanged 1258 SP:Iteration 1F (10799.320000 sec): 3 clusters Score: Raw -480329.301709 + Penalty 4045.059612 = -476284.242098 nChanged 287 SP:Iteration 2F (10799.520000 sec): 3 clusters Score: Raw -480583.105098 + Penalty 4045.059612 = -476538.045487 nChanged 205 SP:Iteration 3F (10799.690000 sec): 3 clusters Score: Raw -480776.125334 + Penalty 4045.059612 = -476731.065722 nChanged 189 SP:Iteration 4F (10799.920000 sec): 3 clusters Score: Raw -480952.439326 + Penalty 4045.059612 = -476907.379714 nChanged 166 SP:Iteration 5Q (10800.160000 sec): 3 clusters Score: Raw -481135.392496 + Penalty 4045.059612 = -477090.332884 nChanged 157 SP:Iteration 6Q (10800.340000 sec): 3 clusters Score: Raw -481290.655564 + Penalty 4045.059612 = -477245.595953 nChanged 141 SP:Iteration 7Q (10800.520000 sec): 3 clusters Score: Raw -481445.627851 + Penalty 4045.059612 = -477400.568239 nChanged 154 SP:Iteration 8Q (10800.740000 sec): 3 clusters Score: Raw -481612.119491 + Penalty 4045.059612 = -477567.059879 nChanged 158 SP:Iteration 9Q (10800.940000 sec): 3 clusters Score: Raw -481814.228442 + Penalty 4045.059612 = -477769.168830 nChanged 137 SP:Iteration 10Q (10801.120000 sec): 3 clusters Score: Raw -482025.909296 + Penalty 4045.059612 = -477980.849684 nChanged 139 SP:Iteration 11Q (10801.340000 sec): 3 clusters Score: Raw -482264.747039 + Penalty 4045.059612 = -478219.687427 nChanged 137 SP:Iteration 12Q (10801.550000 sec): 3 clusters Score: Raw -482482.158309 + Penalty 4045.059612 = -478437.098698 nChanged 125 SP:Iteration 13Q (10801.750000 sec): 3 clusters Score: Raw -482651.873362 + Penalty 4045.059612 = -478606.813750 nChanged 89 SP:Iteration 14Q (10801.970000 sec): 3 clusters Score: Raw -482755.082416 + Penalty 4045.059612 = -478710.022804 nChanged 76 SP:Iteration 15Q (10802.210000 sec): 3 clusters Score: Raw -482825.585686 + Penalty 4045.059612 = -478780.526074 nChanged 38 SP:Iteration 16Q (10802.420000 sec): 3 clusters Score: Raw -482852.684407 + Penalty 4045.059612 = -478807.624796 nChanged 24 SP:Iteration 17Q (10802.600000 sec): 3 clusters Score: Raw -482865.519208 + Penalty 4045.059612 = -478820.459597 nChanged 14 SP:Iteration 18Q (10802.830000 sec): 3 clusters Score: Raw -482871.108552 + Penalty 4045.059612 = -478826.048941 nChanged 7 SP:Iteration 19Q (10803.090000 sec): 3 clusters Score: Raw -482875.198792 + Penalty 4045.059612 = -478830.139180 nChanged 5 SP:Iteration 20F (10803.280000 sec): 3 clusters Score: Raw -482876.457715 + Penalty 4045.059612 = -478831.398103 nChanged 2 SP:Iteration 21Q (10803.500000 sec): 3 clusters Score: Raw -482876.910521 + Penalty 4045.059612 = -478831.850909 nChanged 2 SP:Iteration 22Q (10803.720000 sec): 3 clusters Score: Raw -482877.570539 + Penalty 4045.059612 = -478832.510927 nChanged 1 SP:Iteration 23Q (10803.950000 sec): 3 clusters Score: Raw -482877.880405 + Penalty 4045.059612 = -478832.820794 nChanged 1 SP:Iteration 24Q (10804.150000 sec): 3 clusters Score: Raw -482878.037908 + Penalty 4045.059612 = -478832.978296 nChanged 0 SP:Iteration 25F (10804.340000 sec): 3 clusters Score: Raw -482878.037908 + Penalty 4045.059612 = -478832.978296 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 10 (6093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10804.490000 sec): 2 clusters Score: Raw -877650.676700 + Penalty 2161.294171 = -875489.382529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10804.710000 sec): 3 clusters Score: Raw -874598.165907 + Penalty 4322.588342 = -870275.577566 nChanged 2383 SP:Iteration 1F (10804.930000 sec): 3 clusters Score: Raw -875905.494658 + Penalty 4322.588342 = -871582.906316 nChanged 444 SP:Iteration 2F (10805.140000 sec): 3 clusters Score: Raw -876176.245703 + Penalty 4322.588342 = -871853.657361 nChanged 343 SP:Iteration 3F (10805.370000 sec): 3 clusters Score: Raw -876369.454060 + Penalty 4322.588342 = -872046.865718 nChanged 277 SP:Iteration 4Q (10805.520000 sec): 3 clusters Score: Raw -876529.959082 + Penalty 4322.588342 = -872207.370741 nChanged 255 SP:Iteration 5Q (10805.810000 sec): 3 clusters Score: Raw -876663.647749 + Penalty 4322.588342 = -872341.059407 nChanged 219 SP:Iteration 6Q (10806.020000 sec): 3 clusters Score: Raw -876774.828764 + Penalty 4322.588342 = -872452.240422 nChanged 199 SP:Iteration 7Q (10806.270000 sec): 3 clusters Score: Raw -876889.888805 + Penalty 4322.588342 = -872567.300463 nChanged 190 SP:Iteration 8Q (10806.450000 sec): 3 clusters Score: Raw -877014.899447 + Penalty 4322.588342 = -872692.311105 nChanged 213 SP:Iteration 9Q (10806.650000 sec): 3 clusters Score: Raw -877150.764480 + Penalty 4322.588342 = -872828.176138 nChanged 204 SP:Iteration 10Q (10806.880000 sec): 3 clusters Score: Raw -877290.858664 + Penalty 4322.588342 = -872968.270322 nChanged 203 SP:Iteration 11Q (10807.100000 sec): 3 clusters Score: Raw -877414.449367 + Penalty 4322.588342 = -873091.861025 nChanged 184 SP:Iteration 12Q (10807.280000 sec): 3 clusters Score: Raw -877531.152263 + Penalty 4322.588342 = -873208.563922 nChanged 164 SP:Iteration 13Q (10807.510000 sec): 3 clusters Score: Raw -877623.734665 + Penalty 4322.588342 = -873301.146323 nChanged 143 SP:Iteration 14Q (10807.750000 sec): 3 clusters Score: Raw -877699.460235 + Penalty 4322.588342 = -873376.871893 nChanged 133 SP:Iteration 15Q (10807.940000 sec): 3 clusters Score: Raw -877788.695581 + Penalty 4322.588342 = -873466.107240 nChanged 135 SP:Iteration 16Q (10808.170000 sec): 3 clusters Score: Raw -877894.294134 + Penalty 4322.588342 = -873571.705793 nChanged 146 SP:Iteration 17Q (10808.340000 sec): 3 clusters Score: Raw -877991.828490 + Penalty 4322.588342 = -873669.240149 nChanged 126 SP:Iteration 18Q (10808.540000 sec): 3 clusters Score: Raw -878083.846236 + Penalty 4322.588342 = -873761.257894 nChanged 103 SP:Iteration 19Q (10808.760000 sec): 3 clusters Score: Raw -878150.953721 + Penalty 4322.588342 = -873828.365379 nChanged 90 SP:Iteration 20F (10808.950000 sec): 3 clusters Score: Raw -878208.498928 + Penalty 4322.588342 = -873885.910586 nChanged 88 SP:Iteration 21Q (10809.170000 sec): 3 clusters Score: Raw -878261.953351 + Penalty 4322.588342 = -873939.365010 nChanged 72 SP:Iteration 22Q (10809.330000 sec): 3 clusters Score: Raw -878292.244269 + Penalty 4322.588342 = -873969.655928 nChanged 50 SP:Iteration 23Q (10809.480000 sec): 3 clusters Score: Raw -878307.795364 + Penalty 4322.588342 = -873985.207022 nChanged 38 SP:Iteration 24Q (10809.690000 sec): 3 clusters Score: Raw -878319.075847 + Penalty 4322.588342 = -873996.487506 nChanged 23 SP:Iteration 25Q (10809.890000 sec): 3 clusters Score: Raw -878327.143522 + Penalty 4322.588342 = -874004.555180 nChanged 24 SP:Iteration 26Q (10810.100000 sec): 3 clusters Score: Raw -878334.940614 + Penalty 4322.588342 = -874012.352272 nChanged 23 SP:Iteration 27Q (10810.290000 sec): 3 clusters Score: Raw -878340.639348 + Penalty 4322.588342 = -874018.051006 nChanged 16 SP:Iteration 28Q (10810.430000 sec): 3 clusters Score: Raw -878345.567456 + Penalty 4322.588342 = -874022.979115 nChanged 13 SP:Iteration 29Q (10810.590000 sec): 3 clusters Score: Raw -878349.355962 + Penalty 4322.588342 = -874026.767621 nChanged 15 SP:Iteration 30Q (10810.830000 sec): 3 clusters Score: Raw -878354.239436 + Penalty 4322.588342 = -874031.651095 nChanged 16 SP:Iteration 31Q (10810.980000 sec): 3 clusters Score: Raw -878359.022858 + Penalty 4322.588342 = -874036.434516 nChanged 14 SP:Iteration 32Q (10811.130000 sec): 3 clusters Score: Raw -878363.098467 + Penalty 4322.588342 = -874040.510126 nChanged 13 SP:Iteration 33Q (10811.350000 sec): 3 clusters Score: Raw -878367.811032 + Penalty 4322.588342 = -874045.222690 nChanged 15 SP:Iteration 34Q (10811.550000 sec): 3 clusters Score: Raw -878372.026666 + Penalty 4322.588342 = -874049.438324 nChanged 16 SP:Iteration 35Q (10811.710000 sec): 3 clusters Score: Raw -878376.277918 + Penalty 4322.588342 = -874053.689576 nChanged 9 SP:Iteration 36Q (10811.940000 sec): 3 clusters Score: Raw -878378.504715 + Penalty 4322.588342 = -874055.916374 nChanged 8 SP:Iteration 37Q (10812.140000 sec): 3 clusters Score: Raw -878380.252752 + Penalty 4322.588342 = -874057.664410 nChanged 3 SP:Iteration 38Q (10812.380000 sec): 3 clusters Score: Raw -878380.817513 + Penalty 4322.588342 = -874058.229171 nChanged 0 SP:Iteration 39F (10812.660000 sec): 3 clusters Score: Raw -878380.817513 + Penalty 4322.588342 = -874058.229171 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 11 (92100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10813.250000 sec): 2 clusters Score: Raw -13643221.935751 + Penalty 2834.796295 = -13640387.139456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10813.960000 sec): 3 clusters Score: Raw -13584666.194441 + Penalty 5669.592590 = -13578996.601851 nChanged 43244 SP:Iteration 1F (10814.670000 sec): 3 clusters Score: Raw -13608960.330806 + Penalty 5669.592590 = -13603290.738216 nChanged 3102 SP:Iteration 2Q (10815.400000 sec): 3 clusters Score: Raw -13609707.498957 + Penalty 5669.592590 = -13604037.906366 nChanged 3103 SP:Iteration 3Q (10816.140000 sec): 3 clusters Score: Raw -13610586.248533 + Penalty 5669.592590 = -13604916.655943 nChanged 3434 SP:Iteration 4Q (10816.910000 sec): 3 clusters Score: Raw -13611716.751416 + Penalty 5669.592590 = -13606047.158826 nChanged 3921 SP:Iteration 5Q (10817.630000 sec): 3 clusters Score: Raw -13613232.854676 + Penalty 5669.592590 = -13607563.262086 nChanged 4448 SP:Iteration 6Q (10818.520000 sec): 3 clusters Score: Raw -13615233.412698 + Penalty 5669.592590 = -13609563.820108 nChanged 4988 SP:Iteration 7F (10819.190000 sec): 3 clusters Score: Raw -13617825.905235 + Penalty 5669.592590 = -13612156.312645 nChanged 5323 SP:Iteration 8F (10819.970000 sec): 3 clusters Score: Raw -13620842.289822 + Penalty 5669.592590 = -13615172.697231 nChanged 5444 SP:Iteration 9F (10820.830000 sec): 3 clusters Score: Raw -13623718.075329 + Penalty 5669.592590 = -13618048.482739 nChanged 4902 SP:Iteration 10F (10821.580000 sec): 3 clusters Score: Raw -13625984.728032 + Penalty 5669.592590 = -13620315.135441 nChanged 4160 SP:Iteration 11Q (10822.460000 sec): 3 clusters Score: Raw -13627571.131728 + Penalty 5669.592590 = -13621901.539137 nChanged 3245 SP:Iteration 12Q (10823.300000 sec): 3 clusters Score: Raw -13628573.841957 + Penalty 5669.592590 = -13622904.249367 nChanged 2526 SP:Iteration 13Q (10824.060000 sec): 3 clusters Score: Raw -13629312.422004 + Penalty 5669.592590 = -13623642.829414 nChanged 2162 SP:Iteration 14Q (10824.830000 sec): 3 clusters Score: Raw -13629940.914080 + Penalty 5669.592590 = -13624271.321489 nChanged 2085 SP:Iteration 15Q (10825.690000 sec): 3 clusters Score: Raw -13630530.058773 + Penalty 5669.592590 = -13624860.466183 nChanged 2167 SP:Iteration 16Q (10826.430000 sec): 3 clusters Score: Raw -13631147.467107 + Penalty 5669.592590 = -13625477.874516 nChanged 2384 SP:Iteration 17Q (10827.170000 sec): 3 clusters Score: Raw -13631859.602669 + Penalty 5669.592590 = -13626190.010079 nChanged 2594 SP:Iteration 18Q (10828.020000 sec): 3 clusters Score: Raw -13632671.278592 + Penalty 5669.592590 = -13627001.686001 nChanged 2750 SP:Iteration 19Q (10828.730000 sec): 3 clusters Score: Raw -13633568.012643 + Penalty 5669.592590 = -13627898.420053 nChanged 2864 SP:Iteration 20F (10829.550000 sec): 3 clusters Score: Raw -13634554.173993 + Penalty 5669.592590 = -13628884.581402 nChanged 2937 SP:Iteration 21Q (10830.330000 sec): 3 clusters Score: Raw -13635643.922125 + Penalty 5669.592590 = -13629974.329535 nChanged 3054 SP:Iteration 22Q (10831.120000 sec): 3 clusters Score: Raw -13636866.922996 + Penalty 5669.592590 = -13631197.330406 nChanged 2984 SP:Iteration 23Q (10831.790000 sec): 3 clusters Score: Raw -13638100.030263 + Penalty 5669.592590 = -13632430.437672 nChanged 2766 SP:Iteration 24Q (10832.600000 sec): 3 clusters Score: Raw -13639256.139489 + Penalty 5669.592590 = -13633586.546898 nChanged 2513 SP:Iteration 25Q (10833.390000 sec): 3 clusters Score: Raw -13640297.220969 + Penalty 5669.592590 = -13634627.628379 nChanged 2049 SP:Iteration 26Q (10834.180000 sec): 3 clusters Score: Raw -13641116.184053 + Penalty 5669.592590 = -13635446.591463 nChanged 1696 SP:Iteration 27Q (10834.880000 sec): 3 clusters Score: Raw -13641774.739111 + Penalty 5669.592590 = -13636105.146521 nChanged 1388 SP:Iteration 28Q (10835.640000 sec): 3 clusters Score: Raw -13642300.977189 + Penalty 5669.592590 = -13636631.384599 nChanged 1059 SP:Iteration 29Q (10836.390000 sec): 3 clusters Score: Raw -13642669.203637 + Penalty 5669.592590 = -13636999.611047 nChanged 815 SP:Iteration 30Q (10837.130000 sec): 3 clusters Score: Raw -13642936.580004 + Penalty 5669.592590 = -13637266.987414 nChanged 617 SP:Iteration 31Q (10837.810000 sec): 3 clusters Score: Raw -13643129.297846 + Penalty 5669.592590 = -13637459.705256 nChanged 477 SP:Iteration 32Q (10838.550000 sec): 3 clusters Score: Raw -13643265.145435 + Penalty 5669.592590 = -13637595.552845 nChanged 358 SP:Iteration 33Q (10839.300000 sec): 3 clusters Score: Raw -13643368.536621 + Penalty 5669.592590 = -13637698.944031 nChanged 321 SP:Iteration 34Q (10839.950000 sec): 3 clusters Score: Raw -13643465.662343 + Penalty 5669.592590 = -13637796.069753 nChanged 263 SP:Iteration 35Q (10840.730000 sec): 3 clusters Score: Raw -13643554.090589 + Penalty 5669.592590 = -13637884.497999 nChanged 247 SP:Iteration 36Q (10841.390000 sec): 3 clusters Score: Raw -13643634.939920 + Penalty 5669.592590 = -13637965.347330 nChanged 204 SP:Iteration 37Q (10842.100000 sec): 3 clusters Score: Raw -13643700.909002 + Penalty 5669.592590 = -13638031.316412 nChanged 174 SP:Iteration 38Q (10842.830000 sec): 3 clusters Score: Raw -13643760.824388 + Penalty 5669.592590 = -13638091.231798 nChanged 149 SP:Iteration 39Q (10843.510000 sec): 3 clusters Score: Raw -13643810.838656 + Penalty 5669.592590 = -13638141.246066 nChanged 123 SP:Iteration 40F (10844.240000 sec): 3 clusters Score: Raw -13643846.009056 + Penalty 5669.592590 = -13638176.416466 nChanged 99 SP:Iteration 41Q (10844.910000 sec): 3 clusters Score: Raw -13643872.763193 + Penalty 5669.592590 = -13638203.170603 nChanged 70 SP:Iteration 42Q (10845.630000 sec): 3 clusters Score: Raw -13643891.268090 + Penalty 5669.592590 = -13638221.675500 nChanged 56 SP:Iteration 43Q (10846.370000 sec): 3 clusters Score: Raw -13643903.956522 + Penalty 5669.592590 = -13638234.363932 nChanged 44 SP:Iteration 44Q (10847.100000 sec): 3 clusters Score: Raw -13643913.654152 + Penalty 5669.592590 = -13638244.061562 nChanged 42 SP:Iteration 45Q (10847.740000 sec): 3 clusters Score: Raw -13643922.582701 + Penalty 5669.592590 = -13638252.990111 nChanged 31 SP:Iteration 46Q (10848.410000 sec): 3 clusters Score: Raw -13643928.653922 + Penalty 5669.592590 = -13638259.061332 nChanged 20 SP:Iteration 47Q (10849.060000 sec): 3 clusters Score: Raw -13643933.033583 + Penalty 5669.592590 = -13638263.440993 nChanged 27 SP:Iteration 48Q (10849.700000 sec): 3 clusters Score: Raw -13643938.857963 + Penalty 5669.592590 = -13638269.265373 nChanged 14 SP:Iteration 49Q (10850.380000 sec): 3 clusters Score: Raw -13643941.790463 + Penalty 5669.592590 = -13638272.197873 nChanged 18 SP:Iteration 50Q (10851.120000 sec): 3 clusters Score: Raw -13643947.186360 + Penalty 5669.592590 = -13638277.593770 nChanged 15 SP:Iteration 51Q (10851.790000 sec): 3 clusters Score: Raw -13643951.117786 + Penalty 5669.592590 = -13638281.525196 nChanged 19 SP:Iteration 52Q (10852.490000 sec): 3 clusters Score: Raw -13643954.620592 + Penalty 5669.592590 = -13638285.028002 nChanged 11 SP:Iteration 53Q (10853.240000 sec): 3 clusters Score: Raw -13643957.440751 + Penalty 5669.592590 = -13638287.848161 nChanged 12 SP:Iteration 54Q (10853.990000 sec): 3 clusters Score: Raw -13643960.114927 + Penalty 5669.592590 = -13638290.522337 nChanged 7 SP:Iteration 55Q (10854.770000 sec): 3 clusters Score: Raw -13643961.775188 + Penalty 5669.592590 = -13638292.182598 nChanged 6 SP:Iteration 56Q (10855.430000 sec): 3 clusters Score: Raw -13643963.011241 + Penalty 5669.592590 = -13638293.418651 nChanged 7 SP:Iteration 57Q (10856.100000 sec): 3 clusters Score: Raw -13643964.373893 + Penalty 5669.592590 = -13638294.781302 nChanged 4 SP:Iteration 58Q (10856.790000 sec): 3 clusters Score: Raw -13643964.966913 + Penalty 5669.592590 = -13638295.374323 nChanged 3 SP:Iteration 59Q (10857.470000 sec): 3 clusters Score: Raw -13643965.487270 + Penalty 5669.592590 = -13638295.894680 nChanged 2 SP:Iteration 60F (10858.180000 sec): 3 clusters Score: Raw -13643965.904302 + Penalty 5669.592590 = -13638296.311712 nChanged 1 SP:Iteration 61Q (10858.820000 sec): 3 clusters Score: Raw -13643966.112937 + Penalty 5669.592590 = -13638296.520347 nChanged 2 SP:Iteration 62Q (10859.460000 sec): 3 clusters Score: Raw -13643966.523649 + Penalty 5669.592590 = -13638296.931059 nChanged 0 SP:Iteration 63F (10860.190000 sec): 3 clusters Score: Raw -13643966.523649 + Penalty 5669.592590 = -13638296.931059 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 13 (22644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10860.430000 sec): 2 clusters Score: Raw -3362313.544583 + Penalty 2486.857248 = -3359826.687335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10860.790000 sec): 3 clusters Score: Raw -3349042.476398 + Penalty 4973.714497 = -3344068.761901 nChanged 10115 SP:Iteration 1F (10861.110000 sec): 3 clusters Score: Raw -3354495.973806 + Penalty 4973.714497 = -3349522.259309 nChanged 1231 SP:Iteration 2F (10861.430000 sec): 3 clusters Score: Raw -3354952.802722 + Penalty 4973.714497 = -3349979.088225 nChanged 1058 SP:Iteration 3Q (10861.750000 sec): 3 clusters Score: Raw -3355354.238956 + Penalty 4973.714497 = -3350380.524460 nChanged 966 SP:Iteration 4Q (10862.090000 sec): 3 clusters Score: Raw -3355774.883402 + Penalty 4973.714497 = -3350801.168905 nChanged 1034 SP:Iteration 5Q (10862.460000 sec): 3 clusters Score: Raw -3356305.554919 + Penalty 4973.714497 = -3351331.840422 nChanged 1076 SP:Iteration 6Q (10862.770000 sec): 3 clusters Score: Raw -3356931.143516 + Penalty 4973.714497 = -3351957.429019 nChanged 1130 SP:Iteration 7Q (10863.080000 sec): 3 clusters Score: Raw -3357747.183102 + Penalty 4973.714497 = -3352773.468605 nChanged 1234 SP:Iteration 8F (10863.440000 sec): 3 clusters Score: Raw -3358716.661112 + Penalty 4973.714497 = -3353742.946615 nChanged 1236 SP:Iteration 9F (10863.780000 sec): 3 clusters Score: Raw -3359682.598573 + Penalty 4973.714497 = -3354708.884076 nChanged 1148 SP:Iteration 10F (10864.150000 sec): 3 clusters Score: Raw -3360441.172737 + Penalty 4973.714497 = -3355467.458240 nChanged 931 SP:Iteration 11Q (10864.470000 sec): 3 clusters Score: Raw -3360958.651753 + Penalty 4973.714497 = -3355984.937256 nChanged 772 SP:Iteration 12Q (10864.790000 sec): 3 clusters Score: Raw -3361322.682863 + Penalty 4973.714497 = -3356348.968367 nChanged 627 SP:Iteration 13Q (10865.100000 sec): 3 clusters Score: Raw -3361574.295437 + Penalty 4973.714497 = -3356600.580940 nChanged 500 SP:Iteration 14Q (10865.440000 sec): 3 clusters Score: Raw -3361736.668506 + Penalty 4973.714497 = -3356762.954009 nChanged 391 SP:Iteration 15Q (10865.730000 sec): 3 clusters Score: Raw -3361841.626923 + Penalty 4973.714497 = -3356867.912426 nChanged 298 SP:Iteration 16Q (10866.070000 sec): 3 clusters Score: Raw -3361916.427345 + Penalty 4973.714497 = -3356942.712848 nChanged 258 SP:Iteration 17Q (10866.370000 sec): 3 clusters Score: Raw -3361983.637401 + Penalty 4973.714497 = -3357009.922905 nChanged 249 SP:Iteration 18Q (10866.670000 sec): 3 clusters Score: Raw -3362042.856074 + Penalty 4973.714497 = -3357069.141578 nChanged 223 SP:Iteration 19Q (10866.980000 sec): 3 clusters Score: Raw -3362100.247219 + Penalty 4973.714497 = -3357126.532722 nChanged 218 SP:Iteration 20F (10867.310000 sec): 3 clusters Score: Raw -3362151.851337 + Penalty 4973.714497 = -3357178.136840 nChanged 194 SP:Iteration 21Q (10867.670000 sec): 3 clusters Score: Raw -3362196.844496 + Penalty 4973.714497 = -3357223.129999 nChanged 191 SP:Iteration 22Q (10867.970000 sec): 3 clusters Score: Raw -3362241.977650 + Penalty 4973.714497 = -3357268.263153 nChanged 174 SP:Iteration 23Q (10868.300000 sec): 3 clusters Score: Raw -3362278.223969 + Penalty 4973.714497 = -3357304.509473 nChanged 162 SP:Iteration 24Q (10868.570000 sec): 3 clusters Score: Raw -3362313.810708 + Penalty 4973.714497 = -3357340.096211 nChanged 131 SP:Iteration 25Q (10868.860000 sec): 3 clusters Score: Raw -3362346.265847 + Penalty 4973.714497 = -3357372.551350 nChanged 159 SP:Iteration 26Q (10869.170000 sec): 3 clusters Score: Raw -3362385.993778 + Penalty 4973.714497 = -3357412.279281 nChanged 137 SP:Iteration 27Q (10869.450000 sec): 3 clusters Score: Raw -3362417.422844 + Penalty 4973.714497 = -3357443.708348 nChanged 125 SP:Iteration 28Q (10869.760000 sec): 3 clusters Score: Raw -3362443.793630 + Penalty 4973.714497 = -3357470.079133 nChanged 115 SP:Iteration 29Q (10870.080000 sec): 3 clusters Score: Raw -3362469.028493 + Penalty 4973.714497 = -3357495.313996 nChanged 99 SP:Iteration 30Q (10870.350000 sec): 3 clusters Score: Raw -3362489.256486 + Penalty 4973.714497 = -3357515.541989 nChanged 98 SP:Iteration 31Q (10870.740000 sec): 3 clusters Score: Raw -3362510.118557 + Penalty 4973.714497 = -3357536.404060 nChanged 102 SP:Iteration 32Q (10871.050000 sec): 3 clusters Score: Raw -3362535.153664 + Penalty 4973.714497 = -3357561.439167 nChanged 108 SP:Iteration 33Q (10871.310000 sec): 3 clusters Score: Raw -3362559.442840 + Penalty 4973.714497 = -3357585.728344 nChanged 99 SP:Iteration 34Q (10871.610000 sec): 3 clusters Score: Raw -3362581.100639 + Penalty 4973.714497 = -3357607.386142 nChanged 79 SP:Iteration 35Q (10871.910000 sec): 3 clusters Score: Raw -3362596.691085 + Penalty 4973.714497 = -3357622.976588 nChanged 69 SP:Iteration 36Q (10872.210000 sec): 3 clusters Score: Raw -3362610.909386 + Penalty 4973.714497 = -3357637.194889 nChanged 62 SP:Iteration 37Q (10872.620000 sec): 3 clusters Score: Raw -3362622.325334 + Penalty 4973.714497 = -3357648.610837 nChanged 49 SP:Iteration 38Q (10872.880000 sec): 3 clusters Score: Raw -3362632.226226 + Penalty 4973.714497 = -3357658.511729 nChanged 54 SP:Iteration 39Q (10873.190000 sec): 3 clusters Score: Raw -3362643.175839 + Penalty 4973.714497 = -3357669.461343 nChanged 45 SP:Iteration 40F (10873.510000 sec): 3 clusters Score: Raw -3362650.944175 + Penalty 4973.714497 = -3357677.229678 nChanged 40 SP:Iteration 41Q (10873.820000 sec): 3 clusters Score: Raw -3362659.141860 + Penalty 4973.714497 = -3357685.427363 nChanged 37 SP:Iteration 42Q (10874.150000 sec): 3 clusters Score: Raw -3362666.684373 + Penalty 4973.714497 = -3357692.969877 nChanged 48 SP:Iteration 43Q (10874.480000 sec): 3 clusters Score: Raw -3362675.865164 + Penalty 4973.714497 = -3357702.150667 nChanged 38 SP:Iteration 44Q (10874.790000 sec): 3 clusters Score: Raw -3362683.179284 + Penalty 4973.714497 = -3357709.464787 nChanged 31 SP:Iteration 45Q (10875.050000 sec): 3 clusters Score: Raw -3362689.179154 + Penalty 4973.714497 = -3357715.464657 nChanged 31 SP:Iteration 46Q (10875.410000 sec): 3 clusters Score: Raw -3362697.392033 + Penalty 4973.714497 = -3357723.677536 nChanged 45 SP:Iteration 47Q (10875.760000 sec): 3 clusters Score: Raw -3362708.486319 + Penalty 4973.714497 = -3357734.771822 nChanged 48 SP:Iteration 48Q (10876.070000 sec): 3 clusters Score: Raw -3362719.950507 + Penalty 4973.714497 = -3357746.236010 nChanged 45 SP:Iteration 49Q (10876.370000 sec): 3 clusters Score: Raw -3362731.779274 + Penalty 4973.714497 = -3357758.064777 nChanged 58 SP:Iteration 50Q (10876.700000 sec): 3 clusters Score: Raw -3362744.858632 + Penalty 4973.714497 = -3357771.144135 nChanged 34 SP:Iteration 51Q (10876.970000 sec): 3 clusters Score: Raw -3362752.765253 + Penalty 4973.714497 = -3357779.050756 nChanged 36 SP:Iteration 52Q (10877.270000 sec): 3 clusters Score: Raw -3362760.765879 + Penalty 4973.714497 = -3357787.051383 nChanged 34 SP:Iteration 53Q (10877.610000 sec): 3 clusters Score: Raw -3362768.491572 + Penalty 4973.714497 = -3357794.777075 nChanged 27 SP:Iteration 54Q (10877.920000 sec): 3 clusters Score: Raw -3362775.399450 + Penalty 4973.714497 = -3357801.684953 nChanged 26 SP:Iteration 55Q (10878.250000 sec): 3 clusters Score: Raw -3362781.097242 + Penalty 4973.714497 = -3357807.382745 nChanged 24 SP:Iteration 56Q (10878.560000 sec): 3 clusters Score: Raw -3362786.389651 + Penalty 4973.714497 = -3357812.675155 nChanged 25 SP:Iteration 57Q (10878.910000 sec): 3 clusters Score: Raw -3362791.395561 + Penalty 4973.714497 = -3357817.681064 nChanged 25 SP:Iteration 58Q (10879.190000 sec): 3 clusters Score: Raw -3362796.921177 + Penalty 4973.714497 = -3357823.206680 nChanged 25 SP:Iteration 59Q (10879.470000 sec): 3 clusters Score: Raw -3362802.526025 + Penalty 4973.714497 = -3357828.811528 nChanged 24 SP:Iteration 60F (10879.830000 sec): 3 clusters Score: Raw -3362808.262906 + Penalty 4973.714497 = -3357834.548409 nChanged 24 SP:Iteration 61Q (10880.130000 sec): 3 clusters Score: Raw -3362814.334683 + Penalty 4973.714497 = -3357840.620186 nChanged 23 SP:Iteration 62Q (10880.480000 sec): 3 clusters Score: Raw -3362819.559990 + Penalty 4973.714497 = -3357845.845493 nChanged 15 SP:Iteration 63Q (10880.810000 sec): 3 clusters Score: Raw -3362822.797167 + Penalty 4973.714497 = -3357849.082670 nChanged 17 SP:Iteration 64Q (10881.200000 sec): 3 clusters Score: Raw -3362826.867082 + Penalty 4973.714497 = -3357853.152585 nChanged 24 SP:Iteration 65Q (10881.500000 sec): 3 clusters Score: Raw -3362832.092811 + Penalty 4973.714497 = -3357858.378314 nChanged 18 SP:Iteration 66Q (10881.800000 sec): 3 clusters Score: Raw -3362835.991323 + Penalty 4973.714497 = -3357862.276826 nChanged 12 SP:Iteration 67Q (10882.080000 sec): 3 clusters Score: Raw -3362838.800008 + Penalty 4973.714497 = -3357865.085512 nChanged 12 SP:Iteration 68Q (10882.400000 sec): 3 clusters Score: Raw -3362842.068886 + Penalty 4973.714497 = -3357868.354389 nChanged 17 SP:Iteration 69Q (10882.680000 sec): 3 clusters Score: Raw -3362846.069192 + Penalty 4973.714497 = -3357872.354695 nChanged 20 SP:Iteration 70Q (10882.970000 sec): 3 clusters Score: Raw -3362851.428353 + Penalty 4973.714497 = -3357877.713856 nChanged 21 SP:Iteration 71Q (10883.270000 sec): 3 clusters Score: Raw -3362855.960548 + Penalty 4973.714497 = -3357882.246052 nChanged 12 SP:Iteration 72Q (10883.600000 sec): 3 clusters Score: Raw -3362859.532941 + Penalty 4973.714497 = -3357885.818444 nChanged 19 SP:Iteration 73Q (10883.880000 sec): 3 clusters Score: Raw -3362865.143886 + Penalty 4973.714497 = -3357891.429389 nChanged 17 SP:Iteration 74Q (10884.160000 sec): 3 clusters Score: Raw -3362868.707268 + Penalty 4973.714497 = -3357894.992771 nChanged 9 SP:Iteration 75Q (10884.440000 sec): 3 clusters Score: Raw -3362870.533014 + Penalty 4973.714497 = -3357896.818517 nChanged 10 SP:Iteration 76Q (10884.820000 sec): 3 clusters Score: Raw -3362872.234651 + Penalty 4973.714497 = -3357898.520154 nChanged 7 SP:Iteration 77Q (10885.120000 sec): 3 clusters Score: Raw -3362873.343935 + Penalty 4973.714497 = -3357899.629439 nChanged 3 SP:Iteration 78Q (10885.450000 sec): 3 clusters Score: Raw -3362874.201226 + Penalty 4973.714497 = -3357900.486729 nChanged 1 SP:Iteration 79Q (10885.770000 sec): 3 clusters Score: Raw -3362874.454750 + Penalty 4973.714497 = -3357900.740253 nChanged 2 SP:Iteration 80F (10886.100000 sec): 3 clusters Score: Raw -3362874.765491 + Penalty 4973.714497 = -3357901.050994 nChanged 2 SP:Iteration 81Q (10886.510000 sec): 3 clusters Score: Raw -3362875.217913 + Penalty 4973.714497 = -3357901.503416 nChanged 7 SP:Iteration 82Q (10886.850000 sec): 3 clusters Score: Raw -3362876.884691 + Penalty 4973.714497 = -3357903.170195 nChanged 3 SP:Iteration 83Q (10887.130000 sec): 3 clusters Score: Raw -3362877.314585 + Penalty 4973.714497 = -3357903.600088 nChanged 2 SP:Iteration 84Q (10887.480000 sec): 3 clusters Score: Raw -3362877.641137 + Penalty 4973.714497 = -3357903.926640 nChanged 3 SP:Iteration 85Q (10887.860000 sec): 3 clusters Score: Raw -3362878.033440 + Penalty 4973.714497 = -3357904.318943 nChanged 2 SP:Iteration 86Q (10888.180000 sec): 3 clusters Score: Raw -3362878.475646 + Penalty 4973.714497 = -3357904.761149 nChanged 2 SP:Iteration 87Q (10888.450000 sec): 3 clusters Score: Raw -3362878.868008 + Penalty 4973.714497 = -3357905.153511 nChanged 5 SP:Iteration 88Q (10888.780000 sec): 3 clusters Score: Raw -3362879.678511 + Penalty 4973.714497 = -3357905.964014 nChanged 4 SP:Iteration 89Q (10889.080000 sec): 3 clusters Score: Raw -3362880.511205 + Penalty 4973.714497 = -3357906.796709 nChanged 3 SP:Iteration 90Q (10889.460000 sec): 3 clusters Score: Raw -3362881.108404 + Penalty 4973.714497 = -3357907.393907 nChanged 3 SP:Iteration 91Q (10889.750000 sec): 3 clusters Score: Raw -3362881.599310 + Penalty 4973.714497 = -3357907.884813 nChanged 3 SP:Iteration 92Q (10890.040000 sec): 3 clusters Score: Raw -3362882.173639 + Penalty 4973.714497 = -3357908.459142 nChanged 4 SP:Iteration 93Q (10890.340000 sec): 3 clusters Score: Raw -3362882.910532 + Penalty 4973.714497 = -3357909.196036 nChanged 2 SP:Iteration 94Q (10890.630000 sec): 3 clusters Score: Raw -3362883.163512 + Penalty 4973.714497 = -3357909.449016 nChanged 2 SP:Iteration 95Q (10890.930000 sec): 3 clusters Score: Raw -3362883.382245 + Penalty 4973.714497 = -3357909.667748 nChanged 0 SP:Iteration 96F (10891.220000 sec): 3 clusters Score: Raw -3362883.382245 + Penalty 4973.714497 = -3357909.667748 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10891.350000 sec): 2 clusters Score: Raw -16565.174731 + Penalty 1221.958914 = -15343.215817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10891.560000 sec): 3 clusters Score: Raw -17075.495780 + Penalty 2443.917828 = -14631.577952 nChanged 6 SP:Iteration 1Q (10891.770000 sec): 3 clusters Score: Raw -17114.704921 + Penalty 2443.917828 = -14670.787093 nChanged 2 SP:Iteration 2Q (10891.960000 sec): 3 clusters Score: Raw -17130.338184 + Penalty 2443.917828 = -14686.420357 nChanged 0 SP:Iteration 3F (10892.130000 sec): 3 clusters Score: Raw -17130.338184 + Penalty 2443.917828 = -14686.420357 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 15 (53545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10892.530000 sec): 2 clusters Score: Raw -7848889.518194 + Penalty 2700.292870 = -7846189.225325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10893.110000 sec): 3 clusters Score: Raw -7815735.141728 + Penalty 5400.585740 = -7810334.555988 nChanged 24854 SP:Iteration 1F (10893.600000 sec): 3 clusters Score: Raw -7829560.510562 + Penalty 5400.585740 = -7824159.924823 nChanged 2120 SP:Iteration 2Q (10894.190000 sec): 3 clusters Score: Raw -7830179.971759 + Penalty 5400.585740 = -7824779.386019 nChanged 2152 SP:Iteration 3Q (10894.720000 sec): 3 clusters Score: Raw -7830836.765546 + Penalty 5400.585740 = -7825436.179806 nChanged 2138 SP:Iteration 4Q (10895.290000 sec): 3 clusters Score: Raw -7831576.508537 + Penalty 5400.585740 = -7826175.922797 nChanged 2229 SP:Iteration 5Q (10895.790000 sec): 3 clusters Score: Raw -7832442.685244 + Penalty 5400.585740 = -7827042.099504 nChanged 2397 SP:Iteration 6Q (10896.310000 sec): 3 clusters Score: Raw -7833488.078517 + Penalty 5400.585740 = -7828087.492778 nChanged 2638 SP:Iteration 7Q (10896.880000 sec): 3 clusters Score: Raw -7834931.269281 + Penalty 5400.585740 = -7829530.683542 nChanged 3011 SP:Iteration 8F (10897.370000 sec): 3 clusters Score: Raw -7836971.276188 + Penalty 5400.585740 = -7831570.690448 nChanged 3262 SP:Iteration 9F (10897.850000 sec): 3 clusters Score: Raw -7839464.577707 + Penalty 5400.585740 = -7834063.991968 nChanged 3180 SP:Iteration 10F (10898.370000 sec): 3 clusters Score: Raw -7842083.771417 + Penalty 5400.585740 = -7836683.185677 nChanged 2619 SP:Iteration 11Q (10898.870000 sec): 3 clusters Score: Raw -7844265.277624 + Penalty 5400.585740 = -7838864.691885 nChanged 2014 SP:Iteration 12Q (10899.370000 sec): 3 clusters Score: Raw -7845915.643476 + Penalty 5400.585740 = -7840515.057736 nChanged 1425 SP:Iteration 13Q (10899.940000 sec): 3 clusters Score: Raw -7846996.814496 + Penalty 5400.585740 = -7841596.228757 nChanged 1006 SP:Iteration 14Q (10900.410000 sec): 3 clusters Score: Raw -7847735.266199 + Penalty 5400.585740 = -7842334.680459 nChanged 711 SP:Iteration 15Q (10900.950000 sec): 3 clusters Score: Raw -7848268.932625 + Penalty 5400.585740 = -7842868.346885 nChanged 496 SP:Iteration 16Q (10901.430000 sec): 3 clusters Score: Raw -7848626.953184 + Penalty 5400.585740 = -7843226.367444 nChanged 321 SP:Iteration 17Q (10901.940000 sec): 3 clusters Score: Raw -7848860.157658 + Penalty 5400.585740 = -7843459.571919 nChanged 216 SP:Iteration 18Q (10902.510000 sec): 3 clusters Score: Raw -7849014.701397 + Penalty 5400.585740 = -7843614.115657 nChanged 131 SP:Iteration 19Q (10902.910000 sec): 3 clusters Score: Raw -7849104.471867 + Penalty 5400.585740 = -7843703.886127 nChanged 83 SP:Iteration 20F (10903.490000 sec): 3 clusters Score: Raw -7849166.446126 + Penalty 5400.585740 = -7843765.860386 nChanged 60 SP:Iteration 21Q (10904.000000 sec): 3 clusters Score: Raw -7849202.949276 + Penalty 5400.585740 = -7843802.363537 nChanged 44 SP:Iteration 22Q (10904.490000 sec): 3 clusters Score: Raw -7849233.365776 + Penalty 5400.585740 = -7843832.780036 nChanged 24 SP:Iteration 23Q (10905.070000 sec): 3 clusters Score: Raw -7849246.775780 + Penalty 5400.585740 = -7843846.190041 nChanged 22 SP:Iteration 24Q (10905.530000 sec): 3 clusters Score: Raw -7849258.229174 + Penalty 5400.585740 = -7843857.643434 nChanged 14 SP:Iteration 25Q (10905.930000 sec): 3 clusters Score: Raw -7849269.895730 + Penalty 5400.585740 = -7843869.309990 nChanged 15 SP:Iteration 26Q (10906.410000 sec): 3 clusters Score: Raw -7849278.198757 + Penalty 5400.585740 = -7843877.613018 nChanged 9 SP:Iteration 27Q (10906.750000 sec): 3 clusters Score: Raw -7849281.700775 + Penalty 5400.585740 = -7843881.115036 nChanged 6 SP:Iteration 28Q (10907.230000 sec): 3 clusters Score: Raw -7849284.555563 + Penalty 5400.585740 = -7843883.969823 nChanged 4 SP:Iteration 29Q (10907.720000 sec): 3 clusters Score: Raw -7849286.494558 + Penalty 5400.585740 = -7843885.908818 nChanged 5 SP:Iteration 30Q (10908.210000 sec): 3 clusters Score: Raw -7849289.455833 + Penalty 5400.585740 = -7843888.870094 nChanged 3 SP:Iteration 31Q (10908.570000 sec): 3 clusters Score: Raw -7849291.642724 + Penalty 5400.585740 = -7843891.056984 nChanged 1 SP:Iteration 32Q (10909.020000 sec): 3 clusters Score: Raw -7849292.714476 + Penalty 5400.585740 = -7843892.128737 nChanged 3 SP:Iteration 33Q (10909.460000 sec): 3 clusters Score: Raw -7849294.785325 + Penalty 5400.585740 = -7843894.199585 nChanged 4 SP:Iteration 34Q (10909.890000 sec): 3 clusters Score: Raw -7849298.376410 + Penalty 5400.585740 = -7843897.790671 nChanged 7 SP:Iteration 35Q (10910.310000 sec): 3 clusters Score: Raw -7849304.450963 + Penalty 5400.585740 = -7843903.865223 nChanged 8 SP:Iteration 36Q (10910.740000 sec): 3 clusters Score: Raw -7849308.377576 + Penalty 5400.585740 = -7843907.791836 nChanged 5 SP:Iteration 37Q (10911.240000 sec): 3 clusters Score: Raw -7849310.274698 + Penalty 5400.585740 = -7843909.688959 nChanged 0 SP:Iteration 38F (10911.760000 sec): 3 clusters Score: Raw -7849310.274698 + Penalty 5400.585740 = -7843909.688959 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 16 (5300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10911.890000 sec): 2 clusters Score: Raw -759451.303120 + Penalty 2126.714601 = -757324.588520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10912.100000 sec): 3 clusters Score: Raw -756818.223172 + Penalty 4253.429201 = -752564.793971 nChanged 2049 SP:Iteration 1F (10912.320000 sec): 3 clusters Score: Raw -757979.687943 + Penalty 4253.429201 = -753726.258741 nChanged 406 SP:Iteration 2F (10912.530000 sec): 3 clusters Score: Raw -758207.037653 + Penalty 4253.429201 = -753953.608452 nChanged 258 SP:Iteration 3Q (10912.780000 sec): 3 clusters Score: Raw -758321.516352 + Penalty 4253.429201 = -754068.087151 nChanged 174 SP:Iteration 4Q (10912.940000 sec): 3 clusters Score: Raw -758394.771706 + Penalty 4253.429201 = -754141.342504 nChanged 131 SP:Iteration 5Q (10913.140000 sec): 3 clusters Score: Raw -758453.047163 + Penalty 4253.429201 = -754199.617961 nChanged 118 SP:Iteration 6Q (10913.340000 sec): 3 clusters Score: Raw -758498.698539 + Penalty 4253.429201 = -754245.269338 nChanged 82 SP:Iteration 7Q (10913.580000 sec): 3 clusters Score: Raw -758531.539748 + Penalty 4253.429201 = -754278.110546 nChanged 80 SP:Iteration 8Q (10913.770000 sec): 3 clusters Score: Raw -758559.986172 + Penalty 4253.429201 = -754306.556971 nChanged 57 SP:Iteration 9Q (10914.000000 sec): 3 clusters Score: Raw -758576.628972 + Penalty 4253.429201 = -754323.199770 nChanged 50 SP:Iteration 10Q (10914.200000 sec): 3 clusters Score: Raw -758592.987031 + Penalty 4253.429201 = -754339.557829 nChanged 51 SP:Iteration 11Q (10914.450000 sec): 3 clusters Score: Raw -758610.332749 + Penalty 4253.429201 = -754356.903547 nChanged 41 SP:Iteration 12Q (10914.650000 sec): 3 clusters Score: Raw -758624.102663 + Penalty 4253.429201 = -754370.673461 nChanged 41 SP:Iteration 13Q (10914.870000 sec): 3 clusters Score: Raw -758635.892271 + Penalty 4253.429201 = -754382.463070 nChanged 36 SP:Iteration 14Q (10915.110000 sec): 3 clusters Score: Raw -758646.335575 + Penalty 4253.429201 = -754392.906374 nChanged 38 SP:Iteration 15Q (10915.290000 sec): 3 clusters Score: Raw -758656.954041 + Penalty 4253.429201 = -754403.524839 nChanged 35 SP:Iteration 16Q (10915.530000 sec): 3 clusters Score: Raw -758667.420464 + Penalty 4253.429201 = -754413.991262 nChanged 32 SP:Iteration 17Q (10915.770000 sec): 3 clusters Score: Raw -758677.671452 + Penalty 4253.429201 = -754424.242251 nChanged 29 SP:Iteration 18Q (10915.980000 sec): 3 clusters Score: Raw -758685.494742 + Penalty 4253.429201 = -754432.065541 nChanged 26 SP:Iteration 19Q (10916.170000 sec): 3 clusters Score: Raw -758693.765358 + Penalty 4253.429201 = -754440.336157 nChanged 31 SP:Iteration 20F (10916.400000 sec): 3 clusters Score: Raw -758702.375546 + Penalty 4253.429201 = -754448.946345 nChanged 21 SP:Iteration 21Q (10916.610000 sec): 3 clusters Score: Raw -758708.174772 + Penalty 4253.429201 = -754454.745571 nChanged 27 SP:Iteration 22Q (10916.790000 sec): 3 clusters Score: Raw -758715.857290 + Penalty 4253.429201 = -754462.428089 nChanged 30 SP:Iteration 23Q (10916.980000 sec): 3 clusters Score: Raw -758725.979158 + Penalty 4253.429201 = -754472.549957 nChanged 46 SP:Iteration 24Q (10917.250000 sec): 3 clusters Score: Raw -758743.418896 + Penalty 4253.429201 = -754489.989695 nChanged 58 SP:Iteration 25Q (10917.410000 sec): 3 clusters Score: Raw -758765.004826 + Penalty 4253.429201 = -754511.575625 nChanged 67 SP:Iteration 26Q (10917.700000 sec): 3 clusters Score: Raw -758789.326496 + Penalty 4253.429201 = -754535.897294 nChanged 74 SP:Iteration 27Q (10917.960000 sec): 3 clusters Score: Raw -758817.188502 + Penalty 4253.429201 = -754563.759301 nChanged 67 SP:Iteration 28Q (10918.150000 sec): 3 clusters Score: Raw -758843.055266 + Penalty 4253.429201 = -754589.626065 nChanged 57 SP:Iteration 29Q (10918.370000 sec): 3 clusters Score: Raw -758868.658581 + Penalty 4253.429201 = -754615.229379 nChanged 66 SP:Iteration 30Q (10918.590000 sec): 3 clusters Score: Raw -758898.687217 + Penalty 4253.429201 = -754645.258015 nChanged 73 SP:Iteration 31Q (10918.810000 sec): 3 clusters Score: Raw -758929.996900 + Penalty 4253.429201 = -754676.567698 nChanged 74 SP:Iteration 32Q (10919.050000 sec): 3 clusters Score: Raw -758963.358192 + Penalty 4253.429201 = -754709.928990 nChanged 82 SP:Iteration 33Q (10919.290000 sec): 3 clusters Score: Raw -759004.875328 + Penalty 4253.429201 = -754751.446126 nChanged 98 SP:Iteration 34Q (10919.490000 sec): 3 clusters Score: Raw -759055.302441 + Penalty 4253.429201 = -754801.873240 nChanged 110 SP:Iteration 35Q (10919.740000 sec): 3 clusters Score: Raw -759118.914297 + Penalty 4253.429201 = -754865.485096 nChanged 110 SP:Iteration 36Q (10919.930000 sec): 3 clusters Score: Raw -759180.314601 + Penalty 4253.429201 = -754926.885400 nChanged 116 SP:Iteration 37Q (10920.130000 sec): 3 clusters Score: Raw -759254.802397 + Penalty 4253.429201 = -755001.373196 nChanged 111 SP:Iteration 38Q (10920.380000 sec): 3 clusters Score: Raw -759327.162589 + Penalty 4253.429201 = -755073.733388 nChanged 101 SP:Iteration 39Q (10920.670000 sec): 3 clusters Score: Raw -759395.407752 + Penalty 4253.429201 = -755141.978550 nChanged 90 SP:Iteration 40F (10920.860000 sec): 3 clusters Score: Raw -759455.943308 + Penalty 4253.429201 = -755202.514107 nChanged 93 SP:Iteration 41Q (10921.080000 sec): 3 clusters Score: Raw -759530.425211 + Penalty 4253.429201 = -755276.996010 nChanged 82 SP:Iteration 42Q (10921.270000 sec): 3 clusters Score: Raw -759596.756007 + Penalty 4253.429201 = -755343.326806 nChanged 68 SP:Iteration 43Q (10921.460000 sec): 3 clusters Score: Raw -759646.416193 + Penalty 4253.429201 = -755392.986991 nChanged 46 SP:Iteration 44Q (10921.730000 sec): 3 clusters Score: Raw -759680.391898 + Penalty 4253.429201 = -755426.962696 nChanged 38 SP:Iteration 45Q (10921.980000 sec): 3 clusters Score: Raw -759710.666275 + Penalty 4253.429201 = -755457.237074 nChanged 26 SP:Iteration 46Q (10922.190000 sec): 3 clusters Score: Raw -759733.517637 + Penalty 4253.429201 = -755480.088436 nChanged 26 SP:Iteration 47Q (10922.390000 sec): 3 clusters Score: Raw -759762.470103 + Penalty 4253.429201 = -755509.040901 nChanged 23 SP:Iteration 48Q (10922.620000 sec): 3 clusters Score: Raw -759784.739863 + Penalty 4253.429201 = -755531.310661 nChanged 17 SP:Iteration 49Q (10922.840000 sec): 3 clusters Score: Raw -759802.421552 + Penalty 4253.429201 = -755548.992350 nChanged 15 SP:Iteration 50Q (10923.090000 sec): 3 clusters Score: Raw -759815.933027 + Penalty 4253.429201 = -755562.503826 nChanged 5 SP:Iteration 51Q (10923.260000 sec): 3 clusters Score: Raw -759820.405515 + Penalty 4253.429201 = -755566.976314 nChanged 5 SP:Iteration 52Q (10923.480000 sec): 3 clusters Score: Raw -759824.878585 + Penalty 4253.429201 = -755571.449384 nChanged 7 SP:Iteration 53Q (10923.660000 sec): 3 clusters Score: Raw -759834.468980 + Penalty 4253.429201 = -755581.039778 nChanged 8 SP:Iteration 54Q (10923.860000 sec): 3 clusters Score: Raw -759841.543982 + Penalty 4253.429201 = -755588.114781 nChanged 5 SP:Iteration 55Q (10924.070000 sec): 3 clusters Score: Raw -759845.796123 + Penalty 4253.429201 = -755592.366922 nChanged 5 SP:Iteration 56Q (10924.280000 sec): 3 clusters Score: Raw -759848.794844 + Penalty 4253.429201 = -755595.365643 nChanged 4 SP:Iteration 57Q (10924.460000 sec): 3 clusters Score: Raw -759850.896502 + Penalty 4253.429201 = -755597.467301 nChanged 4 SP:Iteration 58Q (10924.660000 sec): 3 clusters Score: Raw -759854.249631 + Penalty 4253.429201 = -755600.820430 nChanged 3 SP:Iteration 59Q (10924.870000 sec): 3 clusters Score: Raw -759856.562041 + Penalty 4253.429201 = -755603.132839 nChanged 2 SP:Iteration 60F (10925.040000 sec): 3 clusters Score: Raw -759857.850004 + Penalty 4253.429201 = -755604.420803 nChanged 1 SP:Iteration 61Q (10925.270000 sec): 3 clusters Score: Raw -759858.424136 + Penalty 4253.429201 = -755604.994934 nChanged 2 SP:Iteration 62Q (10925.430000 sec): 3 clusters Score: Raw -759859.619626 + Penalty 4253.429201 = -755606.190424 nChanged 1 SP:Iteration 63Q (10925.600000 sec): 3 clusters Score: Raw -759859.995530 + Penalty 4253.429201 = -755606.566329 nChanged 1 SP:Iteration 64Q (10925.830000 sec): 3 clusters Score: Raw -759860.717767 + Penalty 4253.429201 = -755607.288566 nChanged 1 SP:Iteration 65Q (10926.010000 sec): 3 clusters Score: Raw -759861.739133 + Penalty 4253.429201 = -755608.309932 nChanged 0 SP:Iteration 66F (10926.190000 sec): 3 clusters Score: Raw -759861.739133 + Penalty 4253.429201 = -755608.309932 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 17 (4417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10926.290000 sec): 2 clusters Score: Raw -631798.726511 + Penalty 2081.517571 = -629717.208940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10926.480000 sec): 3 clusters Score: Raw -629772.942171 + Penalty 4163.035142 = -625609.907030 nChanged 1642 SP:Iteration 1F (10926.680000 sec): 3 clusters Score: Raw -630778.978743 + Penalty 4163.035142 = -626615.943601 nChanged 336 SP:Iteration 2F (10926.880000 sec): 3 clusters Score: Raw -631002.696324 + Penalty 4163.035142 = -626839.661182 nChanged 217 SP:Iteration 3Q (10927.100000 sec): 3 clusters Score: Raw -631132.864871 + Penalty 4163.035142 = -626969.829729 nChanged 147 SP:Iteration 4Q (10927.370000 sec): 3 clusters Score: Raw -631226.322691 + Penalty 4163.035142 = -627063.287549 nChanged 153 SP:Iteration 5Q (10927.550000 sec): 3 clusters Score: Raw -631315.585642 + Penalty 4163.035142 = -627152.550500 nChanged 114 SP:Iteration 6Q (10927.790000 sec): 3 clusters Score: Raw -631376.357324 + Penalty 4163.035142 = -627213.322182 nChanged 83 SP:Iteration 7Q (10928.000000 sec): 3 clusters Score: Raw -631413.243750 + Penalty 4163.035142 = -627250.208608 nChanged 84 SP:Iteration 8Q (10928.200000 sec): 3 clusters Score: Raw -631451.336844 + Penalty 4163.035142 = -627288.301702 nChanged 75 SP:Iteration 9Q (10928.430000 sec): 3 clusters Score: Raw -631481.610782 + Penalty 4163.035142 = -627318.575640 nChanged 61 SP:Iteration 10Q (10928.640000 sec): 3 clusters Score: Raw -631508.818673 + Penalty 4163.035142 = -627345.783531 nChanged 54 SP:Iteration 11Q (10928.810000 sec): 3 clusters Score: Raw -631532.872930 + Penalty 4163.035142 = -627369.837788 nChanged 43 SP:Iteration 12Q (10929.010000 sec): 3 clusters Score: Raw -631548.835759 + Penalty 4163.035142 = -627385.800617 nChanged 30 SP:Iteration 13Q (10929.150000 sec): 3 clusters Score: Raw -631560.680827 + Penalty 4163.035142 = -627397.645686 nChanged 38 SP:Iteration 14Q (10929.350000 sec): 3 clusters Score: Raw -631583.559016 + Penalty 4163.035142 = -627420.523874 nChanged 57 SP:Iteration 15Q (10929.610000 sec): 3 clusters Score: Raw -631611.197844 + Penalty 4163.035142 = -627448.162702 nChanged 44 SP:Iteration 16Q (10929.780000 sec): 3 clusters Score: Raw -631629.670450 + Penalty 4163.035142 = -627466.635309 nChanged 34 SP:Iteration 17Q (10930.010000 sec): 3 clusters Score: Raw -631643.238043 + Penalty 4163.035142 = -627480.202901 nChanged 30 SP:Iteration 18Q (10930.220000 sec): 3 clusters Score: Raw -631654.801600 + Penalty 4163.035142 = -627491.766458 nChanged 24 SP:Iteration 19Q (10930.410000 sec): 3 clusters Score: Raw -631662.624074 + Penalty 4163.035142 = -627499.588932 nChanged 14 SP:Iteration 20F (10930.570000 sec): 3 clusters Score: Raw -631667.321883 + Penalty 4163.035142 = -627504.286741 nChanged 16 SP:Iteration 21Q (10930.750000 sec): 3 clusters Score: Raw -631672.122304 + Penalty 4163.035142 = -627509.087163 nChanged 21 SP:Iteration 22Q (10930.960000 sec): 3 clusters Score: Raw -631677.981378 + Penalty 4163.035142 = -627514.946236 nChanged 11 SP:Iteration 23Q (10931.150000 sec): 3 clusters Score: Raw -631682.343307 + Penalty 4163.035142 = -627519.308165 nChanged 11 SP:Iteration 24Q (10931.330000 sec): 3 clusters Score: Raw -631686.242721 + Penalty 4163.035142 = -627523.207580 nChanged 17 SP:Iteration 25Q (10931.570000 sec): 3 clusters Score: Raw -631692.579583 + Penalty 4163.035142 = -627529.544442 nChanged 17 SP:Iteration 26Q (10931.770000 sec): 3 clusters Score: Raw -631695.800890 + Penalty 4163.035142 = -627532.765748 nChanged 7 SP:Iteration 27Q (10932.000000 sec): 3 clusters Score: Raw -631697.789585 + Penalty 4163.035142 = -627534.754443 nChanged 9 SP:Iteration 28Q (10932.200000 sec): 3 clusters Score: Raw -631699.863900 + Penalty 4163.035142 = -627536.828758 nChanged 3 SP:Iteration 29Q (10932.410000 sec): 3 clusters Score: Raw -631700.535558 + Penalty 4163.035142 = -627537.500416 nChanged 3 SP:Iteration 30Q (10932.610000 sec): 3 clusters Score: Raw -631701.186486 + Penalty 4163.035142 = -627538.151344 nChanged 2 SP:Iteration 31Q (10932.830000 sec): 3 clusters Score: Raw -631701.748323 + Penalty 4163.035142 = -627538.713181 nChanged 5 SP:Iteration 32Q (10933.040000 sec): 3 clusters Score: Raw -631702.663921 + Penalty 4163.035142 = -627539.628779 nChanged 1 SP:Iteration 33Q (10933.270000 sec): 3 clusters Score: Raw -631702.827834 + Penalty 4163.035142 = -627539.792692 nChanged 0 SP:Iteration 34F (10933.480000 sec): 3 clusters Score: Raw -631702.827834 + Penalty 4163.035142 = -627539.792692 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 18 (39391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10933.750000 sec): 2 clusters Score: Raw -5804574.452608 + Penalty 2624.160575 = -5801950.292032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10934.170000 sec): 3 clusters Score: Raw -5780580.233346 + Penalty 5248.321151 = -5775331.912195 nChanged 17958 SP:Iteration 1F (10934.600000 sec): 3 clusters Score: Raw -5790579.733186 + Penalty 5248.321151 = -5785331.412035 nChanged 1622 SP:Iteration 2Q (10935.080000 sec): 3 clusters Score: Raw -5791008.495893 + Penalty 5248.321151 = -5785760.174742 nChanged 1398 SP:Iteration 3Q (10935.440000 sec): 3 clusters Score: Raw -5791373.747748 + Penalty 5248.321151 = -5786125.426597 nChanged 1355 SP:Iteration 4Q (10935.930000 sec): 3 clusters Score: Raw -5791784.904265 + Penalty 5248.321151 = -5786536.583114 nChanged 1354 SP:Iteration 5Q (10936.350000 sec): 3 clusters Score: Raw -5792233.546521 + Penalty 5248.321151 = -5786985.225370 nChanged 1462 SP:Iteration 6Q (10936.820000 sec): 3 clusters Score: Raw -5792787.539589 + Penalty 5248.321151 = -5787539.218439 nChanged 1687 SP:Iteration 7Q (10937.270000 sec): 3 clusters Score: Raw -5793511.984941 + Penalty 5248.321151 = -5788263.663790 nChanged 1897 SP:Iteration 8Q (10937.670000 sec): 3 clusters Score: Raw -5794413.040888 + Penalty 5248.321151 = -5789164.719737 nChanged 2077 SP:Iteration 9F (10938.050000 sec): 3 clusters Score: Raw -5795493.649248 + Penalty 5248.321151 = -5790245.328097 nChanged 2207 SP:Iteration 10F (10938.400000 sec): 3 clusters Score: Raw -5796688.554523 + Penalty 5248.321151 = -5791440.233372 nChanged 2135 SP:Iteration 11F (10938.830000 sec): 3 clusters Score: Raw -5797818.187312 + Penalty 5248.321151 = -5792569.866161 nChanged 1846 SP:Iteration 12Q (10939.270000 sec): 3 clusters Score: Raw -5798758.123512 + Penalty 5248.321151 = -5793509.802361 nChanged 1566 SP:Iteration 13Q (10939.650000 sec): 3 clusters Score: Raw -5799550.428041 + Penalty 5248.321151 = -5794302.106890 nChanged 1444 SP:Iteration 14Q (10940.040000 sec): 3 clusters Score: Raw -5800335.377088 + Penalty 5248.321151 = -5795087.055938 nChanged 1339 SP:Iteration 15Q (10940.460000 sec): 3 clusters Score: Raw -5801119.694713 + Penalty 5248.321151 = -5795871.373562 nChanged 1265 SP:Iteration 16Q (10940.830000 sec): 3 clusters Score: Raw -5801913.435740 + Penalty 5248.321151 = -5796665.114589 nChanged 1121 SP:Iteration 17Q (10941.250000 sec): 3 clusters Score: Raw -5802639.640827 + Penalty 5248.321151 = -5797391.319676 nChanged 895 SP:Iteration 18Q (10941.640000 sec): 3 clusters Score: Raw -5803230.643112 + Penalty 5248.321151 = -5797982.321961 nChanged 674 SP:Iteration 19Q (10942.050000 sec): 3 clusters Score: Raw -5803684.138983 + Penalty 5248.321151 = -5798435.817833 nChanged 515 SP:Iteration 20F (10942.470000 sec): 3 clusters Score: Raw -5804040.164163 + Penalty 5248.321151 = -5798791.843012 nChanged 370 SP:Iteration 21Q (10942.840000 sec): 3 clusters Score: Raw -5804286.507997 + Penalty 5248.321151 = -5799038.186846 nChanged 254 SP:Iteration 22Q (10943.210000 sec): 3 clusters Score: Raw -5804462.435494 + Penalty 5248.321151 = -5799214.114343 nChanged 180 SP:Iteration 23Q (10943.640000 sec): 3 clusters Score: Raw -5804578.241769 + Penalty 5248.321151 = -5799329.920618 nChanged 121 SP:Iteration 24Q (10944.050000 sec): 3 clusters Score: Raw -5804667.452499 + Penalty 5248.321151 = -5799419.131348 nChanged 96 SP:Iteration 25Q (10944.450000 sec): 3 clusters Score: Raw -5804737.449585 + Penalty 5248.321151 = -5799489.128434 nChanged 75 SP:Iteration 26Q (10944.800000 sec): 3 clusters Score: Raw -5804789.266559 + Penalty 5248.321151 = -5799540.945408 nChanged 55 SP:Iteration 27Q (10945.180000 sec): 3 clusters Score: Raw -5804827.517564 + Penalty 5248.321151 = -5799579.196413 nChanged 48 SP:Iteration 28Q (10945.550000 sec): 3 clusters Score: Raw -5804861.452887 + Penalty 5248.321151 = -5799613.131736 nChanged 39 SP:Iteration 29Q (10945.950000 sec): 3 clusters Score: Raw -5804890.353036 + Penalty 5248.321151 = -5799642.031885 nChanged 30 SP:Iteration 30Q (10946.330000 sec): 3 clusters Score: Raw -5804906.532479 + Penalty 5248.321151 = -5799658.211328 nChanged 18 SP:Iteration 31Q (10946.720000 sec): 3 clusters Score: Raw -5804921.153436 + Penalty 5248.321151 = -5799672.832285 nChanged 18 SP:Iteration 32Q (10947.080000 sec): 3 clusters Score: Raw -5804939.840201 + Penalty 5248.321151 = -5799691.519050 nChanged 14 SP:Iteration 33Q (10947.470000 sec): 3 clusters Score: Raw -5804951.414285 + Penalty 5248.321151 = -5799703.093135 nChanged 15 SP:Iteration 34Q (10947.860000 sec): 3 clusters Score: Raw -5804961.715946 + Penalty 5248.321151 = -5799713.394795 nChanged 12 SP:Iteration 35Q (10948.220000 sec): 3 clusters Score: Raw -5804969.609745 + Penalty 5248.321151 = -5799721.288594 nChanged 7 SP:Iteration 36Q (10948.590000 sec): 3 clusters Score: Raw -5804974.358582 + Penalty 5248.321151 = -5799726.037431 nChanged 4 SP:Iteration 37Q (10948.920000 sec): 3 clusters Score: Raw -5804976.159807 + Penalty 5248.321151 = -5799727.838656 nChanged 3 SP:Iteration 38Q (10949.290000 sec): 3 clusters Score: Raw -5804977.541420 + Penalty 5248.321151 = -5799729.220269 nChanged 2 SP:Iteration 39Q (10949.650000 sec): 3 clusters Score: Raw -5804978.917501 + Penalty 5248.321151 = -5799730.596350 nChanged 1 SP:Iteration 40F (10950.100000 sec): 3 clusters Score: Raw -5804979.709600 + Penalty 5248.321151 = -5799731.388449 nChanged 1 SP:Iteration 41Q (10950.420000 sec): 3 clusters Score: Raw -5804980.043562 + Penalty 5248.321151 = -5799731.722411 nChanged 0 SP:Iteration 42F (10950.830000 sec): 3 clusters Score: Raw -5804980.043562 + Penalty 5248.321151 = -5799731.722411 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 19 (11606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10951.010000 sec): 2 clusters Score: Raw -1690021.630258 + Penalty 2321.100816 = -1687700.529442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10951.250000 sec): 3 clusters Score: Raw -1683618.400534 + Penalty 4642.201632 = -1678976.198901 nChanged 4920 SP:Iteration 1F (10951.510000 sec): 3 clusters Score: Raw -1686272.966589 + Penalty 4642.201632 = -1681630.764956 nChanged 744 SP:Iteration 2F (10951.770000 sec): 3 clusters Score: Raw -1686671.582273 + Penalty 4642.201632 = -1682029.380641 nChanged 684 SP:Iteration 3F (10952.060000 sec): 3 clusters Score: Raw -1687091.466901 + Penalty 4642.201632 = -1682449.265269 nChanged 652 SP:Iteration 4F (10952.270000 sec): 3 clusters Score: Raw -1687508.735164 + Penalty 4642.201632 = -1682866.533532 nChanged 639 SP:Iteration 5F (10952.470000 sec): 3 clusters Score: Raw -1687911.613072 + Penalty 4642.201632 = -1683269.411440 nChanged 586 SP:Iteration 6F (10952.720000 sec): 3 clusters Score: Raw -1688281.545000 + Penalty 4642.201632 = -1683639.343368 nChanged 531 SP:Iteration 7Q (10953.020000 sec): 3 clusters Score: Raw -1688612.629201 + Penalty 4642.201632 = -1683970.427569 nChanged 494 SP:Iteration 8Q (10953.240000 sec): 3 clusters Score: Raw -1688957.667804 + Penalty 4642.201632 = -1684315.466171 nChanged 520 SP:Iteration 9Q (10953.530000 sec): 3 clusters Score: Raw -1689333.656076 + Penalty 4642.201632 = -1684691.454444 nChanged 470 SP:Iteration 10Q (10953.860000 sec): 3 clusters Score: Raw -1689690.644585 + Penalty 4642.201632 = -1685048.442952 nChanged 457 SP:Iteration 11Q (10954.130000 sec): 3 clusters Score: Raw -1690028.790350 + Penalty 4642.201632 = -1685386.588718 nChanged 369 SP:Iteration 12Q (10954.370000 sec): 3 clusters Score: Raw -1690319.178094 + Penalty 4642.201632 = -1685676.976462 nChanged 320 SP:Iteration 13Q (10954.650000 sec): 3 clusters Score: Raw -1690561.655856 + Penalty 4642.201632 = -1685919.454224 nChanged 277 SP:Iteration 14Q (10954.890000 sec): 3 clusters Score: Raw -1690776.604055 + Penalty 4642.201632 = -1686134.402423 nChanged 224 SP:Iteration 15Q (10955.130000 sec): 3 clusters Score: Raw -1690967.817519 + Penalty 4642.201632 = -1686325.615886 nChanged 212 SP:Iteration 16Q (10955.430000 sec): 3 clusters Score: Raw -1691140.527601 + Penalty 4642.201632 = -1686498.325968 nChanged 174 SP:Iteration 17Q (10955.640000 sec): 3 clusters Score: Raw -1691280.017097 + Penalty 4642.201632 = -1686637.815465 nChanged 132 SP:Iteration 18Q (10955.890000 sec): 3 clusters Score: Raw -1691381.732888 + Penalty 4642.201632 = -1686739.531255 nChanged 107 SP:Iteration 19Q (10956.100000 sec): 3 clusters Score: Raw -1691446.803951 + Penalty 4642.201632 = -1686804.602318 nChanged 74 SP:Iteration 20F (10956.350000 sec): 3 clusters Score: Raw -1691488.549912 + Penalty 4642.201632 = -1686846.348280 nChanged 68 SP:Iteration 21Q (10956.640000 sec): 3 clusters Score: Raw -1691520.317913 + Penalty 4642.201632 = -1686878.116281 nChanged 60 SP:Iteration 22Q (10956.900000 sec): 3 clusters Score: Raw -1691545.642405 + Penalty 4642.201632 = -1686903.440772 nChanged 53 SP:Iteration 23Q (10957.180000 sec): 3 clusters Score: Raw -1691572.751109 + Penalty 4642.201632 = -1686930.549476 nChanged 47 SP:Iteration 24Q (10957.420000 sec): 3 clusters Score: Raw -1691598.785622 + Penalty 4642.201632 = -1686956.583989 nChanged 43 SP:Iteration 25Q (10957.650000 sec): 3 clusters Score: Raw -1691621.753628 + Penalty 4642.201632 = -1686979.551996 nChanged 35 SP:Iteration 26Q (10957.900000 sec): 3 clusters Score: Raw -1691634.605005 + Penalty 4642.201632 = -1686992.403373 nChanged 28 SP:Iteration 27Q (10958.140000 sec): 3 clusters Score: Raw -1691646.741187 + Penalty 4642.201632 = -1687004.539554 nChanged 27 SP:Iteration 28Q (10958.400000 sec): 3 clusters Score: Raw -1691656.221356 + Penalty 4642.201632 = -1687014.019724 nChanged 17 SP:Iteration 29Q (10958.630000 sec): 3 clusters Score: Raw -1691661.786005 + Penalty 4642.201632 = -1687019.584373 nChanged 15 SP:Iteration 30Q (10958.910000 sec): 3 clusters Score: Raw -1691665.843831 + Penalty 4642.201632 = -1687023.642198 nChanged 10 SP:Iteration 31Q (10959.120000 sec): 3 clusters Score: Raw -1691668.267419 + Penalty 4642.201632 = -1687026.065787 nChanged 9 SP:Iteration 32Q (10959.350000 sec): 3 clusters Score: Raw -1691671.685720 + Penalty 4642.201632 = -1687029.484088 nChanged 8 SP:Iteration 33Q (10959.580000 sec): 3 clusters Score: Raw -1691674.419425 + Penalty 4642.201632 = -1687032.217793 nChanged 3 SP:Iteration 34Q (10959.820000 sec): 3 clusters Score: Raw -1691675.807735 + Penalty 4642.201632 = -1687033.606102 nChanged 3 SP:Iteration 35Q (10960.060000 sec): 3 clusters Score: Raw -1691676.339618 + Penalty 4642.201632 = -1687034.137986 nChanged 0 SP:Iteration 36F (10960.320000 sec): 3 clusters Score: Raw -1691676.339618 + Penalty 4642.201632 = -1687034.137986 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 20 (1505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10960.410000 sec): 2 clusters Score: Raw -216297.952934 + Penalty 1814.503948 = -214483.448986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10960.580000 sec): 3 clusters Score: Raw -215827.902086 + Penalty 3629.007896 = -212198.894190 nChanged 434 SP:Iteration 1F (10960.860000 sec): 3 clusters Score: Raw -216180.578113 + Penalty 3629.007896 = -212551.570217 nChanged 83 SP:Iteration 2F (10961.040000 sec): 3 clusters Score: Raw -216248.882644 + Penalty 3629.007896 = -212619.874748 nChanged 40 SP:Iteration 3Q (10961.240000 sec): 3 clusters Score: Raw -216291.652837 + Penalty 3629.007896 = -212662.644941 nChanged 39 SP:Iteration 4Q (10961.410000 sec): 3 clusters Score: Raw -216328.002025 + Penalty 3629.007896 = -212698.994129 nChanged 26 SP:Iteration 5Q (10961.650000 sec): 3 clusters Score: Raw -216353.287129 + Penalty 3629.007896 = -212724.279234 nChanged 15 SP:Iteration 6Q (10961.800000 sec): 3 clusters Score: Raw -216363.715531 + Penalty 3629.007896 = -212734.707635 nChanged 6 SP:Iteration 7Q (10962.010000 sec): 3 clusters Score: Raw -216367.420184 + Penalty 3629.007896 = -212738.412288 nChanged 8 SP:Iteration 8Q (10962.190000 sec): 3 clusters Score: Raw -216373.578397 + Penalty 3629.007896 = -212744.570501 nChanged 1 SP:Iteration 9Q (10962.370000 sec): 3 clusters Score: Raw -216373.830038 + Penalty 3629.007896 = -212744.822142 nChanged 0 SP:Iteration 10F (10962.600000 sec): 3 clusters Score: Raw -216373.830038 + Penalty 3629.007896 = -212744.822142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10962.650000 sec): 2 clusters Score: Raw -39174.359501 + Penalty 1412.045570 = -37762.313930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10962.830000 sec): 3 clusters Score: Raw -39356.742152 + Penalty 2824.091141 = -36532.651011 nChanged 37 SP:Iteration 1F (10963.030000 sec): 3 clusters Score: Raw -39503.534771 + Penalty 2824.091141 = -36679.443631 nChanged 14 SP:Iteration 2Q (10963.210000 sec): 3 clusters Score: Raw -39553.293136 + Penalty 2824.091141 = -36729.201996 nChanged 5 SP:Iteration 3Q (10963.410000 sec): 3 clusters Score: Raw -39565.779833 + Penalty 2824.091141 = -36741.688693 nChanged 5 SP:Iteration 4Q (10963.590000 sec): 3 clusters Score: Raw -39597.472468 + Penalty 2824.091141 = -36773.381327 nChanged 2 SP:Iteration 5Q (10963.750000 sec): 3 clusters Score: Raw -39623.814617 + Penalty 2824.091141 = -36799.723476 nChanged 1 SP:Iteration 6Q (10963.940000 sec): 3 clusters Score: Raw -39652.122291 + Penalty 2824.091141 = -36828.031150 nChanged 2 SP:Iteration 7Q (10964.150000 sec): 3 clusters Score: Raw -39710.969591 + Penalty 2824.091141 = -36886.878450 nChanged 7 SP:Iteration 8Q (10964.290000 sec): 3 clusters Score: Raw -40021.553986 + Penalty 2824.091141 = -37197.462845 nChanged 19 SP:Iteration 9F (10964.480000 sec): 3 clusters Score: Raw -40105.726736 + Penalty 2824.091141 = -37281.635595 nChanged 15 SP:Iteration 10F (10964.650000 sec): 3 clusters Score: Raw -40181.133213 + Penalty 2824.091141 = -37357.042072 nChanged 5 SP:Iteration 11Q (10964.840000 sec): 3 clusters Score: Raw -40201.854780 + Penalty 2824.091141 = -37377.763639 nChanged 2 SP:Iteration 12Q (10965.020000 sec): 3 clusters Score: Raw -40216.832352 + Penalty 2824.091141 = -37392.741211 nChanged 1 SP:Iteration 13Q (10965.200000 sec): 3 clusters Score: Raw -40220.281446 + Penalty 2824.091141 = -37396.190305 nChanged 1 SP:Iteration 14Q (10965.330000 sec): 3 clusters Score: Raw -40224.712735 + Penalty 2824.091141 = -37400.621594 nChanged 3 SP:Iteration 15Q (10965.480000 sec): 3 clusters Score: Raw -40242.813690 + Penalty 2824.091141 = -37418.722549 nChanged 1 SP:Iteration 16Q (10965.630000 sec): 3 clusters Score: Raw -40250.194416 + Penalty 2824.091141 = -37426.103275 nChanged 2 SP:Iteration 17Q (10965.770000 sec): 3 clusters Score: Raw -40263.406626 + Penalty 2824.091141 = -37439.315486 nChanged 4 SP:Iteration 18Q (10965.880000 sec): 3 clusters Score: Raw -40278.293345 + Penalty 2824.091141 = -37454.202205 nChanged 3 SP:Iteration 19Q (10966.080000 sec): 3 clusters Score: Raw -40295.632254 + Penalty 2824.091141 = -37471.541113 nChanged 3 SP:Iteration 20F (10966.260000 sec): 3 clusters Score: Raw -40313.709773 + Penalty 2824.091141 = -37489.618632 nChanged 3 SP:Iteration 21Q (10966.440000 sec): 3 clusters Score: Raw -40331.132066 + Penalty 2824.091141 = -37507.040925 nChanged 2 SP:Iteration 22Q (10966.630000 sec): 3 clusters Score: Raw -40338.817733 + Penalty 2824.091141 = -37514.726592 nChanged 1 SP:Iteration 23Q (10966.770000 sec): 3 clusters Score: Raw -40344.550333 + Penalty 2824.091141 = -37520.459193 nChanged 0 SP:Iteration 24F (10966.970000 sec): 3 clusters Score: Raw -40344.550333 + Penalty 2824.091141 = -37520.459193 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 22 (5003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10967.090000 sec): 2 clusters Score: Raw -699287.990315 + Penalty 2112.412667 = -697175.577648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10967.270000 sec): 3 clusters Score: Raw -696850.053003 + Penalty 4224.825334 = -692625.227669 nChanged 1892 SP:Iteration 1F (10967.480000 sec): 3 clusters Score: Raw -697951.184652 + Penalty 4224.825334 = -693726.359318 nChanged 403 SP:Iteration 2F (10967.760000 sec): 3 clusters Score: Raw -698232.301758 + Penalty 4224.825334 = -694007.476425 nChanged 302 SP:Iteration 3F (10967.980000 sec): 3 clusters Score: Raw -698460.137606 + Penalty 4224.825334 = -694235.312272 nChanged 251 SP:Iteration 4F (10968.190000 sec): 3 clusters Score: Raw -698635.909843 + Penalty 4224.825334 = -694411.084510 nChanged 227 SP:Iteration 5Q (10968.430000 sec): 3 clusters Score: Raw -698791.947226 + Penalty 4224.825334 = -694567.121892 nChanged 176 SP:Iteration 6Q (10968.710000 sec): 3 clusters Score: Raw -698910.577151 + Penalty 4224.825334 = -694685.751817 nChanged 173 SP:Iteration 7Q (10968.940000 sec): 3 clusters Score: Raw -699032.930602 + Penalty 4224.825334 = -694808.105269 nChanged 158 SP:Iteration 8Q (10969.180000 sec): 3 clusters Score: Raw -699151.765999 + Penalty 4224.825334 = -694926.940665 nChanged 158 SP:Iteration 9Q (10969.420000 sec): 3 clusters Score: Raw -699291.653614 + Penalty 4224.825334 = -695066.828281 nChanged 166 SP:Iteration 10Q (10969.640000 sec): 3 clusters Score: Raw -699432.446766 + Penalty 4224.825334 = -695207.621432 nChanged 159 SP:Iteration 11Q (10969.800000 sec): 3 clusters Score: Raw -699570.579137 + Penalty 4224.825334 = -695345.753803 nChanged 122 SP:Iteration 12Q (10970.010000 sec): 3 clusters Score: Raw -699701.466240 + Penalty 4224.825334 = -695476.640907 nChanged 113 SP:Iteration 13Q (10970.240000 sec): 3 clusters Score: Raw -699808.853629 + Penalty 4224.825334 = -695584.028295 nChanged 105 SP:Iteration 14Q (10970.410000 sec): 3 clusters Score: Raw -699902.054572 + Penalty 4224.825334 = -695677.229238 nChanged 69 SP:Iteration 15Q (10970.610000 sec): 3 clusters Score: Raw -699949.254015 + Penalty 4224.825334 = -695724.428681 nChanged 54 SP:Iteration 16Q (10970.800000 sec): 3 clusters Score: Raw -699997.377655 + Penalty 4224.825334 = -695772.552321 nChanged 58 SP:Iteration 17Q (10971.000000 sec): 3 clusters Score: Raw -700049.275674 + Penalty 4224.825334 = -695824.450340 nChanged 58 SP:Iteration 18Q (10971.180000 sec): 3 clusters Score: Raw -700106.428707 + Penalty 4224.825334 = -695881.603373 nChanged 60 SP:Iteration 19Q (10971.380000 sec): 3 clusters Score: Raw -700162.270867 + Penalty 4224.825334 = -695937.445534 nChanged 51 SP:Iteration 20F (10971.560000 sec): 3 clusters Score: Raw -700211.909407 + Penalty 4224.825334 = -695987.084074 nChanged 55 SP:Iteration 21Q (10971.710000 sec): 3 clusters Score: Raw -700269.188452 + Penalty 4224.825334 = -696044.363119 nChanged 54 SP:Iteration 22Q (10971.920000 sec): 3 clusters Score: Raw -700324.916524 + Penalty 4224.825334 = -696100.091190 nChanged 57 SP:Iteration 23Q (10972.120000 sec): 3 clusters Score: Raw -700389.433579 + Penalty 4224.825334 = -696164.608245 nChanged 64 SP:Iteration 24Q (10972.320000 sec): 3 clusters Score: Raw -700468.752242 + Penalty 4224.825334 = -696243.926908 nChanged 53 SP:Iteration 25Q (10972.510000 sec): 3 clusters Score: Raw -700536.932479 + Penalty 4224.825334 = -696312.107145 nChanged 44 SP:Iteration 26Q (10972.690000 sec): 3 clusters Score: Raw -700607.677654 + Penalty 4224.825334 = -696382.852320 nChanged 32 SP:Iteration 27Q (10972.920000 sec): 3 clusters Score: Raw -700631.918560 + Penalty 4224.825334 = -696407.093226 nChanged 22 SP:Iteration 28Q (10973.080000 sec): 3 clusters Score: Raw -700643.460984 + Penalty 4224.825334 = -696418.635650 nChanged 10 SP:Iteration 29Q (10973.240000 sec): 3 clusters Score: Raw -700650.607485 + Penalty 4224.825334 = -696425.782151 nChanged 7 SP:Iteration 30Q (10973.440000 sec): 3 clusters Score: Raw -700654.924675 + Penalty 4224.825334 = -696430.099341 nChanged 4 SP:Iteration 31Q (10973.660000 sec): 3 clusters Score: Raw -700656.645581 + Penalty 4224.825334 = -696431.820247 nChanged 2 SP:Iteration 32Q (10973.840000 sec): 3 clusters Score: Raw -700657.602856 + Penalty 4224.825334 = -696432.777522 nChanged 5 SP:Iteration 33Q (10974.020000 sec): 3 clusters Score: Raw -700660.656817 + Penalty 4224.825334 = -696435.831483 nChanged 7 SP:Iteration 34Q (10974.180000 sec): 3 clusters Score: Raw -700664.968730 + Penalty 4224.825334 = -696440.143396 nChanged 5 SP:Iteration 35Q (10974.400000 sec): 3 clusters Score: Raw -700667.382802 + Penalty 4224.825334 = -696442.557468 nChanged 4 SP:Iteration 36Q (10974.600000 sec): 3 clusters Score: Raw -700669.097848 + Penalty 4224.825334 = -696444.272515 nChanged 6 SP:Iteration 37Q (10974.820000 sec): 3 clusters Score: Raw -700671.959844 + Penalty 4224.825334 = -696447.134511 nChanged 4 SP:Iteration 38Q (10975.010000 sec): 3 clusters Score: Raw -700673.892818 + Penalty 4224.825334 = -696449.067484 nChanged 1 SP:Iteration 39Q (10975.230000 sec): 3 clusters Score: Raw -700674.467612 + Penalty 4224.825334 = -696449.642278 nChanged 1 SP:Iteration 40F (10975.470000 sec): 3 clusters Score: Raw -700674.819124 + Penalty 4224.825334 = -696449.993791 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 23 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10975.550000 sec): 2 clusters Score: Raw -59330.903476 + Penalty 1510.644851 = -57820.258625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10975.730000 sec): 3 clusters Score: Raw -59547.045656 + Penalty 3021.289702 = -56525.755954 nChanged 97 SP:Iteration 1F (10975.980000 sec): 3 clusters Score: Raw -59785.347328 + Penalty 3021.289702 = -56764.057626 nChanged 20 SP:Iteration 2Q (10976.110000 sec): 3 clusters Score: Raw -59842.120576 + Penalty 3021.289702 = -56820.830874 nChanged 16 SP:Iteration 3Q (10976.260000 sec): 3 clusters Score: Raw -59882.330536 + Penalty 3021.289702 = -56861.040835 nChanged 15 SP:Iteration 4Q (10976.460000 sec): 3 clusters Score: Raw -59913.638278 + Penalty 3021.289702 = -56892.348576 nChanged 6 SP:Iteration 5Q (10976.620000 sec): 3 clusters Score: Raw -59947.641589 + Penalty 3021.289702 = -56926.351888 nChanged 5 SP:Iteration 6Q (10976.820000 sec): 3 clusters Score: Raw -59963.792543 + Penalty 3021.289702 = -56942.502842 nChanged 2 SP:Iteration 7Q (10977.030000 sec): 3 clusters Score: Raw -60005.402350 + Penalty 3021.289702 = -56984.112648 nChanged 3 SP:Iteration 8Q (10977.190000 sec): 3 clusters Score: Raw -60038.744194 + Penalty 3021.289702 = -57017.454492 nChanged 4 SP:Iteration 9Q (10977.390000 sec): 3 clusters Score: Raw -60047.835583 + Penalty 3021.289702 = -57026.545882 nChanged 1 SP:Iteration 10Q (10977.580000 sec): 3 clusters Score: Raw -60051.644809 + Penalty 3021.289702 = -57030.355107 nChanged 2 SP:Iteration 11Q (10977.770000 sec): 3 clusters Score: Raw -60054.927778 + Penalty 3021.289702 = -57033.638076 nChanged 0 SP:Iteration 12F (10977.980000 sec): 3 clusters Score: Raw -60054.927778 + Penalty 3021.289702 = -57033.638076 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 24 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10978.060000 sec): 2 clusters Score: Raw -86285.250438 + Penalty 1591.754504 = -84693.495934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10978.280000 sec): 3 clusters Score: Raw -86264.220943 + Penalty 3183.509008 = -83080.711935 nChanged 133 SP:Iteration 1F (10978.480000 sec): 3 clusters Score: Raw -86540.861655 + Penalty 3183.509008 = -83357.352647 nChanged 32 SP:Iteration 2F (10978.700000 sec): 3 clusters Score: Raw -86625.339467 + Penalty 3183.509008 = -83441.830458 nChanged 21 SP:Iteration 3Q (10978.860000 sec): 3 clusters Score: Raw -86659.606049 + Penalty 3183.509008 = -83476.097041 nChanged 12 SP:Iteration 4Q (10979.020000 sec): 3 clusters Score: Raw -86677.085289 + Penalty 3183.509008 = -83493.576281 nChanged 5 SP:Iteration 5Q (10979.240000 sec): 3 clusters Score: Raw -86691.674642 + Penalty 3183.509008 = -83508.165633 nChanged 2 SP:Iteration 6Q (10979.410000 sec): 3 clusters Score: Raw -86696.061423 + Penalty 3183.509008 = -83512.552415 nChanged 2 SP:Iteration 7Q (10979.570000 sec): 3 clusters Score: Raw -86698.727070 + Penalty 3183.509008 = -83515.218062 nChanged 1 SP:Iteration 8Q (10979.800000 sec): 3 clusters Score: Raw -86699.583028 + Penalty 3183.509008 = -83516.074020 nChanged 0 SP:Iteration 9F (10979.980000 sec): 3 clusters Score: Raw -86699.583028 + Penalty 3183.509008 = -83516.074020 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 25 (15590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10980.150000 sec): 2 clusters Score: Raw -2174099.536310 + Penalty 2394.287471 = -2171705.248839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10980.440000 sec): 3 clusters Score: Raw -2165271.515051 + Penalty 4788.574941 = -2160482.940109 nChanged 6760 SP:Iteration 1F (10980.690000 sec): 3 clusters Score: Raw -2169010.142349 + Penalty 4788.574941 = -2164221.567408 nChanged 985 SP:Iteration 2F (10980.970000 sec): 3 clusters Score: Raw -2169453.642060 + Penalty 4788.574941 = -2164665.067118 nChanged 791 SP:Iteration 3F (10981.220000 sec): 3 clusters Score: Raw -2169786.895861 + Penalty 4788.574941 = -2164998.320919 nChanged 703 SP:Iteration 4Q (10981.520000 sec): 3 clusters Score: Raw -2170109.906062 + Penalty 4788.574941 = -2165321.331121 nChanged 676 SP:Iteration 5Q (10981.740000 sec): 3 clusters Score: Raw -2170441.431126 + Penalty 4788.574941 = -2165652.856185 nChanged 704 SP:Iteration 6Q (10982.040000 sec): 3 clusters Score: Raw -2170819.980857 + Penalty 4788.574941 = -2166031.405915 nChanged 725 SP:Iteration 7Q (10982.340000 sec): 3 clusters Score: Raw -2171274.618190 + Penalty 4788.574941 = -2166486.043249 nChanged 787 SP:Iteration 8F (10982.640000 sec): 3 clusters Score: Raw -2171842.737821 + Penalty 4788.574941 = -2167054.162880 nChanged 846 SP:Iteration 9F (10982.920000 sec): 3 clusters Score: Raw -2172478.504692 + Penalty 4788.574941 = -2167689.929751 nChanged 852 SP:Iteration 10F (10983.170000 sec): 3 clusters Score: Raw -2173068.989199 + Penalty 4788.574941 = -2168280.414258 nChanged 689 SP:Iteration 11Q (10983.490000 sec): 3 clusters Score: Raw -2173535.204329 + Penalty 4788.574941 = -2168746.629388 nChanged 571 SP:Iteration 12Q (10983.790000 sec): 3 clusters Score: Raw -2173859.937190 + Penalty 4788.574941 = -2169071.362249 nChanged 483 SP:Iteration 13Q (10984.100000 sec): 3 clusters Score: Raw -2174108.306138 + Penalty 4788.574941 = -2169319.731197 nChanged 374 SP:Iteration 14Q (10984.370000 sec): 3 clusters Score: Raw -2174274.213903 + Penalty 4788.574941 = -2169485.638962 nChanged 299 SP:Iteration 15Q (10984.670000 sec): 3 clusters Score: Raw -2174381.850063 + Penalty 4788.574941 = -2169593.275122 nChanged 222 SP:Iteration 16Q (10984.950000 sec): 3 clusters Score: Raw -2174454.435579 + Penalty 4788.574941 = -2169665.860638 nChanged 174 SP:Iteration 17Q (10985.260000 sec): 3 clusters Score: Raw -2174508.966000 + Penalty 4788.574941 = -2169720.391059 nChanged 131 SP:Iteration 18Q (10985.570000 sec): 3 clusters Score: Raw -2174545.141275 + Penalty 4788.574941 = -2169756.566333 nChanged 109 SP:Iteration 19Q (10985.860000 sec): 3 clusters Score: Raw -2174576.253964 + Penalty 4788.574941 = -2169787.679022 nChanged 107 SP:Iteration 20F (10986.130000 sec): 3 clusters Score: Raw -2174601.593867 + Penalty 4788.574941 = -2169813.018926 nChanged 93 SP:Iteration 21Q (10986.460000 sec): 3 clusters Score: Raw -2174626.862901 + Penalty 4788.574941 = -2169838.287960 nChanged 103 SP:Iteration 22Q (10986.730000 sec): 3 clusters Score: Raw -2174655.311306 + Penalty 4788.574941 = -2169866.736365 nChanged 104 SP:Iteration 23Q (10987.030000 sec): 3 clusters Score: Raw -2174682.101989 + Penalty 4788.574941 = -2169893.527048 nChanged 91 SP:Iteration 24Q (10987.260000 sec): 3 clusters Score: Raw -2174703.914418 + Penalty 4788.574941 = -2169915.339476 nChanged 84 SP:Iteration 25Q (10987.550000 sec): 3 clusters Score: Raw -2174725.826982 + Penalty 4788.574941 = -2169937.252040 nChanged 83 SP:Iteration 26Q (10987.840000 sec): 3 clusters Score: Raw -2174746.818244 + Penalty 4788.574941 = -2169958.243303 nChanged 100 SP:Iteration 27Q (10988.160000 sec): 3 clusters Score: Raw -2174768.927100 + Penalty 4788.574941 = -2169980.352159 nChanged 92 SP:Iteration 28Q (10988.450000 sec): 3 clusters Score: Raw -2174791.066690 + Penalty 4788.574941 = -2170002.491749 nChanged 85 SP:Iteration 29Q (10988.780000 sec): 3 clusters Score: Raw -2174814.460618 + Penalty 4788.574941 = -2170025.885677 nChanged 74 SP:Iteration 30Q (10989.020000 sec): 3 clusters Score: Raw -2174829.914241 + Penalty 4788.574941 = -2170041.339300 nChanged 68 SP:Iteration 31Q (10989.320000 sec): 3 clusters Score: Raw -2174841.548540 + Penalty 4788.574941 = -2170052.973599 nChanged 50 SP:Iteration 32Q (10989.610000 sec): 3 clusters Score: Raw -2174850.184711 + Penalty 4788.574941 = -2170061.609770 nChanged 51 SP:Iteration 33Q (10989.860000 sec): 3 clusters Score: Raw -2174858.839555 + Penalty 4788.574941 = -2170070.264614 nChanged 46 SP:Iteration 34Q (10990.130000 sec): 3 clusters Score: Raw -2174866.869680 + Penalty 4788.574941 = -2170078.294739 nChanged 49 SP:Iteration 35Q (10990.360000 sec): 3 clusters Score: Raw -2174874.919256 + Penalty 4788.574941 = -2170086.344314 nChanged 39 SP:Iteration 36Q (10990.660000 sec): 3 clusters Score: Raw -2174881.368044 + Penalty 4788.574941 = -2170092.793103 nChanged 39 SP:Iteration 37Q (10990.980000 sec): 3 clusters Score: Raw -2174887.819242 + Penalty 4788.574941 = -2170099.244301 nChanged 37 SP:Iteration 38Q (10991.330000 sec): 3 clusters Score: Raw -2174892.960770 + Penalty 4788.574941 = -2170104.385828 nChanged 36 SP:Iteration 39Q (10991.600000 sec): 3 clusters Score: Raw -2174897.762713 + Penalty 4788.574941 = -2170109.187772 nChanged 33 SP:Iteration 40F (10991.910000 sec): 3 clusters Score: Raw -2174902.301862 + Penalty 4788.574941 = -2170113.726921 nChanged 34 SP:Iteration 41Q (10992.230000 sec): 3 clusters Score: Raw -2174907.828545 + Penalty 4788.574941 = -2170119.253604 nChanged 32 SP:Iteration 42Q (10992.520000 sec): 3 clusters Score: Raw -2174912.138775 + Penalty 4788.574941 = -2170123.563833 nChanged 24 SP:Iteration 43Q (10992.840000 sec): 3 clusters Score: Raw -2174915.183732 + Penalty 4788.574941 = -2170126.608791 nChanged 22 SP:Iteration 44Q (10993.160000 sec): 3 clusters Score: Raw -2174917.564968 + Penalty 4788.574941 = -2170128.990026 nChanged 22 SP:Iteration 45Q (10993.390000 sec): 3 clusters Score: Raw -2174920.277087 + Penalty 4788.574941 = -2170131.702146 nChanged 15 SP:Iteration 46Q (10993.700000 sec): 3 clusters Score: Raw -2174922.065595 + Penalty 4788.574941 = -2170133.490654 nChanged 16 SP:Iteration 47Q (10993.940000 sec): 3 clusters Score: Raw -2174924.231141 + Penalty 4788.574941 = -2170135.656200 nChanged 21 SP:Iteration 48Q (10994.210000 sec): 3 clusters Score: Raw -2174926.693964 + Penalty 4788.574941 = -2170138.119023 nChanged 18 SP:Iteration 49Q (10994.470000 sec): 3 clusters Score: Raw -2174928.492737 + Penalty 4788.574941 = -2170139.917795 nChanged 10 SP:Iteration 50Q (10994.770000 sec): 3 clusters Score: Raw -2174929.559309 + Penalty 4788.574941 = -2170140.984368 nChanged 11 SP:Iteration 51Q (10995.000000 sec): 3 clusters Score: Raw -2174930.701141 + Penalty 4788.574941 = -2170142.126200 nChanged 14 SP:Iteration 52Q (10995.290000 sec): 3 clusters Score: Raw -2174932.239702 + Penalty 4788.574941 = -2170143.664761 nChanged 11 SP:Iteration 53Q (10995.560000 sec): 3 clusters Score: Raw -2174933.797817 + Penalty 4788.574941 = -2170145.222876 nChanged 18 SP:Iteration 54Q (10995.830000 sec): 3 clusters Score: Raw -2174936.511629 + Penalty 4788.574941 = -2170147.936687 nChanged 17 SP:Iteration 55Q (10996.080000 sec): 3 clusters Score: Raw -2174938.275174 + Penalty 4788.574941 = -2170149.700233 nChanged 15 SP:Iteration 56Q (10996.380000 sec): 3 clusters Score: Raw -2174939.780588 + Penalty 4788.574941 = -2170151.205647 nChanged 12 SP:Iteration 57Q (10996.590000 sec): 3 clusters Score: Raw -2174940.944316 + Penalty 4788.574941 = -2170152.369375 nChanged 8 SP:Iteration 58Q (10996.860000 sec): 3 clusters Score: Raw -2174941.706754 + Penalty 4788.574941 = -2170153.131813 nChanged 7 SP:Iteration 59Q (10997.100000 sec): 3 clusters Score: Raw -2174942.577697 + Penalty 4788.574941 = -2170154.002756 nChanged 10 SP:Iteration 60F (10997.340000 sec): 3 clusters Score: Raw -2174943.698152 + Penalty 4788.574941 = -2170155.123211 nChanged 13 SP:Iteration 61Q (10997.620000 sec): 3 clusters Score: Raw -2174945.068087 + Penalty 4788.574941 = -2170156.493145 nChanged 10 SP:Iteration 62Q (10997.880000 sec): 3 clusters Score: Raw -2174946.100644 + Penalty 4788.574941 = -2170157.525702 nChanged 11 SP:Iteration 63Q (10998.090000 sec): 3 clusters Score: Raw -2174947.004320 + Penalty 4788.574941 = -2170158.429379 nChanged 8 SP:Iteration 64Q (10998.370000 sec): 3 clusters Score: Raw -2174947.702638 + Penalty 4788.574941 = -2170159.127697 nChanged 5 SP:Iteration 65Q (10998.610000 sec): 3 clusters Score: Raw -2174948.281546 + Penalty 4788.574941 = -2170159.706605 nChanged 11 SP:Iteration 66Q (10998.890000 sec): 3 clusters Score: Raw -2174949.235588 + Penalty 4788.574941 = -2170160.660647 nChanged 7 SP:Iteration 67Q (10999.100000 sec): 3 clusters Score: Raw -2174949.784747 + Penalty 4788.574941 = -2170161.209806 nChanged 4 SP:Iteration 68Q (10999.370000 sec): 3 clusters Score: Raw -2174950.181249 + Penalty 4788.574941 = -2170161.606308 nChanged 3 SP:Iteration 69Q (10999.600000 sec): 3 clusters Score: Raw -2174950.389007 + Penalty 4788.574941 = -2170161.814066 nChanged 5 SP:Iteration 70Q (10999.880000 sec): 3 clusters Score: Raw -2174950.837336 + Penalty 4788.574941 = -2170162.262395 nChanged 4 SP:Iteration 71Q (11000.090000 sec): 3 clusters Score: Raw -2174951.286312 + Penalty 4788.574941 = -2170162.711370 nChanged 5 SP:Iteration 72Q (11000.350000 sec): 3 clusters Score: Raw -2174951.691603 + Penalty 4788.574941 = -2170163.116662 nChanged 2 SP:Iteration 73Q (11000.570000 sec): 3 clusters Score: Raw -2174951.809868 + Penalty 4788.574941 = -2170163.234927 nChanged 0 SP:Iteration 74F (11000.820000 sec): 3 clusters Score: Raw -2174951.809868 + Penalty 4788.574941 = -2170163.234927 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 26 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11000.910000 sec): 2 clusters Score: Raw -20097.816207 + Penalty 1252.364290 = -18845.451917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11001.120000 sec): 3 clusters Score: Raw -20301.027029 + Penalty 2504.728580 = -17796.298450 nChanged 6 SP:Iteration 1Q (11001.260000 sec): 3 clusters Score: Raw -20339.722350 + Penalty 2504.728580 = -17834.993770 nChanged 1 SP:Iteration 2Q (11001.440000 sec): 3 clusters Score: Raw -20347.951982 + Penalty 2504.728580 = -17843.223402 nChanged 1 SP:Iteration 3Q (11001.620000 sec): 3 clusters Score: Raw -20351.993972 + Penalty 2504.728580 = -17847.265392 nChanged 1 SP:Iteration 4Q (11001.780000 sec): 3 clusters Score: Raw -20357.405890 + Penalty 2504.728580 = -17852.677311 nChanged 0 SP:Iteration 5F (11001.940000 sec): 3 clusters Score: Raw -20357.405890 + Penalty 2504.728580 = -17852.677311 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 27 (17836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11002.130000 sec): 2 clusters Score: Raw -2515828.055325 + Penalty 2427.665593 = -2513400.389731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11002.440000 sec): 3 clusters Score: Raw -2505575.471645 + Penalty 4855.331186 = -2500720.140459 nChanged 7755 SP:Iteration 1F (11002.660000 sec): 3 clusters Score: Raw -2509730.692789 + Penalty 4855.331186 = -2504875.361603 nChanged 1025 SP:Iteration 2F (11002.940000 sec): 3 clusters Score: Raw -2510124.424225 + Penalty 4855.331186 = -2505269.093039 nChanged 808 SP:Iteration 3Q (11003.200000 sec): 3 clusters Score: Raw -2510450.285501 + Penalty 4855.331186 = -2505594.954315 nChanged 774 SP:Iteration 4Q (11003.460000 sec): 3 clusters Score: Raw -2510857.496479 + Penalty 4855.331186 = -2506002.165293 nChanged 850 SP:Iteration 5Q (11003.720000 sec): 3 clusters Score: Raw -2511415.045561 + Penalty 4855.331186 = -2506559.714375 nChanged 1012 SP:Iteration 6F (11003.980000 sec): 3 clusters Score: Raw -2512169.746550 + Penalty 4855.331186 = -2507314.415364 nChanged 1165 SP:Iteration 7F (11004.250000 sec): 3 clusters Score: Raw -2513022.426109 + Penalty 4855.331186 = -2508167.094923 nChanged 1175 SP:Iteration 8F (11004.530000 sec): 3 clusters Score: Raw -2513850.470307 + Penalty 4855.331186 = -2508995.139121 nChanged 1053 SP:Iteration 9F (11004.830000 sec): 3 clusters Score: Raw -2514598.667641 + Penalty 4855.331186 = -2509743.336455 nChanged 930 SP:Iteration 10F (11005.090000 sec): 3 clusters Score: Raw -2515237.413335 + Penalty 4855.331186 = -2510382.082149 nChanged 772 SP:Iteration 11Q (11005.340000 sec): 3 clusters Score: Raw -2515769.363024 + Penalty 4855.331186 = -2510914.031838 nChanged 624 SP:Iteration 12Q (11005.600000 sec): 3 clusters Score: Raw -2516225.785099 + Penalty 4855.331186 = -2511370.453913 nChanged 560 SP:Iteration 13Q (11005.920000 sec): 3 clusters Score: Raw -2516652.749309 + Penalty 4855.331186 = -2511797.418123 nChanged 561 SP:Iteration 14Q (11006.160000 sec): 3 clusters Score: Raw -2517111.562497 + Penalty 4855.331186 = -2512256.231311 nChanged 560 SP:Iteration 15Q (11006.440000 sec): 3 clusters Score: Raw -2517572.440005 + Penalty 4855.331186 = -2512717.108819 nChanged 486 SP:Iteration 16Q (11006.720000 sec): 3 clusters Score: Raw -2517948.871089 + Penalty 4855.331186 = -2513093.539903 nChanged 396 SP:Iteration 17Q (11007.010000 sec): 3 clusters Score: Raw -2518253.965052 + Penalty 4855.331186 = -2513398.633866 nChanged 356 SP:Iteration 18Q (11007.300000 sec): 3 clusters Score: Raw -2518505.285171 + Penalty 4855.331186 = -2513649.953984 nChanged 317 SP:Iteration 19Q (11007.540000 sec): 3 clusters Score: Raw -2518720.776773 + Penalty 4855.331186 = -2513865.445587 nChanged 235 SP:Iteration 20F (11007.830000 sec): 3 clusters Score: Raw -2518851.885117 + Penalty 4855.331186 = -2513996.553931 nChanged 147 SP:Iteration 21Q (11008.120000 sec): 3 clusters Score: Raw -2518911.669736 + Penalty 4855.331186 = -2514056.338550 nChanged 98 SP:Iteration 22Q (11008.420000 sec): 3 clusters Score: Raw -2518936.031208 + Penalty 4855.331186 = -2514080.700022 nChanged 63 SP:Iteration 23Q (11008.660000 sec): 3 clusters Score: Raw -2518946.610627 + Penalty 4855.331186 = -2514091.279441 nChanged 31 SP:Iteration 24Q (11008.900000 sec): 3 clusters Score: Raw -2518951.197064 + Penalty 4855.331186 = -2514095.865877 nChanged 28 SP:Iteration 25Q (11009.160000 sec): 3 clusters Score: Raw -2518954.941480 + Penalty 4855.331186 = -2514099.610294 nChanged 21 SP:Iteration 26Q (11009.480000 sec): 3 clusters Score: Raw -2518957.530029 + Penalty 4855.331186 = -2514102.198843 nChanged 15 SP:Iteration 27Q (11009.740000 sec): 3 clusters Score: Raw -2518959.105551 + Penalty 4855.331186 = -2514103.774365 nChanged 13 SP:Iteration 28Q (11009.970000 sec): 3 clusters Score: Raw -2518960.445594 + Penalty 4855.331186 = -2514105.114408 nChanged 7 SP:Iteration 29Q (11010.260000 sec): 3 clusters Score: Raw -2518961.015805 + Penalty 4855.331186 = -2514105.684619 nChanged 6 SP:Iteration 30Q (11010.550000 sec): 3 clusters Score: Raw -2518961.349791 + Penalty 4855.331186 = -2514106.018605 nChanged 2 SP:Iteration 31Q (11010.790000 sec): 3 clusters Score: Raw -2518961.487546 + Penalty 4855.331186 = -2514106.156359 nChanged 1 SP:Iteration 32Q (11011.110000 sec): 3 clusters Score: Raw -2518961.524489 + Penalty 4855.331186 = -2514106.193303 nChanged 0 SP:Iteration 33F (11011.390000 sec): 3 clusters Score: Raw -2518961.524489 + Penalty 4855.331186 = -2514106.193303 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 28 (123240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11011.950000 sec): 2 clusters Score: Raw -18043133.480633 + Penalty 2907.028460 = -18040226.452173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11012.820000 sec): 3 clusters Score: Raw -17963319.285646 + Penalty 5814.056921 = -17957505.228726 nChanged 58996 SP:Iteration 1F (11013.630000 sec): 3 clusters Score: Raw -17997644.397194 + Penalty 5814.056921 = -17991830.340274 nChanged 4450 SP:Iteration 2Q (11014.520000 sec): 3 clusters Score: Raw -17998898.113946 + Penalty 5814.056921 = -17993084.057026 nChanged 4642 SP:Iteration 3Q (11015.360000 sec): 3 clusters Score: Raw -18000377.456225 + Penalty 5814.056921 = -17994563.399304 nChanged 4965 SP:Iteration 4Q (11016.160000 sec): 3 clusters Score: Raw -18002182.474953 + Penalty 5814.056921 = -17996368.418032 nChanged 5708 SP:Iteration 5Q (11017.020000 sec): 3 clusters Score: Raw -18004503.872174 + Penalty 5814.056921 = -17998689.815253 nChanged 6057 SP:Iteration 6Q (11017.910000 sec): 3 clusters Score: Raw -18007208.376740 + Penalty 5814.056921 = -18001394.319819 nChanged 6598 SP:Iteration 7F (11018.720000 sec): 3 clusters Score: Raw -18010431.738341 + Penalty 5814.056921 = -18004617.681420 nChanged 6891 SP:Iteration 8F (11019.540000 sec): 3 clusters Score: Raw -18014123.392652 + Penalty 5814.056921 = -18008309.335731 nChanged 7145 SP:Iteration 9F (11020.350000 sec): 3 clusters Score: Raw -18018479.719847 + Penalty 5814.056921 = -18012665.662927 nChanged 7261 SP:Iteration 10F (11021.130000 sec): 3 clusters Score: Raw -18023429.299610 + Penalty 5814.056921 = -18017615.242689 nChanged 6734 SP:Iteration 11F (11021.950000 sec): 3 clusters Score: Raw -18028610.750421 + Penalty 5814.056921 = -18022796.693500 nChanged 5712 SP:Iteration 12Q (11022.860000 sec): 3 clusters Score: Raw -18033420.544685 + Penalty 5814.056921 = -18027606.487764 nChanged 4255 SP:Iteration 13Q (11023.740000 sec): 3 clusters Score: Raw -18037084.007539 + Penalty 5814.056921 = -18031269.950619 nChanged 2965 SP:Iteration 14Q (11024.600000 sec): 3 clusters Score: Raw -18039426.988198 + Penalty 5814.056921 = -18033612.931277 nChanged 2137 SP:Iteration 15Q (11025.330000 sec): 3 clusters Score: Raw -18041011.810572 + Penalty 5814.056921 = -18035197.753651 nChanged 1635 SP:Iteration 16Q (11026.050000 sec): 3 clusters Score: Raw -18042208.522904 + Penalty 5814.056921 = -18036394.465984 nChanged 1201 SP:Iteration 17Q (11026.800000 sec): 3 clusters Score: Raw -18043021.754039 + Penalty 5814.056921 = -18037207.697118 nChanged 883 SP:Iteration 18Q (11027.560000 sec): 3 clusters Score: Raw -18043568.980161 + Penalty 5814.056921 = -18037754.923241 nChanged 668 SP:Iteration 19Q (11028.270000 sec): 3 clusters Score: Raw -18043905.746135 + Penalty 5814.056921 = -18038091.689214 nChanged 500 SP:Iteration 20F (11029.080000 sec): 3 clusters Score: Raw -18044126.194058 + Penalty 5814.056921 = -18038312.137137 nChanged 426 SP:Iteration 21Q (11029.980000 sec): 3 clusters Score: Raw -18044279.943889 + Penalty 5814.056921 = -18038465.886968 nChanged 349 SP:Iteration 22Q (11030.830000 sec): 3 clusters Score: Raw -18044385.394719 + Penalty 5814.056921 = -18038571.337798 nChanged 275 SP:Iteration 23Q (11031.650000 sec): 3 clusters Score: Raw -18044454.802591 + Penalty 5814.056921 = -18038640.745671 nChanged 203 SP:Iteration 24Q (11032.480000 sec): 3 clusters Score: Raw -18044500.875004 + Penalty 5814.056921 = -18038686.818083 nChanged 150 SP:Iteration 25Q (11033.340000 sec): 3 clusters Score: Raw -18044534.028037 + Penalty 5814.056921 = -18038719.971117 nChanged 133 SP:Iteration 26Q (11034.160000 sec): 3 clusters Score: Raw -18044558.774530 + Penalty 5814.056921 = -18038744.717610 nChanged 108 SP:Iteration 27Q (11034.900000 sec): 3 clusters Score: Raw -18044575.030606 + Penalty 5814.056921 = -18038760.973685 nChanged 92 SP:Iteration 28Q (11035.630000 sec): 3 clusters Score: Raw -18044588.510109 + Penalty 5814.056921 = -18038774.453189 nChanged 76 SP:Iteration 29Q (11036.400000 sec): 3 clusters Score: Raw -18044600.032465 + Penalty 5814.056921 = -18038785.975544 nChanged 76 SP:Iteration 30Q (11037.230000 sec): 3 clusters Score: Raw -18044613.323064 + Penalty 5814.056921 = -18038799.266144 nChanged 73 SP:Iteration 31Q (11037.970000 sec): 3 clusters Score: Raw -18044625.658113 + Penalty 5814.056921 = -18038811.601192 nChanged 63 SP:Iteration 32Q (11038.730000 sec): 3 clusters Score: Raw -18044635.563762 + Penalty 5814.056921 = -18038821.506842 nChanged 56 SP:Iteration 33Q (11039.480000 sec): 3 clusters Score: Raw -18044643.702513 + Penalty 5814.056921 = -18038829.645592 nChanged 62 SP:Iteration 34Q (11040.190000 sec): 3 clusters Score: Raw -18044653.521478 + Penalty 5814.056921 = -18038839.464558 nChanged 53 SP:Iteration 35Q (11041.010000 sec): 3 clusters Score: Raw -18044661.111127 + Penalty 5814.056921 = -18038847.054206 nChanged 42 SP:Iteration 36Q (11041.730000 sec): 3 clusters Score: Raw -18044667.728115 + Penalty 5814.056921 = -18038853.671194 nChanged 36 SP:Iteration 37Q (11042.380000 sec): 3 clusters Score: Raw -18044672.728034 + Penalty 5814.056921 = -18038858.671113 nChanged 30 SP:Iteration 38Q (11043.080000 sec): 3 clusters Score: Raw -18044676.444598 + Penalty 5814.056921 = -18038862.387678 nChanged 32 SP:Iteration 39Q (11043.820000 sec): 3 clusters Score: Raw -18044680.833431 + Penalty 5814.056921 = -18038866.776510 nChanged 37 SP:Iteration 40F (11044.730000 sec): 3 clusters Score: Raw -18044686.090099 + Penalty 5814.056921 = -18038872.033178 nChanged 34 SP:Iteration 41Q (11045.580000 sec): 3 clusters Score: Raw -18044689.959188 + Penalty 5814.056921 = -18038875.902267 nChanged 24 SP:Iteration 42Q (11046.320000 sec): 3 clusters Score: Raw -18044692.672976 + Penalty 5814.056921 = -18038878.616055 nChanged 23 SP:Iteration 43Q (11047.070000 sec): 3 clusters Score: Raw -18044695.484321 + Penalty 5814.056921 = -18038881.427401 nChanged 22 SP:Iteration 44Q (11047.840000 sec): 3 clusters Score: Raw -18044698.116126 + Penalty 5814.056921 = -18038884.059206 nChanged 19 SP:Iteration 45Q (11048.670000 sec): 3 clusters Score: Raw -18044700.404474 + Penalty 5814.056921 = -18038886.347554 nChanged 24 SP:Iteration 46Q (11049.500000 sec): 3 clusters Score: Raw -18044703.646571 + Penalty 5814.056921 = -18038889.589651 nChanged 22 SP:Iteration 47Q (11050.370000 sec): 3 clusters Score: Raw -18044706.238360 + Penalty 5814.056921 = -18038892.181440 nChanged 24 SP:Iteration 48Q (11051.130000 sec): 3 clusters Score: Raw -18044709.762060 + Penalty 5814.056921 = -18038895.705139 nChanged 26 SP:Iteration 49Q (11052.000000 sec): 3 clusters Score: Raw -18044712.678543 + Penalty 5814.056921 = -18038898.621622 nChanged 23 SP:Iteration 50Q (11052.890000 sec): 3 clusters Score: Raw -18044715.197937 + Penalty 5814.056921 = -18038901.141017 nChanged 17 SP:Iteration 51Q (11053.780000 sec): 3 clusters Score: Raw -18044717.760842 + Penalty 5814.056921 = -18038903.703921 nChanged 23 SP:Iteration 52Q (11054.570000 sec): 3 clusters Score: Raw -18044721.014214 + Penalty 5814.056921 = -18038906.957294 nChanged 19 SP:Iteration 53Q (11055.400000 sec): 3 clusters Score: Raw -18044723.481044 + Penalty 5814.056921 = -18038909.424124 nChanged 12 SP:Iteration 54Q (11056.170000 sec): 3 clusters Score: Raw -18044725.342231 + Penalty 5814.056921 = -18038911.285311 nChanged 19 SP:Iteration 55Q (11056.910000 sec): 3 clusters Score: Raw -18044728.010618 + Penalty 5814.056921 = -18038913.953697 nChanged 18 SP:Iteration 56Q (11057.670000 sec): 3 clusters Score: Raw -18044730.639130 + Penalty 5814.056921 = -18038916.582210 nChanged 21 SP:Iteration 57Q (11058.510000 sec): 3 clusters Score: Raw -18044732.985531 + Penalty 5814.056921 = -18038918.928611 nChanged 17 SP:Iteration 58Q (11059.190000 sec): 3 clusters Score: Raw -18044734.731915 + Penalty 5814.056921 = -18038920.674994 nChanged 20 SP:Iteration 59Q (11059.990000 sec): 3 clusters Score: Raw -18044736.674123 + Penalty 5814.056921 = -18038922.617202 nChanged 10 SP:Iteration 60F (11060.920000 sec): 3 clusters Score: Raw -18044737.409283 + Penalty 5814.056921 = -18038923.352363 nChanged 6 SP:Iteration 61Q (11061.710000 sec): 3 clusters Score: Raw -18044737.897098 + Penalty 5814.056921 = -18038923.840177 nChanged 3 SP:Iteration 62Q (11062.460000 sec): 3 clusters Score: Raw -18044738.157383 + Penalty 5814.056921 = -18038924.100463 nChanged 2 SP:Iteration 63Q (11063.220000 sec): 3 clusters Score: Raw -18044738.314479 + Penalty 5814.056921 = -18038924.257559 nChanged 3 SP:Iteration 64Q (11063.970000 sec): 3 clusters Score: Raw -18044738.483426 + Penalty 5814.056921 = -18038924.426505 nChanged 1 SP:Iteration 65Q (11064.750000 sec): 3 clusters Score: Raw -18044738.599628 + Penalty 5814.056921 = -18038924.542707 nChanged 1 SP:Iteration 66Q (11065.560000 sec): 3 clusters Score: Raw -18044738.723610 + Penalty 5814.056921 = -18038924.666690 nChanged 3 SP:Iteration 67Q (11066.290000 sec): 3 clusters Score: Raw -18044739.221928 + Penalty 5814.056921 = -18038925.165008 nChanged 6 SP:Iteration 68Q (11067.020000 sec): 3 clusters Score: Raw -18044739.642501 + Penalty 5814.056921 = -18038925.585580 nChanged 3 SP:Iteration 69Q (11067.830000 sec): 3 clusters Score: Raw -18044739.954816 + Penalty 5814.056921 = -18038925.897895 nChanged 4 SP:Iteration 70Q (11068.630000 sec): 3 clusters Score: Raw -18044740.277030 + Penalty 5814.056921 = -18038926.220109 nChanged 3 SP:Iteration 71Q (11069.450000 sec): 3 clusters Score: Raw -18044740.426914 + Penalty 5814.056921 = -18038926.369993 nChanged 1 SP:Iteration 72Q (11070.250000 sec): 3 clusters Score: Raw -18044740.505285 + Penalty 5814.056921 = -18038926.448364 nChanged 0 SP:Iteration 73F (11071.240000 sec): 3 clusters Score: Raw -18044740.505285 + Penalty 5814.056921 = -18038926.448364 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 29 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11071.350000 sec): 2 clusters Score: Raw -13660.115567 + Penalty 1151.808943 = -12508.306624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11071.560000 sec): 3 clusters Score: Raw -14105.717733 + Penalty 2303.617886 = -11802.099847 nChanged 1 SP:Iteration 1Q (11071.670000 sec): 3 clusters Score: Raw -14115.471238 + Penalty 2303.617886 = -11811.853352 nChanged 0 SP:Iteration 2F (11071.850000 sec): 3 clusters Score: Raw -14115.471238 + Penalty 2303.617886 = -11811.853352 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 30 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11071.960000 sec): 2 clusters Score: Raw -321344.057394 + Penalty 1941.945553 = -319402.111841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11072.140000 sec): 3 clusters Score: Raw -320411.096249 + Penalty 3883.891106 = -316527.205143 nChanged 866 SP:Iteration 1F (11072.290000 sec): 3 clusters Score: Raw -321228.333999 + Penalty 3883.891106 = -317344.442893 nChanged 244 SP:Iteration 2F (11072.440000 sec): 3 clusters Score: Raw -321542.825351 + Penalty 3883.891106 = -317658.934245 nChanged 176 SP:Iteration 3F (11072.650000 sec): 3 clusters Score: Raw -321762.184728 + Penalty 3883.891106 = -317878.293622 nChanged 125 SP:Iteration 4Q (11072.820000 sec): 3 clusters Score: Raw -321902.635816 + Penalty 3883.891106 = -318018.744710 nChanged 96 SP:Iteration 5Q (11072.980000 sec): 3 clusters Score: Raw -322013.302176 + Penalty 3883.891106 = -318129.411069 nChanged 92 SP:Iteration 6Q (11073.200000 sec): 3 clusters Score: Raw -322107.807786 + Penalty 3883.891106 = -318223.916680 nChanged 70 SP:Iteration 7Q (11073.370000 sec): 3 clusters Score: Raw -322178.106938 + Penalty 3883.891106 = -318294.215832 nChanged 46 SP:Iteration 8Q (11073.530000 sec): 3 clusters Score: Raw -322213.000635 + Penalty 3883.891106 = -318329.109529 nChanged 36 SP:Iteration 9Q (11073.700000 sec): 3 clusters Score: Raw -322238.596649 + Penalty 3883.891106 = -318354.705543 nChanged 27 SP:Iteration 10Q (11073.930000 sec): 3 clusters Score: Raw -322258.816872 + Penalty 3883.891106 = -318374.925766 nChanged 22 SP:Iteration 11Q (11074.110000 sec): 3 clusters Score: Raw -322275.851635 + Penalty 3883.891106 = -318391.960528 nChanged 21 SP:Iteration 12Q (11074.330000 sec): 3 clusters Score: Raw -322292.100282 + Penalty 3883.891106 = -318408.209176 nChanged 14 SP:Iteration 13Q (11074.510000 sec): 3 clusters Score: Raw -322300.517553 + Penalty 3883.891106 = -318416.626447 nChanged 9 SP:Iteration 14Q (11074.700000 sec): 3 clusters Score: Raw -322307.545423 + Penalty 3883.891106 = -318423.654317 nChanged 9 SP:Iteration 15Q (11074.900000 sec): 3 clusters Score: Raw -322313.148563 + Penalty 3883.891106 = -318429.257456 nChanged 8 SP:Iteration 16Q (11075.090000 sec): 3 clusters Score: Raw -322317.952906 + Penalty 3883.891106 = -318434.061799 nChanged 4 SP:Iteration 17Q (11075.310000 sec): 3 clusters Score: Raw -322320.295552 + Penalty 3883.891106 = -318436.404446 nChanged 5 SP:Iteration 18Q (11075.470000 sec): 3 clusters Score: Raw -322322.943553 + Penalty 3883.891106 = -318439.052447 nChanged 5 SP:Iteration 19Q (11075.710000 sec): 3 clusters Score: Raw -322328.470656 + Penalty 3883.891106 = -318444.579550 nChanged 5 SP:Iteration 20F (11075.870000 sec): 3 clusters Score: Raw -322330.277390 + Penalty 3883.891106 = -318446.386284 nChanged 3 SP:Iteration 21Q (11076.080000 sec): 3 clusters Score: Raw -322331.189443 + Penalty 3883.891106 = -318447.298337 nChanged 3 SP:Iteration 22Q (11076.230000 sec): 3 clusters Score: Raw -322332.416307 + Penalty 3883.891106 = -318448.525201 nChanged 2 SP:Iteration 23Q (11076.400000 sec): 3 clusters Score: Raw -322333.505984 + Penalty 3883.891106 = -318449.614878 nChanged 2 SP:Iteration 24Q (11076.630000 sec): 3 clusters Score: Raw -322334.138901 + Penalty 3883.891106 = -318450.247794 nChanged 2 SP:Iteration 25Q (11076.830000 sec): 3 clusters Score: Raw -322334.810382 + Penalty 3883.891106 = -318450.919275 nChanged 1 SP:Iteration 26Q (11077.030000 sec): 3 clusters Score: Raw -322335.096499 + Penalty 3883.891106 = -318451.205392 nChanged 0 SP:Iteration 27F (11077.210000 sec): 3 clusters Score: Raw -322335.096499 + Penalty 3883.891106 = -318451.205392 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 31 (30038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11077.430000 sec): 2 clusters Score: Raw -4436696.919593 + Penalty 2556.934194 = -4434139.985399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11077.770000 sec): 3 clusters Score: Raw -4418631.684452 + Penalty 5113.868389 = -4413517.816063 nChanged 13531 SP:Iteration 1F (11078.150000 sec): 3 clusters Score: Raw -4426102.160703 + Penalty 5113.868389 = -4420988.292314 nChanged 1523 SP:Iteration 2F (11078.530000 sec): 3 clusters Score: Raw -4426649.930549 + Penalty 5113.868389 = -4421536.062160 nChanged 1426 SP:Iteration 3Q (11078.880000 sec): 3 clusters Score: Raw -4427210.341782 + Penalty 5113.868389 = -4422096.473393 nChanged 1429 SP:Iteration 4Q (11079.260000 sec): 3 clusters Score: Raw -4427833.519670 + Penalty 5113.868389 = -4422719.651281 nChanged 1540 SP:Iteration 5F (11079.610000 sec): 3 clusters Score: Raw -4428625.649887 + Penalty 5113.868389 = -4423511.781498 nChanged 1807 SP:Iteration 6F (11080.010000 sec): 3 clusters Score: Raw -4429727.774384 + Penalty 5113.868389 = -4424613.905995 nChanged 1943 SP:Iteration 7F (11080.340000 sec): 3 clusters Score: Raw -4431118.397692 + Penalty 5113.868389 = -4426004.529303 nChanged 1957 SP:Iteration 8F (11080.670000 sec): 3 clusters Score: Raw -4432606.589784 + Penalty 5113.868389 = -4427492.721396 nChanged 1705 SP:Iteration 9F (11081.030000 sec): 3 clusters Score: Raw -4433886.908249 + Penalty 5113.868389 = -4428773.039860 nChanged 1331 SP:Iteration 10Q (11081.360000 sec): 3 clusters Score: Raw -4434841.380577 + Penalty 5113.868389 = -4429727.512188 nChanged 898 SP:Iteration 11Q (11081.710000 sec): 3 clusters Score: Raw -4435491.808016 + Penalty 5113.868389 = -4430377.939628 nChanged 645 SP:Iteration 12Q (11082.040000 sec): 3 clusters Score: Raw -4435958.918457 + Penalty 5113.868389 = -4430845.050068 nChanged 450 SP:Iteration 13Q (11082.410000 sec): 3 clusters Score: Raw -4436275.744736 + Penalty 5113.868389 = -4431161.876348 nChanged 309 SP:Iteration 14Q (11082.790000 sec): 3 clusters Score: Raw -4436478.503380 + Penalty 5113.868389 = -4431364.634991 nChanged 231 SP:Iteration 15Q (11083.160000 sec): 3 clusters Score: Raw -4436612.576087 + Penalty 5113.868389 = -4431498.707699 nChanged 177 SP:Iteration 16Q (11083.530000 sec): 3 clusters Score: Raw -4436712.723771 + Penalty 5113.868389 = -4431598.855382 nChanged 150 SP:Iteration 17Q (11083.840000 sec): 3 clusters Score: Raw -4436788.979496 + Penalty 5113.868389 = -4431675.111107 nChanged 101 SP:Iteration 18Q (11084.140000 sec): 3 clusters Score: Raw -4436840.002527 + Penalty 5113.868389 = -4431726.134138 nChanged 83 SP:Iteration 19Q (11084.530000 sec): 3 clusters Score: Raw -4436888.139679 + Penalty 5113.868389 = -4431774.271290 nChanged 72 SP:Iteration 20F (11084.910000 sec): 3 clusters Score: Raw -4436923.315232 + Penalty 5113.868389 = -4431809.446843 nChanged 46 SP:Iteration 21Q (11085.200000 sec): 3 clusters Score: Raw -4436942.010171 + Penalty 5113.868389 = -4431828.141782 nChanged 36 SP:Iteration 22Q (11085.550000 sec): 3 clusters Score: Raw -4436956.176425 + Penalty 5113.868389 = -4431842.308036 nChanged 24 SP:Iteration 23Q (11085.870000 sec): 3 clusters Score: Raw -4436965.860057 + Penalty 5113.868389 = -4431851.991668 nChanged 25 SP:Iteration 24Q (11086.190000 sec): 3 clusters Score: Raw -4436976.534751 + Penalty 5113.868389 = -4431862.666362 nChanged 27 SP:Iteration 25Q (11086.530000 sec): 3 clusters Score: Raw -4436992.727823 + Penalty 5113.868389 = -4431878.859434 nChanged 37 SP:Iteration 26Q (11086.890000 sec): 3 clusters Score: Raw -4437009.932313 + Penalty 5113.868389 = -4431896.063924 nChanged 31 SP:Iteration 27Q (11087.260000 sec): 3 clusters Score: Raw -4437022.144749 + Penalty 5113.868389 = -4431908.276360 nChanged 26 SP:Iteration 28Q (11087.650000 sec): 3 clusters Score: Raw -4437030.315284 + Penalty 5113.868389 = -4431916.446895 nChanged 19 SP:Iteration 29Q (11087.970000 sec): 3 clusters Score: Raw -4437037.362056 + Penalty 5113.868389 = -4431923.493667 nChanged 15 SP:Iteration 30Q (11088.290000 sec): 3 clusters Score: Raw -4437044.756131 + Penalty 5113.868389 = -4431930.887742 nChanged 21 SP:Iteration 31Q (11088.650000 sec): 3 clusters Score: Raw -4437055.321317 + Penalty 5113.868389 = -4431941.452928 nChanged 22 SP:Iteration 32Q (11089.050000 sec): 3 clusters Score: Raw -4437065.647213 + Penalty 5113.868389 = -4431951.778825 nChanged 19 SP:Iteration 33Q (11089.400000 sec): 3 clusters Score: Raw -4437073.080072 + Penalty 5113.868389 = -4431959.211683 nChanged 10 SP:Iteration 34Q (11089.740000 sec): 3 clusters Score: Raw -4437076.866533 + Penalty 5113.868389 = -4431962.998144 nChanged 8 SP:Iteration 35Q (11090.060000 sec): 3 clusters Score: Raw -4437080.389956 + Penalty 5113.868389 = -4431966.521568 nChanged 9 SP:Iteration 36Q (11090.380000 sec): 3 clusters Score: Raw -4437084.776921 + Penalty 5113.868389 = -4431970.908532 nChanged 10 SP:Iteration 37Q (11090.730000 sec): 3 clusters Score: Raw -4437089.452796 + Penalty 5113.868389 = -4431975.584407 nChanged 12 SP:Iteration 38Q (11091.120000 sec): 3 clusters Score: Raw -4437093.788385 + Penalty 5113.868389 = -4431979.919997 nChanged 12 SP:Iteration 39Q (11091.440000 sec): 3 clusters Score: Raw -4437099.060173 + Penalty 5113.868389 = -4431985.191785 nChanged 9 SP:Iteration 40F (11091.800000 sec): 3 clusters Score: Raw -4437103.294475 + Penalty 5113.868389 = -4431989.426087 nChanged 12 SP:Iteration 41Q (11092.060000 sec): 3 clusters Score: Raw -4437108.301195 + Penalty 5113.868389 = -4431994.432806 nChanged 10 SP:Iteration 42Q (11092.390000 sec): 3 clusters Score: Raw -4437112.234041 + Penalty 5113.868389 = -4431998.365653 nChanged 7 SP:Iteration 43Q (11092.730000 sec): 3 clusters Score: Raw -4437115.919805 + Penalty 5113.868389 = -4432002.051417 nChanged 7 SP:Iteration 44Q (11093.060000 sec): 3 clusters Score: Raw -4437118.818212 + Penalty 5113.868389 = -4432004.949824 nChanged 6 SP:Iteration 45Q (11093.380000 sec): 3 clusters Score: Raw -4437121.195529 + Penalty 5113.868389 = -4432007.327140 nChanged 7 SP:Iteration 46Q (11093.700000 sec): 3 clusters Score: Raw -4437124.266190 + Penalty 5113.868389 = -4432010.397801 nChanged 8 SP:Iteration 47Q (11094.060000 sec): 3 clusters Score: Raw -4437126.890961 + Penalty 5113.868389 = -4432013.022572 nChanged 4 SP:Iteration 48Q (11094.400000 sec): 3 clusters Score: Raw -4437128.236685 + Penalty 5113.868389 = -4432014.368296 nChanged 2 SP:Iteration 49Q (11094.750000 sec): 3 clusters Score: Raw -4437129.192264 + Penalty 5113.868389 = -4432015.323875 nChanged 2 SP:Iteration 50Q (11095.100000 sec): 3 clusters Score: Raw -4437129.937908 + Penalty 5113.868389 = -4432016.069520 nChanged 4 SP:Iteration 51Q (11095.460000 sec): 3 clusters Score: Raw -4437131.289649 + Penalty 5113.868389 = -4432017.421260 nChanged 1 SP:Iteration 52Q (11095.770000 sec): 3 clusters Score: Raw -4437131.975200 + Penalty 5113.868389 = -4432018.106811 nChanged 3 SP:Iteration 53Q (11096.200000 sec): 3 clusters Score: Raw -4437133.707267 + Penalty 5113.868389 = -4432019.838878 nChanged 4 SP:Iteration 54Q (11096.520000 sec): 3 clusters Score: Raw -4437135.156710 + Penalty 5113.868389 = -4432021.288321 nChanged 6 SP:Iteration 55Q (11096.920000 sec): 3 clusters Score: Raw -4437137.391947 + Penalty 5113.868389 = -4432023.523559 nChanged 7 SP:Iteration 56Q (11097.270000 sec): 3 clusters Score: Raw -4437140.101546 + Penalty 5113.868389 = -4432026.233157 nChanged 9 SP:Iteration 57Q (11097.610000 sec): 3 clusters Score: Raw -4437142.249875 + Penalty 5113.868389 = -4432028.381486 nChanged 1 SP:Iteration 58Q (11097.930000 sec): 3 clusters Score: Raw -4437142.609765 + Penalty 5113.868389 = -4432028.741376 nChanged 0 SP:Iteration 59F (11098.260000 sec): 3 clusters Score: Raw -4437142.609765 + Penalty 5113.868389 = -4432028.741376 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 32 (9009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11098.390000 sec): 2 clusters Score: Raw -1283915.918130 + Penalty 2258.282880 = -1281657.635249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11098.660000 sec): 3 clusters Score: Raw -1279129.383763 + Penalty 4516.565761 = -1274612.818002 nChanged 3748 SP:Iteration 1F (11098.910000 sec): 3 clusters Score: Raw -1281299.756211 + Penalty 4516.565761 = -1276783.190450 nChanged 720 SP:Iteration 2F (11099.150000 sec): 3 clusters Score: Raw -1281758.302910 + Penalty 4516.565761 = -1277241.737149 nChanged 607 SP:Iteration 3F (11099.340000 sec): 3 clusters Score: Raw -1282192.061706 + Penalty 4516.565761 = -1277675.495945 nChanged 559 SP:Iteration 4F (11099.630000 sec): 3 clusters Score: Raw -1282619.902426 + Penalty 4516.565761 = -1278103.336665 nChanged 516 SP:Iteration 5F (11099.910000 sec): 3 clusters Score: Raw -1282975.179844 + Penalty 4516.565761 = -1278458.614083 nChanged 466 SP:Iteration 6F (11100.150000 sec): 3 clusters Score: Raw -1283280.479096 + Penalty 4516.565761 = -1278763.913335 nChanged 377 SP:Iteration 7Q (11100.390000 sec): 3 clusters Score: Raw -1283498.185596 + Penalty 4516.565761 = -1278981.619835 nChanged 304 SP:Iteration 8Q (11100.610000 sec): 3 clusters Score: Raw -1283663.630565 + Penalty 4516.565761 = -1279147.064804 nChanged 254 SP:Iteration 9Q (11100.820000 sec): 3 clusters Score: Raw -1283791.571043 + Penalty 4516.565761 = -1279275.005283 nChanged 194 SP:Iteration 10Q (11101.010000 sec): 3 clusters Score: Raw -1283882.526948 + Penalty 4516.565761 = -1279365.961187 nChanged 168 SP:Iteration 11Q (11101.270000 sec): 3 clusters Score: Raw -1283962.852612 + Penalty 4516.565761 = -1279446.286851 nChanged 133 SP:Iteration 12Q (11101.450000 sec): 3 clusters Score: Raw -1284033.382705 + Penalty 4516.565761 = -1279516.816944 nChanged 128 SP:Iteration 13Q (11101.680000 sec): 3 clusters Score: Raw -1284098.001586 + Penalty 4516.565761 = -1279581.435825 nChanged 100 SP:Iteration 14Q (11101.920000 sec): 3 clusters Score: Raw -1284142.815819 + Penalty 4516.565761 = -1279626.250059 nChanged 85 SP:Iteration 15Q (11102.110000 sec): 3 clusters Score: Raw -1284180.643823 + Penalty 4516.565761 = -1279664.078062 nChanged 64 SP:Iteration 16Q (11102.370000 sec): 3 clusters Score: Raw -1284213.347519 + Penalty 4516.565761 = -1279696.781758 nChanged 71 SP:Iteration 17Q (11102.630000 sec): 3 clusters Score: Raw -1284243.310572 + Penalty 4516.565761 = -1279726.744812 nChanged 68 SP:Iteration 18Q (11102.900000 sec): 3 clusters Score: Raw -1284274.657921 + Penalty 4516.565761 = -1279758.092161 nChanged 57 SP:Iteration 19Q (11103.140000 sec): 3 clusters Score: Raw -1284300.553437 + Penalty 4516.565761 = -1279783.987676 nChanged 57 SP:Iteration 20F (11103.410000 sec): 3 clusters Score: Raw -1284327.985244 + Penalty 4516.565761 = -1279811.419484 nChanged 51 SP:Iteration 21Q (11103.680000 sec): 3 clusters Score: Raw -1284347.162288 + Penalty 4516.565761 = -1279830.596527 nChanged 42 SP:Iteration 22Q (11103.870000 sec): 3 clusters Score: Raw -1284362.495462 + Penalty 4516.565761 = -1279845.929702 nChanged 31 SP:Iteration 23Q (11104.110000 sec): 3 clusters Score: Raw -1284374.554343 + Penalty 4516.565761 = -1279857.988582 nChanged 23 SP:Iteration 24Q (11104.380000 sec): 3 clusters Score: Raw -1284384.014997 + Penalty 4516.565761 = -1279867.449236 nChanged 22 SP:Iteration 25Q (11104.640000 sec): 3 clusters Score: Raw -1284391.822637 + Penalty 4516.565761 = -1279875.256876 nChanged 21 SP:Iteration 26Q (11104.870000 sec): 3 clusters Score: Raw -1284397.967406 + Penalty 4516.565761 = -1279881.401645 nChanged 12 SP:Iteration 27Q (11105.090000 sec): 3 clusters Score: Raw -1284400.742577 + Penalty 4516.565761 = -1279884.176816 nChanged 8 SP:Iteration 28Q (11105.300000 sec): 3 clusters Score: Raw -1284403.721223 + Penalty 4516.565761 = -1279887.155463 nChanged 11 SP:Iteration 29Q (11105.550000 sec): 3 clusters Score: Raw -1284407.749403 + Penalty 4516.565761 = -1279891.183642 nChanged 12 SP:Iteration 30Q (11105.750000 sec): 3 clusters Score: Raw -1284411.590728 + Penalty 4516.565761 = -1279895.024968 nChanged 16 SP:Iteration 31Q (11106.010000 sec): 3 clusters Score: Raw -1284417.971287 + Penalty 4516.565761 = -1279901.405526 nChanged 11 SP:Iteration 32Q (11106.250000 sec): 3 clusters Score: Raw -1284421.556159 + Penalty 4516.565761 = -1279904.990398 nChanged 12 SP:Iteration 33Q (11106.460000 sec): 3 clusters Score: Raw -1284426.253971 + Penalty 4516.565761 = -1279909.688210 nChanged 9 SP:Iteration 34Q (11106.730000 sec): 3 clusters Score: Raw -1284428.451055 + Penalty 4516.565761 = -1279911.885294 nChanged 3 SP:Iteration 35Q (11106.960000 sec): 3 clusters Score: Raw -1284429.141675 + Penalty 4516.565761 = -1279912.575914 nChanged 5 SP:Iteration 36Q (11107.150000 sec): 3 clusters Score: Raw -1284430.708038 + Penalty 4516.565761 = -1279914.142277 nChanged 5 SP:Iteration 37Q (11107.360000 sec): 3 clusters Score: Raw -1284432.217038 + Penalty 4516.565761 = -1279915.651277 nChanged 5 SP:Iteration 38Q (11107.620000 sec): 3 clusters Score: Raw -1284433.114534 + Penalty 4516.565761 = -1279916.548773 nChanged 0 SP:Iteration 39F (11107.840000 sec): 3 clusters Score: Raw -1284433.114534 + Penalty 4516.565761 = -1279916.548773 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 33 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11107.950000 sec): 2 clusters Score: Raw -31051.782843 + Penalty 1349.719592 = -29702.063251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11108.110000 sec): 3 clusters Score: Raw -31220.493636 + Penalty 2699.439184 = -28521.054452 nChanged 22 SP:Iteration 1F (11108.310000 sec): 3 clusters Score: Raw -31296.922419 + Penalty 2699.439184 = -28597.483235 nChanged 6 SP:Iteration 2Q (11108.500000 sec): 3 clusters Score: Raw -31314.518265 + Penalty 2699.439184 = -28615.079080 nChanged 2 SP:Iteration 3Q (11108.660000 sec): 3 clusters Score: Raw -31320.703855 + Penalty 2699.439184 = -28621.264671 nChanged 0 SP:Iteration 4F (11108.880000 sec): 3 clusters Score: Raw -31320.703855 + Penalty 2699.439184 = -28621.264671 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 35 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11108.960000 sec): 2 clusters Score: Raw -46763.241708 + Penalty 1459.063952 = -45304.177755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11109.180000 sec): 3 clusters Score: Raw -46901.377431 + Penalty 2918.127905 = -43983.249526 nChanged 53 SP:Iteration 1F (11109.340000 sec): 3 clusters Score: Raw -47078.878361 + Penalty 2918.127905 = -44160.750456 nChanged 11 SP:Iteration 2Q (11109.490000 sec): 3 clusters Score: Raw -47148.190652 + Penalty 2918.127905 = -44230.062747 nChanged 15 SP:Iteration 3Q (11109.640000 sec): 3 clusters Score: Raw -47229.102148 + Penalty 2918.127905 = -44310.974243 nChanged 5 SP:Iteration 4Q (11109.860000 sec): 3 clusters Score: Raw -47249.536638 + Penalty 2918.127905 = -44331.408733 nChanged 5 SP:Iteration 5Q (11109.970000 sec): 3 clusters Score: Raw -47282.771742 + Penalty 2918.127905 = -44364.643838 nChanged 5 SP:Iteration 6Q (11110.150000 sec): 3 clusters Score: Raw -47300.908004 + Penalty 2918.127905 = -44382.780099 nChanged 2 SP:Iteration 7Q (11110.330000 sec): 3 clusters Score: Raw -47306.061725 + Penalty 2918.127905 = -44387.933820 nChanged 1 SP:Iteration 8Q (11110.550000 sec): 3 clusters Score: Raw -47309.955716 + Penalty 2918.127905 = -44391.827811 nChanged 0 SP:Iteration 9F (11110.760000 sec): 3 clusters Score: Raw -47309.955716 + Penalty 2918.127905 = -44391.827811 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 36 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11110.840000 sec): 2 clusters Score: Raw -163211.402181 + Penalty 1749.074820 = -161462.327361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11111.010000 sec): 3 clusters Score: Raw -162976.855946 + Penalty 3498.149640 = -159478.706305 nChanged 311 SP:Iteration 1F (11111.200000 sec): 3 clusters Score: Raw -163323.178027 + Penalty 3498.149640 = -159825.028386 nChanged 81 SP:Iteration 2F (11111.400000 sec): 3 clusters Score: Raw -163428.315346 + Penalty 3498.149640 = -159930.165706 nChanged 50 SP:Iteration 3Q (11111.600000 sec): 3 clusters Score: Raw -163499.617129 + Penalty 3498.149640 = -160001.467489 nChanged 32 SP:Iteration 4Q (11111.760000 sec): 3 clusters Score: Raw -163545.985376 + Penalty 3498.149640 = -160047.835736 nChanged 24 SP:Iteration 5Q (11111.980000 sec): 3 clusters Score: Raw -163584.581637 + Penalty 3498.149640 = -160086.431997 nChanged 30 SP:Iteration 6Q (11112.200000 sec): 3 clusters Score: Raw -163629.893145 + Penalty 3498.149640 = -160131.743504 nChanged 28 SP:Iteration 7Q (11112.410000 sec): 3 clusters Score: Raw -163672.554941 + Penalty 3498.149640 = -160174.405300 nChanged 26 SP:Iteration 8Q (11112.570000 sec): 3 clusters Score: Raw -163705.619567 + Penalty 3498.149640 = -160207.469927 nChanged 24 SP:Iteration 9Q (11112.760000 sec): 3 clusters Score: Raw -163745.671029 + Penalty 3498.149640 = -160247.521388 nChanged 28 SP:Iteration 10Q (11112.950000 sec): 3 clusters Score: Raw -163796.352363 + Penalty 3498.149640 = -160298.202723 nChanged 34 SP:Iteration 11Q (11113.190000 sec): 3 clusters Score: Raw -163908.262502 + Penalty 3498.149640 = -160410.112862 nChanged 47 SP:Iteration 12Q (11113.370000 sec): 3 clusters Score: Raw -164017.047435 + Penalty 3498.149640 = -160518.897795 nChanged 35 SP:Iteration 13Q (11113.600000 sec): 3 clusters Score: Raw -164112.148402 + Penalty 3498.149640 = -160613.998762 nChanged 29 SP:Iteration 14Q (11113.790000 sec): 3 clusters Score: Raw -164176.366917 + Penalty 3498.149640 = -160678.217276 nChanged 21 SP:Iteration 15Q (11113.930000 sec): 3 clusters Score: Raw -164221.462255 + Penalty 3498.149640 = -160723.312615 nChanged 14 SP:Iteration 16Q (11114.130000 sec): 3 clusters Score: Raw -164239.261328 + Penalty 3498.149640 = -160741.111687 nChanged 7 SP:Iteration 17Q (11114.350000 sec): 3 clusters Score: Raw -164251.035291 + Penalty 3498.149640 = -160752.885650 nChanged 4 SP:Iteration 18Q (11114.530000 sec): 3 clusters Score: Raw -164260.203647 + Penalty 3498.149640 = -160762.054007 nChanged 3 SP:Iteration 19Q (11114.730000 sec): 3 clusters Score: Raw -164265.933660 + Penalty 3498.149640 = -160767.784020 nChanged 5 SP:Iteration 20F (11114.890000 sec): 3 clusters Score: Raw -164274.079790 + Penalty 3498.149640 = -160775.930149 nChanged 1 SP:Iteration 21Q (11115.110000 sec): 3 clusters Score: Raw -164283.377801 + Penalty 3498.149640 = -160785.228161 nChanged 3 SP:Iteration 22Q (11115.330000 sec): 3 clusters Score: Raw -164288.079125 + Penalty 3498.149640 = -160789.929485 nChanged 3 SP:Iteration 23Q (11115.470000 sec): 3 clusters Score: Raw -164290.161180 + Penalty 3498.149640 = -160792.011540 nChanged 2 SP:Iteration 24Q (11115.680000 sec): 3 clusters Score: Raw -164291.873669 + Penalty 3498.149640 = -160793.724028 nChanged 0 SP:Iteration 25F (11115.850000 sec): 3 clusters Score: Raw -164291.873669 + Penalty 3498.149640 = -160793.724028 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 37 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11115.940000 sec): 2 clusters Score: Raw -9711.481460 + Penalty 1089.823390 = -8621.658070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11116.170000 sec): 3 clusters Score: Raw -10396.868466 + Penalty 2179.646781 = -8217.221685 nChanged 1 SP:Iteration 1Q (11116.370000 sec): 3 clusters Score: Raw -10407.163421 + Penalty 2179.646781 = -8227.516641 nChanged 0 SP:Iteration 2F (11116.560000 sec): 3 clusters Score: Raw -10407.163421 + Penalty 2179.646781 = -8227.516641 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 38 (6382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11116.630000 sec): 2 clusters Score: Raw -900723.142858 + Penalty 2172.786728 = -898550.356130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11116.850000 sec): 3 clusters Score: Raw -897531.684015 + Penalty 4345.573456 = -893186.110559 nChanged 2514 SP:Iteration 1F (11117.090000 sec): 3 clusters Score: Raw -898909.527071 + Penalty 4345.573456 = -894563.953615 nChanged 446 SP:Iteration 2F (11117.350000 sec): 3 clusters Score: Raw -899157.964068 + Penalty 4345.573456 = -894812.390612 nChanged 315 SP:Iteration 3Q (11117.520000 sec): 3 clusters Score: Raw -899324.664287 + Penalty 4345.573456 = -894979.090831 nChanged 266 SP:Iteration 4Q (11117.750000 sec): 3 clusters Score: Raw -899452.165404 + Penalty 4345.573456 = -895106.591948 nChanged 233 SP:Iteration 5Q (11117.950000 sec): 3 clusters Score: Raw -899568.219483 + Penalty 4345.573456 = -895222.646027 nChanged 214 SP:Iteration 6Q (11118.090000 sec): 3 clusters Score: Raw -899680.675566 + Penalty 4345.573456 = -895335.102109 nChanged 220 SP:Iteration 7Q (11118.330000 sec): 3 clusters Score: Raw -899787.696527 + Penalty 4345.573456 = -895442.123071 nChanged 211 SP:Iteration 8Q (11118.470000 sec): 3 clusters Score: Raw -899904.171570 + Penalty 4345.573456 = -895558.598113 nChanged 209 SP:Iteration 9Q (11118.690000 sec): 3 clusters Score: Raw -900025.363218 + Penalty 4345.573456 = -895679.789762 nChanged 214 SP:Iteration 10Q (11118.860000 sec): 3 clusters Score: Raw -900165.854795 + Penalty 4345.573456 = -895820.281339 nChanged 227 SP:Iteration 11Q (11119.100000 sec): 3 clusters Score: Raw -900316.729206 + Penalty 4345.573456 = -895971.155749 nChanged 221 SP:Iteration 12Q (11119.250000 sec): 3 clusters Score: Raw -900475.233324 + Penalty 4345.573456 = -896129.659868 nChanged 184 SP:Iteration 13Q (11119.500000 sec): 3 clusters Score: Raw -900612.199103 + Penalty 4345.573456 = -896266.625647 nChanged 163 SP:Iteration 14Q (11119.660000 sec): 3 clusters Score: Raw -900728.994193 + Penalty 4345.573456 = -896383.420737 nChanged 135 SP:Iteration 15Q (11119.850000 sec): 3 clusters Score: Raw -900836.453287 + Penalty 4345.573456 = -896490.879830 nChanged 134 SP:Iteration 16Q (11120.090000 sec): 3 clusters Score: Raw -900928.940416 + Penalty 4345.573456 = -896583.366960 nChanged 71 SP:Iteration 17Q (11120.240000 sec): 3 clusters Score: Raw -900979.488742 + Penalty 4345.573456 = -896633.915286 nChanged 70 SP:Iteration 18Q (11120.450000 sec): 3 clusters Score: Raw -901033.174490 + Penalty 4345.573456 = -896687.601034 nChanged 64 SP:Iteration 19Q (11120.670000 sec): 3 clusters Score: Raw -901079.416591 + Penalty 4345.573456 = -896733.843135 nChanged 52 SP:Iteration 20F (11120.850000 sec): 3 clusters Score: Raw -901113.987545 + Penalty 4345.573456 = -896768.414089 nChanged 33 SP:Iteration 21Q (11121.040000 sec): 3 clusters Score: Raw -901136.165458 + Penalty 4345.573456 = -896790.592001 nChanged 28 SP:Iteration 22Q (11121.240000 sec): 3 clusters Score: Raw -901156.216745 + Penalty 4345.573456 = -896810.643289 nChanged 22 SP:Iteration 23Q (11121.470000 sec): 3 clusters Score: Raw -901175.133826 + Penalty 4345.573456 = -896829.560370 nChanged 23 SP:Iteration 24Q (11121.670000 sec): 3 clusters Score: Raw -901192.441163 + Penalty 4345.573456 = -896846.867707 nChanged 15 SP:Iteration 25Q (11121.870000 sec): 3 clusters Score: Raw -901203.398144 + Penalty 4345.573456 = -896857.824688 nChanged 13 SP:Iteration 26Q (11122.070000 sec): 3 clusters Score: Raw -901211.593015 + Penalty 4345.573456 = -896866.019559 nChanged 15 SP:Iteration 27Q (11122.290000 sec): 3 clusters Score: Raw -901219.342364 + Penalty 4345.573456 = -896873.768908 nChanged 7 SP:Iteration 28Q (11122.470000 sec): 3 clusters Score: Raw -901223.121771 + Penalty 4345.573456 = -896877.548315 nChanged 5 SP:Iteration 29Q (11122.700000 sec): 3 clusters Score: Raw -901224.942630 + Penalty 4345.573456 = -896879.369173 nChanged 4 SP:Iteration 30Q (11122.900000 sec): 3 clusters Score: Raw -901227.594676 + Penalty 4345.573456 = -896882.021219 nChanged 2 SP:Iteration 31Q (11123.080000 sec): 3 clusters Score: Raw -901228.007145 + Penalty 4345.573456 = -896882.433689 nChanged 0 SP:Iteration 32F (11123.300000 sec): 3 clusters Score: Raw -901228.007145 + Penalty 4345.573456 = -896882.433689 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 39 (4511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11123.420000 sec): 2 clusters Score: Raw -633053.512349 + Penalty 2086.739986 = -630966.772363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11123.620000 sec): 3 clusters Score: Raw -630905.441005 + Penalty 4173.479972 = -626731.961033 nChanged 1703 SP:Iteration 1F (11123.820000 sec): 3 clusters Score: Raw -631880.531107 + Penalty 4173.479972 = -627707.051135 nChanged 325 SP:Iteration 2F (11124.020000 sec): 3 clusters Score: Raw -632104.709499 + Penalty 4173.479972 = -627931.229527 nChanged 235 SP:Iteration 3F (11124.260000 sec): 3 clusters Score: Raw -632246.628279 + Penalty 4173.479972 = -628073.148307 nChanged 181 SP:Iteration 4Q (11124.430000 sec): 3 clusters Score: Raw -632383.157167 + Penalty 4173.479972 = -628209.677195 nChanged 182 SP:Iteration 5Q (11124.640000 sec): 3 clusters Score: Raw -632501.778014 + Penalty 4173.479972 = -628328.298042 nChanged 158 SP:Iteration 6Q (11124.840000 sec): 3 clusters Score: Raw -632606.373269 + Penalty 4173.479972 = -628432.893297 nChanged 135 SP:Iteration 7Q (11125.040000 sec): 3 clusters Score: Raw -632684.839451 + Penalty 4173.479972 = -628511.359479 nChanged 122 SP:Iteration 8Q (11125.270000 sec): 3 clusters Score: Raw -632755.877159 + Penalty 4173.479972 = -628582.397187 nChanged 115 SP:Iteration 9Q (11125.400000 sec): 3 clusters Score: Raw -632813.251429 + Penalty 4173.479972 = -628639.771457 nChanged 74 SP:Iteration 10Q (11125.650000 sec): 3 clusters Score: Raw -632847.038529 + Penalty 4173.479972 = -628673.558557 nChanged 73 SP:Iteration 11Q (11125.870000 sec): 3 clusters Score: Raw -632883.983625 + Penalty 4173.479972 = -628710.503653 nChanged 76 SP:Iteration 12Q (11126.120000 sec): 3 clusters Score: Raw -632927.296304 + Penalty 4173.479972 = -628753.816332 nChanged 80 SP:Iteration 13Q (11126.350000 sec): 3 clusters Score: Raw -632974.846065 + Penalty 4173.479972 = -628801.366093 nChanged 87 SP:Iteration 14Q (11126.550000 sec): 3 clusters Score: Raw -633027.973741 + Penalty 4173.479972 = -628854.493769 nChanged 77 SP:Iteration 15Q (11126.750000 sec): 3 clusters Score: Raw -633075.262414 + Penalty 4173.479972 = -628901.782441 nChanged 73 SP:Iteration 16Q (11126.940000 sec): 3 clusters Score: Raw -633119.962783 + Penalty 4173.479972 = -628946.482811 nChanged 71 SP:Iteration 17Q (11127.160000 sec): 3 clusters Score: Raw -633165.621430 + Penalty 4173.479972 = -628992.141458 nChanged 79 SP:Iteration 18Q (11127.380000 sec): 3 clusters Score: Raw -633213.090822 + Penalty 4173.479972 = -629039.610850 nChanged 77 SP:Iteration 19Q (11127.570000 sec): 3 clusters Score: Raw -633256.625968 + Penalty 4173.479972 = -629083.145996 nChanged 59 SP:Iteration 20F (11127.810000 sec): 3 clusters Score: Raw -633292.480988 + Penalty 4173.479972 = -629119.001016 nChanged 70 SP:Iteration 21Q (11128.020000 sec): 3 clusters Score: Raw -633331.495949 + Penalty 4173.479972 = -629158.015977 nChanged 58 SP:Iteration 22Q (11128.220000 sec): 3 clusters Score: Raw -633359.783116 + Penalty 4173.479972 = -629186.303144 nChanged 49 SP:Iteration 23Q (11128.460000 sec): 3 clusters Score: Raw -633386.235186 + Penalty 4173.479972 = -629212.755214 nChanged 50 SP:Iteration 24Q (11128.650000 sec): 3 clusters Score: Raw -633411.393275 + Penalty 4173.479972 = -629237.913303 nChanged 48 SP:Iteration 25Q (11128.920000 sec): 3 clusters Score: Raw -633435.872048 + Penalty 4173.479972 = -629262.392076 nChanged 35 SP:Iteration 26Q (11129.110000 sec): 3 clusters Score: Raw -633452.806575 + Penalty 4173.479972 = -629279.326603 nChanged 36 SP:Iteration 27Q (11129.340000 sec): 3 clusters Score: Raw -633468.177186 + Penalty 4173.479972 = -629294.697214 nChanged 41 SP:Iteration 28Q (11129.540000 sec): 3 clusters Score: Raw -633485.582303 + Penalty 4173.479972 = -629312.102331 nChanged 35 SP:Iteration 29Q (11129.770000 sec): 3 clusters Score: Raw -633499.425008 + Penalty 4173.479972 = -629325.945036 nChanged 33 SP:Iteration 30Q (11129.980000 sec): 3 clusters Score: Raw -633514.867021 + Penalty 4173.479972 = -629341.387049 nChanged 38 SP:Iteration 31Q (11130.160000 sec): 3 clusters Score: Raw -633536.984383 + Penalty 4173.479972 = -629363.504411 nChanged 37 SP:Iteration 32Q (11130.380000 sec): 3 clusters Score: Raw -633560.176294 + Penalty 4173.479972 = -629386.696322 nChanged 47 SP:Iteration 33Q (11130.600000 sec): 3 clusters Score: Raw -633586.292680 + Penalty 4173.479972 = -629412.812708 nChanged 55 SP:Iteration 34Q (11130.820000 sec): 3 clusters Score: Raw -633617.355017 + Penalty 4173.479972 = -629443.875044 nChanged 50 SP:Iteration 35Q (11130.970000 sec): 3 clusters Score: Raw -633644.634227 + Penalty 4173.479972 = -629471.154255 nChanged 49 SP:Iteration 36Q (11131.170000 sec): 3 clusters Score: Raw -633668.411880 + Penalty 4173.479972 = -629494.931907 nChanged 40 SP:Iteration 37Q (11131.400000 sec): 3 clusters Score: Raw -633687.875755 + Penalty 4173.479972 = -629514.395783 nChanged 40 SP:Iteration 38Q (11131.630000 sec): 3 clusters Score: Raw -633704.956693 + Penalty 4173.479972 = -629531.476721 nChanged 27 SP:Iteration 39Q (11131.830000 sec): 3 clusters Score: Raw -633716.737489 + Penalty 4173.479972 = -629543.257516 nChanged 17 SP:Iteration 40F (11132.040000 sec): 3 clusters Score: Raw -633725.279230 + Penalty 4173.479972 = -629551.799258 nChanged 18 SP:Iteration 41Q (11132.260000 sec): 3 clusters Score: Raw -633732.699801 + Penalty 4173.479972 = -629559.219829 nChanged 18 SP:Iteration 42Q (11132.460000 sec): 3 clusters Score: Raw -633739.310470 + Penalty 4173.479972 = -629565.830498 nChanged 18 SP:Iteration 43Q (11132.660000 sec): 3 clusters Score: Raw -633746.052099 + Penalty 4173.479972 = -629572.572127 nChanged 11 SP:Iteration 44Q (11132.890000 sec): 3 clusters Score: Raw -633750.828494 + Penalty 4173.479972 = -629577.348522 nChanged 12 SP:Iteration 45Q (11133.110000 sec): 3 clusters Score: Raw -633754.737021 + Penalty 4173.479972 = -629581.257049 nChanged 8 SP:Iteration 46Q (11133.310000 sec): 3 clusters Score: Raw -633757.703350 + Penalty 4173.479972 = -629584.223377 nChanged 11 SP:Iteration 47Q (11133.490000 sec): 3 clusters Score: Raw -633761.359314 + Penalty 4173.479972 = -629587.879342 nChanged 10 SP:Iteration 48Q (11133.700000 sec): 3 clusters Score: Raw -633765.742041 + Penalty 4173.479972 = -629592.262069 nChanged 6 SP:Iteration 49Q (11133.900000 sec): 3 clusters Score: Raw -633768.209986 + Penalty 4173.479972 = -629594.730014 nChanged 8 SP:Iteration 50Q (11134.100000 sec): 3 clusters Score: Raw -633770.142603 + Penalty 4173.479972 = -629596.662631 nChanged 5 SP:Iteration 51Q (11134.310000 sec): 3 clusters Score: Raw -633771.791141 + Penalty 4173.479972 = -629598.311169 nChanged 1 SP:Iteration 52Q (11134.500000 sec): 3 clusters Score: Raw -633772.351323 + Penalty 4173.479972 = -629598.871351 nChanged 1 SP:Iteration 53Q (11134.680000 sec): 3 clusters Score: Raw -633772.471324 + Penalty 4173.479972 = -629598.991352 nChanged 0 SP:Iteration 54F (11134.890000 sec): 3 clusters Score: Raw -633772.471324 + Penalty 4173.479972 = -629598.991352 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 40 (615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11134.980000 sec): 2 clusters Score: Raw -83771.169075 + Penalty 1592.562322 = -82178.606752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11135.140000 sec): 3 clusters Score: Raw -83748.747380 + Penalty 3185.124645 = -80563.622735 nChanged 135 SP:Iteration 1F (11135.350000 sec): 3 clusters Score: Raw -84116.968757 + Penalty 3185.124645 = -80931.844112 nChanged 50 SP:Iteration 2F (11135.580000 sec): 3 clusters Score: Raw -84343.547590 + Penalty 3185.124645 = -81158.422945 nChanged 36 SP:Iteration 3F (11135.760000 sec): 3 clusters Score: Raw -84557.570212 + Penalty 3185.124645 = -81372.445567 nChanged 31 SP:Iteration 4F (11135.960000 sec): 3 clusters Score: Raw -84701.908743 + Penalty 3185.124645 = -81516.784099 nChanged 22 SP:Iteration 5Q (11136.120000 sec): 3 clusters Score: Raw -84841.059177 + Penalty 3185.124645 = -81655.934532 nChanged 13 SP:Iteration 6Q (11136.300000 sec): 3 clusters Score: Raw -84919.116929 + Penalty 3185.124645 = -81733.992284 nChanged 11 SP:Iteration 7Q (11136.480000 sec): 3 clusters Score: Raw -84971.283759 + Penalty 3185.124645 = -81786.159114 nChanged 6 SP:Iteration 8Q (11136.700000 sec): 3 clusters Score: Raw -85008.945698 + Penalty 3185.124645 = -81823.821053 nChanged 8 SP:Iteration 9Q (11136.900000 sec): 3 clusters Score: Raw -85070.474405 + Penalty 3185.124645 = -81885.349761 nChanged 8 SP:Iteration 10Q (11137.110000 sec): 3 clusters Score: Raw -85103.672764 + Penalty 3185.124645 = -81918.548120 nChanged 8 SP:Iteration 11Q (11137.280000 sec): 3 clusters Score: Raw -85145.290145 + Penalty 3185.124645 = -81960.165501 nChanged 10 SP:Iteration 12Q (11137.440000 sec): 3 clusters Score: Raw -85191.149058 + Penalty 3185.124645 = -82006.024413 nChanged 11 SP:Iteration 13Q (11137.660000 sec): 3 clusters Score: Raw -85252.797176 + Penalty 3185.124645 = -82067.672531 nChanged 10 SP:Iteration 14Q (11137.820000 sec): 3 clusters Score: Raw -85326.086118 + Penalty 3185.124645 = -82140.961473 nChanged 15 SP:Iteration 15Q (11137.990000 sec): 3 clusters Score: Raw -85505.144748 + Penalty 3185.124645 = -82320.020104 nChanged 11 SP:Iteration 16Q (11138.170000 sec): 3 clusters Score: Raw -85947.190400 + Penalty 3185.124645 = -82762.065755 nChanged 17 SP:Iteration 17Q (11138.380000 sec): 3 clusters Score: Raw -86032.450133 + Penalty 3185.124645 = -82847.325488 nChanged 16 SP:Iteration 18Q (11138.580000 sec): 3 clusters Score: Raw -86217.738990 + Penalty 3185.124645 = -83032.614345 nChanged 6 SP:Iteration 19Q (11138.780000 sec): 3 clusters Score: Raw -86508.039975 + Penalty 3185.124645 = -83322.915330 nChanged 0 SP:Iteration 20F (11138.970000 sec): 3 clusters Score: Raw -86508.039975 + Penalty 3185.124645 = -83322.915330 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 41 (3391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11139.090000 sec): 2 clusters Score: Raw -481459.275722 + Penalty 2015.962275 = -479443.313446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11139.280000 sec): 3 clusters Score: Raw -479988.592215 + Penalty 4031.924550 = -475956.667664 nChanged 1222 SP:Iteration 1F (11139.520000 sec): 3 clusters Score: Raw -480761.075604 + Penalty 4031.924550 = -476729.151054 nChanged 295 SP:Iteration 2F (11139.720000 sec): 3 clusters Score: Raw -481013.076555 + Penalty 4031.924550 = -476981.152004 nChanged 217 SP:Iteration 3F (11139.930000 sec): 3 clusters Score: Raw -481202.436894 + Penalty 4031.924550 = -477170.512344 nChanged 171 SP:Iteration 4F (11140.130000 sec): 3 clusters Score: Raw -481363.805270 + Penalty 4031.924550 = -477331.880719 nChanged 154 SP:Iteration 5Q (11140.350000 sec): 3 clusters Score: Raw -481509.790389 + Penalty 4031.924550 = -477477.865839 nChanged 131 SP:Iteration 6Q (11140.510000 sec): 3 clusters Score: Raw -481634.476420 + Penalty 4031.924550 = -477602.551870 nChanged 121 SP:Iteration 7Q (11140.720000 sec): 3 clusters Score: Raw -481738.193825 + Penalty 4031.924550 = -477706.269274 nChanged 108 SP:Iteration 8Q (11140.930000 sec): 3 clusters Score: Raw -481818.483890 + Penalty 4031.924550 = -477786.559339 nChanged 87 SP:Iteration 9Q (11141.100000 sec): 3 clusters Score: Raw -481878.476266 + Penalty 4031.924550 = -477846.551716 nChanged 72 SP:Iteration 10Q (11141.290000 sec): 3 clusters Score: Raw -481919.843587 + Penalty 4031.924550 = -477887.919037 nChanged 58 SP:Iteration 11Q (11141.450000 sec): 3 clusters Score: Raw -481954.010683 + Penalty 4031.924550 = -477922.086132 nChanged 53 SP:Iteration 12Q (11141.640000 sec): 3 clusters Score: Raw -481984.793838 + Penalty 4031.924550 = -477952.869288 nChanged 49 SP:Iteration 13Q (11141.840000 sec): 3 clusters Score: Raw -482012.089703 + Penalty 4031.924550 = -477980.165152 nChanged 38 SP:Iteration 14Q (11142.070000 sec): 3 clusters Score: Raw -482033.048954 + Penalty 4031.924550 = -478001.124403 nChanged 33 SP:Iteration 15Q (11142.290000 sec): 3 clusters Score: Raw -482048.320457 + Penalty 4031.924550 = -478016.395906 nChanged 27 SP:Iteration 16Q (11142.430000 sec): 3 clusters Score: Raw -482062.705191 + Penalty 4031.924550 = -478030.780641 nChanged 29 SP:Iteration 17Q (11142.630000 sec): 3 clusters Score: Raw -482076.144013 + Penalty 4031.924550 = -478044.219462 nChanged 25 SP:Iteration 18Q (11142.800000 sec): 3 clusters Score: Raw -482087.476070 + Penalty 4031.924550 = -478055.551520 nChanged 20 SP:Iteration 19Q (11142.960000 sec): 3 clusters Score: Raw -482096.258509 + Penalty 4031.924550 = -478064.333959 nChanged 16 SP:Iteration 20F (11143.120000 sec): 3 clusters Score: Raw -482103.331951 + Penalty 4031.924550 = -478071.407400 nChanged 11 SP:Iteration 21Q (11143.260000 sec): 3 clusters Score: Raw -482108.176125 + Penalty 4031.924550 = -478076.251574 nChanged 10 SP:Iteration 22Q (11143.490000 sec): 3 clusters Score: Raw -482114.171285 + Penalty 4031.924550 = -478082.246734 nChanged 7 SP:Iteration 23Q (11143.690000 sec): 3 clusters Score: Raw -482117.323713 + Penalty 4031.924550 = -478085.399163 nChanged 4 SP:Iteration 24Q (11143.820000 sec): 3 clusters Score: Raw -482120.179833 + Penalty 4031.924550 = -478088.255283 nChanged 5 SP:Iteration 25Q (11144.010000 sec): 3 clusters Score: Raw -482121.914544 + Penalty 4031.924550 = -478089.989994 nChanged 4 SP:Iteration 26Q (11144.150000 sec): 3 clusters Score: Raw -482123.866319 + Penalty 4031.924550 = -478091.941768 nChanged 2 SP:Iteration 27Q (11144.350000 sec): 3 clusters Score: Raw -482124.695405 + Penalty 4031.924550 = -478092.770854 nChanged 2 SP:Iteration 28Q (11144.530000 sec): 3 clusters Score: Raw -482125.488246 + Penalty 4031.924550 = -478093.563696 nChanged 2 SP:Iteration 29Q (11144.700000 sec): 3 clusters Score: Raw -482126.224240 + Penalty 4031.924550 = -478094.299689 nChanged 3 SP:Iteration 30Q (11144.860000 sec): 3 clusters Score: Raw -482127.354976 + Penalty 4031.924550 = -478095.430426 nChanged 3 SP:Iteration 31Q (11145.060000 sec): 3 clusters Score: Raw -482128.568460 + Penalty 4031.924550 = -478096.643909 nChanged 2 SP:Iteration 32Q (11145.240000 sec): 3 clusters Score: Raw -482129.542449 + Penalty 4031.924550 = -478097.617899 nChanged 2 SP:Iteration 33Q (11145.430000 sec): 3 clusters Score: Raw -482130.432698 + Penalty 4031.924550 = -478098.508147 nChanged 1 SP:Iteration 34Q (11145.660000 sec): 3 clusters Score: Raw -482130.640439 + Penalty 4031.924550 = -478098.715888 nChanged 1 SP:Iteration 35Q (11145.810000 sec): 3 clusters Score: Raw -482130.891033 + Penalty 4031.924550 = -478098.966482 nChanged 0 SP:Iteration 36F (11146.010000 sec): 3 clusters Score: Raw -482130.891033 + Penalty 4031.924550 = -478098.966482 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 42 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11146.120000 sec): 2 clusters Score: Raw -170457.196269 + Penalty 1752.272114 = -168704.924155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11146.320000 sec): 3 clusters Score: Raw -170224.414788 + Penalty 3504.544228 = -166719.870560 nChanged 303 SP:Iteration 1F (11146.530000 sec): 3 clusters Score: Raw -170546.961037 + Penalty 3504.544228 = -167042.416809 nChanged 73 SP:Iteration 2F (11146.730000 sec): 3 clusters Score: Raw -170640.261138 + Penalty 3504.544228 = -167135.716910 nChanged 47 SP:Iteration 3Q (11146.880000 sec): 3 clusters Score: Raw -170718.068182 + Penalty 3504.544228 = -167213.523954 nChanged 37 SP:Iteration 4Q (11147.090000 sec): 3 clusters Score: Raw -170782.121385 + Penalty 3504.544228 = -167277.577157 nChanged 36 SP:Iteration 5Q (11147.350000 sec): 3 clusters Score: Raw -170853.192875 + Penalty 3504.544228 = -167348.648646 nChanged 40 SP:Iteration 6Q (11147.520000 sec): 3 clusters Score: Raw -170928.403660 + Penalty 3504.544228 = -167423.859432 nChanged 26 SP:Iteration 7Q (11147.730000 sec): 3 clusters Score: Raw -170990.717133 + Penalty 3504.544228 = -167486.172905 nChanged 32 SP:Iteration 8Q (11147.900000 sec): 3 clusters Score: Raw -171060.648631 + Penalty 3504.544228 = -167556.104403 nChanged 25 SP:Iteration 9Q (11148.130000 sec): 3 clusters Score: Raw -171117.395478 + Penalty 3504.544228 = -167612.851249 nChanged 31 SP:Iteration 10Q (11148.300000 sec): 3 clusters Score: Raw -171178.455808 + Penalty 3504.544228 = -167673.911579 nChanged 25 SP:Iteration 11Q (11148.500000 sec): 3 clusters Score: Raw -171241.671193 + Penalty 3504.544228 = -167737.126965 nChanged 28 SP:Iteration 12Q (11148.680000 sec): 3 clusters Score: Raw -171316.213764 + Penalty 3504.544228 = -167811.669536 nChanged 30 SP:Iteration 13Q (11148.860000 sec): 3 clusters Score: Raw -171394.751948 + Penalty 3504.544228 = -167890.207720 nChanged 34 SP:Iteration 14Q (11149.040000 sec): 3 clusters Score: Raw -171491.785166 + Penalty 3504.544228 = -167987.240937 nChanged 38 SP:Iteration 15Q (11149.260000 sec): 3 clusters Score: Raw -171630.831101 + Penalty 3504.544228 = -168126.286873 nChanged 36 SP:Iteration 16Q (11149.460000 sec): 3 clusters Score: Raw -171767.026303 + Penalty 3504.544228 = -168262.482075 nChanged 36 SP:Iteration 17Q (11149.610000 sec): 3 clusters Score: Raw -171874.602034 + Penalty 3504.544228 = -168370.057806 nChanged 23 SP:Iteration 18Q (11149.820000 sec): 3 clusters Score: Raw -171932.530722 + Penalty 3504.544228 = -168427.986494 nChanged 18 SP:Iteration 19Q (11149.990000 sec): 3 clusters Score: Raw -171981.357024 + Penalty 3504.544228 = -168476.812795 nChanged 8 SP:Iteration 20F (11150.150000 sec): 3 clusters Score: Raw -171998.581497 + Penalty 3504.544228 = -168494.037269 nChanged 12 SP:Iteration 21Q (11150.340000 sec): 3 clusters Score: Raw -172029.317055 + Penalty 3504.544228 = -168524.772827 nChanged 11 SP:Iteration 22Q (11150.500000 sec): 3 clusters Score: Raw -172056.224385 + Penalty 3504.544228 = -168551.680156 nChanged 7 SP:Iteration 23Q (11150.680000 sec): 3 clusters Score: Raw -172069.156630 + Penalty 3504.544228 = -168564.612402 nChanged 3 SP:Iteration 24Q (11150.910000 sec): 3 clusters Score: Raw -172073.282746 + Penalty 3504.544228 = -168568.738518 nChanged 2 SP:Iteration 25Q (11151.090000 sec): 3 clusters Score: Raw -172075.218062 + Penalty 3504.544228 = -168570.673834 nChanged 0 SP:Iteration 26F (11151.240000 sec): 3 clusters Score: Raw -172075.218062 + Penalty 3504.544228 = -168570.673834 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 43 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11151.360000 sec): 2 clusters Score: Raw -61542.053781 + Penalty 1517.833760 = -60024.220021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11151.550000 sec): 3 clusters Score: Raw -61601.090917 + Penalty 3035.667520 = -58565.423397 nChanged 87 SP:Iteration 1F (11151.770000 sec): 3 clusters Score: Raw -61816.269121 + Penalty 3035.667520 = -58780.601601 nChanged 21 SP:Iteration 2Q (11151.920000 sec): 3 clusters Score: Raw -61940.805399 + Penalty 3035.667520 = -58905.137880 nChanged 15 SP:Iteration 3Q (11152.110000 sec): 3 clusters Score: Raw -62028.535245 + Penalty 3035.667520 = -58992.867725 nChanged 14 SP:Iteration 4Q (11152.290000 sec): 3 clusters Score: Raw -62080.631515 + Penalty 3035.667520 = -59044.963995 nChanged 13 SP:Iteration 5Q (11152.470000 sec): 3 clusters Score: Raw -62126.574615 + Penalty 3035.667520 = -59090.907095 nChanged 10 SP:Iteration 6Q (11152.690000 sec): 3 clusters Score: Raw -62172.323909 + Penalty 3035.667520 = -59136.656389 nChanged 14 SP:Iteration 7Q (11152.890000 sec): 3 clusters Score: Raw -62259.612239 + Penalty 3035.667520 = -59223.944719 nChanged 12 SP:Iteration 8Q (11153.090000 sec): 3 clusters Score: Raw -62451.307228 + Penalty 3035.667520 = -59415.639708 nChanged 19 SP:Iteration 9Q (11153.290000 sec): 3 clusters Score: Raw -63011.081490 + Penalty 3035.667520 = -59975.413971 nChanged 42 SP:Iteration 10F (11153.490000 sec): 3 clusters Score: Raw -63211.928325 + Penalty 3035.667520 = -60176.260805 nChanged 21 SP:Iteration 11Q (11153.680000 sec): 3 clusters Score: Raw -63335.797598 + Penalty 3035.667520 = -60300.130079 nChanged 8 SP:Iteration 12Q (11153.840000 sec): 3 clusters Score: Raw -63411.428650 + Penalty 3035.667520 = -60375.761130 nChanged 2 SP:Iteration 13Q (11154.050000 sec): 3 clusters Score: Raw -63432.986434 + Penalty 3035.667520 = -60397.318914 nChanged 2 SP:Iteration 14Q (11154.230000 sec): 3 clusters Score: Raw -63444.237129 + Penalty 3035.667520 = -60408.569609 nChanged 1 SP:Iteration 15Q (11154.370000 sec): 3 clusters Score: Raw -63452.977289 + Penalty 3035.667520 = -60417.309770 nChanged 0 SP:Iteration 16F (11154.560000 sec): 3 clusters Score: Raw -63452.977289 + Penalty 3035.667520 = -60417.309770 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 44 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11154.670000 sec): 2 clusters Score: Raw -21041.321690 + Penalty 1311.490224 = -19729.831466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11154.860000 sec): 3 clusters Score: Raw -21352.953028 + Penalty 2622.980447 = -18729.972581 nChanged 40 SP:Iteration 1F (11155.010000 sec): 3 clusters Score: Raw -21540.815530 + Penalty 2622.980447 = -18917.835083 nChanged 11 SP:Iteration 2F (11155.190000 sec): 3 clusters Score: Raw -21594.471556 + Penalty 2622.980447 = -18971.491109 nChanged 4 SP:Iteration 3Q (11155.370000 sec): 3 clusters Score: Raw -21617.304052 + Penalty 2622.980447 = -18994.323604 nChanged 0 SP:Iteration 4F (11155.580000 sec): 3 clusters Score: Raw -21617.304052 + Penalty 2622.980447 = -18994.323604 nChanged 0 Deleting Class 43 (74 points): Lose 2635.916624 but Gain 3258.756287 Iteration 99Q (11183.910000 sec): 46 clusters Score: Raw -72162745.694919 + Penalty 146644.032925 = -72016101.661994 nChanged 2164 Iteration 100F (11232.830000 sec): 46 clusters Score: Raw -72165678.491357 + Penalty 146644.032925 = -72019034.458432 nChanged 1320 Iteration 101Q (11261.160000 sec): 46 clusters Score: Raw -72167185.897249 + Penalty 146644.032925 = -72020541.864323 nChanged 834 Iteration 102Q (11290.170000 sec): 46 clusters Score: Raw -72167435.848388 + Penalty 146644.032925 = -72020791.815463 nChanged 675 Iteration 103Q (11316.690000 sec): 46 clusters Score: Raw -72167595.513562 + Penalty 146644.032925 = -72020951.480637 nChanged 509 Iteration 104Q (11343.370000 sec): 46 clusters Score: Raw -72167684.215981 + Penalty 146644.032925 = -72021040.183056 nChanged 383 Iteration 105Q (11369.650000 sec): 46 clusters Score: Raw -72167754.165348 + Penalty 146644.032925 = -72021110.132423 nChanged 335 Iteration 106Q (11396.920000 sec): 46 clusters Score: Raw -72167801.269134 + Penalty 146644.032925 = -72021157.236208 nChanged 312 Iteration 107Q (11424.180000 sec): 46 clusters Score: Raw -72167833.635439 + Penalty 146644.032925 = -72021189.602513 nChanged 304 Iteration 108Q (11447.740000 sec): 46 clusters Score: Raw -72167864.480547 + Penalty 146644.032925 = -72021220.447622 nChanged 285 Iteration 109Q (11470.800000 sec): 46 clusters Score: Raw -72167891.070777 + Penalty 146644.032925 = -72021247.037852 nChanged 261 Iteration 110Q (11493.700000 sec): 46 clusters Score: Raw -72167917.590460 + Penalty 146644.032925 = -72021273.557535 nChanged 219 Iteration 111Q (11515.840000 sec): 46 clusters Score: Raw -72167939.268263 + Penalty 146644.032925 = -72021295.235338 nChanged 209 Iteration 112Q (11538.040000 sec): 46 clusters Score: Raw -72167959.046711 + Penalty 146644.032925 = -72021315.013786 nChanged 223 Iteration 113Q (11559.600000 sec): 46 clusters Score: Raw -72167980.033407 + Penalty 146644.032925 = -72021336.000482 nChanged 179 Iteration 114Q (11580.370000 sec): 46 clusters Score: Raw -72167996.139998 + Penalty 146644.032925 = -72021352.107073 nChanged 169 Iteration 115Q (11603.370000 sec): 46 clusters Score: Raw -72168013.525151 + Penalty 146644.032925 = -72021369.492226 nChanged 188 Iteration 116Q (11632.070000 sec): 46 clusters Score: Raw -72168033.287178 + Penalty 146644.032925 = -72021389.254253 nChanged 172 Iteration 117Q (11659.590000 sec): 46 clusters Score: Raw -72168051.291972 + Penalty 146644.032925 = -72021407.259047 nChanged 160 Iteration 118Q (11690.360000 sec): 46 clusters Score: Raw -72168070.258412 + Penalty 146644.032925 = -72021426.225486 nChanged 138 Iteration 119Q (11717.660000 sec): 46 clusters Score: Raw -72168084.308810 + Penalty 146644.032925 = -72021440.275885 nChanged 144 Iteration 120F (11768.780000 sec): 46 clusters Score: Raw -72181502.275816 + Penalty 146644.032925 = -72034858.242891 nChanged 414 Iteration 121Q (11797.190000 sec): 46 clusters Score: Raw -72199829.650748 + Penalty 146644.032925 = -72053185.617823 nChanged 126 Iteration 122Q (11822.780000 sec): 46 clusters Score: Raw -72200067.706080 + Penalty 146644.032925 = -72053423.673154 nChanged 109 Iteration 123Q (11847.650000 sec): 46 clusters Score: Raw -72200241.727069 + Penalty 146644.032925 = -72053597.694144 nChanged 119 Iteration 124Q (11872.710000 sec): 46 clusters Score: Raw -72200265.378530 + Penalty 146644.032925 = -72053621.345605 nChanged 89 Iteration 125Q (11896.320000 sec): 46 clusters Score: Raw -72200285.599645 + Penalty 146644.032925 = -72053641.566720 nChanged 81 Iteration 126Q (11921.770000 sec): 46 clusters Score: Raw -72200298.740661 + Penalty 146644.032925 = -72053654.707736 nChanged 81 Iteration 127Q (11946.670000 sec): 46 clusters Score: Raw -72200307.575194 + Penalty 146644.032925 = -72053663.542268 nChanged 79 Iteration 128Q (11972.160000 sec): 46 clusters Score: Raw -72200317.005075 + Penalty 146644.032925 = -72053672.972150 nChanged 72 Iteration 129Q (11994.750000 sec): 46 clusters Score: Raw -72200323.208388 + Penalty 146644.032925 = -72053679.175463 nChanged 63 Iteration 130Q (12023.250000 sec): 46 clusters Score: Raw -72200328.662886 + Penalty 146644.032925 = -72053684.629961 nChanged 54 Iteration 131Q (12050.050000 sec): 46 clusters Score: Raw -72200333.316284 + Penalty 146644.032925 = -72053689.283359 nChanged 52 Iteration 132Q (12076.360000 sec): 46 clusters Score: Raw -72200338.614648 + Penalty 146644.032925 = -72053694.581722 nChanged 64 Iteration 133Q (12101.740000 sec): 46 clusters Score: Raw -72200345.147734 + Penalty 146644.032925 = -72053701.114809 nChanged 62 Iteration 134Q (12127.910000 sec): 46 clusters Score: Raw -72200350.638709 + Penalty 146644.032925 = -72053706.605784 nChanged 79 Iteration 135Q (12154.760000 sec): 46 clusters Score: Raw -72200358.973957 + Penalty 146644.032925 = -72053714.941032 nChanged 81 Iteration 136Q (12183.660000 sec): 46 clusters Score: Raw -72200368.219325 + Penalty 146644.032925 = -72053724.186400 nChanged 88 Iteration 137Q (12205.560000 sec): 46 clusters Score: Raw -72200377.374964 + Penalty 146644.032925 = -72053733.342039 nChanged 80 Iteration 138Q (12228.760000 sec): 46 clusters Score: Raw -72200385.208094 + Penalty 146644.032925 = -72053741.175169 nChanged 73 Writing temp clu file Because OldScore, -72053733.342039, is greater than current (better) Score,-72053741.175169 Compute initial score before splitting: Score: Raw -72200385.208094 + Penalty 146644.032925 = -72053741.175169 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 1 (5821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12228.980000 sec): 2 clusters Score: Raw -811482.311381 + Penalty 2149.968382 = -809332.342998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12229.250000 sec): 3 clusters Score: Raw -808608.435057 + Penalty 4299.936764 = -804308.498293 nChanged 2275 SP:Iteration 1F (12229.500000 sec): 3 clusters Score: Raw -809894.488305 + Penalty 4299.936764 = -805594.551541 nChanged 439 SP:Iteration 2F (12229.690000 sec): 3 clusters Score: Raw -810127.877161 + Penalty 4299.936764 = -805827.940397 nChanged 272 SP:Iteration 3Q (12229.970000 sec): 3 clusters Score: Raw -810261.794109 + Penalty 4299.936764 = -805961.857345 nChanged 222 SP:Iteration 4Q (12230.200000 sec): 3 clusters Score: Raw -810380.449617 + Penalty 4299.936764 = -806080.512853 nChanged 179 SP:Iteration 5Q (12230.440000 sec): 3 clusters Score: Raw -810492.824149 + Penalty 4299.936764 = -806192.887385 nChanged 213 SP:Iteration 6Q (12230.720000 sec): 3 clusters Score: Raw -810663.055435 + Penalty 4299.936764 = -806363.118671 nChanged 240 SP:Iteration 7Q (12230.930000 sec): 3 clusters Score: Raw -810848.919379 + Penalty 4299.936764 = -806548.982615 nChanged 239 SP:Iteration 8Q (12231.180000 sec): 3 clusters Score: Raw -811063.770978 + Penalty 4299.936764 = -806763.834213 nChanged 258 SP:Iteration 9Q (12231.430000 sec): 3 clusters Score: Raw -811325.614515 + Penalty 4299.936764 = -807025.677751 nChanged 270 SP:Iteration 10Q (12231.680000 sec): 3 clusters Score: Raw -811627.757644 + Penalty 4299.936764 = -807327.820880 nChanged 261 SP:Iteration 11Q (12231.930000 sec): 3 clusters Score: Raw -811969.369968 + Penalty 4299.936764 = -807669.433203 nChanged 282 SP:Iteration 12Q (12232.180000 sec): 3 clusters Score: Raw -812371.111931 + Penalty 4299.936764 = -808071.175167 nChanged 252 SP:Iteration 13Q (12232.370000 sec): 3 clusters Score: Raw -812722.284014 + Penalty 4299.936764 = -808422.347250 nChanged 187 SP:Iteration 14Q (12232.620000 sec): 3 clusters Score: Raw -812938.557554 + Penalty 4299.936764 = -808638.620789 nChanged 158 SP:Iteration 15Q (12232.810000 sec): 3 clusters Score: Raw -813090.497503 + Penalty 4299.936764 = -808790.560738 nChanged 113 SP:Iteration 16Q (12233.040000 sec): 3 clusters Score: Raw -813186.310719 + Penalty 4299.936764 = -808886.373955 nChanged 85 SP:Iteration 17Q (12233.200000 sec): 3 clusters Score: Raw -813244.255415 + Penalty 4299.936764 = -808944.318650 nChanged 56 SP:Iteration 18Q (12233.370000 sec): 3 clusters Score: Raw -813270.093507 + Penalty 4299.936764 = -808970.156743 nChanged 44 SP:Iteration 19Q (12233.580000 sec): 3 clusters Score: Raw -813290.892321 + Penalty 4299.936764 = -808990.955557 nChanged 36 SP:Iteration 20F (12233.810000 sec): 3 clusters Score: Raw -813309.704543 + Penalty 4299.936764 = -809009.767779 nChanged 37 SP:Iteration 21Q (12234.010000 sec): 3 clusters Score: Raw -813329.536937 + Penalty 4299.936764 = -809029.600172 nChanged 31 SP:Iteration 22Q (12234.220000 sec): 3 clusters Score: Raw -813341.939992 + Penalty 4299.936764 = -809042.003228 nChanged 21 SP:Iteration 23Q (12234.420000 sec): 3 clusters Score: Raw -813349.619365 + Penalty 4299.936764 = -809049.682601 nChanged 19 SP:Iteration 24Q (12234.600000 sec): 3 clusters Score: Raw -813356.322085 + Penalty 4299.936764 = -809056.385321 nChanged 14 SP:Iteration 25Q (12234.780000 sec): 3 clusters Score: Raw -813360.769241 + Penalty 4299.936764 = -809060.832476 nChanged 9 SP:Iteration 26Q (12234.980000 sec): 3 clusters Score: Raw -813363.848396 + Penalty 4299.936764 = -809063.911632 nChanged 9 SP:Iteration 27Q (12235.160000 sec): 3 clusters Score: Raw -813367.198430 + Penalty 4299.936764 = -809067.261665 nChanged 8 SP:Iteration 28Q (12235.370000 sec): 3 clusters Score: Raw -813369.683865 + Penalty 4299.936764 = -809069.747101 nChanged 6 SP:Iteration 29Q (12235.530000 sec): 3 clusters Score: Raw -813371.533423 + Penalty 4299.936764 = -809071.596659 nChanged 7 SP:Iteration 30Q (12235.750000 sec): 3 clusters Score: Raw -813373.173383 + Penalty 4299.936764 = -809073.236619 nChanged 6 SP:Iteration 31Q (12235.920000 sec): 3 clusters Score: Raw -813374.683840 + Penalty 4299.936764 = -809074.747076 nChanged 5 SP:Iteration 32Q (12236.140000 sec): 3 clusters Score: Raw -813376.161574 + Penalty 4299.936764 = -809076.224809 nChanged 6 SP:Iteration 33Q (12236.400000 sec): 3 clusters Score: Raw -813377.769668 + Penalty 4299.936764 = -809077.832904 nChanged 7 SP:Iteration 34Q (12236.600000 sec): 3 clusters Score: Raw -813379.503535 + Penalty 4299.936764 = -809079.566771 nChanged 3 SP:Iteration 35Q (12236.790000 sec): 3 clusters Score: Raw -813380.186357 + Penalty 4299.936764 = -809080.249593 nChanged 2 SP:Iteration 36Q (12237.030000 sec): 3 clusters Score: Raw -813380.591547 + Penalty 4299.936764 = -809080.654782 nChanged 1 SP:Iteration 37Q (12237.240000 sec): 3 clusters Score: Raw -813380.757344 + Penalty 4299.936764 = -809080.820580 nChanged 1 SP:Iteration 38Q (12237.400000 sec): 3 clusters Score: Raw -813381.070289 + Penalty 4299.936764 = -809081.133525 nChanged 1 SP:Iteration 39Q (12237.600000 sec): 3 clusters Score: Raw -813381.420871 + Penalty 4299.936764 = -809081.484107 nChanged 0 SP:Iteration 40F (12237.840000 sec): 3 clusters Score: Raw -813381.420871 + Penalty 4299.936764 = -809081.484107 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 2 (12163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12237.970000 sec): 2 clusters Score: Raw -1715027.650552 + Penalty 2332.726151 = -1712694.924401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12238.200000 sec): 3 clusters Score: Raw -1708355.967824 + Penalty 4665.452302 = -1703690.515521 nChanged 5109 SP:Iteration 1F (12238.480000 sec): 3 clusters Score: Raw -1711195.277489 + Penalty 4665.452302 = -1706529.825186 nChanged 794 SP:Iteration 2F (12238.800000 sec): 3 clusters Score: Raw -1711610.764413 + Penalty 4665.452302 = -1706945.312111 nChanged 704 SP:Iteration 3F (12239.090000 sec): 3 clusters Score: Raw -1712064.127724 + Penalty 4665.452302 = -1707398.675421 nChanged 715 SP:Iteration 4F (12239.380000 sec): 3 clusters Score: Raw -1712619.907044 + Penalty 4665.452302 = -1707954.454741 nChanged 788 SP:Iteration 5F (12239.650000 sec): 3 clusters Score: Raw -1713265.420003 + Penalty 4665.452302 = -1708599.967701 nChanged 712 SP:Iteration 6F (12239.900000 sec): 3 clusters Score: Raw -1713794.010045 + Penalty 4665.452302 = -1709128.557742 nChanged 626 SP:Iteration 7F (12240.160000 sec): 3 clusters Score: Raw -1714210.388227 + Penalty 4665.452302 = -1709544.935924 nChanged 521 SP:Iteration 8Q (12240.460000 sec): 3 clusters Score: Raw -1714480.522550 + Penalty 4665.452302 = -1709815.070247 nChanged 407 SP:Iteration 9Q (12240.710000 sec): 3 clusters Score: Raw -1714669.685632 + Penalty 4665.452302 = -1710004.233329 nChanged 327 SP:Iteration 10Q (12240.960000 sec): 3 clusters Score: Raw -1714799.130659 + Penalty 4665.452302 = -1710133.678357 nChanged 268 SP:Iteration 11Q (12241.220000 sec): 3 clusters Score: Raw -1714896.836587 + Penalty 4665.452302 = -1710231.384284 nChanged 238 SP:Iteration 12Q (12241.480000 sec): 3 clusters Score: Raw -1714987.487476 + Penalty 4665.452302 = -1710322.035174 nChanged 199 SP:Iteration 13Q (12241.740000 sec): 3 clusters Score: Raw -1715060.495257 + Penalty 4665.452302 = -1710395.042955 nChanged 195 SP:Iteration 14Q (12242.040000 sec): 3 clusters Score: Raw -1715122.170854 + Penalty 4665.452302 = -1710456.718551 nChanged 172 SP:Iteration 15Q (12242.280000 sec): 3 clusters Score: Raw -1715172.996464 + Penalty 4665.452302 = -1710507.544161 nChanged 140 SP:Iteration 16Q (12242.530000 sec): 3 clusters Score: Raw -1715211.718391 + Penalty 4665.452302 = -1710546.266089 nChanged 108 SP:Iteration 17Q (12242.770000 sec): 3 clusters Score: Raw -1715235.998546 + Penalty 4665.452302 = -1710570.546244 nChanged 87 SP:Iteration 18Q (12243.020000 sec): 3 clusters Score: Raw -1715254.927352 + Penalty 4665.452302 = -1710589.475050 nChanged 90 SP:Iteration 19Q (12243.270000 sec): 3 clusters Score: Raw -1715273.353895 + Penalty 4665.452302 = -1710607.901592 nChanged 98 SP:Iteration 20F (12243.530000 sec): 3 clusters Score: Raw -1715295.477848 + Penalty 4665.452302 = -1710630.025546 nChanged 75 SP:Iteration 21Q (12243.780000 sec): 3 clusters Score: Raw -1715311.662190 + Penalty 4665.452302 = -1710646.209888 nChanged 74 SP:Iteration 22Q (12244.020000 sec): 3 clusters Score: Raw -1715328.460826 + Penalty 4665.452302 = -1710663.008524 nChanged 72 SP:Iteration 23Q (12244.320000 sec): 3 clusters Score: Raw -1715344.819947 + Penalty 4665.452302 = -1710679.367644 nChanged 67 SP:Iteration 24Q (12244.570000 sec): 3 clusters Score: Raw -1715359.683076 + Penalty 4665.452302 = -1710694.230774 nChanged 64 SP:Iteration 25Q (12244.840000 sec): 3 clusters Score: Raw -1715373.119675 + Penalty 4665.452302 = -1710707.667372 nChanged 70 SP:Iteration 26Q (12245.130000 sec): 3 clusters Score: Raw -1715388.843763 + Penalty 4665.452302 = -1710723.391460 nChanged 70 SP:Iteration 27Q (12245.360000 sec): 3 clusters Score: Raw -1715402.715639 + Penalty 4665.452302 = -1710737.263336 nChanged 73 SP:Iteration 28Q (12245.660000 sec): 3 clusters Score: Raw -1715418.027103 + Penalty 4665.452302 = -1710752.574800 nChanged 65 SP:Iteration 29Q (12245.880000 sec): 3 clusters Score: Raw -1715430.497369 + Penalty 4665.452302 = -1710765.045066 nChanged 65 SP:Iteration 30Q (12246.140000 sec): 3 clusters Score: Raw -1715444.623092 + Penalty 4665.452302 = -1710779.170790 nChanged 53 SP:Iteration 31Q (12246.400000 sec): 3 clusters Score: Raw -1715454.781013 + Penalty 4665.452302 = -1710789.328710 nChanged 60 SP:Iteration 32Q (12246.620000 sec): 3 clusters Score: Raw -1715467.633819 + Penalty 4665.452302 = -1710802.181516 nChanged 65 SP:Iteration 33Q (12246.910000 sec): 3 clusters Score: Raw -1715483.379211 + Penalty 4665.452302 = -1710817.926908 nChanged 80 SP:Iteration 34Q (12247.170000 sec): 3 clusters Score: Raw -1715502.657000 + Penalty 4665.452302 = -1710837.204697 nChanged 78 SP:Iteration 35Q (12247.410000 sec): 3 clusters Score: Raw -1715523.003310 + Penalty 4665.452302 = -1710857.551007 nChanged 90 SP:Iteration 36Q (12247.640000 sec): 3 clusters Score: Raw -1715546.537217 + Penalty 4665.452302 = -1710881.084914 nChanged 96 SP:Iteration 37Q (12247.900000 sec): 3 clusters Score: Raw -1715580.585008 + Penalty 4665.452302 = -1710915.132706 nChanged 112 SP:Iteration 38Q (12248.120000 sec): 3 clusters Score: Raw -1715626.142336 + Penalty 4665.452302 = -1710960.690033 nChanged 122 SP:Iteration 39Q (12248.420000 sec): 3 clusters Score: Raw -1715677.261573 + Penalty 4665.452302 = -1711011.809270 nChanged 146 SP:Iteration 40F (12248.690000 sec): 3 clusters Score: Raw -1715745.509119 + Penalty 4665.452302 = -1711080.056817 nChanged 150 SP:Iteration 41Q (12248.920000 sec): 3 clusters Score: Raw -1715816.859239 + Penalty 4665.452302 = -1711151.406936 nChanged 167 SP:Iteration 42Q (12249.130000 sec): 3 clusters Score: Raw -1715896.829540 + Penalty 4665.452302 = -1711231.377238 nChanged 158 SP:Iteration 43Q (12249.400000 sec): 3 clusters Score: Raw -1715967.714211 + Penalty 4665.452302 = -1711302.261909 nChanged 134 SP:Iteration 44Q (12249.600000 sec): 3 clusters Score: Raw -1716018.987285 + Penalty 4665.452302 = -1711353.534983 nChanged 132 SP:Iteration 45Q (12249.860000 sec): 3 clusters Score: Raw -1716076.667704 + Penalty 4665.452302 = -1711411.215402 nChanged 147 SP:Iteration 46Q (12250.150000 sec): 3 clusters Score: Raw -1716140.851272 + Penalty 4665.452302 = -1711475.398970 nChanged 135 SP:Iteration 47Q (12250.410000 sec): 3 clusters Score: Raw -1716198.235219 + Penalty 4665.452302 = -1711532.782916 nChanged 138 SP:Iteration 48Q (12250.700000 sec): 3 clusters Score: Raw -1716255.175932 + Penalty 4665.452302 = -1711589.723630 nChanged 141 SP:Iteration 49Q (12250.960000 sec): 3 clusters Score: Raw -1716314.731591 + Penalty 4665.452302 = -1711649.279289 nChanged 127 SP:Iteration 50Q (12251.230000 sec): 3 clusters Score: Raw -1716367.091813 + Penalty 4665.452302 = -1711701.639511 nChanged 125 SP:Iteration 51Q (12251.450000 sec): 3 clusters Score: Raw -1716420.979533 + Penalty 4665.452302 = -1711755.527230 nChanged 115 SP:Iteration 52Q (12251.720000 sec): 3 clusters Score: Raw -1716470.580266 + Penalty 4665.452302 = -1711805.127963 nChanged 99 SP:Iteration 53Q (12251.990000 sec): 3 clusters Score: Raw -1716516.799498 + Penalty 4665.452302 = -1711851.347195 nChanged 101 SP:Iteration 54Q (12252.240000 sec): 3 clusters Score: Raw -1716559.709572 + Penalty 4665.452302 = -1711894.257269 nChanged 78 SP:Iteration 55Q (12252.490000 sec): 3 clusters Score: Raw -1716594.898547 + Penalty 4665.452302 = -1711929.446245 nChanged 61 SP:Iteration 56Q (12252.750000 sec): 3 clusters Score: Raw -1716623.659737 + Penalty 4665.452302 = -1711958.207435 nChanged 66 SP:Iteration 57Q (12253.010000 sec): 3 clusters Score: Raw -1716652.170082 + Penalty 4665.452302 = -1711986.717780 nChanged 50 SP:Iteration 58Q (12253.270000 sec): 3 clusters Score: Raw -1716673.580442 + Penalty 4665.452302 = -1712008.128140 nChanged 55 SP:Iteration 59Q (12253.530000 sec): 3 clusters Score: Raw -1716698.547218 + Penalty 4665.452302 = -1712033.094915 nChanged 52 SP:Iteration 60F (12253.790000 sec): 3 clusters Score: Raw -1716721.157203 + Penalty 4665.452302 = -1712055.704901 nChanged 45 SP:Iteration 61Q (12254.040000 sec): 3 clusters Score: Raw -1716735.775622 + Penalty 4665.452302 = -1712070.323319 nChanged 29 SP:Iteration 62Q (12254.360000 sec): 3 clusters Score: Raw -1716748.073922 + Penalty 4665.452302 = -1712082.621620 nChanged 32 SP:Iteration 63Q (12254.600000 sec): 3 clusters Score: Raw -1716758.577586 + Penalty 4665.452302 = -1712093.125284 nChanged 28 SP:Iteration 64Q (12254.860000 sec): 3 clusters Score: Raw -1716767.204177 + Penalty 4665.452302 = -1712101.751874 nChanged 24 SP:Iteration 65Q (12255.160000 sec): 3 clusters Score: Raw -1716775.296862 + Penalty 4665.452302 = -1712109.844560 nChanged 25 SP:Iteration 66Q (12255.400000 sec): 3 clusters Score: Raw -1716783.379395 + Penalty 4665.452302 = -1712117.927093 nChanged 24 SP:Iteration 67Q (12255.690000 sec): 3 clusters Score: Raw -1716792.194140 + Penalty 4665.452302 = -1712126.741838 nChanged 20 SP:Iteration 68Q (12255.960000 sec): 3 clusters Score: Raw -1716797.866819 + Penalty 4665.452302 = -1712132.414517 nChanged 12 SP:Iteration 69Q (12256.260000 sec): 3 clusters Score: Raw -1716801.567983 + Penalty 4665.452302 = -1712136.115681 nChanged 8 SP:Iteration 70Q (12256.440000 sec): 3 clusters Score: Raw -1716805.760352 + Penalty 4665.452302 = -1712140.308049 nChanged 17 SP:Iteration 71Q (12256.660000 sec): 3 clusters Score: Raw -1716810.851222 + Penalty 4665.452302 = -1712145.398920 nChanged 14 SP:Iteration 72Q (12256.920000 sec): 3 clusters Score: Raw -1716815.005886 + Penalty 4665.452302 = -1712149.553584 nChanged 15 SP:Iteration 73Q (12257.200000 sec): 3 clusters Score: Raw -1716821.591753 + Penalty 4665.452302 = -1712156.139451 nChanged 8 SP:Iteration 74Q (12257.440000 sec): 3 clusters Score: Raw -1716824.153003 + Penalty 4665.452302 = -1712158.700701 nChanged 13 SP:Iteration 75Q (12257.680000 sec): 3 clusters Score: Raw -1716827.895096 + Penalty 4665.452302 = -1712162.442794 nChanged 11 SP:Iteration 76Q (12257.960000 sec): 3 clusters Score: Raw -1716830.476929 + Penalty 4665.452302 = -1712165.024626 nChanged 6 SP:Iteration 77Q (12258.160000 sec): 3 clusters Score: Raw -1716832.290182 + Penalty 4665.452302 = -1712166.837879 nChanged 4 SP:Iteration 78Q (12258.390000 sec): 3 clusters Score: Raw -1716833.199636 + Penalty 4665.452302 = -1712167.747334 nChanged 3 SP:Iteration 79Q (12258.610000 sec): 3 clusters Score: Raw -1716833.854032 + Penalty 4665.452302 = -1712168.401729 nChanged 4 SP:Iteration 80F (12258.860000 sec): 3 clusters Score: Raw -1716835.026945 + Penalty 4665.452302 = -1712169.574643 nChanged 2 SP:Iteration 81Q (12259.140000 sec): 3 clusters Score: Raw -1716835.464980 + Penalty 4665.452302 = -1712170.012677 nChanged 1 SP:Iteration 82Q (12259.360000 sec): 3 clusters Score: Raw -1716835.704879 + Penalty 4665.452302 = -1712170.252577 nChanged 3 SP:Iteration 83Q (12259.600000 sec): 3 clusters Score: Raw -1716836.422027 + Penalty 4665.452302 = -1712170.969725 nChanged 4 SP:Iteration 84Q (12259.870000 sec): 3 clusters Score: Raw -1716837.137696 + Penalty 4665.452302 = -1712171.685394 nChanged 3 SP:Iteration 85Q (12260.070000 sec): 3 clusters Score: Raw -1716837.913967 + Penalty 4665.452302 = -1712172.461664 nChanged 1 SP:Iteration 86Q (12260.360000 sec): 3 clusters Score: Raw -1716838.119052 + Penalty 4665.452302 = -1712172.666750 nChanged 1 SP:Iteration 87Q (12260.590000 sec): 3 clusters Score: Raw -1716838.292530 + Penalty 4665.452302 = -1712172.840227 nChanged 2 SP:Iteration 88Q (12260.860000 sec): 3 clusters Score: Raw -1716838.680093 + Penalty 4665.452302 = -1712173.227790 nChanged 1 SP:Iteration 89Q (12261.090000 sec): 3 clusters Score: Raw -1716838.899750 + Penalty 4665.452302 = -1712173.447447 nChanged 0 SP:Iteration 90F (12261.350000 sec): 3 clusters Score: Raw -1716838.899750 + Penalty 4665.452302 = -1712173.447447 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 3 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12261.450000 sec): 2 clusters Score: Raw -24985.796895 + Penalty 1317.675083 = -23668.121812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12261.630000 sec): 3 clusters Score: Raw -25206.584343 + Penalty 2635.350166 = -22571.234177 nChanged 19 SP:Iteration 1F (12261.800000 sec): 3 clusters Score: Raw -25347.773470 + Penalty 2635.350166 = -22712.423305 nChanged 8 SP:Iteration 2Q (12262.030000 sec): 3 clusters Score: Raw -25402.107931 + Penalty 2635.350166 = -22766.757766 nChanged 4 SP:Iteration 3Q (12262.210000 sec): 3 clusters Score: Raw -25425.990100 + Penalty 2635.350166 = -22790.639935 nChanged 2 SP:Iteration 4Q (12262.430000 sec): 3 clusters Score: Raw -25435.616477 + Penalty 2635.350166 = -22800.266311 nChanged 0 SP:Iteration 5F (12262.610000 sec): 3 clusters Score: Raw -25435.616477 + Penalty 2635.350166 = -22800.266311 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 4 (9759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12262.740000 sec): 2 clusters Score: Raw -1390746.023408 + Penalty 2278.114413 = -1388467.908994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12262.960000 sec): 3 clusters Score: Raw -1385484.304478 + Penalty 4556.228827 = -1380928.075652 nChanged 4093 SP:Iteration 1F (12263.160000 sec): 3 clusters Score: Raw -1387575.686570 + Penalty 4556.228827 = -1383019.457743 nChanged 602 SP:Iteration 2F (12263.390000 sec): 3 clusters Score: Raw -1387889.300712 + Penalty 4556.228827 = -1383333.071886 nChanged 544 SP:Iteration 3F (12263.670000 sec): 3 clusters Score: Raw -1388181.771255 + Penalty 4556.228827 = -1383625.542428 nChanged 510 SP:Iteration 4F (12263.930000 sec): 3 clusters Score: Raw -1388453.613843 + Penalty 4556.228827 = -1383897.385016 nChanged 510 SP:Iteration 5F (12264.180000 sec): 3 clusters Score: Raw -1388712.020473 + Penalty 4556.228827 = -1384155.791647 nChanged 433 SP:Iteration 6Q (12264.440000 sec): 3 clusters Score: Raw -1388929.134211 + Penalty 4556.228827 = -1384372.905384 nChanged 433 SP:Iteration 7Q (12264.640000 sec): 3 clusters Score: Raw -1389154.063588 + Penalty 4556.228827 = -1384597.834761 nChanged 402 SP:Iteration 8Q (12264.900000 sec): 3 clusters Score: Raw -1389370.904954 + Penalty 4556.228827 = -1384814.676127 nChanged 382 SP:Iteration 9Q (12265.130000 sec): 3 clusters Score: Raw -1389550.598889 + Penalty 4556.228827 = -1384994.370062 nChanged 311 SP:Iteration 10Q (12265.410000 sec): 3 clusters Score: Raw -1389690.321417 + Penalty 4556.228827 = -1385134.092591 nChanged 277 SP:Iteration 11Q (12265.660000 sec): 3 clusters Score: Raw -1389828.744997 + Penalty 4556.228827 = -1385272.516170 nChanged 268 SP:Iteration 12Q (12265.890000 sec): 3 clusters Score: Raw -1389962.779696 + Penalty 4556.228827 = -1385406.550869 nChanged 252 SP:Iteration 13Q (12266.130000 sec): 3 clusters Score: Raw -1390090.080012 + Penalty 4556.228827 = -1385533.851185 nChanged 255 SP:Iteration 14Q (12266.410000 sec): 3 clusters Score: Raw -1390217.261326 + Penalty 4556.228827 = -1385661.032500 nChanged 214 SP:Iteration 15Q (12266.680000 sec): 3 clusters Score: Raw -1390331.722625 + Penalty 4556.228827 = -1385775.493798 nChanged 200 SP:Iteration 16Q (12266.920000 sec): 3 clusters Score: Raw -1390436.678365 + Penalty 4556.228827 = -1385880.449538 nChanged 180 SP:Iteration 17Q (12267.200000 sec): 3 clusters Score: Raw -1390518.990193 + Penalty 4556.228827 = -1385962.761367 nChanged 137 SP:Iteration 18Q (12267.520000 sec): 3 clusters Score: Raw -1390581.976544 + Penalty 4556.228827 = -1386025.747717 nChanged 127 SP:Iteration 19Q (12267.750000 sec): 3 clusters Score: Raw -1390653.710111 + Penalty 4556.228827 = -1386097.481284 nChanged 140 SP:Iteration 20F (12267.990000 sec): 3 clusters Score: Raw -1390740.645034 + Penalty 4556.228827 = -1386184.416207 nChanged 131 SP:Iteration 21Q (12268.270000 sec): 3 clusters Score: Raw -1390811.600770 + Penalty 4556.228827 = -1386255.371943 nChanged 121 SP:Iteration 22Q (12268.500000 sec): 3 clusters Score: Raw -1390883.982955 + Penalty 4556.228827 = -1386327.754128 nChanged 110 SP:Iteration 23Q (12268.750000 sec): 3 clusters Score: Raw -1390957.848889 + Penalty 4556.228827 = -1386401.620062 nChanged 101 SP:Iteration 24Q (12268.980000 sec): 3 clusters Score: Raw -1391025.063365 + Penalty 4556.228827 = -1386468.834538 nChanged 89 SP:Iteration 25Q (12269.250000 sec): 3 clusters Score: Raw -1391092.513793 + Penalty 4556.228827 = -1386536.284966 nChanged 92 SP:Iteration 26Q (12269.480000 sec): 3 clusters Score: Raw -1391150.984196 + Penalty 4556.228827 = -1386594.755370 nChanged 66 SP:Iteration 27Q (12269.760000 sec): 3 clusters Score: Raw -1391192.656422 + Penalty 4556.228827 = -1386636.427595 nChanged 53 SP:Iteration 28Q (12270.000000 sec): 3 clusters Score: Raw -1391230.235699 + Penalty 4556.228827 = -1386674.006872 nChanged 41 SP:Iteration 29Q (12270.260000 sec): 3 clusters Score: Raw -1391258.004438 + Penalty 4556.228827 = -1386701.775611 nChanged 46 SP:Iteration 30Q (12270.510000 sec): 3 clusters Score: Raw -1391286.689345 + Penalty 4556.228827 = -1386730.460518 nChanged 33 SP:Iteration 31Q (12270.780000 sec): 3 clusters Score: Raw -1391311.390938 + Penalty 4556.228827 = -1386755.162111 nChanged 31 SP:Iteration 32Q (12271.030000 sec): 3 clusters Score: Raw -1391332.763014 + Penalty 4556.228827 = -1386776.534187 nChanged 33 SP:Iteration 33Q (12271.240000 sec): 3 clusters Score: Raw -1391357.923534 + Penalty 4556.228827 = -1386801.694707 nChanged 37 SP:Iteration 34Q (12271.490000 sec): 3 clusters Score: Raw -1391380.108559 + Penalty 4556.228827 = -1386823.879733 nChanged 24 SP:Iteration 35Q (12271.740000 sec): 3 clusters Score: Raw -1391389.664711 + Penalty 4556.228827 = -1386833.435885 nChanged 17 SP:Iteration 36Q (12272.040000 sec): 3 clusters Score: Raw -1391395.921638 + Penalty 4556.228827 = -1386839.692811 nChanged 16 SP:Iteration 37Q (12272.270000 sec): 3 clusters Score: Raw -1391405.290998 + Penalty 4556.228827 = -1386849.062171 nChanged 9 SP:Iteration 38Q (12272.580000 sec): 3 clusters Score: Raw -1391410.048871 + Penalty 4556.228827 = -1386853.820044 nChanged 10 SP:Iteration 39Q (12272.800000 sec): 3 clusters Score: Raw -1391414.222693 + Penalty 4556.228827 = -1386857.993867 nChanged 8 SP:Iteration 40F (12273.060000 sec): 3 clusters Score: Raw -1391417.408139 + Penalty 4556.228827 = -1386861.179313 nChanged 5 SP:Iteration 41Q (12273.390000 sec): 3 clusters Score: Raw -1391419.169536 + Penalty 4556.228827 = -1386862.940709 nChanged 7 SP:Iteration 42Q (12273.610000 sec): 3 clusters Score: Raw -1391421.703588 + Penalty 4556.228827 = -1386865.474761 nChanged 3 SP:Iteration 43Q (12273.870000 sec): 3 clusters Score: Raw -1391422.494103 + Penalty 4556.228827 = -1386866.265276 nChanged 3 SP:Iteration 44Q (12274.100000 sec): 3 clusters Score: Raw -1391422.993782 + Penalty 4556.228827 = -1386866.764955 nChanged 1 SP:Iteration 45Q (12274.350000 sec): 3 clusters Score: Raw -1391423.207711 + Penalty 4556.228827 = -1386866.978884 nChanged 0 SP:Iteration 46F (12274.630000 sec): 3 clusters Score: Raw -1391423.207711 + Penalty 4556.228827 = -1386866.978884 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 5 (4485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12274.750000 sec): 2 clusters Score: Raw -624578.635894 + Penalty 2085.306456 = -622493.329438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12274.960000 sec): 3 clusters Score: Raw -622497.137877 + Penalty 4170.612912 = -618326.524965 nChanged 1724 SP:Iteration 1F (12275.280000 sec): 3 clusters Score: Raw -623826.664416 + Penalty 4170.612912 = -619656.051504 nChanged 447 SP:Iteration 2F (12275.480000 sec): 3 clusters Score: Raw -624373.783613 + Penalty 4170.612912 = -620203.170701 nChanged 341 SP:Iteration 3F (12275.740000 sec): 3 clusters Score: Raw -624744.335976 + Penalty 4170.612912 = -620573.723064 nChanged 271 SP:Iteration 4F (12275.940000 sec): 3 clusters Score: Raw -624982.686570 + Penalty 4170.612912 = -620812.073658 nChanged 210 SP:Iteration 5Q (12276.170000 sec): 3 clusters Score: Raw -625156.240300 + Penalty 4170.612912 = -620985.627388 nChanged 167 SP:Iteration 6Q (12276.380000 sec): 3 clusters Score: Raw -625269.459265 + Penalty 4170.612912 = -621098.846353 nChanged 122 SP:Iteration 7Q (12276.610000 sec): 3 clusters Score: Raw -625348.045224 + Penalty 4170.612912 = -621177.432312 nChanged 93 SP:Iteration 8Q (12276.880000 sec): 3 clusters Score: Raw -625401.525378 + Penalty 4170.612912 = -621230.912466 nChanged 65 SP:Iteration 9Q (12277.110000 sec): 3 clusters Score: Raw -625436.745474 + Penalty 4170.612912 = -621266.132562 nChanged 55 SP:Iteration 10Q (12277.320000 sec): 3 clusters Score: Raw -625465.083257 + Penalty 4170.612912 = -621294.470344 nChanged 53 SP:Iteration 11Q (12277.560000 sec): 3 clusters Score: Raw -625495.345684 + Penalty 4170.612912 = -621324.732772 nChanged 43 SP:Iteration 12Q (12277.750000 sec): 3 clusters Score: Raw -625514.832820 + Penalty 4170.612912 = -621344.219908 nChanged 36 SP:Iteration 13Q (12277.950000 sec): 3 clusters Score: Raw -625532.656519 + Penalty 4170.612912 = -621362.043607 nChanged 20 SP:Iteration 14Q (12278.170000 sec): 3 clusters Score: Raw -625541.106594 + Penalty 4170.612912 = -621370.493682 nChanged 22 SP:Iteration 15Q (12278.400000 sec): 3 clusters Score: Raw -625550.812422 + Penalty 4170.612912 = -621380.199510 nChanged 16 SP:Iteration 16Q (12278.620000 sec): 3 clusters Score: Raw -625556.548361 + Penalty 4170.612912 = -621385.935449 nChanged 9 SP:Iteration 17Q (12278.820000 sec): 3 clusters Score: Raw -625559.220977 + Penalty 4170.612912 = -621388.608065 nChanged 9 SP:Iteration 18Q (12279.010000 sec): 3 clusters Score: Raw -625561.910367 + Penalty 4170.612912 = -621391.297454 nChanged 5 SP:Iteration 19Q (12279.210000 sec): 3 clusters Score: Raw -625563.391604 + Penalty 4170.612912 = -621392.778692 nChanged 6 SP:Iteration 20F (12279.420000 sec): 3 clusters Score: Raw -625565.389297 + Penalty 4170.612912 = -621394.776385 nChanged 8 SP:Iteration 21Q (12279.650000 sec): 3 clusters Score: Raw -625567.443929 + Penalty 4170.612912 = -621396.831017 nChanged 6 SP:Iteration 22Q (12279.880000 sec): 3 clusters Score: Raw -625569.131495 + Penalty 4170.612912 = -621398.518583 nChanged 2 SP:Iteration 23Q (12280.080000 sec): 3 clusters Score: Raw -625569.858487 + Penalty 4170.612912 = -621399.245575 nChanged 3 SP:Iteration 24Q (12280.320000 sec): 3 clusters Score: Raw -625570.328799 + Penalty 4170.612912 = -621399.715887 nChanged 2 SP:Iteration 25Q (12280.510000 sec): 3 clusters Score: Raw -625570.845744 + Penalty 4170.612912 = -621400.232832 nChanged 1 SP:Iteration 26Q (12280.740000 sec): 3 clusters Score: Raw -625571.504593 + Penalty 4170.612912 = -621400.891681 nChanged 0 SP:Iteration 27F (12280.960000 sec): 3 clusters Score: Raw -625571.504593 + Penalty 4170.612912 = -621400.891681 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 6 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12281.040000 sec): 2 clusters Score: Raw -32476.741408 + Penalty 1367.330329 = -31109.411079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12281.260000 sec): 3 clusters Score: Raw -32642.059785 + Penalty 2734.660658 = -29907.399127 nChanged 24 SP:Iteration 1F (12281.460000 sec): 3 clusters Score: Raw -32729.766047 + Penalty 2734.660658 = -29995.105389 nChanged 9 SP:Iteration 2Q (12281.700000 sec): 3 clusters Score: Raw -32767.765552 + Penalty 2734.660658 = -30033.104894 nChanged 5 SP:Iteration 3Q (12281.870000 sec): 3 clusters Score: Raw -32800.779350 + Penalty 2734.660658 = -30066.118692 nChanged 2 SP:Iteration 4Q (12282.080000 sec): 3 clusters Score: Raw -32822.307849 + Penalty 2734.660658 = -30087.647191 nChanged 2 SP:Iteration 5Q (12282.240000 sec): 3 clusters Score: Raw -32830.741212 + Penalty 2734.660658 = -30096.080554 nChanged 2 SP:Iteration 6Q (12282.390000 sec): 3 clusters Score: Raw -32839.133747 + Penalty 2734.660658 = -30104.473089 nChanged 2 SP:Iteration 7Q (12282.590000 sec): 3 clusters Score: Raw -32850.325690 + Penalty 2734.660658 = -30115.665032 nChanged 0 SP:Iteration 8F (12282.740000 sec): 3 clusters Score: Raw -32850.325690 + Penalty 2734.660658 = -30115.665032 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 7 (8743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12282.850000 sec): 2 clusters Score: Raw -1215870.176306 + Penalty 2250.850147 = -1213619.326159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12283.090000 sec): 3 clusters Score: Raw -1211198.933151 + Penalty 4501.700295 = -1206697.232856 nChanged 3611 SP:Iteration 1F (12283.350000 sec): 3 clusters Score: Raw -1213378.856426 + Penalty 4501.700295 = -1208877.156132 nChanged 700 SP:Iteration 2F (12283.640000 sec): 3 clusters Score: Raw -1213878.848969 + Penalty 4501.700295 = -1209377.148674 nChanged 592 SP:Iteration 3F (12283.870000 sec): 3 clusters Score: Raw -1214324.897089 + Penalty 4501.700295 = -1209823.196794 nChanged 529 SP:Iteration 4F (12284.140000 sec): 3 clusters Score: Raw -1214721.249453 + Penalty 4501.700295 = -1210219.549158 nChanged 463 SP:Iteration 5F (12284.370000 sec): 3 clusters Score: Raw -1215001.331584 + Penalty 4501.700295 = -1210499.631289 nChanged 367 SP:Iteration 6Q (12284.650000 sec): 3 clusters Score: Raw -1215207.939767 + Penalty 4501.700295 = -1210706.239472 nChanged 304 SP:Iteration 7Q (12284.870000 sec): 3 clusters Score: Raw -1215388.277373 + Penalty 4501.700295 = -1210886.577078 nChanged 273 SP:Iteration 8Q (12285.080000 sec): 3 clusters Score: Raw -1215519.274346 + Penalty 4501.700295 = -1211017.574051 nChanged 234 SP:Iteration 9Q (12285.320000 sec): 3 clusters Score: Raw -1215632.296630 + Penalty 4501.700295 = -1211130.596335 nChanged 207 SP:Iteration 10Q (12285.590000 sec): 3 clusters Score: Raw -1215731.705186 + Penalty 4501.700295 = -1211230.004891 nChanged 198 SP:Iteration 11Q (12285.850000 sec): 3 clusters Score: Raw -1215826.913398 + Penalty 4501.700295 = -1211325.213103 nChanged 187 SP:Iteration 12Q (12286.030000 sec): 3 clusters Score: Raw -1215912.096905 + Penalty 4501.700295 = -1211410.396610 nChanged 164 SP:Iteration 13Q (12286.260000 sec): 3 clusters Score: Raw -1215978.384492 + Penalty 4501.700295 = -1211476.684197 nChanged 120 SP:Iteration 14Q (12286.490000 sec): 3 clusters Score: Raw -1216028.195590 + Penalty 4501.700295 = -1211526.495295 nChanged 106 SP:Iteration 15Q (12286.750000 sec): 3 clusters Score: Raw -1216072.139828 + Penalty 4501.700295 = -1211570.439533 nChanged 110 SP:Iteration 16Q (12287.000000 sec): 3 clusters Score: Raw -1216106.726272 + Penalty 4501.700295 = -1211605.025977 nChanged 84 SP:Iteration 17Q (12287.220000 sec): 3 clusters Score: Raw -1216131.620812 + Penalty 4501.700295 = -1211629.920517 nChanged 60 SP:Iteration 18Q (12287.490000 sec): 3 clusters Score: Raw -1216147.259986 + Penalty 4501.700295 = -1211645.559691 nChanged 59 SP:Iteration 19Q (12287.750000 sec): 3 clusters Score: Raw -1216161.027731 + Penalty 4501.700295 = -1211659.327436 nChanged 40 SP:Iteration 20F (12288.100000 sec): 3 clusters Score: Raw -1216170.972195 + Penalty 4501.700295 = -1211669.271900 nChanged 43 SP:Iteration 21Q (12288.310000 sec): 3 clusters Score: Raw -1216180.741057 + Penalty 4501.700295 = -1211679.040762 nChanged 33 SP:Iteration 22Q (12288.560000 sec): 3 clusters Score: Raw -1216188.395149 + Penalty 4501.700295 = -1211686.694854 nChanged 27 SP:Iteration 23Q (12288.820000 sec): 3 clusters Score: Raw -1216193.909723 + Penalty 4501.700295 = -1211692.209428 nChanged 19 SP:Iteration 24Q (12289.050000 sec): 3 clusters Score: Raw -1216197.686700 + Penalty 4501.700295 = -1211695.986405 nChanged 14 SP:Iteration 25Q (12289.320000 sec): 3 clusters Score: Raw -1216200.540168 + Penalty 4501.700295 = -1211698.839873 nChanged 17 SP:Iteration 26Q (12289.570000 sec): 3 clusters Score: Raw -1216203.837758 + Penalty 4501.700295 = -1211702.137463 nChanged 13 SP:Iteration 27Q (12289.860000 sec): 3 clusters Score: Raw -1216206.158824 + Penalty 4501.700295 = -1211704.458529 nChanged 8 SP:Iteration 28Q (12290.110000 sec): 3 clusters Score: Raw -1216207.796528 + Penalty 4501.700295 = -1211706.096234 nChanged 9 SP:Iteration 29Q (12290.340000 sec): 3 clusters Score: Raw -1216210.237245 + Penalty 4501.700295 = -1211708.536950 nChanged 11 SP:Iteration 30Q (12290.650000 sec): 3 clusters Score: Raw -1216212.917227 + Penalty 4501.700295 = -1211711.216932 nChanged 11 SP:Iteration 31Q (12290.880000 sec): 3 clusters Score: Raw -1216216.659898 + Penalty 4501.700295 = -1211714.959603 nChanged 22 SP:Iteration 32Q (12291.080000 sec): 3 clusters Score: Raw -1216220.663629 + Penalty 4501.700295 = -1211718.963334 nChanged 9 SP:Iteration 33Q (12291.370000 sec): 3 clusters Score: Raw -1216222.072324 + Penalty 4501.700295 = -1211720.372029 nChanged 8 SP:Iteration 34Q (12291.620000 sec): 3 clusters Score: Raw -1216223.403616 + Penalty 4501.700295 = -1211721.703321 nChanged 9 SP:Iteration 35Q (12291.900000 sec): 3 clusters Score: Raw -1216224.962723 + Penalty 4501.700295 = -1211723.262428 nChanged 10 SP:Iteration 36Q (12292.110000 sec): 3 clusters Score: Raw -1216227.077519 + Penalty 4501.700295 = -1211725.377224 nChanged 12 SP:Iteration 37Q (12292.350000 sec): 3 clusters Score: Raw -1216230.027054 + Penalty 4501.700295 = -1211728.326759 nChanged 19 SP:Iteration 38Q (12292.540000 sec): 3 clusters Score: Raw -1216234.261226 + Penalty 4501.700295 = -1211732.560931 nChanged 20 SP:Iteration 39Q (12292.760000 sec): 3 clusters Score: Raw -1216239.636348 + Penalty 4501.700295 = -1211737.936053 nChanged 24 SP:Iteration 40F (12293.040000 sec): 3 clusters Score: Raw -1216245.487374 + Penalty 4501.700295 = -1211743.787079 nChanged 29 SP:Iteration 41Q (12293.230000 sec): 3 clusters Score: Raw -1216251.300767 + Penalty 4501.700295 = -1211749.600472 nChanged 28 SP:Iteration 42Q (12293.460000 sec): 3 clusters Score: Raw -1216257.297181 + Penalty 4501.700295 = -1211755.596886 nChanged 21 SP:Iteration 43Q (12293.700000 sec): 3 clusters Score: Raw -1216260.574890 + Penalty 4501.700295 = -1211758.874595 nChanged 9 SP:Iteration 44Q (12293.990000 sec): 3 clusters Score: Raw -1216262.586909 + Penalty 4501.700295 = -1211760.886615 nChanged 10 SP:Iteration 45Q (12294.210000 sec): 3 clusters Score: Raw -1216264.290523 + Penalty 4501.700295 = -1211762.590228 nChanged 9 SP:Iteration 46Q (12294.440000 sec): 3 clusters Score: Raw -1216266.349955 + Penalty 4501.700295 = -1211764.649660 nChanged 8 SP:Iteration 47Q (12294.690000 sec): 3 clusters Score: Raw -1216267.483146 + Penalty 4501.700295 = -1211765.782851 nChanged 6 SP:Iteration 48Q (12294.930000 sec): 3 clusters Score: Raw -1216268.467729 + Penalty 4501.700295 = -1211766.767434 nChanged 5 SP:Iteration 49Q (12295.180000 sec): 3 clusters Score: Raw -1216269.742925 + Penalty 4501.700295 = -1211768.042630 nChanged 5 SP:Iteration 50Q (12295.390000 sec): 3 clusters Score: Raw -1216270.709330 + Penalty 4501.700295 = -1211769.009035 nChanged 6 SP:Iteration 51Q (12295.650000 sec): 3 clusters Score: Raw -1216272.013197 + Penalty 4501.700295 = -1211770.312902 nChanged 5 SP:Iteration 52Q (12295.900000 sec): 3 clusters Score: Raw -1216272.562468 + Penalty 4501.700295 = -1211770.862173 nChanged 1 SP:Iteration 53Q (12296.160000 sec): 3 clusters Score: Raw -1216272.644507 + Penalty 4501.700295 = -1211770.944212 nChanged 0 SP:Iteration 54F (12296.390000 sec): 3 clusters Score: Raw -1216272.644507 + Penalty 4501.700295 = -1211770.944212 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 8 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12296.530000 sec): 2 clusters Score: Raw -30876.728224 + Penalty 1351.857536 = -29524.870688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12296.740000 sec): 3 clusters Score: Raw -31031.036117 + Penalty 2703.715073 = -28327.321044 nChanged 17 SP:Iteration 1F (12296.900000 sec): 3 clusters Score: Raw -31111.112264 + Penalty 2703.715073 = -28407.397191 nChanged 6 SP:Iteration 2Q (12297.090000 sec): 3 clusters Score: Raw -31144.745693 + Penalty 2703.715073 = -28441.030620 nChanged 3 SP:Iteration 3Q (12297.270000 sec): 3 clusters Score: Raw -31173.277179 + Penalty 2703.715073 = -28469.562106 nChanged 3 SP:Iteration 4Q (12297.470000 sec): 3 clusters Score: Raw -31195.297269 + Penalty 2703.715073 = -28491.582196 nChanged 1 SP:Iteration 5Q (12297.640000 sec): 3 clusters Score: Raw -31201.108177 + Penalty 2703.715073 = -28497.393104 nChanged 0 SP:Iteration 6F (12297.810000 sec): 3 clusters Score: Raw -31201.108177 + Penalty 2703.715073 = -28497.393104 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 9 (3525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12297.920000 sec): 2 clusters Score: Raw -486976.554243 + Penalty 2025.573657 = -484950.980586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12298.130000 sec): 3 clusters Score: Raw -485442.672181 + Penalty 4051.147315 = -481391.524866 nChanged 1282 SP:Iteration 1F (12298.350000 sec): 3 clusters Score: Raw -486302.431254 + Penalty 4051.147315 = -482251.283939 nChanged 282 SP:Iteration 2F (12298.540000 sec): 3 clusters Score: Raw -486518.811390 + Penalty 4051.147315 = -482467.664076 nChanged 191 SP:Iteration 3F (12298.730000 sec): 3 clusters Score: Raw -486636.264736 + Penalty 4051.147315 = -482585.117421 nChanged 121 SP:Iteration 4Q (12298.940000 sec): 3 clusters Score: Raw -486709.617319 + Penalty 4051.147315 = -482658.470005 nChanged 104 SP:Iteration 5Q (12299.100000 sec): 3 clusters Score: Raw -486771.908160 + Penalty 4051.147315 = -482720.760846 nChanged 80 SP:Iteration 6Q (12299.290000 sec): 3 clusters Score: Raw -486820.821782 + Penalty 4051.147315 = -482769.674467 nChanged 71 SP:Iteration 7Q (12299.490000 sec): 3 clusters Score: Raw -486871.950348 + Penalty 4051.147315 = -482820.803034 nChanged 77 SP:Iteration 8Q (12299.720000 sec): 3 clusters Score: Raw -486925.504300 + Penalty 4051.147315 = -482874.356985 nChanged 73 SP:Iteration 9Q (12299.900000 sec): 3 clusters Score: Raw -486978.801308 + Penalty 4051.147315 = -482927.653993 nChanged 83 SP:Iteration 10Q (12300.120000 sec): 3 clusters Score: Raw -487037.119345 + Penalty 4051.147315 = -482985.972030 nChanged 82 SP:Iteration 11Q (12300.320000 sec): 3 clusters Score: Raw -487097.493988 + Penalty 4051.147315 = -483046.346673 nChanged 80 SP:Iteration 12Q (12300.500000 sec): 3 clusters Score: Raw -487163.063707 + Penalty 4051.147315 = -483111.916392 nChanged 99 SP:Iteration 13Q (12300.690000 sec): 3 clusters Score: Raw -487269.926992 + Penalty 4051.147315 = -483218.779677 nChanged 126 SP:Iteration 14Q (12300.910000 sec): 3 clusters Score: Raw -487430.867437 + Penalty 4051.147315 = -483379.720122 nChanged 133 SP:Iteration 15Q (12301.110000 sec): 3 clusters Score: Raw -487603.343798 + Penalty 4051.147315 = -483552.196483 nChanged 134 SP:Iteration 16Q (12301.290000 sec): 3 clusters Score: Raw -487782.176525 + Penalty 4051.147315 = -483731.029210 nChanged 135 SP:Iteration 17Q (12301.450000 sec): 3 clusters Score: Raw -487986.939409 + Penalty 4051.147315 = -483935.792094 nChanged 124 SP:Iteration 18Q (12301.640000 sec): 3 clusters Score: Raw -488159.628341 + Penalty 4051.147315 = -484108.481027 nChanged 128 SP:Iteration 19Q (12301.800000 sec): 3 clusters Score: Raw -488314.078999 + Penalty 4051.147315 = -484262.931684 nChanged 108 SP:Iteration 20F (12302.000000 sec): 3 clusters Score: Raw -488448.498235 + Penalty 4051.147315 = -484397.350920 nChanged 84 SP:Iteration 21Q (12302.170000 sec): 3 clusters Score: Raw -488582.808289 + Penalty 4051.147315 = -484531.660975 nChanged 77 SP:Iteration 22Q (12302.390000 sec): 3 clusters Score: Raw -488669.360030 + Penalty 4051.147315 = -484618.212715 nChanged 53 SP:Iteration 23Q (12302.520000 sec): 3 clusters Score: Raw -488711.493637 + Penalty 4051.147315 = -484660.346322 nChanged 31 SP:Iteration 24Q (12302.710000 sec): 3 clusters Score: Raw -488734.378949 + Penalty 4051.147315 = -484683.231634 nChanged 27 SP:Iteration 25Q (12302.940000 sec): 3 clusters Score: Raw -488758.612892 + Penalty 4051.147315 = -484707.465577 nChanged 19 SP:Iteration 26Q (12303.170000 sec): 3 clusters Score: Raw -488772.203247 + Penalty 4051.147315 = -484721.055932 nChanged 15 SP:Iteration 27Q (12303.390000 sec): 3 clusters Score: Raw -488780.963010 + Penalty 4051.147315 = -484729.815696 nChanged 12 SP:Iteration 28Q (12303.620000 sec): 3 clusters Score: Raw -488787.382654 + Penalty 4051.147315 = -484736.235340 nChanged 6 SP:Iteration 29Q (12303.800000 sec): 3 clusters Score: Raw -488790.002101 + Penalty 4051.147315 = -484738.854786 nChanged 7 SP:Iteration 30Q (12303.960000 sec): 3 clusters Score: Raw -488793.393259 + Penalty 4051.147315 = -484742.245945 nChanged 7 SP:Iteration 31Q (12304.200000 sec): 3 clusters Score: Raw -488795.650684 + Penalty 4051.147315 = -484744.503370 nChanged 4 SP:Iteration 32Q (12304.420000 sec): 3 clusters Score: Raw -488796.525438 + Penalty 4051.147315 = -484745.378123 nChanged 4 SP:Iteration 33Q (12304.560000 sec): 3 clusters Score: Raw -488797.625256 + Penalty 4051.147315 = -484746.477941 nChanged 2 SP:Iteration 34Q (12304.720000 sec): 3 clusters Score: Raw -488798.040936 + Penalty 4051.147315 = -484746.893622 nChanged 0 SP:Iteration 35F (12304.890000 sec): 3 clusters Score: Raw -488798.040936 + Penalty 4051.147315 = -484746.893622 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 10 (5652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12305.020000 sec): 2 clusters Score: Raw -815203.775004 + Penalty 2142.661656 = -813061.113347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12305.280000 sec): 3 clusters Score: Raw -812396.074552 + Penalty 4285.323313 = -808110.751239 nChanged 2206 SP:Iteration 1F (12305.450000 sec): 3 clusters Score: Raw -813594.768542 + Penalty 4285.323313 = -809309.445229 nChanged 412 SP:Iteration 2F (12305.600000 sec): 3 clusters Score: Raw -813837.723401 + Penalty 4285.323313 = -809552.400088 nChanged 316 SP:Iteration 3F (12305.830000 sec): 3 clusters Score: Raw -814013.770058 + Penalty 4285.323313 = -809728.446745 nChanged 248 SP:Iteration 4Q (12306.000000 sec): 3 clusters Score: Raw -814152.562573 + Penalty 4285.323313 = -809867.239261 nChanged 224 SP:Iteration 5Q (12306.200000 sec): 3 clusters Score: Raw -814307.265623 + Penalty 4285.323313 = -810021.942310 nChanged 221 SP:Iteration 6Q (12306.410000 sec): 3 clusters Score: Raw -814458.928633 + Penalty 4285.323313 = -810173.605320 nChanged 218 SP:Iteration 7Q (12306.670000 sec): 3 clusters Score: Raw -814621.835621 + Penalty 4285.323313 = -810336.512308 nChanged 187 SP:Iteration 8Q (12306.840000 sec): 3 clusters Score: Raw -814760.379912 + Penalty 4285.323313 = -810475.056599 nChanged 172 SP:Iteration 9Q (12307.050000 sec): 3 clusters Score: Raw -814907.511408 + Penalty 4285.323313 = -810622.188095 nChanged 144 SP:Iteration 10Q (12307.320000 sec): 3 clusters Score: Raw -815023.647388 + Penalty 4285.323313 = -810738.324075 nChanged 137 SP:Iteration 11Q (12307.490000 sec): 3 clusters Score: Raw -815148.327787 + Penalty 4285.323313 = -810863.004474 nChanged 102 SP:Iteration 12Q (12307.640000 sec): 3 clusters Score: Raw -815232.416617 + Penalty 4285.323313 = -810947.093304 nChanged 76 SP:Iteration 13Q (12307.850000 sec): 3 clusters Score: Raw -815290.054642 + Penalty 4285.323313 = -811004.731329 nChanged 71 SP:Iteration 14Q (12308.090000 sec): 3 clusters Score: Raw -815345.369889 + Penalty 4285.323313 = -811060.046576 nChanged 57 SP:Iteration 15Q (12308.280000 sec): 3 clusters Score: Raw -815390.023926 + Penalty 4285.323313 = -811104.700613 nChanged 43 SP:Iteration 16Q (12308.450000 sec): 3 clusters Score: Raw -815424.347190 + Penalty 4285.323313 = -811139.023877 nChanged 36 SP:Iteration 17Q (12308.610000 sec): 3 clusters Score: Raw -815452.398191 + Penalty 4285.323313 = -811167.074878 nChanged 37 SP:Iteration 18Q (12308.810000 sec): 3 clusters Score: Raw -815490.082740 + Penalty 4285.323313 = -811204.759427 nChanged 34 SP:Iteration 19Q (12309.000000 sec): 3 clusters Score: Raw -815520.890685 + Penalty 4285.323313 = -811235.567372 nChanged 31 SP:Iteration 20F (12309.240000 sec): 3 clusters Score: Raw -815548.341826 + Penalty 4285.323313 = -811263.018513 nChanged 22 SP:Iteration 21Q (12309.460000 sec): 3 clusters Score: Raw -815572.477109 + Penalty 4285.323313 = -811287.153796 nChanged 29 SP:Iteration 22Q (12309.660000 sec): 3 clusters Score: Raw -815599.488799 + Penalty 4285.323313 = -811314.165486 nChanged 33 SP:Iteration 23Q (12309.890000 sec): 3 clusters Score: Raw -815624.844849 + Penalty 4285.323313 = -811339.521536 nChanged 22 SP:Iteration 24Q (12310.130000 sec): 3 clusters Score: Raw -815639.769804 + Penalty 4285.323313 = -811354.446491 nChanged 18 SP:Iteration 25Q (12310.370000 sec): 3 clusters Score: Raw -815651.556654 + Penalty 4285.323313 = -811366.233341 nChanged 13 SP:Iteration 26Q (12310.580000 sec): 3 clusters Score: Raw -815661.534176 + Penalty 4285.323313 = -811376.210863 nChanged 15 SP:Iteration 27Q (12310.820000 sec): 3 clusters Score: Raw -815677.195286 + Penalty 4285.323313 = -811391.871973 nChanged 18 SP:Iteration 28Q (12311.060000 sec): 3 clusters Score: Raw -815690.842393 + Penalty 4285.323313 = -811405.519080 nChanged 14 SP:Iteration 29Q (12311.300000 sec): 3 clusters Score: Raw -815705.808449 + Penalty 4285.323313 = -811420.485136 nChanged 13 SP:Iteration 30Q (12311.520000 sec): 3 clusters Score: Raw -815719.098544 + Penalty 4285.323313 = -811433.775231 nChanged 16 SP:Iteration 31Q (12311.780000 sec): 3 clusters Score: Raw -815728.935795 + Penalty 4285.323313 = -811443.612482 nChanged 7 SP:Iteration 32Q (12311.980000 sec): 3 clusters Score: Raw -815734.593268 + Penalty 4285.323313 = -811449.269956 nChanged 5 SP:Iteration 33Q (12312.180000 sec): 3 clusters Score: Raw -815738.669033 + Penalty 4285.323313 = -811453.345720 nChanged 4 SP:Iteration 34Q (12312.400000 sec): 3 clusters Score: Raw -815741.741882 + Penalty 4285.323313 = -811456.418569 nChanged 5 SP:Iteration 35Q (12312.620000 sec): 3 clusters Score: Raw -815744.857062 + Penalty 4285.323313 = -811459.533749 nChanged 3 SP:Iteration 36Q (12312.880000 sec): 3 clusters Score: Raw -815746.045109 + Penalty 4285.323313 = -811460.721796 nChanged 1 SP:Iteration 37Q (12313.080000 sec): 3 clusters Score: Raw -815746.536215 + Penalty 4285.323313 = -811461.212902 nChanged 0 SP:Iteration 38F (12313.300000 sec): 3 clusters Score: Raw -815746.536215 + Penalty 4285.323313 = -811461.212902 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 11 (91891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12313.870000 sec): 2 clusters Score: Raw -13614483.071267 + Penalty 2834.232876 = -13611648.838391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12314.670000 sec): 3 clusters Score: Raw -13555758.675415 + Penalty 5668.465752 = -13550090.209663 nChanged 43417 SP:Iteration 1F (12315.400000 sec): 3 clusters Score: Raw -13580284.869571 + Penalty 5668.465752 = -13574616.403819 nChanged 3241 SP:Iteration 2Q (12316.220000 sec): 3 clusters Score: Raw -13581158.607361 + Penalty 5668.465752 = -13575490.141609 nChanged 3400 SP:Iteration 3Q (12317.030000 sec): 3 clusters Score: Raw -13582207.108562 + Penalty 5668.465752 = -13576538.642810 nChanged 3836 SP:Iteration 4Q (12317.830000 sec): 3 clusters Score: Raw -13583554.712283 + Penalty 5668.465752 = -13577886.246531 nChanged 4329 SP:Iteration 5Q (12318.670000 sec): 3 clusters Score: Raw -13585330.526979 + Penalty 5668.465752 = -13579662.061227 nChanged 5095 SP:Iteration 6F (12319.420000 sec): 3 clusters Score: Raw -13587769.523503 + Penalty 5668.465752 = -13582101.057751 nChanged 5713 SP:Iteration 7F (12320.230000 sec): 3 clusters Score: Raw -13590977.609431 + Penalty 5668.465752 = -13585309.143679 nChanged 6269 SP:Iteration 8F (12321.010000 sec): 3 clusters Score: Raw -13594928.609699 + Penalty 5668.465752 = -13589260.143947 nChanged 6088 SP:Iteration 9F (12321.830000 sec): 3 clusters Score: Raw -13599020.647479 + Penalty 5668.465752 = -13593352.181727 nChanged 5470 SP:Iteration 10F (12322.600000 sec): 3 clusters Score: Raw -13602896.811299 + Penalty 5668.465752 = -13597228.345547 nChanged 4677 SP:Iteration 11F (12323.310000 sec): 3 clusters Score: Raw -13606303.471884 + Penalty 5668.465752 = -13600635.006132 nChanged 3679 SP:Iteration 12Q (12324.050000 sec): 3 clusters Score: Raw -13609054.550053 + Penalty 5668.465752 = -13603386.084301 nChanged 2740 SP:Iteration 13Q (12324.880000 sec): 3 clusters Score: Raw -13611121.906803 + Penalty 5668.465752 = -13605453.441051 nChanged 1866 SP:Iteration 14Q (12325.710000 sec): 3 clusters Score: Raw -13612564.965743 + Penalty 5668.465752 = -13606896.499991 nChanged 1197 SP:Iteration 15Q (12326.520000 sec): 3 clusters Score: Raw -13613584.084290 + Penalty 5668.465752 = -13607915.618538 nChanged 759 SP:Iteration 16Q (12327.290000 sec): 3 clusters Score: Raw -13614240.098256 + Penalty 5668.465752 = -13608571.632504 nChanged 400 SP:Iteration 17Q (12327.970000 sec): 3 clusters Score: Raw -13614588.351593 + Penalty 5668.465752 = -13608919.885841 nChanged 237 SP:Iteration 18Q (12328.590000 sec): 3 clusters Score: Raw -13614800.114910 + Penalty 5668.465752 = -13609131.649158 nChanged 159 SP:Iteration 19Q (12329.250000 sec): 3 clusters Score: Raw -13614943.401120 + Penalty 5668.465752 = -13609274.935368 nChanged 115 SP:Iteration 20F (12330.010000 sec): 3 clusters Score: Raw -13615050.048059 + Penalty 5668.465752 = -13609381.582307 nChanged 81 SP:Iteration 21Q (12330.630000 sec): 3 clusters Score: Raw -13615112.752545 + Penalty 5668.465752 = -13609444.286793 nChanged 70 SP:Iteration 22Q (12331.260000 sec): 3 clusters Score: Raw -13615156.779379 + Penalty 5668.465752 = -13609488.313627 nChanged 42 SP:Iteration 23Q (12331.910000 sec): 3 clusters Score: Raw -13615183.579811 + Penalty 5668.465752 = -13609515.114058 nChanged 34 SP:Iteration 24Q (12332.610000 sec): 3 clusters Score: Raw -13615199.917390 + Penalty 5668.465752 = -13609531.451638 nChanged 26 SP:Iteration 25Q (12333.190000 sec): 3 clusters Score: Raw -13615215.586282 + Penalty 5668.465752 = -13609547.120530 nChanged 28 SP:Iteration 26Q (12333.830000 sec): 3 clusters Score: Raw -13615230.432037 + Penalty 5668.465752 = -13609561.966285 nChanged 13 SP:Iteration 27Q (12334.440000 sec): 3 clusters Score: Raw -13615235.906950 + Penalty 5668.465752 = -13609567.441198 nChanged 13 SP:Iteration 28Q (12335.100000 sec): 3 clusters Score: Raw -13615241.694414 + Penalty 5668.465752 = -13609573.228662 nChanged 5 SP:Iteration 29Q (12335.690000 sec): 3 clusters Score: Raw -13615244.757209 + Penalty 5668.465752 = -13609576.291457 nChanged 11 SP:Iteration 30Q (12336.340000 sec): 3 clusters Score: Raw -13615250.384604 + Penalty 5668.465752 = -13609581.918852 nChanged 7 SP:Iteration 31Q (12336.960000 sec): 3 clusters Score: Raw -13615253.987048 + Penalty 5668.465752 = -13609585.521296 nChanged 6 SP:Iteration 32Q (12337.580000 sec): 3 clusters Score: Raw -13615255.800253 + Penalty 5668.465752 = -13609587.334501 nChanged 2 SP:Iteration 33Q (12338.190000 sec): 3 clusters Score: Raw -13615256.456872 + Penalty 5668.465752 = -13609587.991120 nChanged 2 SP:Iteration 34Q (12338.790000 sec): 3 clusters Score: Raw -13615257.351713 + Penalty 5668.465752 = -13609588.885961 nChanged 3 SP:Iteration 35Q (12339.360000 sec): 3 clusters Score: Raw -13615259.043120 + Penalty 5668.465752 = -13609590.577368 nChanged 3 SP:Iteration 36Q (12339.970000 sec): 3 clusters Score: Raw -13615260.327548 + Penalty 5668.465752 = -13609591.861796 nChanged 1 SP:Iteration 37Q (12340.570000 sec): 3 clusters Score: Raw -13615260.704300 + Penalty 5668.465752 = -13609592.238548 nChanged 2 SP:Iteration 38Q (12341.200000 sec): 3 clusters Score: Raw -13615261.778075 + Penalty 5668.465752 = -13609593.312323 nChanged 1 SP:Iteration 39Q (12341.720000 sec): 3 clusters Score: Raw -13615262.141780 + Penalty 5668.465752 = -13609593.676028 nChanged 1 SP:Iteration 40F (12342.360000 sec): 3 clusters Score: Raw -13615262.611662 + Penalty 5668.465752 = -13609594.145910 nChanged 2 SP:Iteration 41Q (12342.950000 sec): 3 clusters Score: Raw -13615263.225253 + Penalty 5668.465752 = -13609594.759501 nChanged 0 SP:Iteration 42F (12343.640000 sec): 3 clusters Score: Raw -13615263.225253 + Penalty 5668.465752 = -13609594.759501 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 12 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12343.760000 sec): 2 clusters Score: Raw -50514.251446 + Penalty 1464.529738 = -49049.721708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12344.000000 sec): 3 clusters Score: Raw -50614.341599 + Penalty 2929.059477 = -47685.282122 nChanged 49 SP:Iteration 1F (12344.160000 sec): 3 clusters Score: Raw -50731.329159 + Penalty 2929.059477 = -47802.269683 nChanged 15 SP:Iteration 2Q (12344.350000 sec): 3 clusters Score: Raw -50776.775704 + Penalty 2929.059477 = -47847.716227 nChanged 4 SP:Iteration 3Q (12344.550000 sec): 3 clusters Score: Raw -50792.200188 + Penalty 2929.059477 = -47863.140712 nChanged 0 SP:Iteration 4F (12344.770000 sec): 3 clusters Score: Raw -50792.200188 + Penalty 2929.059477 = -47863.140712 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 13 (22654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12344.970000 sec): 2 clusters Score: Raw -3363643.401322 + Penalty 2486.966746 = -3361156.434576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12345.250000 sec): 3 clusters Score: Raw -3350232.623764 + Penalty 4973.933491 = -3345258.690273 nChanged 10194 SP:Iteration 1F (12345.560000 sec): 3 clusters Score: Raw -3355771.119928 + Penalty 4973.933491 = -3350797.186437 nChanged 1286 SP:Iteration 2F (12345.870000 sec): 3 clusters Score: Raw -3356319.741521 + Penalty 4973.933491 = -3351345.808030 nChanged 1262 SP:Iteration 3F (12346.200000 sec): 3 clusters Score: Raw -3356983.839664 + Penalty 4973.933491 = -3352009.906173 nChanged 1451 SP:Iteration 4F (12346.490000 sec): 3 clusters Score: Raw -3357920.215057 + Penalty 4973.933491 = -3352946.281566 nChanged 1614 SP:Iteration 5F (12346.770000 sec): 3 clusters Score: Raw -3359106.369375 + Penalty 4973.933491 = -3354132.435884 nChanged 1630 SP:Iteration 6F (12347.110000 sec): 3 clusters Score: Raw -3360306.037951 + Penalty 4973.933491 = -3355332.104460 nChanged 1426 SP:Iteration 7F (12347.400000 sec): 3 clusters Score: Raw -3361270.704384 + Penalty 4973.933491 = -3356296.770893 nChanged 1103 SP:Iteration 8Q (12347.690000 sec): 3 clusters Score: Raw -3361884.086234 + Penalty 4973.933491 = -3356910.152743 nChanged 761 SP:Iteration 9Q (12348.010000 sec): 3 clusters Score: Raw -3362218.120430 + Penalty 4973.933491 = -3357244.186939 nChanged 543 SP:Iteration 10Q (12348.290000 sec): 3 clusters Score: Raw -3362427.914868 + Penalty 4973.933491 = -3357453.981377 nChanged 415 SP:Iteration 11Q (12348.640000 sec): 3 clusters Score: Raw -3362565.061786 + Penalty 4973.933491 = -3357591.128295 nChanged 310 SP:Iteration 12Q (12348.930000 sec): 3 clusters Score: Raw -3362664.592520 + Penalty 4973.933491 = -3357690.659029 nChanged 267 SP:Iteration 13Q (12349.230000 sec): 3 clusters Score: Raw -3362760.901785 + Penalty 4973.933491 = -3357786.968294 nChanged 275 SP:Iteration 14Q (12349.590000 sec): 3 clusters Score: Raw -3362864.232873 + Penalty 4973.933491 = -3357890.299382 nChanged 251 SP:Iteration 15Q (12349.840000 sec): 3 clusters Score: Raw -3362954.251784 + Penalty 4973.933491 = -3357980.318293 nChanged 214 SP:Iteration 16Q (12350.220000 sec): 3 clusters Score: Raw -3363036.982283 + Penalty 4973.933491 = -3358063.048792 nChanged 201 SP:Iteration 17Q (12350.570000 sec): 3 clusters Score: Raw -3363116.852105 + Penalty 4973.933491 = -3358142.918614 nChanged 204 SP:Iteration 18Q (12350.900000 sec): 3 clusters Score: Raw -3363200.664488 + Penalty 4973.933491 = -3358226.730997 nChanged 181 SP:Iteration 19Q (12351.250000 sec): 3 clusters Score: Raw -3363275.038212 + Penalty 4973.933491 = -3358301.104721 nChanged 178 SP:Iteration 20F (12351.610000 sec): 3 clusters Score: Raw -3363347.583672 + Penalty 4973.933491 = -3358373.650181 nChanged 131 SP:Iteration 21Q (12351.890000 sec): 3 clusters Score: Raw -3363395.420130 + Penalty 4973.933491 = -3358421.486639 nChanged 118 SP:Iteration 22Q (12352.220000 sec): 3 clusters Score: Raw -3363439.317067 + Penalty 4973.933491 = -3358465.383576 nChanged 116 SP:Iteration 23Q (12352.530000 sec): 3 clusters Score: Raw -3363493.695221 + Penalty 4973.933491 = -3358519.761730 nChanged 119 SP:Iteration 24Q (12352.830000 sec): 3 clusters Score: Raw -3363547.061290 + Penalty 4973.933491 = -3358573.127799 nChanged 114 SP:Iteration 25Q (12353.120000 sec): 3 clusters Score: Raw -3363597.865283 + Penalty 4973.933491 = -3358623.931791 nChanged 100 SP:Iteration 26Q (12353.430000 sec): 3 clusters Score: Raw -3363638.690545 + Penalty 4973.933491 = -3358664.757054 nChanged 89 SP:Iteration 27Q (12353.790000 sec): 3 clusters Score: Raw -3363681.009058 + Penalty 4973.933491 = -3358707.075567 nChanged 70 SP:Iteration 28Q (12354.090000 sec): 3 clusters Score: Raw -3363713.230360 + Penalty 4973.933491 = -3358739.296869 nChanged 57 SP:Iteration 29Q (12354.410000 sec): 3 clusters Score: Raw -3363742.411063 + Penalty 4973.933491 = -3358768.477572 nChanged 53 SP:Iteration 30Q (12354.710000 sec): 3 clusters Score: Raw -3363768.198831 + Penalty 4973.933491 = -3358794.265340 nChanged 51 SP:Iteration 31Q (12355.030000 sec): 3 clusters Score: Raw -3363793.709982 + Penalty 4973.933491 = -3358819.776491 nChanged 43 SP:Iteration 32Q (12355.340000 sec): 3 clusters Score: Raw -3363815.997477 + Penalty 4973.933491 = -3358842.063986 nChanged 39 SP:Iteration 33Q (12355.650000 sec): 3 clusters Score: Raw -3363837.161219 + Penalty 4973.933491 = -3358863.227728 nChanged 31 SP:Iteration 34Q (12355.940000 sec): 3 clusters Score: Raw -3363852.845001 + Penalty 4973.933491 = -3358878.911510 nChanged 34 SP:Iteration 35Q (12356.270000 sec): 3 clusters Score: Raw -3363870.458447 + Penalty 4973.933491 = -3358896.524956 nChanged 33 SP:Iteration 36Q (12356.540000 sec): 3 clusters Score: Raw -3363887.115937 + Penalty 4973.933491 = -3358913.182446 nChanged 28 SP:Iteration 37Q (12356.870000 sec): 3 clusters Score: Raw -3363899.530483 + Penalty 4973.933491 = -3358925.596992 nChanged 25 SP:Iteration 38Q (12357.220000 sec): 3 clusters Score: Raw -3363914.295094 + Penalty 4973.933491 = -3358940.361603 nChanged 20 SP:Iteration 39Q (12357.560000 sec): 3 clusters Score: Raw -3363926.061182 + Penalty 4973.933491 = -3358952.127691 nChanged 20 SP:Iteration 40F (12357.890000 sec): 3 clusters Score: Raw -3363936.676570 + Penalty 4973.933491 = -3358962.743079 nChanged 17 SP:Iteration 41Q (12358.230000 sec): 3 clusters Score: Raw -3363946.410179 + Penalty 4973.933491 = -3358972.476688 nChanged 19 SP:Iteration 42Q (12358.500000 sec): 3 clusters Score: Raw -3363954.925775 + Penalty 4973.933491 = -3358980.992284 nChanged 3 SP:Iteration 43Q (12358.850000 sec): 3 clusters Score: Raw -3363955.865221 + Penalty 4973.933491 = -3358981.931730 nChanged 1 SP:Iteration 44Q (12359.140000 sec): 3 clusters Score: Raw -3363956.140132 + Penalty 4973.933491 = -3358982.206641 nChanged 1 SP:Iteration 45Q (12359.430000 sec): 3 clusters Score: Raw -3363956.416481 + Penalty 4973.933491 = -3358982.482990 nChanged 0 SP:Iteration 46F (12359.730000 sec): 3 clusters Score: Raw -3363956.416481 + Penalty 4973.933491 = -3358982.482990 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12359.860000 sec): 2 clusters Score: Raw -16565.174731 + Penalty 1221.958914 = -15343.215817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12360.010000 sec): 3 clusters Score: Raw -16989.599923 + Penalty 2443.917828 = -14545.682095 nChanged 5 SP:Iteration 1Q (12360.200000 sec): 3 clusters Score: Raw -17023.361982 + Penalty 2443.917828 = -14579.444154 nChanged 3 SP:Iteration 2Q (12360.380000 sec): 3 clusters Score: Raw -17038.977127 + Penalty 2443.917828 = -14595.059299 nChanged 1 SP:Iteration 3Q (12360.580000 sec): 3 clusters Score: Raw -17052.449973 + Penalty 2443.917828 = -14608.532145 nChanged 1 SP:Iteration 4Q (12360.750000 sec): 3 clusters Score: Raw -17057.155001 + Penalty 2443.917828 = -14613.237173 nChanged 1 SP:Iteration 5Q (12360.950000 sec): 3 clusters Score: Raw -17068.871464 + Penalty 2443.917828 = -14624.953636 nChanged 0 SP:Iteration 6F (12361.100000 sec): 3 clusters Score: Raw -17068.871464 + Penalty 2443.917828 = -14624.953636 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 15 (53411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12361.430000 sec): 2 clusters Score: Raw -7830237.829566 + Penalty 2699.671455 = -7827538.158111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12361.940000 sec): 3 clusters Score: Raw -7796907.021673 + Penalty 5399.342910 = -7791507.678763 nChanged 24856 SP:Iteration 1F (12362.430000 sec): 3 clusters Score: Raw -7810753.736497 + Penalty 5399.342910 = -7805354.393587 nChanged 2255 SP:Iteration 2Q (12362.950000 sec): 3 clusters Score: Raw -7811451.011979 + Penalty 5399.342910 = -7806051.669069 nChanged 2204 SP:Iteration 3Q (12363.440000 sec): 3 clusters Score: Raw -7812196.753433 + Penalty 5399.342910 = -7806797.410523 nChanged 2376 SP:Iteration 4Q (12363.950000 sec): 3 clusters Score: Raw -7813145.884557 + Penalty 5399.342910 = -7807746.541646 nChanged 2640 SP:Iteration 5Q (12364.490000 sec): 3 clusters Score: Raw -7814382.537664 + Penalty 5399.342910 = -7808983.194753 nChanged 2963 SP:Iteration 6F (12365.020000 sec): 3 clusters Score: Raw -7816031.524830 + Penalty 5399.342910 = -7810632.181920 nChanged 3355 SP:Iteration 7F (12365.540000 sec): 3 clusters Score: Raw -7818251.348672 + Penalty 5399.342910 = -7812852.005762 nChanged 3535 SP:Iteration 8F (12366.040000 sec): 3 clusters Score: Raw -7820980.833704 + Penalty 5399.342910 = -7815581.490794 nChanged 3353 SP:Iteration 9F (12366.570000 sec): 3 clusters Score: Raw -7823795.210351 + Penalty 5399.342910 = -7818395.867441 nChanged 2683 SP:Iteration 10F (12367.010000 sec): 3 clusters Score: Raw -7826095.719734 + Penalty 5399.342910 = -7820696.376824 nChanged 1891 SP:Iteration 11Q (12367.480000 sec): 3 clusters Score: Raw -7827724.183926 + Penalty 5399.342910 = -7822324.841016 nChanged 1276 SP:Iteration 12Q (12368.000000 sec): 3 clusters Score: Raw -7828836.504300 + Penalty 5399.342910 = -7823437.161390 nChanged 760 SP:Iteration 13Q (12368.490000 sec): 3 clusters Score: Raw -7829502.006852 + Penalty 5399.342910 = -7824102.663942 nChanged 441 SP:Iteration 14Q (12368.950000 sec): 3 clusters Score: Raw -7829899.996764 + Penalty 5399.342910 = -7824500.653854 nChanged 275 SP:Iteration 15Q (12369.400000 sec): 3 clusters Score: Raw -7830128.191779 + Penalty 5399.342910 = -7824728.848869 nChanged 171 SP:Iteration 16Q (12369.870000 sec): 3 clusters Score: Raw -7830253.497302 + Penalty 5399.342910 = -7824854.154392 nChanged 107 SP:Iteration 17Q (12370.350000 sec): 3 clusters Score: Raw -7830326.159684 + Penalty 5399.342910 = -7824926.816774 nChanged 77 SP:Iteration 18Q (12370.850000 sec): 3 clusters Score: Raw -7830385.707838 + Penalty 5399.342910 = -7824986.364928 nChanged 53 SP:Iteration 19Q (12371.290000 sec): 3 clusters Score: Raw -7830429.741913 + Penalty 5399.342910 = -7825030.399003 nChanged 44 SP:Iteration 20F (12371.750000 sec): 3 clusters Score: Raw -7830462.200493 + Penalty 5399.342910 = -7825062.857583 nChanged 33 SP:Iteration 21Q (12372.230000 sec): 3 clusters Score: Raw -7830487.373590 + Penalty 5399.342910 = -7825088.030680 nChanged 24 SP:Iteration 22Q (12372.690000 sec): 3 clusters Score: Raw -7830504.687586 + Penalty 5399.342910 = -7825105.344676 nChanged 25 SP:Iteration 23Q (12373.110000 sec): 3 clusters Score: Raw -7830525.693335 + Penalty 5399.342910 = -7825126.350425 nChanged 21 SP:Iteration 24Q (12373.610000 sec): 3 clusters Score: Raw -7830549.290012 + Penalty 5399.342910 = -7825149.947102 nChanged 18 SP:Iteration 25Q (12374.040000 sec): 3 clusters Score: Raw -7830562.634701 + Penalty 5399.342910 = -7825163.291791 nChanged 15 SP:Iteration 26Q (12374.460000 sec): 3 clusters Score: Raw -7830576.041414 + Penalty 5399.342910 = -7825176.698504 nChanged 6 SP:Iteration 27Q (12374.910000 sec): 3 clusters Score: Raw -7830580.120639 + Penalty 5399.342910 = -7825180.777729 nChanged 5 SP:Iteration 28Q (12375.330000 sec): 3 clusters Score: Raw -7830584.203336 + Penalty 5399.342910 = -7825184.860425 nChanged 5 SP:Iteration 29Q (12375.740000 sec): 3 clusters Score: Raw -7830587.282791 + Penalty 5399.342910 = -7825187.939881 nChanged 4 SP:Iteration 30Q (12376.170000 sec): 3 clusters Score: Raw -7830589.485877 + Penalty 5399.342910 = -7825190.142967 nChanged 3 SP:Iteration 31Q (12376.610000 sec): 3 clusters Score: Raw -7830590.850325 + Penalty 5399.342910 = -7825191.507414 nChanged 1 SP:Iteration 32Q (12377.030000 sec): 3 clusters Score: Raw -7830591.577733 + Penalty 5399.342910 = -7825192.234823 nChanged 0 SP:Iteration 33F (12377.500000 sec): 3 clusters Score: Raw -7830591.577733 + Penalty 5399.342910 = -7825192.234823 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 16 (5306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12377.600000 sec): 2 clusters Score: Raw -760390.681678 + Penalty 2126.995197 = -758263.686482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12377.830000 sec): 3 clusters Score: Raw -757831.726420 + Penalty 4253.990393 = -753577.736027 nChanged 2027 SP:Iteration 1F (12378.020000 sec): 3 clusters Score: Raw -758958.947919 + Penalty 4253.990393 = -754704.957526 nChanged 404 SP:Iteration 2F (12378.230000 sec): 3 clusters Score: Raw -759198.937511 + Penalty 4253.990393 = -754944.947118 nChanged 267 SP:Iteration 3F (12378.410000 sec): 3 clusters Score: Raw -759347.805074 + Penalty 4253.990393 = -755093.814681 nChanged 192 SP:Iteration 4Q (12378.610000 sec): 3 clusters Score: Raw -759464.819253 + Penalty 4253.990393 = -755210.828860 nChanged 154 SP:Iteration 5Q (12378.790000 sec): 3 clusters Score: Raw -759539.144930 + Penalty 4253.990393 = -755285.154537 nChanged 123 SP:Iteration 6Q (12378.990000 sec): 3 clusters Score: Raw -759609.499468 + Penalty 4253.990393 = -755355.509075 nChanged 118 SP:Iteration 7Q (12379.170000 sec): 3 clusters Score: Raw -759677.735169 + Penalty 4253.990393 = -755423.744775 nChanged 113 SP:Iteration 8Q (12379.370000 sec): 3 clusters Score: Raw -759742.087563 + Penalty 4253.990393 = -755488.097170 nChanged 89 SP:Iteration 9Q (12379.570000 sec): 3 clusters Score: Raw -759794.137163 + Penalty 4253.990393 = -755540.146770 nChanged 104 SP:Iteration 10Q (12379.770000 sec): 3 clusters Score: Raw -759865.483070 + Penalty 4253.990393 = -755611.492677 nChanged 107 SP:Iteration 11Q (12379.940000 sec): 3 clusters Score: Raw -759929.527178 + Penalty 4253.990393 = -755675.536784 nChanged 98 SP:Iteration 12Q (12380.150000 sec): 3 clusters Score: Raw -759982.595062 + Penalty 4253.990393 = -755728.604669 nChanged 84 SP:Iteration 13Q (12380.330000 sec): 3 clusters Score: Raw -760033.456864 + Penalty 4253.990393 = -755779.466471 nChanged 78 SP:Iteration 14Q (12380.550000 sec): 3 clusters Score: Raw -760080.457136 + Penalty 4253.990393 = -755826.466743 nChanged 88 SP:Iteration 15Q (12380.720000 sec): 3 clusters Score: Raw -760129.274863 + Penalty 4253.990393 = -755875.284470 nChanged 84 SP:Iteration 16Q (12380.870000 sec): 3 clusters Score: Raw -760176.233221 + Penalty 4253.990393 = -755922.242828 nChanged 68 SP:Iteration 17Q (12381.050000 sec): 3 clusters Score: Raw -760212.429298 + Penalty 4253.990393 = -755958.438905 nChanged 62 SP:Iteration 18Q (12381.260000 sec): 3 clusters Score: Raw -760248.554542 + Penalty 4253.990393 = -755994.564149 nChanged 73 SP:Iteration 19Q (12381.470000 sec): 3 clusters Score: Raw -760292.133210 + Penalty 4253.990393 = -756038.142817 nChanged 70 SP:Iteration 20F (12381.700000 sec): 3 clusters Score: Raw -760334.160874 + Penalty 4253.990393 = -756080.170481 nChanged 70 SP:Iteration 21Q (12381.880000 sec): 3 clusters Score: Raw -760373.665851 + Penalty 4253.990393 = -756119.675458 nChanged 44 SP:Iteration 22Q (12382.050000 sec): 3 clusters Score: Raw -760401.881087 + Penalty 4253.990393 = -756147.890694 nChanged 46 SP:Iteration 23Q (12382.290000 sec): 3 clusters Score: Raw -760439.854278 + Penalty 4253.990393 = -756185.863885 nChanged 49 SP:Iteration 24Q (12382.470000 sec): 3 clusters Score: Raw -760474.701328 + Penalty 4253.990393 = -756220.710935 nChanged 47 SP:Iteration 25Q (12382.690000 sec): 3 clusters Score: Raw -760508.230796 + Penalty 4253.990393 = -756254.240403 nChanged 38 SP:Iteration 26Q (12382.880000 sec): 3 clusters Score: Raw -760533.029924 + Penalty 4253.990393 = -756279.039531 nChanged 40 SP:Iteration 27Q (12383.070000 sec): 3 clusters Score: Raw -760554.908812 + Penalty 4253.990393 = -756300.918419 nChanged 33 SP:Iteration 28Q (12383.270000 sec): 3 clusters Score: Raw -760571.042911 + Penalty 4253.990393 = -756317.052518 nChanged 18 SP:Iteration 29Q (12383.440000 sec): 3 clusters Score: Raw -760580.016866 + Penalty 4253.990393 = -756326.026473 nChanged 14 SP:Iteration 30Q (12383.630000 sec): 3 clusters Score: Raw -760586.934775 + Penalty 4253.990393 = -756332.944382 nChanged 14 SP:Iteration 31Q (12383.800000 sec): 3 clusters Score: Raw -760595.242765 + Penalty 4253.990393 = -756341.252372 nChanged 12 SP:Iteration 32Q (12384.010000 sec): 3 clusters Score: Raw -760601.296905 + Penalty 4253.990393 = -756347.306512 nChanged 12 SP:Iteration 33Q (12384.210000 sec): 3 clusters Score: Raw -760606.650939 + Penalty 4253.990393 = -756352.660545 nChanged 11 SP:Iteration 34Q (12384.370000 sec): 3 clusters Score: Raw -760611.545557 + Penalty 4253.990393 = -756357.555164 nChanged 9 SP:Iteration 35Q (12384.580000 sec): 3 clusters Score: Raw -760615.177692 + Penalty 4253.990393 = -756361.187298 nChanged 4 SP:Iteration 36Q (12384.780000 sec): 3 clusters Score: Raw -760617.641286 + Penalty 4253.990393 = -756363.650893 nChanged 7 SP:Iteration 37Q (12384.990000 sec): 3 clusters Score: Raw -760622.728044 + Penalty 4253.990393 = -756368.737651 nChanged 9 SP:Iteration 38Q (12385.210000 sec): 3 clusters Score: Raw -760626.490977 + Penalty 4253.990393 = -756372.500584 nChanged 6 SP:Iteration 39Q (12385.410000 sec): 3 clusters Score: Raw -760629.310558 + Penalty 4253.990393 = -756375.320164 nChanged 4 SP:Iteration 40F (12385.610000 sec): 3 clusters Score: Raw -760632.561276 + Penalty 4253.990393 = -756378.570883 nChanged 7 SP:Iteration 41Q (12385.840000 sec): 3 clusters Score: Raw -760637.755010 + Penalty 4253.990393 = -756383.764616 nChanged 9 SP:Iteration 42Q (12386.060000 sec): 3 clusters Score: Raw -760642.282530 + Penalty 4253.990393 = -756388.292137 nChanged 1 SP:Iteration 43Q (12386.250000 sec): 3 clusters Score: Raw -760642.721282 + Penalty 4253.990393 = -756388.730889 nChanged 0 SP:Iteration 44F (12386.460000 sec): 3 clusters Score: Raw -760642.721282 + Penalty 4253.990393 = -756388.730889 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 17 (4411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12386.540000 sec): 2 clusters Score: Raw -631053.307601 + Penalty 2081.180462 = -628972.127140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12386.730000 sec): 3 clusters Score: Raw -628989.397640 + Penalty 4162.360923 = -624827.036717 nChanged 1615 SP:Iteration 1F (12386.920000 sec): 3 clusters Score: Raw -629911.193792 + Penalty 4162.360923 = -625748.832869 nChanged 330 SP:Iteration 2F (12387.080000 sec): 3 clusters Score: Raw -630116.112013 + Penalty 4162.360923 = -625953.751090 nChanged 233 SP:Iteration 3F (12387.330000 sec): 3 clusters Score: Raw -630259.078379 + Penalty 4162.360923 = -626096.717456 nChanged 175 SP:Iteration 4Q (12387.490000 sec): 3 clusters Score: Raw -630380.942447 + Penalty 4162.360923 = -626218.581524 nChanged 172 SP:Iteration 5Q (12387.630000 sec): 3 clusters Score: Raw -630487.635908 + Penalty 4162.360923 = -626325.274985 nChanged 133 SP:Iteration 6Q (12387.820000 sec): 3 clusters Score: Raw -630568.171420 + Penalty 4162.360923 = -626405.810497 nChanged 118 SP:Iteration 7Q (12388.030000 sec): 3 clusters Score: Raw -630638.811257 + Penalty 4162.360923 = -626476.450334 nChanged 121 SP:Iteration 8Q (12388.240000 sec): 3 clusters Score: Raw -630703.093651 + Penalty 4162.360923 = -626540.732728 nChanged 99 SP:Iteration 9Q (12388.420000 sec): 3 clusters Score: Raw -630752.634362 + Penalty 4162.360923 = -626590.273439 nChanged 80 SP:Iteration 10Q (12388.630000 sec): 3 clusters Score: Raw -630791.111486 + Penalty 4162.360923 = -626628.750562 nChanged 63 SP:Iteration 11Q (12388.810000 sec): 3 clusters Score: Raw -630817.064291 + Penalty 4162.360923 = -626654.703367 nChanged 51 SP:Iteration 12Q (12388.990000 sec): 3 clusters Score: Raw -630840.448077 + Penalty 4162.360923 = -626678.087153 nChanged 49 SP:Iteration 13Q (12389.180000 sec): 3 clusters Score: Raw -630863.451377 + Penalty 4162.360923 = -626701.090454 nChanged 40 SP:Iteration 14Q (12389.390000 sec): 3 clusters Score: Raw -630883.348137 + Penalty 4162.360923 = -626720.987214 nChanged 42 SP:Iteration 15Q (12389.580000 sec): 3 clusters Score: Raw -630901.451413 + Penalty 4162.360923 = -626739.090490 nChanged 41 SP:Iteration 16Q (12389.760000 sec): 3 clusters Score: Raw -630923.225756 + Penalty 4162.360923 = -626760.864833 nChanged 40 SP:Iteration 17Q (12389.960000 sec): 3 clusters Score: Raw -630941.402277 + Penalty 4162.360923 = -626779.041353 nChanged 42 SP:Iteration 18Q (12390.150000 sec): 3 clusters Score: Raw -630958.462332 + Penalty 4162.360923 = -626796.101408 nChanged 35 SP:Iteration 19Q (12390.370000 sec): 3 clusters Score: Raw -630970.470881 + Penalty 4162.360923 = -626808.109957 nChanged 22 SP:Iteration 20F (12390.590000 sec): 3 clusters Score: Raw -630977.220099 + Penalty 4162.360923 = -626814.859176 nChanged 13 SP:Iteration 21Q (12390.810000 sec): 3 clusters Score: Raw -630981.020888 + Penalty 4162.360923 = -626818.659965 nChanged 17 SP:Iteration 22Q (12391.010000 sec): 3 clusters Score: Raw -630988.859333 + Penalty 4162.360923 = -626826.498410 nChanged 20 SP:Iteration 23Q (12391.240000 sec): 3 clusters Score: Raw -630995.487616 + Penalty 4162.360923 = -626833.126693 nChanged 17 SP:Iteration 24Q (12391.450000 sec): 3 clusters Score: Raw -631001.175275 + Penalty 4162.360923 = -626838.814351 nChanged 17 SP:Iteration 25Q (12391.670000 sec): 3 clusters Score: Raw -631007.446980 + Penalty 4162.360923 = -626845.086057 nChanged 13 SP:Iteration 26Q (12391.900000 sec): 3 clusters Score: Raw -631012.283718 + Penalty 4162.360923 = -626849.922795 nChanged 13 SP:Iteration 27Q (12392.170000 sec): 3 clusters Score: Raw -631016.246808 + Penalty 4162.360923 = -626853.885885 nChanged 13 SP:Iteration 28Q (12392.390000 sec): 3 clusters Score: Raw -631020.428771 + Penalty 4162.360923 = -626858.067847 nChanged 14 SP:Iteration 29Q (12392.610000 sec): 3 clusters Score: Raw -631025.104961 + Penalty 4162.360923 = -626862.744038 nChanged 10 SP:Iteration 30Q (12392.840000 sec): 3 clusters Score: Raw -631027.814092 + Penalty 4162.360923 = -626865.453169 nChanged 9 SP:Iteration 31Q (12393.050000 sec): 3 clusters Score: Raw -631030.073400 + Penalty 4162.360923 = -626867.712477 nChanged 4 SP:Iteration 32Q (12393.220000 sec): 3 clusters Score: Raw -631031.142102 + Penalty 4162.360923 = -626868.781178 nChanged 3 SP:Iteration 33Q (12393.430000 sec): 3 clusters Score: Raw -631032.258979 + Penalty 4162.360923 = -626869.898055 nChanged 3 SP:Iteration 34Q (12393.640000 sec): 3 clusters Score: Raw -631033.085231 + Penalty 4162.360923 = -626870.724308 nChanged 2 SP:Iteration 35Q (12393.800000 sec): 3 clusters Score: Raw -631033.538127 + Penalty 4162.360923 = -626871.177204 nChanged 2 SP:Iteration 36Q (12394.010000 sec): 3 clusters Score: Raw -631034.104501 + Penalty 4162.360923 = -626871.743577 nChanged 2 SP:Iteration 37Q (12394.290000 sec): 3 clusters Score: Raw -631034.563379 + Penalty 4162.360923 = -626872.202456 nChanged 0 SP:Iteration 38F (12394.490000 sec): 3 clusters Score: Raw -631034.563379 + Penalty 4162.360923 = -626872.202456 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 18 (39362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12394.810000 sec): 2 clusters Score: Raw -5800550.758056 + Penalty 2623.977928 = -5797926.780127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12395.220000 sec): 3 clusters Score: Raw -5776406.833764 + Penalty 5247.955857 = -5771158.877908 nChanged 18091 SP:Iteration 1F (12395.620000 sec): 3 clusters Score: Raw -5786578.372424 + Penalty 5247.955857 = -5781330.416567 nChanged 1847 SP:Iteration 2Q (12396.050000 sec): 3 clusters Score: Raw -5787211.138725 + Penalty 5247.955857 = -5781963.182868 nChanged 1839 SP:Iteration 3Q (12396.480000 sec): 3 clusters Score: Raw -5787923.352064 + Penalty 5247.955857 = -5782675.396207 nChanged 1956 SP:Iteration 4Q (12396.890000 sec): 3 clusters Score: Raw -5788798.354010 + Penalty 5247.955857 = -5783550.398153 nChanged 2174 SP:Iteration 5F (12397.280000 sec): 3 clusters Score: Raw -5789960.764942 + Penalty 5247.955857 = -5784712.809085 nChanged 2482 SP:Iteration 6F (12397.700000 sec): 3 clusters Score: Raw -5791537.047629 + Penalty 5247.955857 = -5786289.091772 nChanged 2680 SP:Iteration 7F (12398.080000 sec): 3 clusters Score: Raw -5793436.546542 + Penalty 5247.955857 = -5788188.590685 nChanged 2435 SP:Iteration 8F (12398.480000 sec): 3 clusters Score: Raw -5795247.689131 + Penalty 5247.955857 = -5789999.733274 nChanged 1959 SP:Iteration 9Q (12398.920000 sec): 3 clusters Score: Raw -5796762.281946 + Penalty 5247.955857 = -5791514.326089 nChanged 1485 SP:Iteration 10Q (12399.330000 sec): 3 clusters Score: Raw -5798009.353199 + Penalty 5247.955857 = -5792761.397342 nChanged 1109 SP:Iteration 11Q (12399.810000 sec): 3 clusters Score: Raw -5798959.913597 + Penalty 5247.955857 = -5793711.957740 nChanged 768 SP:Iteration 12Q (12400.270000 sec): 3 clusters Score: Raw -5799710.328525 + Penalty 5247.955857 = -5794462.372668 nChanged 547 SP:Iteration 13Q (12400.690000 sec): 3 clusters Score: Raw -5800267.516907 + Penalty 5247.955857 = -5795019.561050 nChanged 441 SP:Iteration 14Q (12401.170000 sec): 3 clusters Score: Raw -5800599.756226 + Penalty 5247.955857 = -5795351.800369 nChanged 319 SP:Iteration 15Q (12401.600000 sec): 3 clusters Score: Raw -5800788.790181 + Penalty 5247.955857 = -5795540.834325 nChanged 236 SP:Iteration 16Q (12401.960000 sec): 3 clusters Score: Raw -5800904.406880 + Penalty 5247.955857 = -5795656.451023 nChanged 185 SP:Iteration 17Q (12402.380000 sec): 3 clusters Score: Raw -5800976.313926 + Penalty 5247.955857 = -5795728.358069 nChanged 141 SP:Iteration 18Q (12402.750000 sec): 3 clusters Score: Raw -5801023.058993 + Penalty 5247.955857 = -5795775.103136 nChanged 96 SP:Iteration 19Q (12403.140000 sec): 3 clusters Score: Raw -5801052.150483 + Penalty 5247.955857 = -5795804.194626 nChanged 93 SP:Iteration 20F (12403.520000 sec): 3 clusters Score: Raw -5801078.565563 + Penalty 5247.955857 = -5795830.609706 nChanged 84 SP:Iteration 21Q (12403.930000 sec): 3 clusters Score: Raw -5801104.846298 + Penalty 5247.955857 = -5795856.890442 nChanged 76 SP:Iteration 22Q (12404.350000 sec): 3 clusters Score: Raw -5801124.964635 + Penalty 5247.955857 = -5795877.008778 nChanged 65 SP:Iteration 23Q (12404.720000 sec): 3 clusters Score: Raw -5801141.138009 + Penalty 5247.955857 = -5795893.182153 nChanged 46 SP:Iteration 24Q (12405.080000 sec): 3 clusters Score: Raw -5801152.109990 + Penalty 5247.955857 = -5795904.154133 nChanged 43 SP:Iteration 25Q (12405.470000 sec): 3 clusters Score: Raw -5801162.606303 + Penalty 5247.955857 = -5795914.650447 nChanged 38 SP:Iteration 26Q (12405.820000 sec): 3 clusters Score: Raw -5801174.331598 + Penalty 5247.955857 = -5795926.375741 nChanged 40 SP:Iteration 27Q (12406.230000 sec): 3 clusters Score: Raw -5801183.491222 + Penalty 5247.955857 = -5795935.535365 nChanged 40 SP:Iteration 28Q (12406.590000 sec): 3 clusters Score: Raw -5801189.570079 + Penalty 5247.955857 = -5795941.614222 nChanged 20 SP:Iteration 29Q (12407.050000 sec): 3 clusters Score: Raw -5801192.422639 + Penalty 5247.955857 = -5795944.466782 nChanged 17 SP:Iteration 30Q (12407.490000 sec): 3 clusters Score: Raw -5801195.508474 + Penalty 5247.955857 = -5795947.552618 nChanged 16 SP:Iteration 31Q (12407.910000 sec): 3 clusters Score: Raw -5801199.243698 + Penalty 5247.955857 = -5795951.287842 nChanged 19 SP:Iteration 32Q (12408.320000 sec): 3 clusters Score: Raw -5801202.692270 + Penalty 5247.955857 = -5795954.736414 nChanged 14 SP:Iteration 33Q (12408.710000 sec): 3 clusters Score: Raw -5801204.429543 + Penalty 5247.955857 = -5795956.473687 nChanged 3 SP:Iteration 34Q (12409.160000 sec): 3 clusters Score: Raw -5801204.837118 + Penalty 5247.955857 = -5795956.881261 nChanged 2 SP:Iteration 35Q (12409.630000 sec): 3 clusters Score: Raw -5801204.997674 + Penalty 5247.955857 = -5795957.041817 nChanged 2 SP:Iteration 36Q (12410.080000 sec): 3 clusters Score: Raw -5801205.145215 + Penalty 5247.955857 = -5795957.189358 nChanged 1 SP:Iteration 37Q (12410.440000 sec): 3 clusters Score: Raw -5801205.338304 + Penalty 5247.955857 = -5795957.382447 nChanged 2 SP:Iteration 38Q (12410.850000 sec): 3 clusters Score: Raw -5801205.541785 + Penalty 5247.955857 = -5795957.585928 nChanged 2 SP:Iteration 39Q (12411.230000 sec): 3 clusters Score: Raw -5801205.730273 + Penalty 5247.955857 = -5795957.774416 nChanged 0 SP:Iteration 40F (12411.700000 sec): 3 clusters Score: Raw -5801205.730273 + Penalty 5247.955857 = -5795957.774416 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 19 (11541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12411.850000 sec): 2 clusters Score: Raw -1681083.895149 + Penalty 2319.707975 = -1678764.187173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12412.100000 sec): 3 clusters Score: Raw -1674672.445440 + Penalty 4639.415951 = -1670033.029489 nChanged 4926 SP:Iteration 1F (12412.410000 sec): 3 clusters Score: Raw -1677355.667321 + Penalty 4639.415951 = -1672716.251370 nChanged 755 SP:Iteration 2F (12412.660000 sec): 3 clusters Score: Raw -1677720.747486 + Penalty 4639.415951 = -1673081.331535 nChanged 614 SP:Iteration 3F (12412.940000 sec): 3 clusters Score: Raw -1678001.330296 + Penalty 4639.415951 = -1673361.914345 nChanged 484 SP:Iteration 4Q (12413.320000 sec): 3 clusters Score: Raw -1678232.715889 + Penalty 4639.415951 = -1673593.299938 nChanged 426 SP:Iteration 5Q (12413.640000 sec): 3 clusters Score: Raw -1678424.091983 + Penalty 4639.415951 = -1673784.676032 nChanged 402 SP:Iteration 6Q (12413.910000 sec): 3 clusters Score: Raw -1678614.610493 + Penalty 4639.415951 = -1673975.194543 nChanged 416 SP:Iteration 7Q (12414.140000 sec): 3 clusters Score: Raw -1678809.994890 + Penalty 4639.415951 = -1674170.578939 nChanged 387 SP:Iteration 8Q (12414.420000 sec): 3 clusters Score: Raw -1679009.930603 + Penalty 4639.415951 = -1674370.514652 nChanged 407 SP:Iteration 9Q (12414.680000 sec): 3 clusters Score: Raw -1679219.978401 + Penalty 4639.415951 = -1674580.562450 nChanged 407 SP:Iteration 10Q (12414.990000 sec): 3 clusters Score: Raw -1679475.043961 + Penalty 4639.415951 = -1674835.628010 nChanged 423 SP:Iteration 11Q (12415.270000 sec): 3 clusters Score: Raw -1679805.496589 + Penalty 4639.415951 = -1675166.080638 nChanged 468 SP:Iteration 12Q (12415.590000 sec): 3 clusters Score: Raw -1680241.920366 + Penalty 4639.415951 = -1675602.504415 nChanged 485 SP:Iteration 13Q (12415.840000 sec): 3 clusters Score: Raw -1680615.498976 + Penalty 4639.415951 = -1675976.083025 nChanged 476 SP:Iteration 14Q (12416.120000 sec): 3 clusters Score: Raw -1680908.541264 + Penalty 4639.415951 = -1676269.125313 nChanged 334 SP:Iteration 15Q (12416.430000 sec): 3 clusters Score: Raw -1681067.119073 + Penalty 4639.415951 = -1676427.703122 nChanged 238 SP:Iteration 16Q (12416.690000 sec): 3 clusters Score: Raw -1681177.871773 + Penalty 4639.415951 = -1676538.455822 nChanged 207 SP:Iteration 17Q (12416.950000 sec): 3 clusters Score: Raw -1681265.538568 + Penalty 4639.415951 = -1676626.122617 nChanged 183 SP:Iteration 18Q (12417.200000 sec): 3 clusters Score: Raw -1681337.352620 + Penalty 4639.415951 = -1676697.936670 nChanged 140 SP:Iteration 19Q (12417.500000 sec): 3 clusters Score: Raw -1681385.160213 + Penalty 4639.415951 = -1676745.744262 nChanged 123 SP:Iteration 20F (12417.750000 sec): 3 clusters Score: Raw -1681424.726217 + Penalty 4639.415951 = -1676785.310266 nChanged 108 SP:Iteration 21Q (12418.060000 sec): 3 clusters Score: Raw -1681457.462391 + Penalty 4639.415951 = -1676818.046440 nChanged 113 SP:Iteration 22Q (12418.350000 sec): 3 clusters Score: Raw -1681496.238155 + Penalty 4639.415951 = -1676856.822204 nChanged 103 SP:Iteration 23Q (12418.660000 sec): 3 clusters Score: Raw -1681528.671539 + Penalty 4639.415951 = -1676889.255588 nChanged 103 SP:Iteration 24Q (12418.950000 sec): 3 clusters Score: Raw -1681565.525648 + Penalty 4639.415951 = -1676926.109698 nChanged 117 SP:Iteration 25Q (12419.160000 sec): 3 clusters Score: Raw -1681608.802811 + Penalty 4639.415951 = -1676969.386860 nChanged 119 SP:Iteration 26Q (12419.440000 sec): 3 clusters Score: Raw -1681655.561492 + Penalty 4639.415951 = -1677016.145541 nChanged 123 SP:Iteration 27Q (12419.740000 sec): 3 clusters Score: Raw -1681700.058589 + Penalty 4639.415951 = -1677060.642638 nChanged 100 SP:Iteration 28Q (12420.000000 sec): 3 clusters Score: Raw -1681730.319190 + Penalty 4639.415951 = -1677090.903239 nChanged 82 SP:Iteration 29Q (12420.260000 sec): 3 clusters Score: Raw -1681756.342483 + Penalty 4639.415951 = -1677116.926532 nChanged 90 SP:Iteration 30Q (12420.540000 sec): 3 clusters Score: Raw -1681784.635253 + Penalty 4639.415951 = -1677145.219302 nChanged 85 SP:Iteration 31Q (12420.810000 sec): 3 clusters Score: Raw -1681809.330960 + Penalty 4639.415951 = -1677169.915009 nChanged 76 SP:Iteration 32Q (12421.080000 sec): 3 clusters Score: Raw -1681831.110420 + Penalty 4639.415951 = -1677191.694469 nChanged 63 SP:Iteration 33Q (12421.370000 sec): 3 clusters Score: Raw -1681851.202078 + Penalty 4639.415951 = -1677211.786127 nChanged 66 SP:Iteration 34Q (12421.600000 sec): 3 clusters Score: Raw -1681869.849120 + Penalty 4639.415951 = -1677230.433169 nChanged 77 SP:Iteration 35Q (12421.890000 sec): 3 clusters Score: Raw -1681891.633323 + Penalty 4639.415951 = -1677252.217372 nChanged 65 SP:Iteration 36Q (12422.120000 sec): 3 clusters Score: Raw -1681909.839870 + Penalty 4639.415951 = -1677270.423919 nChanged 61 SP:Iteration 37Q (12422.390000 sec): 3 clusters Score: Raw -1681925.166462 + Penalty 4639.415951 = -1677285.750512 nChanged 63 SP:Iteration 38Q (12422.720000 sec): 3 clusters Score: Raw -1681941.127324 + Penalty 4639.415951 = -1677301.711373 nChanged 52 SP:Iteration 39Q (12422.980000 sec): 3 clusters Score: Raw -1681953.133317 + Penalty 4639.415951 = -1677313.717366 nChanged 52 SP:Iteration 40F (12423.230000 sec): 3 clusters Score: Raw -1681964.586350 + Penalty 4639.415951 = -1677325.170399 nChanged 50 SP:Iteration 41Q (12423.440000 sec): 3 clusters Score: Raw -1681975.926552 + Penalty 4639.415951 = -1677336.510601 nChanged 45 SP:Iteration 42Q (12423.690000 sec): 3 clusters Score: Raw -1681986.137708 + Penalty 4639.415951 = -1677346.721757 nChanged 42 SP:Iteration 43Q (12423.990000 sec): 3 clusters Score: Raw -1681995.740226 + Penalty 4639.415951 = -1677356.324275 nChanged 39 SP:Iteration 44Q (12424.300000 sec): 3 clusters Score: Raw -1682005.206339 + Penalty 4639.415951 = -1677365.790388 nChanged 41 SP:Iteration 45Q (12424.590000 sec): 3 clusters Score: Raw -1682013.552800 + Penalty 4639.415951 = -1677374.136849 nChanged 39 SP:Iteration 46Q (12424.850000 sec): 3 clusters Score: Raw -1682023.316894 + Penalty 4639.415951 = -1677383.900943 nChanged 46 SP:Iteration 47Q (12425.130000 sec): 3 clusters Score: Raw -1682035.219841 + Penalty 4639.415951 = -1677395.803891 nChanged 51 SP:Iteration 48Q (12425.380000 sec): 3 clusters Score: Raw -1682047.564186 + Penalty 4639.415951 = -1677408.148235 nChanged 52 SP:Iteration 49Q (12425.670000 sec): 3 clusters Score: Raw -1682058.976536 + Penalty 4639.415951 = -1677419.560585 nChanged 35 SP:Iteration 50Q (12425.910000 sec): 3 clusters Score: Raw -1682066.726443 + Penalty 4639.415951 = -1677427.310492 nChanged 35 SP:Iteration 51Q (12426.170000 sec): 3 clusters Score: Raw -1682072.850241 + Penalty 4639.415951 = -1677433.434290 nChanged 15 SP:Iteration 52Q (12426.410000 sec): 3 clusters Score: Raw -1682075.384185 + Penalty 4639.415951 = -1677435.968234 nChanged 13 SP:Iteration 53Q (12426.670000 sec): 3 clusters Score: Raw -1682077.215308 + Penalty 4639.415951 = -1677437.799357 nChanged 15 SP:Iteration 54Q (12426.940000 sec): 3 clusters Score: Raw -1682079.194500 + Penalty 4639.415951 = -1677439.778549 nChanged 17 SP:Iteration 55Q (12427.260000 sec): 3 clusters Score: Raw -1682081.480444 + Penalty 4639.415951 = -1677442.064493 nChanged 13 SP:Iteration 56Q (12427.490000 sec): 3 clusters Score: Raw -1682083.841380 + Penalty 4639.415951 = -1677444.425429 nChanged 12 SP:Iteration 57Q (12427.820000 sec): 3 clusters Score: Raw -1682085.580395 + Penalty 4639.415951 = -1677446.164444 nChanged 14 SP:Iteration 58Q (12428.150000 sec): 3 clusters Score: Raw -1682088.080346 + Penalty 4639.415951 = -1677448.664395 nChanged 13 SP:Iteration 59Q (12428.390000 sec): 3 clusters Score: Raw -1682089.860159 + Penalty 4639.415951 = -1677450.444208 nChanged 11 SP:Iteration 60F (12428.630000 sec): 3 clusters Score: Raw -1682091.507734 + Penalty 4639.415951 = -1677452.091783 nChanged 7 SP:Iteration 61Q (12428.930000 sec): 3 clusters Score: Raw -1682092.524961 + Penalty 4639.415951 = -1677453.109010 nChanged 2 SP:Iteration 62Q (12429.230000 sec): 3 clusters Score: Raw -1682092.913722 + Penalty 4639.415951 = -1677453.497771 nChanged 2 SP:Iteration 63Q (12429.510000 sec): 3 clusters Score: Raw -1682093.163994 + Penalty 4639.415951 = -1677453.748043 nChanged 2 SP:Iteration 64Q (12429.790000 sec): 3 clusters Score: Raw -1682093.405820 + Penalty 4639.415951 = -1677453.989869 nChanged 2 SP:Iteration 65Q (12430.030000 sec): 3 clusters Score: Raw -1682093.793911 + Penalty 4639.415951 = -1677454.377960 nChanged 0 SP:Iteration 66F (12430.330000 sec): 3 clusters Score: Raw -1682093.793911 + Penalty 4639.415951 = -1677454.377960 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 20 (1651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12430.470000 sec): 2 clusters Score: Raw -236796.235644 + Penalty 1837.465838 = -234958.769806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12430.680000 sec): 3 clusters Score: Raw -236231.616427 + Penalty 3674.931676 = -232556.684751 nChanged 523 SP:Iteration 1F (12430.890000 sec): 3 clusters Score: Raw -236680.543649 + Penalty 3674.931676 = -233005.611973 nChanged 155 SP:Iteration 2F (12431.090000 sec): 3 clusters Score: Raw -236842.315634 + Penalty 3674.931676 = -233167.383958 nChanged 79 SP:Iteration 3Q (12431.250000 sec): 3 clusters Score: Raw -236922.562528 + Penalty 3674.931676 = -233247.630851 nChanged 49 SP:Iteration 4Q (12431.470000 sec): 3 clusters Score: Raw -236975.229448 + Penalty 3674.931676 = -233300.297772 nChanged 43 SP:Iteration 5Q (12431.610000 sec): 3 clusters Score: Raw -237012.729554 + Penalty 3674.931676 = -233337.797878 nChanged 26 SP:Iteration 6Q (12431.730000 sec): 3 clusters Score: Raw -237032.341808 + Penalty 3674.931676 = -233357.410132 nChanged 17 SP:Iteration 7Q (12431.930000 sec): 3 clusters Score: Raw -237047.480932 + Penalty 3674.931676 = -233372.549256 nChanged 14 SP:Iteration 8Q (12432.110000 sec): 3 clusters Score: Raw -237055.744616 + Penalty 3674.931676 = -233380.812940 nChanged 15 SP:Iteration 9Q (12432.310000 sec): 3 clusters Score: Raw -237070.425284 + Penalty 3674.931676 = -233395.493607 nChanged 9 SP:Iteration 10Q (12432.540000 sec): 3 clusters Score: Raw -237080.340087 + Penalty 3674.931676 = -233405.408411 nChanged 10 SP:Iteration 11Q (12432.750000 sec): 3 clusters Score: Raw -237089.053243 + Penalty 3674.931676 = -233414.121567 nChanged 15 SP:Iteration 12Q (12432.930000 sec): 3 clusters Score: Raw -237102.209122 + Penalty 3674.931676 = -233427.277446 nChanged 15 SP:Iteration 13Q (12433.100000 sec): 3 clusters Score: Raw -237114.404745 + Penalty 3674.931676 = -233439.473069 nChanged 9 SP:Iteration 14Q (12433.280000 sec): 3 clusters Score: Raw -237121.574478 + Penalty 3674.931676 = -233446.642802 nChanged 11 SP:Iteration 15Q (12433.480000 sec): 3 clusters Score: Raw -237130.827671 + Penalty 3674.931676 = -233455.895995 nChanged 8 SP:Iteration 16Q (12433.620000 sec): 3 clusters Score: Raw -237138.528131 + Penalty 3674.931676 = -233463.596455 nChanged 7 SP:Iteration 17Q (12433.840000 sec): 3 clusters Score: Raw -237143.018754 + Penalty 3674.931676 = -233468.087078 nChanged 4 SP:Iteration 18Q (12433.960000 sec): 3 clusters Score: Raw -237145.788879 + Penalty 3674.931676 = -233470.857203 nChanged 2 SP:Iteration 19Q (12434.140000 sec): 3 clusters Score: Raw -237147.316002 + Penalty 3674.931676 = -233472.384326 nChanged 1 SP:Iteration 20F (12434.360000 sec): 3 clusters Score: Raw -237147.736088 + Penalty 3674.931676 = -233472.804412 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 21 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12434.420000 sec): 2 clusters Score: Raw -31520.503292 + Penalty 1358.162961 = -30162.340331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12434.580000 sec): 3 clusters Score: Raw -31706.781625 + Penalty 2716.325922 = -28990.455703 nChanged 23 SP:Iteration 1F (12434.740000 sec): 3 clusters Score: Raw -31782.153453 + Penalty 2716.325922 = -29065.827531 nChanged 6 SP:Iteration 2Q (12434.910000 sec): 3 clusters Score: Raw -31808.043365 + Penalty 2716.325922 = -29091.717443 nChanged 3 SP:Iteration 3Q (12435.080000 sec): 3 clusters Score: Raw -31823.419693 + Penalty 2716.325922 = -29107.093771 nChanged 1 SP:Iteration 4Q (12435.230000 sec): 3 clusters Score: Raw -31825.739425 + Penalty 2716.325922 = -29109.413503 nChanged 1 SP:Iteration 5Q (12435.380000 sec): 3 clusters Score: Raw -31829.122643 + Penalty 2716.325922 = -29112.796721 nChanged 1 SP:Iteration 6Q (12435.540000 sec): 3 clusters Score: Raw -31835.832762 + Penalty 2716.325922 = -29119.506840 nChanged 0 SP:Iteration 7F (12435.720000 sec): 3 clusters Score: Raw -31835.832762 + Penalty 2716.325922 = -29119.506840 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 22 (5144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12435.830000 sec): 2 clusters Score: Raw -718799.164515 + Penalty 2119.305394 = -716679.859121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12436.050000 sec): 3 clusters Score: Raw -716292.610224 + Penalty 4238.610788 = -712053.999436 nChanged 1967 SP:Iteration 1F (12436.290000 sec): 3 clusters Score: Raw -717462.869998 + Penalty 4238.610788 = -713224.259211 nChanged 424 SP:Iteration 2F (12436.460000 sec): 3 clusters Score: Raw -717773.859101 + Penalty 4238.610788 = -713535.248313 nChanged 311 SP:Iteration 3F (12436.710000 sec): 3 clusters Score: Raw -717971.293035 + Penalty 4238.610788 = -713732.682247 nChanged 241 SP:Iteration 4Q (12436.920000 sec): 3 clusters Score: Raw -718129.636898 + Penalty 4238.610788 = -713891.026110 nChanged 207 SP:Iteration 5Q (12437.100000 sec): 3 clusters Score: Raw -718288.215926 + Penalty 4238.610788 = -714049.605138 nChanged 220 SP:Iteration 6Q (12437.320000 sec): 3 clusters Score: Raw -718500.133317 + Penalty 4238.610788 = -714261.522529 nChanged 252 SP:Iteration 7Q (12437.510000 sec): 3 clusters Score: Raw -718776.781860 + Penalty 4238.610788 = -714538.171072 nChanged 243 SP:Iteration 8Q (12437.670000 sec): 3 clusters Score: Raw -719001.566101 + Penalty 4238.610788 = -714762.955313 nChanged 225 SP:Iteration 9Q (12437.900000 sec): 3 clusters Score: Raw -719216.849796 + Penalty 4238.610788 = -714978.239008 nChanged 229 SP:Iteration 10Q (12438.160000 sec): 3 clusters Score: Raw -719452.967527 + Penalty 4238.610788 = -715214.356739 nChanged 196 SP:Iteration 11Q (12438.390000 sec): 3 clusters Score: Raw -719656.610944 + Penalty 4238.610788 = -715418.000156 nChanged 174 SP:Iteration 12Q (12438.630000 sec): 3 clusters Score: Raw -719857.310479 + Penalty 4238.610788 = -715618.699691 nChanged 143 SP:Iteration 13Q (12438.890000 sec): 3 clusters Score: Raw -720016.397003 + Penalty 4238.610788 = -715777.786215 nChanged 110 SP:Iteration 14Q (12439.060000 sec): 3 clusters Score: Raw -720144.494145 + Penalty 4238.610788 = -715905.883357 nChanged 91 SP:Iteration 15Q (12439.320000 sec): 3 clusters Score: Raw -720252.551583 + Penalty 4238.610788 = -716013.940795 nChanged 82 SP:Iteration 16Q (12439.540000 sec): 3 clusters Score: Raw -720342.070137 + Penalty 4238.610788 = -716103.459349 nChanged 54 SP:Iteration 17Q (12439.720000 sec): 3 clusters Score: Raw -720388.793399 + Penalty 4238.610788 = -716150.182612 nChanged 39 SP:Iteration 18Q (12439.920000 sec): 3 clusters Score: Raw -720423.364654 + Penalty 4238.610788 = -716184.753866 nChanged 31 SP:Iteration 19Q (12440.080000 sec): 3 clusters Score: Raw -720440.503154 + Penalty 4238.610788 = -716201.892367 nChanged 6 SP:Iteration 20F (12440.270000 sec): 3 clusters Score: Raw -720444.496103 + Penalty 4238.610788 = -716205.885315 nChanged 6 SP:Iteration 21Q (12440.490000 sec): 3 clusters Score: Raw -720449.837517 + Penalty 4238.610788 = -716211.226730 nChanged 9 SP:Iteration 22Q (12440.720000 sec): 3 clusters Score: Raw -720456.976253 + Penalty 4238.610788 = -716218.365465 nChanged 9 SP:Iteration 23Q (12440.900000 sec): 3 clusters Score: Raw -720463.087173 + Penalty 4238.610788 = -716224.476385 nChanged 9 SP:Iteration 24Q (12441.140000 sec): 3 clusters Score: Raw -720466.633569 + Penalty 4238.610788 = -716228.022781 nChanged 4 SP:Iteration 25Q (12441.380000 sec): 3 clusters Score: Raw -720468.434121 + Penalty 4238.610788 = -716229.823333 nChanged 4 SP:Iteration 26Q (12441.570000 sec): 3 clusters Score: Raw -720471.443423 + Penalty 4238.610788 = -716232.832636 nChanged 8 SP:Iteration 27Q (12441.850000 sec): 3 clusters Score: Raw -720477.348414 + Penalty 4238.610788 = -716238.737626 nChanged 6 SP:Iteration 28Q (12442.060000 sec): 3 clusters Score: Raw -720481.367704 + Penalty 4238.610788 = -716242.756916 nChanged 3 SP:Iteration 29Q (12442.250000 sec): 3 clusters Score: Raw -720482.583157 + Penalty 4238.610788 = -716243.972370 nChanged 3 SP:Iteration 30Q (12442.510000 sec): 3 clusters Score: Raw -720483.963015 + Penalty 4238.610788 = -716245.352227 nChanged 2 SP:Iteration 31Q (12442.680000 sec): 3 clusters Score: Raw -720484.953211 + Penalty 4238.610788 = -716246.342423 nChanged 2 SP:Iteration 32Q (12442.870000 sec): 3 clusters Score: Raw -720485.947330 + Penalty 4238.610788 = -716247.336542 nChanged 2 SP:Iteration 33Q (12443.070000 sec): 3 clusters Score: Raw -720487.814467 + Penalty 4238.610788 = -716249.203679 nChanged 5 SP:Iteration 34Q (12443.270000 sec): 3 clusters Score: Raw -720491.396558 + Penalty 4238.610788 = -716252.785770 nChanged 7 SP:Iteration 35Q (12443.460000 sec): 3 clusters Score: Raw -720496.535102 + Penalty 4238.610788 = -716257.924314 nChanged 6 SP:Iteration 36Q (12443.660000 sec): 3 clusters Score: Raw -720502.416347 + Penalty 4238.610788 = -716263.805559 nChanged 6 SP:Iteration 37Q (12443.900000 sec): 3 clusters Score: Raw -720506.956659 + Penalty 4238.610788 = -716268.345871 nChanged 7 SP:Iteration 38Q (12444.080000 sec): 3 clusters Score: Raw -720512.701871 + Penalty 4238.610788 = -716274.091083 nChanged 11 SP:Iteration 39Q (12444.310000 sec): 3 clusters Score: Raw -720518.844995 + Penalty 4238.610788 = -716280.234207 nChanged 6 SP:Iteration 40F (12444.530000 sec): 3 clusters Score: Raw -720521.631276 + Penalty 4238.610788 = -716283.020488 nChanged 2 SP:Iteration 41Q (12444.720000 sec): 3 clusters Score: Raw -720522.373795 + Penalty 4238.610788 = -716283.763007 nChanged 2 SP:Iteration 42Q (12444.950000 sec): 3 clusters Score: Raw -720523.384265 + Penalty 4238.610788 = -716284.773477 nChanged 1 SP:Iteration 43Q (12445.160000 sec): 3 clusters Score: Raw -720524.180638 + Penalty 4238.610788 = -716285.569850 nChanged 1 SP:Iteration 44Q (12445.340000 sec): 3 clusters Score: Raw -720524.461522 + Penalty 4238.610788 = -716285.850734 nChanged 0 SP:Iteration 45F (12445.640000 sec): 3 clusters Score: Raw -720524.461522 + Penalty 4238.610788 = -716285.850734 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 23 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12445.720000 sec): 2 clusters Score: Raw -56862.873631 + Penalty 1501.500958 = -55361.372673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12445.920000 sec): 3 clusters Score: Raw -56987.817096 + Penalty 3003.001916 = -53984.815181 nChanged 84 SP:Iteration 1F (12446.130000 sec): 3 clusters Score: Raw -57196.993783 + Penalty 3003.001916 = -54193.991867 nChanged 22 SP:Iteration 2F (12446.330000 sec): 3 clusters Score: Raw -57268.945534 + Penalty 3003.001916 = -54265.943618 nChanged 12 SP:Iteration 3Q (12446.530000 sec): 3 clusters Score: Raw -57330.861141 + Penalty 3003.001916 = -54327.859225 nChanged 7 SP:Iteration 4Q (12446.760000 sec): 3 clusters Score: Raw -57341.552023 + Penalty 3003.001916 = -54338.550107 nChanged 5 SP:Iteration 5Q (12446.970000 sec): 3 clusters Score: Raw -57367.218445 + Penalty 3003.001916 = -54364.216529 nChanged 7 SP:Iteration 6Q (12447.180000 sec): 3 clusters Score: Raw -57417.013211 + Penalty 3003.001916 = -54414.011295 nChanged 11 SP:Iteration 7Q (12447.340000 sec): 3 clusters Score: Raw -57438.305753 + Penalty 3003.001916 = -54435.303837 nChanged 5 SP:Iteration 8Q (12447.530000 sec): 3 clusters Score: Raw -57447.539817 + Penalty 3003.001916 = -54444.537901 nChanged 3 SP:Iteration 9Q (12447.700000 sec): 3 clusters Score: Raw -57453.520186 + Penalty 3003.001916 = -54450.518270 nChanged 2 SP:Iteration 10Q (12447.880000 sec): 3 clusters Score: Raw -57456.566307 + Penalty 3003.001916 = -54453.564392 nChanged 0 SP:Iteration 11F (12448.050000 sec): 3 clusters Score: Raw -57456.566307 + Penalty 3003.001916 = -54453.564392 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 24 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12448.160000 sec): 2 clusters Score: Raw -85727.362687 + Penalty 1590.130930 = -84137.231757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12448.310000 sec): 3 clusters Score: Raw -85691.398465 + Penalty 3180.261861 = -82511.136604 nChanged 120 SP:Iteration 1F (12448.530000 sec): 3 clusters Score: Raw -85878.683843 + Penalty 3180.261861 = -82698.421982 nChanged 31 SP:Iteration 2F (12448.710000 sec): 3 clusters Score: Raw -85942.605328 + Penalty 3180.261861 = -82762.343467 nChanged 10 SP:Iteration 3Q (12448.910000 sec): 3 clusters Score: Raw -85962.510348 + Penalty 3180.261861 = -82782.248487 nChanged 8 SP:Iteration 4Q (12449.110000 sec): 3 clusters Score: Raw -85979.875503 + Penalty 3180.261861 = -82799.613642 nChanged 7 SP:Iteration 5Q (12449.370000 sec): 3 clusters Score: Raw -85988.910330 + Penalty 3180.261861 = -82808.648469 nChanged 4 SP:Iteration 6Q (12449.580000 sec): 3 clusters Score: Raw -85998.668065 + Penalty 3180.261861 = -82818.406204 nChanged 6 SP:Iteration 7Q (12449.780000 sec): 3 clusters Score: Raw -86013.723846 + Penalty 3180.261861 = -82833.461986 nChanged 5 SP:Iteration 8Q (12449.920000 sec): 3 clusters Score: Raw -86028.863496 + Penalty 3180.261861 = -82848.601636 nChanged 3 SP:Iteration 9Q (12450.100000 sec): 3 clusters Score: Raw -86036.638531 + Penalty 3180.261861 = -82856.376670 nChanged 3 SP:Iteration 10Q (12450.350000 sec): 3 clusters Score: Raw -86046.440641 + Penalty 3180.261861 = -82866.178780 nChanged 8 SP:Iteration 11Q (12450.530000 sec): 3 clusters Score: Raw -86068.793647 + Penalty 3180.261861 = -82888.531787 nChanged 7 SP:Iteration 12Q (12450.760000 sec): 3 clusters Score: Raw -86089.997255 + Penalty 3180.261861 = -82909.735394 nChanged 3 SP:Iteration 13Q (12450.950000 sec): 3 clusters Score: Raw -86097.468569 + Penalty 3180.261861 = -82917.206708 nChanged 5 SP:Iteration 14Q (12451.110000 sec): 3 clusters Score: Raw -86104.701223 + Penalty 3180.261861 = -82924.439362 nChanged 3 SP:Iteration 15Q (12451.260000 sec): 3 clusters Score: Raw -86108.504426 + Penalty 3180.261861 = -82928.242566 nChanged 3 SP:Iteration 16Q (12451.400000 sec): 3 clusters Score: Raw -86111.282577 + Penalty 3180.261861 = -82931.020716 nChanged 2 SP:Iteration 17Q (12451.540000 sec): 3 clusters Score: Raw -86114.592311 + Penalty 3180.261861 = -82934.330450 nChanged 2 SP:Iteration 18Q (12451.680000 sec): 3 clusters Score: Raw -86118.359133 + Penalty 3180.261861 = -82938.097272 nChanged 2 SP:Iteration 19Q (12451.830000 sec): 3 clusters Score: Raw -86124.667934 + Penalty 3180.261861 = -82944.406073 nChanged 0 SP:Iteration 20F (12451.970000 sec): 3 clusters Score: Raw -86124.667934 + Penalty 3180.261861 = -82944.406073 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 25 (14580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12452.200000 sec): 2 clusters Score: Raw -2035613.157689 + Penalty 2377.676689 = -2033235.480999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12452.460000 sec): 3 clusters Score: Raw -2027393.910082 + Penalty 4755.353379 = -2022638.556703 nChanged 6312 SP:Iteration 1F (12452.780000 sec): 3 clusters Score: Raw -2030984.961320 + Penalty 4755.353379 = -2026229.607941 nChanged 1102 SP:Iteration 2F (12453.020000 sec): 3 clusters Score: Raw -2031782.477651 + Penalty 4755.353379 = -2027027.124272 nChanged 1098 SP:Iteration 3F (12453.360000 sec): 3 clusters Score: Raw -2032720.334338 + Penalty 4755.353379 = -2027964.980960 nChanged 1131 SP:Iteration 4F (12453.630000 sec): 3 clusters Score: Raw -2033750.873841 + Penalty 4755.353379 = -2028995.520462 nChanged 1035 SP:Iteration 5F (12453.920000 sec): 3 clusters Score: Raw -2034671.016193 + Penalty 4755.353379 = -2029915.662815 nChanged 895 SP:Iteration 6F (12454.220000 sec): 3 clusters Score: Raw -2035421.101513 + Penalty 4755.353379 = -2030665.748134 nChanged 661 SP:Iteration 7Q (12454.510000 sec): 3 clusters Score: Raw -2035874.365825 + Penalty 4755.353379 = -2031119.012446 nChanged 502 SP:Iteration 8Q (12454.780000 sec): 3 clusters Score: Raw -2036163.145000 + Penalty 4755.353379 = -2031407.791621 nChanged 368 SP:Iteration 9Q (12455.080000 sec): 3 clusters Score: Raw -2036334.794579 + Penalty 4755.353379 = -2031579.441200 nChanged 290 SP:Iteration 10Q (12455.420000 sec): 3 clusters Score: Raw -2036450.670726 + Penalty 4755.353379 = -2031695.317347 nChanged 213 SP:Iteration 11Q (12455.680000 sec): 3 clusters Score: Raw -2036514.539462 + Penalty 4755.353379 = -2031759.186083 nChanged 138 SP:Iteration 12Q (12455.920000 sec): 3 clusters Score: Raw -2036550.164808 + Penalty 4755.353379 = -2031794.811429 nChanged 94 SP:Iteration 13Q (12456.170000 sec): 3 clusters Score: Raw -2036569.741475 + Penalty 4755.353379 = -2031814.388096 nChanged 76 SP:Iteration 14Q (12456.480000 sec): 3 clusters Score: Raw -2036586.458565 + Penalty 4755.353379 = -2031831.105186 nChanged 65 SP:Iteration 15Q (12456.760000 sec): 3 clusters Score: Raw -2036598.349092 + Penalty 4755.353379 = -2031842.995713 nChanged 60 SP:Iteration 16Q (12457.010000 sec): 3 clusters Score: Raw -2036607.918070 + Penalty 4755.353379 = -2031852.564691 nChanged 41 SP:Iteration 17Q (12457.260000 sec): 3 clusters Score: Raw -2036613.967721 + Penalty 4755.353379 = -2031858.614343 nChanged 38 SP:Iteration 18Q (12457.590000 sec): 3 clusters Score: Raw -2036619.269452 + Penalty 4755.353379 = -2031863.916074 nChanged 35 SP:Iteration 19Q (12457.840000 sec): 3 clusters Score: Raw -2036624.248127 + Penalty 4755.353379 = -2031868.894748 nChanged 29 SP:Iteration 20F (12458.090000 sec): 3 clusters Score: Raw -2036627.532407 + Penalty 4755.353379 = -2031872.179028 nChanged 14 SP:Iteration 21Q (12458.320000 sec): 3 clusters Score: Raw -2036629.072801 + Penalty 4755.353379 = -2031873.719423 nChanged 13 SP:Iteration 22Q (12458.640000 sec): 3 clusters Score: Raw -2036630.613619 + Penalty 4755.353379 = -2031875.260240 nChanged 17 SP:Iteration 23Q (12458.940000 sec): 3 clusters Score: Raw -2036632.144862 + Penalty 4755.353379 = -2031876.791483 nChanged 11 SP:Iteration 24Q (12459.210000 sec): 3 clusters Score: Raw -2036633.572727 + Penalty 4755.353379 = -2031878.219348 nChanged 13 SP:Iteration 25Q (12459.490000 sec): 3 clusters Score: Raw -2036634.827967 + Penalty 4755.353379 = -2031879.474588 nChanged 11 SP:Iteration 26Q (12459.800000 sec): 3 clusters Score: Raw -2036635.925866 + Penalty 4755.353379 = -2031880.572487 nChanged 10 SP:Iteration 27Q (12460.090000 sec): 3 clusters Score: Raw -2036636.964676 + Penalty 4755.353379 = -2031881.611298 nChanged 10 SP:Iteration 28Q (12460.340000 sec): 3 clusters Score: Raw -2036638.145783 + Penalty 4755.353379 = -2031882.792404 nChanged 9 SP:Iteration 29Q (12460.630000 sec): 3 clusters Score: Raw -2036639.493552 + Penalty 4755.353379 = -2031884.140173 nChanged 9 SP:Iteration 30Q (12460.980000 sec): 3 clusters Score: Raw -2036640.679839 + Penalty 4755.353379 = -2031885.326460 nChanged 8 SP:Iteration 31Q (12461.270000 sec): 3 clusters Score: Raw -2036641.861474 + Penalty 4755.353379 = -2031886.508095 nChanged 8 SP:Iteration 32Q (12461.630000 sec): 3 clusters Score: Raw -2036642.717205 + Penalty 4755.353379 = -2031887.363826 nChanged 4 SP:Iteration 33Q (12461.930000 sec): 3 clusters Score: Raw -2036643.065399 + Penalty 4755.353379 = -2031887.712021 nChanged 4 SP:Iteration 34Q (12462.180000 sec): 3 clusters Score: Raw -2036643.538649 + Penalty 4755.353379 = -2031888.185270 nChanged 7 SP:Iteration 35Q (12462.520000 sec): 3 clusters Score: Raw -2036644.411903 + Penalty 4755.353379 = -2031889.058524 nChanged 6 SP:Iteration 36Q (12462.850000 sec): 3 clusters Score: Raw -2036645.135068 + Penalty 4755.353379 = -2031889.781689 nChanged 8 SP:Iteration 37Q (12463.090000 sec): 3 clusters Score: Raw -2036645.840593 + Penalty 4755.353379 = -2031890.487214 nChanged 3 SP:Iteration 38Q (12463.390000 sec): 3 clusters Score: Raw -2036646.129056 + Penalty 4755.353379 = -2031890.775678 nChanged 4 SP:Iteration 39Q (12463.670000 sec): 3 clusters Score: Raw -2036646.451550 + Penalty 4755.353379 = -2031891.098171 nChanged 2 SP:Iteration 40F (12463.980000 sec): 3 clusters Score: Raw -2036646.667789 + Penalty 4755.353379 = -2031891.314410 nChanged 1 SP:Iteration 41Q (12464.270000 sec): 3 clusters Score: Raw -2036646.822245 + Penalty 4755.353379 = -2031891.468867 nChanged 2 SP:Iteration 42Q (12464.580000 sec): 3 clusters Score: Raw -2036646.956406 + Penalty 4755.353379 = -2031891.603028 nChanged 1 SP:Iteration 43Q (12464.920000 sec): 3 clusters Score: Raw -2036647.017120 + Penalty 4755.353379 = -2031891.663741 nChanged 0 SP:Iteration 44F (12465.180000 sec): 3 clusters Score: Raw -2036647.017120 + Penalty 4755.353379 = -2031891.663741 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 26 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12465.300000 sec): 2 clusters Score: Raw -24478.420080 + Penalty 1303.858852 = -23174.561228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12465.580000 sec): 3 clusters Score: Raw -24784.712900 + Penalty 2607.717705 = -22176.995195 nChanged 14 SP:Iteration 1F (12465.790000 sec): 3 clusters Score: Raw -24873.987469 + Penalty 2607.717705 = -22266.269764 nChanged 3 SP:Iteration 2Q (12465.950000 sec): 3 clusters Score: Raw -24901.382749 + Penalty 2607.717705 = -22293.665045 nChanged 1 SP:Iteration 3Q (12466.190000 sec): 3 clusters Score: Raw -24906.985898 + Penalty 2607.717705 = -22299.268193 nChanged 1 SP:Iteration 4Q (12466.390000 sec): 3 clusters Score: Raw -24912.780972 + Penalty 2607.717705 = -22305.063268 nChanged 0 SP:Iteration 5F (12466.610000 sec): 3 clusters Score: Raw -24912.780972 + Penalty 2607.717705 = -22305.063268 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 27 (11835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12466.770000 sec): 2 clusters Score: Raw -1690141.929834 + Penalty 2325.946497 = -1687815.983336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12467.060000 sec): 3 clusters Score: Raw -1683674.035759 + Penalty 4651.892995 = -1679022.142764 nChanged 4952 SP:Iteration 1F (12467.370000 sec): 3 clusters Score: Raw -1686259.973566 + Penalty 4651.892995 = -1681608.080571 nChanged 742 SP:Iteration 2F (12467.600000 sec): 3 clusters Score: Raw -1686590.079049 + Penalty 4651.892995 = -1681938.186054 nChanged 579 SP:Iteration 3Q (12467.890000 sec): 3 clusters Score: Raw -1686824.038999 + Penalty 4651.892995 = -1682172.146004 nChanged 486 SP:Iteration 4Q (12468.170000 sec): 3 clusters Score: Raw -1687006.823047 + Penalty 4651.892995 = -1682354.930052 nChanged 395 SP:Iteration 5Q (12468.440000 sec): 3 clusters Score: Raw -1687183.494050 + Penalty 4651.892995 = -1682531.601055 nChanged 416 SP:Iteration 6Q (12468.720000 sec): 3 clusters Score: Raw -1687371.810322 + Penalty 4651.892995 = -1682719.917327 nChanged 446 SP:Iteration 7Q (12469.010000 sec): 3 clusters Score: Raw -1687613.010382 + Penalty 4651.892995 = -1682961.117387 nChanged 487 SP:Iteration 8Q (12469.280000 sec): 3 clusters Score: Raw -1687913.837325 + Penalty 4651.892995 = -1683261.944330 nChanged 490 SP:Iteration 9Q (12469.490000 sec): 3 clusters Score: Raw -1688227.811442 + Penalty 4651.892995 = -1683575.918447 nChanged 505 SP:Iteration 10Q (12469.750000 sec): 3 clusters Score: Raw -1688553.536204 + Penalty 4651.892995 = -1683901.643209 nChanged 449 SP:Iteration 11Q (12469.970000 sec): 3 clusters Score: Raw -1688838.982524 + Penalty 4651.892995 = -1684187.089529 nChanged 405 SP:Iteration 12Q (12470.240000 sec): 3 clusters Score: Raw -1689061.619913 + Penalty 4651.892995 = -1684409.726918 nChanged 318 SP:Iteration 13Q (12470.580000 sec): 3 clusters Score: Raw -1689228.338324 + Penalty 4651.892995 = -1684576.445329 nChanged 264 SP:Iteration 14Q (12470.840000 sec): 3 clusters Score: Raw -1689365.937742 + Penalty 4651.892995 = -1684714.044747 nChanged 250 SP:Iteration 15Q (12471.130000 sec): 3 clusters Score: Raw -1689493.728340 + Penalty 4651.892995 = -1684841.835345 nChanged 216 SP:Iteration 16Q (12471.420000 sec): 3 clusters Score: Raw -1689615.766131 + Penalty 4651.892995 = -1684963.873136 nChanged 219 SP:Iteration 17Q (12471.680000 sec): 3 clusters Score: Raw -1689734.256596 + Penalty 4651.892995 = -1685082.363601 nChanged 181 SP:Iteration 18Q (12471.920000 sec): 3 clusters Score: Raw -1689837.444883 + Penalty 4651.892995 = -1685185.551888 nChanged 172 SP:Iteration 19Q (12472.180000 sec): 3 clusters Score: Raw -1689945.287605 + Penalty 4651.892995 = -1685293.394610 nChanged 154 SP:Iteration 20F (12472.440000 sec): 3 clusters Score: Raw -1690033.933393 + Penalty 4651.892995 = -1685382.040398 nChanged 144 SP:Iteration 21Q (12472.740000 sec): 3 clusters Score: Raw -1690117.366372 + Penalty 4651.892995 = -1685465.473377 nChanged 124 SP:Iteration 22Q (12472.980000 sec): 3 clusters Score: Raw -1690190.273392 + Penalty 4651.892995 = -1685538.380398 nChanged 118 SP:Iteration 23Q (12473.280000 sec): 3 clusters Score: Raw -1690267.360622 + Penalty 4651.892995 = -1685615.467627 nChanged 114 SP:Iteration 24Q (12473.580000 sec): 3 clusters Score: Raw -1690337.140374 + Penalty 4651.892995 = -1685685.247380 nChanged 92 SP:Iteration 25Q (12473.820000 sec): 3 clusters Score: Raw -1690397.002699 + Penalty 4651.892995 = -1685745.109704 nChanged 98 SP:Iteration 26Q (12474.100000 sec): 3 clusters Score: Raw -1690455.240861 + Penalty 4651.892995 = -1685803.347866 nChanged 71 SP:Iteration 27Q (12474.400000 sec): 3 clusters Score: Raw -1690502.535613 + Penalty 4651.892995 = -1685850.642619 nChanged 65 SP:Iteration 28Q (12474.690000 sec): 3 clusters Score: Raw -1690534.873662 + Penalty 4651.892995 = -1685882.980667 nChanged 43 SP:Iteration 29Q (12475.000000 sec): 3 clusters Score: Raw -1690560.117156 + Penalty 4651.892995 = -1685908.224161 nChanged 39 SP:Iteration 30Q (12475.280000 sec): 3 clusters Score: Raw -1690586.761448 + Penalty 4651.892995 = -1685934.868453 nChanged 23 SP:Iteration 31Q (12475.510000 sec): 3 clusters Score: Raw -1690601.976311 + Penalty 4651.892995 = -1685950.083316 nChanged 19 SP:Iteration 32Q (12475.880000 sec): 3 clusters Score: Raw -1690613.610889 + Penalty 4651.892995 = -1685961.717894 nChanged 15 SP:Iteration 33Q (12476.090000 sec): 3 clusters Score: Raw -1690621.367033 + Penalty 4651.892995 = -1685969.474038 nChanged 14 SP:Iteration 34Q (12476.300000 sec): 3 clusters Score: Raw -1690627.698173 + Penalty 4651.892995 = -1685975.805178 nChanged 9 SP:Iteration 35Q (12476.580000 sec): 3 clusters Score: Raw -1690631.754623 + Penalty 4651.892995 = -1685979.861629 nChanged 11 SP:Iteration 36Q (12476.810000 sec): 3 clusters Score: Raw -1690639.249089 + Penalty 4651.892995 = -1685987.356094 nChanged 13 SP:Iteration 37Q (12477.050000 sec): 3 clusters Score: Raw -1690648.053938 + Penalty 4651.892995 = -1685996.160943 nChanged 14 SP:Iteration 38Q (12477.300000 sec): 3 clusters Score: Raw -1690656.776425 + Penalty 4651.892995 = -1686004.883431 nChanged 11 SP:Iteration 39Q (12477.560000 sec): 3 clusters Score: Raw -1690662.038561 + Penalty 4651.892995 = -1686010.145566 nChanged 5 SP:Iteration 40F (12477.830000 sec): 3 clusters Score: Raw -1690665.396572 + Penalty 4651.892995 = -1686013.503578 nChanged 9 SP:Iteration 41Q (12478.130000 sec): 3 clusters Score: Raw -1690668.725268 + Penalty 4651.892995 = -1686016.832273 nChanged 1 SP:Iteration 42Q (12478.370000 sec): 3 clusters Score: Raw -1690669.403672 + Penalty 4651.892995 = -1686017.510677 nChanged 1 SP:Iteration 43Q (12478.630000 sec): 3 clusters Score: Raw -1690670.401308 + Penalty 4651.892995 = -1686018.508313 nChanged 2 SP:Iteration 44Q (12478.890000 sec): 3 clusters Score: Raw -1690671.092270 + Penalty 4651.892995 = -1686019.199275 nChanged 0 SP:Iteration 45F (12479.140000 sec): 3 clusters Score: Raw -1690671.092270 + Penalty 4651.892995 = -1686019.199275 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 28 (121273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12479.840000 sec): 2 clusters Score: Raw -17763598.547084 + Penalty 2903.038271 = -17760695.508813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12480.710000 sec): 3 clusters Score: Raw -17685293.344720 + Penalty 5806.076543 = -17679487.268177 nChanged 57737 SP:Iteration 1F (12481.680000 sec): 3 clusters Score: Raw -17718844.045154 + Penalty 5806.076543 = -17713037.968611 nChanged 4506 SP:Iteration 2Q (12482.660000 sec): 3 clusters Score: Raw -17720165.116556 + Penalty 5806.076543 = -17714359.040014 nChanged 5074 SP:Iteration 3Q (12483.660000 sec): 3 clusters Score: Raw -17722061.632179 + Penalty 5806.076543 = -17716255.555636 nChanged 6355 SP:Iteration 4F (12484.600000 sec): 3 clusters Score: Raw -17725111.072911 + Penalty 5806.076543 = -17719304.996368 nChanged 8004 SP:Iteration 5F (12485.530000 sec): 3 clusters Score: Raw -17730163.921001 + Penalty 5806.076543 = -17724357.844459 nChanged 9576 SP:Iteration 6F (12486.480000 sec): 3 clusters Score: Raw -17737528.502802 + Penalty 5806.076543 = -17731722.426259 nChanged 9756 SP:Iteration 7F (12487.410000 sec): 3 clusters Score: Raw -17745869.345363 + Penalty 5806.076543 = -17740063.268820 nChanged 8048 SP:Iteration 8F (12488.450000 sec): 3 clusters Score: Raw -17753061.084866 + Penalty 5806.076543 = -17747255.008324 nChanged 5562 SP:Iteration 9Q (12489.450000 sec): 3 clusters Score: Raw -17758080.590341 + Penalty 5806.076543 = -17752274.513798 nChanged 3319 SP:Iteration 10Q (12490.370000 sec): 3 clusters Score: Raw -17761055.108893 + Penalty 5806.076543 = -17755249.032350 nChanged 1741 SP:Iteration 11Q (12491.280000 sec): 3 clusters Score: Raw -17762541.179540 + Penalty 5806.076543 = -17756735.102997 nChanged 875 SP:Iteration 12Q (12492.130000 sec): 3 clusters Score: Raw -17763226.888257 + Penalty 5806.076543 = -17757420.811714 nChanged 462 SP:Iteration 13Q (12492.970000 sec): 3 clusters Score: Raw -17763546.021004 + Penalty 5806.076543 = -17757739.944461 nChanged 285 SP:Iteration 14Q (12493.800000 sec): 3 clusters Score: Raw -17763740.258882 + Penalty 5806.076543 = -17757934.182339 nChanged 174 SP:Iteration 15Q (12494.590000 sec): 3 clusters Score: Raw -17763851.382680 + Penalty 5806.076543 = -17758045.306137 nChanged 112 SP:Iteration 16Q (12495.360000 sec): 3 clusters Score: Raw -17763928.580921 + Penalty 5806.076543 = -17758122.504378 nChanged 80 SP:Iteration 17Q (12496.170000 sec): 3 clusters Score: Raw -17763983.912535 + Penalty 5806.076543 = -17758177.835992 nChanged 68 SP:Iteration 18Q (12497.000000 sec): 3 clusters Score: Raw -17764031.829190 + Penalty 5806.076543 = -17758225.752648 nChanged 58 SP:Iteration 19Q (12497.800000 sec): 3 clusters Score: Raw -17764064.909660 + Penalty 5806.076543 = -17758258.833117 nChanged 34 SP:Iteration 20F (12498.630000 sec): 3 clusters Score: Raw -17764084.337919 + Penalty 5806.076543 = -17758278.261376 nChanged 34 SP:Iteration 21Q (12499.400000 sec): 3 clusters Score: Raw -17764102.707634 + Penalty 5806.076543 = -17758296.631091 nChanged 24 SP:Iteration 22Q (12500.170000 sec): 3 clusters Score: Raw -17764116.399391 + Penalty 5806.076543 = -17758310.322848 nChanged 23 SP:Iteration 23Q (12500.960000 sec): 3 clusters Score: Raw -17764129.585749 + Penalty 5806.076543 = -17758323.509206 nChanged 18 SP:Iteration 24Q (12501.740000 sec): 3 clusters Score: Raw -17764139.810832 + Penalty 5806.076543 = -17758333.734289 nChanged 14 SP:Iteration 25Q (12502.500000 sec): 3 clusters Score: Raw -17764146.916846 + Penalty 5806.076543 = -17758340.840303 nChanged 12 SP:Iteration 26Q (12503.330000 sec): 3 clusters Score: Raw -17764154.245698 + Penalty 5806.076543 = -17758348.169156 nChanged 11 SP:Iteration 27Q (12504.200000 sec): 3 clusters Score: Raw -17764160.202964 + Penalty 5806.076543 = -17758354.126421 nChanged 8 SP:Iteration 28Q (12505.050000 sec): 3 clusters Score: Raw -17764164.430946 + Penalty 5806.076543 = -17758358.354403 nChanged 5 SP:Iteration 29Q (12505.930000 sec): 3 clusters Score: Raw -17764166.567566 + Penalty 5806.076543 = -17758360.491024 nChanged 4 SP:Iteration 30Q (12506.780000 sec): 3 clusters Score: Raw -17764168.331533 + Penalty 5806.076543 = -17758362.254991 nChanged 2 SP:Iteration 31Q (12507.630000 sec): 3 clusters Score: Raw -17764169.665349 + Penalty 5806.076543 = -17758363.588807 nChanged 4 SP:Iteration 32Q (12508.390000 sec): 3 clusters Score: Raw -17764171.847797 + Penalty 5806.076543 = -17758365.771254 nChanged 3 SP:Iteration 33Q (12509.180000 sec): 3 clusters Score: Raw -17764173.437152 + Penalty 5806.076543 = -17758367.360609 nChanged 1 SP:Iteration 34Q (12509.980000 sec): 3 clusters Score: Raw -17764173.983662 + Penalty 5806.076543 = -17758367.907119 nChanged 1 SP:Iteration 35Q (12510.820000 sec): 3 clusters Score: Raw -17764174.265988 + Penalty 5806.076543 = -17758368.189445 nChanged 0 SP:Iteration 36F (12511.690000 sec): 3 clusters Score: Raw -17764174.265988 + Penalty 5806.076543 = -17758368.189445 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 29 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12511.820000 sec): 2 clusters Score: Raw -13660.115567 + Penalty 1151.808943 = -12508.306624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12512.040000 sec): 3 clusters Score: Raw -14011.504860 + Penalty 2303.617886 = -11707.886974 nChanged 1 SP:Iteration 1Q (12512.260000 sec): 3 clusters Score: Raw -14016.488490 + Penalty 2303.617886 = -11712.870604 nChanged 0 SP:Iteration 2F (12512.480000 sec): 3 clusters Score: Raw -14016.488490 + Penalty 2303.617886 = -11712.870604 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 30 (2849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12512.630000 sec): 2 clusters Score: Raw -365303.265648 + Penalty 1972.771387 = -363330.494261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12512.820000 sec): 3 clusters Score: Raw -364173.692640 + Penalty 3945.542774 = -360228.149866 nChanged 1009 SP:Iteration 1F (12513.000000 sec): 3 clusters Score: Raw -364903.247823 + Penalty 3945.542774 = -360957.705049 nChanged 230 SP:Iteration 2F (12513.180000 sec): 3 clusters Score: Raw -365104.501231 + Penalty 3945.542774 = -361158.958457 nChanged 156 SP:Iteration 3F (12513.370000 sec): 3 clusters Score: Raw -365256.056586 + Penalty 3945.542774 = -361310.513812 nChanged 130 SP:Iteration 4Q (12513.530000 sec): 3 clusters Score: Raw -365385.670552 + Penalty 3945.542774 = -361440.127778 nChanged 101 SP:Iteration 5Q (12513.750000 sec): 3 clusters Score: Raw -365476.347253 + Penalty 3945.542774 = -361530.804479 nChanged 91 SP:Iteration 6Q (12513.920000 sec): 3 clusters Score: Raw -365570.203470 + Penalty 3945.542774 = -361624.660696 nChanged 94 SP:Iteration 7Q (12514.110000 sec): 3 clusters Score: Raw -365658.933631 + Penalty 3945.542774 = -361713.390857 nChanged 100 SP:Iteration 8Q (12514.260000 sec): 3 clusters Score: Raw -365763.291870 + Penalty 3945.542774 = -361817.749096 nChanged 80 SP:Iteration 9Q (12514.510000 sec): 3 clusters Score: Raw -365838.777201 + Penalty 3945.542774 = -361893.234427 nChanged 64 SP:Iteration 10Q (12514.670000 sec): 3 clusters Score: Raw -365896.203445 + Penalty 3945.542774 = -361950.660671 nChanged 55 SP:Iteration 11Q (12514.860000 sec): 3 clusters Score: Raw -365934.061699 + Penalty 3945.542774 = -361988.518925 nChanged 33 SP:Iteration 12Q (12515.040000 sec): 3 clusters Score: Raw -365952.305085 + Penalty 3945.542774 = -362006.762311 nChanged 23 SP:Iteration 13Q (12515.230000 sec): 3 clusters Score: Raw -365964.185508 + Penalty 3945.542774 = -362018.642734 nChanged 24 SP:Iteration 14Q (12515.390000 sec): 3 clusters Score: Raw -365980.470842 + Penalty 3945.542774 = -362034.928068 nChanged 21 SP:Iteration 15Q (12515.580000 sec): 3 clusters Score: Raw -365992.383546 + Penalty 3945.542774 = -362046.840772 nChanged 19 SP:Iteration 16Q (12515.810000 sec): 3 clusters Score: Raw -366004.917757 + Penalty 3945.542774 = -362059.374983 nChanged 17 SP:Iteration 17Q (12515.980000 sec): 3 clusters Score: Raw -366012.549408 + Penalty 3945.542774 = -362067.006634 nChanged 14 SP:Iteration 18Q (12516.160000 sec): 3 clusters Score: Raw -366020.755321 + Penalty 3945.542774 = -362075.212547 nChanged 12 SP:Iteration 19Q (12516.370000 sec): 3 clusters Score: Raw -366028.833267 + Penalty 3945.542774 = -362083.290493 nChanged 11 SP:Iteration 20F (12516.570000 sec): 3 clusters Score: Raw -366034.138022 + Penalty 3945.542774 = -362088.595248 nChanged 7 SP:Iteration 21Q (12516.750000 sec): 3 clusters Score: Raw -366039.035736 + Penalty 3945.542774 = -362093.492962 nChanged 4 SP:Iteration 22Q (12516.930000 sec): 3 clusters Score: Raw -366041.180639 + Penalty 3945.542774 = -362095.637865 nChanged 5 SP:Iteration 23Q (12517.140000 sec): 3 clusters Score: Raw -366043.701429 + Penalty 3945.542774 = -362098.158655 nChanged 3 SP:Iteration 24Q (12517.350000 sec): 3 clusters Score: Raw -366046.778347 + Penalty 3945.542774 = -362101.235573 nChanged 10 SP:Iteration 25Q (12517.550000 sec): 3 clusters Score: Raw -366051.675675 + Penalty 3945.542774 = -362106.132901 nChanged 5 SP:Iteration 26Q (12517.710000 sec): 3 clusters Score: Raw -366054.979883 + Penalty 3945.542774 = -362109.437109 nChanged 7 SP:Iteration 27Q (12517.900000 sec): 3 clusters Score: Raw -366060.973423 + Penalty 3945.542774 = -362115.430649 nChanged 5 SP:Iteration 28Q (12518.080000 sec): 3 clusters Score: Raw -366063.813177 + Penalty 3945.542774 = -362118.270403 nChanged 2 SP:Iteration 29Q (12518.270000 sec): 3 clusters Score: Raw -366064.376425 + Penalty 3945.542774 = -362118.833651 nChanged 1 SP:Iteration 30Q (12518.440000 sec): 3 clusters Score: Raw -366065.498886 + Penalty 3945.542774 = -362119.956112 nChanged 6 SP:Iteration 31Q (12518.610000 sec): 3 clusters Score: Raw -366068.013995 + Penalty 3945.542774 = -362122.471221 nChanged 3 SP:Iteration 32Q (12518.790000 sec): 3 clusters Score: Raw -366070.331252 + Penalty 3945.542774 = -362124.788478 nChanged 2 SP:Iteration 33Q (12519.000000 sec): 3 clusters Score: Raw -366073.296545 + Penalty 3945.542774 = -362127.753771 nChanged 3 SP:Iteration 34Q (12519.240000 sec): 3 clusters Score: Raw -366074.506034 + Penalty 3945.542774 = -362128.963260 nChanged 2 SP:Iteration 35Q (12519.470000 sec): 3 clusters Score: Raw -366075.646740 + Penalty 3945.542774 = -362130.103966 nChanged 4 SP:Iteration 36Q (12519.690000 sec): 3 clusters Score: Raw -366077.452673 + Penalty 3945.542774 = -362131.909899 nChanged 2 SP:Iteration 37Q (12519.920000 sec): 3 clusters Score: Raw -366078.017962 + Penalty 3945.542774 = -362132.475188 nChanged 0 SP:Iteration 38F (12520.140000 sec): 3 clusters Score: Raw -366078.017962 + Penalty 3945.542774 = -362132.475188 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 31 (29960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12520.450000 sec): 2 clusters Score: Raw -4425659.839437 + Penalty 2556.289373 = -4423103.550065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12520.820000 sec): 3 clusters Score: Raw -4407651.701667 + Penalty 5112.578745 = -4402539.122922 nChanged 13506 SP:Iteration 1F (12521.170000 sec): 3 clusters Score: Raw -4415024.119541 + Penalty 5112.578745 = -4409911.540796 nChanged 1593 SP:Iteration 2F (12521.490000 sec): 3 clusters Score: Raw -4415710.494420 + Penalty 5112.578745 = -4410597.915675 nChanged 1670 SP:Iteration 3F (12521.890000 sec): 3 clusters Score: Raw -4416554.715312 + Penalty 5112.578745 = -4411442.136567 nChanged 1784 SP:Iteration 4F (12522.290000 sec): 3 clusters Score: Raw -4417587.672232 + Penalty 5112.578745 = -4412475.093487 nChanged 1938 SP:Iteration 5F (12522.690000 sec): 3 clusters Score: Raw -4418727.017828 + Penalty 5112.578745 = -4413614.439083 nChanged 1869 SP:Iteration 6F (12523.110000 sec): 3 clusters Score: Raw -4419781.594705 + Penalty 5112.578745 = -4414669.015959 nChanged 1620 SP:Iteration 7F (12523.490000 sec): 3 clusters Score: Raw -4420655.254114 + Penalty 5112.578745 = -4415542.675369 nChanged 1364 SP:Iteration 8Q (12523.890000 sec): 3 clusters Score: Raw -4421280.753433 + Penalty 5112.578745 = -4416168.174688 nChanged 1044 SP:Iteration 9Q (12524.310000 sec): 3 clusters Score: Raw -4421698.430061 + Penalty 5112.578745 = -4416585.851316 nChanged 919 SP:Iteration 10Q (12524.670000 sec): 3 clusters Score: Raw -4422061.621277 + Penalty 5112.578745 = -4416949.042532 nChanged 789 SP:Iteration 11Q (12525.130000 sec): 3 clusters Score: Raw -4422378.546697 + Penalty 5112.578745 = -4417265.967952 nChanged 725 SP:Iteration 12Q (12525.530000 sec): 3 clusters Score: Raw -4422647.429016 + Penalty 5112.578745 = -4417534.850271 nChanged 645 SP:Iteration 13Q (12525.910000 sec): 3 clusters Score: Raw -4422863.456916 + Penalty 5112.578745 = -4417750.878171 nChanged 568 SP:Iteration 14Q (12526.290000 sec): 3 clusters Score: Raw -4423046.275599 + Penalty 5112.578745 = -4417933.696853 nChanged 521 SP:Iteration 15Q (12526.760000 sec): 3 clusters Score: Raw -4423200.020471 + Penalty 5112.578745 = -4418087.441726 nChanged 464 SP:Iteration 16Q (12527.090000 sec): 3 clusters Score: Raw -4423326.777169 + Penalty 5112.578745 = -4418214.198424 nChanged 435 SP:Iteration 17Q (12527.480000 sec): 3 clusters Score: Raw -4423436.639566 + Penalty 5112.578745 = -4418324.060821 nChanged 357 SP:Iteration 18Q (12527.850000 sec): 3 clusters Score: Raw -4423511.626469 + Penalty 5112.578745 = -4418399.047724 nChanged 301 SP:Iteration 19Q (12528.230000 sec): 3 clusters Score: Raw -4423564.976636 + Penalty 5112.578745 = -4418452.397891 nChanged 248 SP:Iteration 20F (12528.530000 sec): 3 clusters Score: Raw -4423609.362514 + Penalty 5112.578745 = -4418496.783769 nChanged 205 SP:Iteration 21Q (12528.890000 sec): 3 clusters Score: Raw -4423646.935959 + Penalty 5112.578745 = -4418534.357214 nChanged 199 SP:Iteration 22Q (12529.240000 sec): 3 clusters Score: Raw -4423680.922143 + Penalty 5112.578745 = -4418568.343397 nChanged 175 SP:Iteration 23Q (12529.630000 sec): 3 clusters Score: Raw -4423708.111990 + Penalty 5112.578745 = -4418595.533245 nChanged 159 SP:Iteration 24Q (12529.970000 sec): 3 clusters Score: Raw -4423731.585948 + Penalty 5112.578745 = -4418619.007203 nChanged 137 SP:Iteration 25Q (12530.280000 sec): 3 clusters Score: Raw -4423751.742594 + Penalty 5112.578745 = -4418639.163849 nChanged 120 SP:Iteration 26Q (12530.690000 sec): 3 clusters Score: Raw -4423766.921379 + Penalty 5112.578745 = -4418654.342634 nChanged 109 SP:Iteration 27Q (12531.050000 sec): 3 clusters Score: Raw -4423779.626461 + Penalty 5112.578745 = -4418667.047716 nChanged 99 SP:Iteration 28Q (12531.440000 sec): 3 clusters Score: Raw -4423790.715376 + Penalty 5112.578745 = -4418678.136631 nChanged 74 SP:Iteration 29Q (12531.830000 sec): 3 clusters Score: Raw -4423799.085283 + Penalty 5112.578745 = -4418686.506538 nChanged 73 SP:Iteration 30Q (12532.170000 sec): 3 clusters Score: Raw -4423807.630326 + Penalty 5112.578745 = -4418695.051581 nChanged 89 SP:Iteration 31Q (12532.570000 sec): 3 clusters Score: Raw -4423819.925746 + Penalty 5112.578745 = -4418707.347000 nChanged 102 SP:Iteration 32Q (12532.970000 sec): 3 clusters Score: Raw -4423832.228556 + Penalty 5112.578745 = -4418719.649811 nChanged 103 SP:Iteration 33Q (12533.370000 sec): 3 clusters Score: Raw -4423844.949734 + Penalty 5112.578745 = -4418732.370989 nChanged 104 SP:Iteration 34Q (12533.730000 sec): 3 clusters Score: Raw -4423856.139276 + Penalty 5112.578745 = -4418743.560531 nChanged 94 SP:Iteration 35Q (12534.150000 sec): 3 clusters Score: Raw -4423866.259551 + Penalty 5112.578745 = -4418753.680806 nChanged 77 SP:Iteration 36Q (12534.510000 sec): 3 clusters Score: Raw -4423873.683445 + Penalty 5112.578745 = -4418761.104700 nChanged 82 SP:Iteration 37Q (12534.940000 sec): 3 clusters Score: Raw -4423882.312661 + Penalty 5112.578745 = -4418769.733916 nChanged 81 SP:Iteration 38Q (12535.340000 sec): 3 clusters Score: Raw -4423891.786189 + Penalty 5112.578745 = -4418779.207444 nChanged 87 SP:Iteration 39Q (12535.780000 sec): 3 clusters Score: Raw -4423900.744352 + Penalty 5112.578745 = -4418788.165607 nChanged 76 SP:Iteration 40F (12536.150000 sec): 3 clusters Score: Raw -4423908.312681 + Penalty 5112.578745 = -4418795.733936 nChanged 68 SP:Iteration 41Q (12536.540000 sec): 3 clusters Score: Raw -4423914.704017 + Penalty 5112.578745 = -4418802.125272 nChanged 56 SP:Iteration 42Q (12537.030000 sec): 3 clusters Score: Raw -4423919.905759 + Penalty 5112.578745 = -4418807.327014 nChanged 54 SP:Iteration 43Q (12537.470000 sec): 3 clusters Score: Raw -4423926.054734 + Penalty 5112.578745 = -4418813.475989 nChanged 61 SP:Iteration 44Q (12537.890000 sec): 3 clusters Score: Raw -4423931.852566 + Penalty 5112.578745 = -4418819.273821 nChanged 65 SP:Iteration 45Q (12538.310000 sec): 3 clusters Score: Raw -4423936.984014 + Penalty 5112.578745 = -4418824.405269 nChanged 54 SP:Iteration 46Q (12538.700000 sec): 3 clusters Score: Raw -4423941.797730 + Penalty 5112.578745 = -4418829.218985 nChanged 70 SP:Iteration 47Q (12539.140000 sec): 3 clusters Score: Raw -4423949.669396 + Penalty 5112.578745 = -4418837.090651 nChanged 64 SP:Iteration 48Q (12539.520000 sec): 3 clusters Score: Raw -4423956.402984 + Penalty 5112.578745 = -4418843.824239 nChanged 73 SP:Iteration 49Q (12539.980000 sec): 3 clusters Score: Raw -4423964.644195 + Penalty 5112.578745 = -4418852.065450 nChanged 70 SP:Iteration 50Q (12540.420000 sec): 3 clusters Score: Raw -4423973.622575 + Penalty 5112.578745 = -4418861.043830 nChanged 78 SP:Iteration 51Q (12540.850000 sec): 3 clusters Score: Raw -4423982.318603 + Penalty 5112.578745 = -4418869.739858 nChanged 73 SP:Iteration 52Q (12541.240000 sec): 3 clusters Score: Raw -4423991.071782 + Penalty 5112.578745 = -4418878.493037 nChanged 85 SP:Iteration 53Q (12541.680000 sec): 3 clusters Score: Raw -4424001.683571 + Penalty 5112.578745 = -4418889.104826 nChanged 95 SP:Iteration 54Q (12542.070000 sec): 3 clusters Score: Raw -4424012.452416 + Penalty 5112.578745 = -4418899.873671 nChanged 87 SP:Iteration 55Q (12542.480000 sec): 3 clusters Score: Raw -4424022.149365 + Penalty 5112.578745 = -4418909.570620 nChanged 86 SP:Iteration 56Q (12542.840000 sec): 3 clusters Score: Raw -4424031.620262 + Penalty 5112.578745 = -4418919.041517 nChanged 85 SP:Iteration 57Q (12543.290000 sec): 3 clusters Score: Raw -4424040.902855 + Penalty 5112.578745 = -4418928.324110 nChanged 75 SP:Iteration 58Q (12543.650000 sec): 3 clusters Score: Raw -4424049.421448 + Penalty 5112.578745 = -4418936.842703 nChanged 85 SP:Iteration 59Q (12544.040000 sec): 3 clusters Score: Raw -4424060.221200 + Penalty 5112.578745 = -4418947.642455 nChanged 95 SP:Iteration 60F (12544.500000 sec): 3 clusters Score: Raw -4424072.248061 + Penalty 5112.578745 = -4418959.669316 nChanged 101 SP:Iteration 61Q (12544.860000 sec): 3 clusters Score: Raw -4424086.119606 + Penalty 5112.578745 = -4418973.540861 nChanged 101 SP:Iteration 62Q (12545.320000 sec): 3 clusters Score: Raw -4424100.470594 + Penalty 5112.578745 = -4418987.891849 nChanged 102 SP:Iteration 63Q (12545.660000 sec): 3 clusters Score: Raw -4424115.263156 + Penalty 5112.578745 = -4419002.684411 nChanged 104 SP:Iteration 64Q (12546.050000 sec): 3 clusters Score: Raw -4424130.054743 + Penalty 5112.578745 = -4419017.475998 nChanged 114 SP:Iteration 65Q (12546.410000 sec): 3 clusters Score: Raw -4424149.033480 + Penalty 5112.578745 = -4419036.454735 nChanged 151 SP:Iteration 66Q (12546.730000 sec): 3 clusters Score: Raw -4424173.435877 + Penalty 5112.578745 = -4419060.857132 nChanged 154 SP:Iteration 67Q (12547.130000 sec): 3 clusters Score: Raw -4424200.013166 + Penalty 5112.578745 = -4419087.434421 nChanged 141 SP:Iteration 68Q (12547.500000 sec): 3 clusters Score: Raw -4424222.956982 + Penalty 5112.578745 = -4419110.378237 nChanged 132 SP:Iteration 69Q (12547.860000 sec): 3 clusters Score: Raw -4424244.475061 + Penalty 5112.578745 = -4419131.896316 nChanged 142 SP:Iteration 70Q (12548.260000 sec): 3 clusters Score: Raw -4424269.458037 + Penalty 5112.578745 = -4419156.879292 nChanged 152 SP:Iteration 71Q (12548.660000 sec): 3 clusters Score: Raw -4424296.282281 + Penalty 5112.578745 = -4419183.703536 nChanged 146 SP:Iteration 72Q (12548.970000 sec): 3 clusters Score: Raw -4424322.208202 + Penalty 5112.578745 = -4419209.629457 nChanged 156 SP:Iteration 73Q (12549.370000 sec): 3 clusters Score: Raw -4424349.225108 + Penalty 5112.578745 = -4419236.646362 nChanged 152 SP:Iteration 74Q (12549.760000 sec): 3 clusters Score: Raw -4424375.232023 + Penalty 5112.578745 = -4419262.653277 nChanged 150 SP:Iteration 75Q (12550.180000 sec): 3 clusters Score: Raw -4424401.353096 + Penalty 5112.578745 = -4419288.774351 nChanged 153 SP:Iteration 76Q (12550.530000 sec): 3 clusters Score: Raw -4424425.020605 + Penalty 5112.578745 = -4419312.441860 nChanged 134 SP:Iteration 77Q (12550.880000 sec): 3 clusters Score: Raw -4424446.365802 + Penalty 5112.578745 = -4419333.787057 nChanged 137 SP:Iteration 78Q (12551.250000 sec): 3 clusters Score: Raw -4424470.513630 + Penalty 5112.578745 = -4419357.934885 nChanged 154 SP:Iteration 79Q (12551.620000 sec): 3 clusters Score: Raw -4424502.107329 + Penalty 5112.578745 = -4419389.528584 nChanged 182 SP:Iteration 80F (12551.980000 sec): 3 clusters Score: Raw -4424541.102474 + Penalty 5112.578745 = -4419428.523729 nChanged 189 SP:Iteration 81Q (12552.340000 sec): 3 clusters Score: Raw -4424582.294514 + Penalty 5112.578745 = -4419469.715769 nChanged 180 SP:Iteration 82Q (12552.740000 sec): 3 clusters Score: Raw -4424619.699435 + Penalty 5112.578745 = -4419507.120690 nChanged 185 SP:Iteration 83Q (12553.090000 sec): 3 clusters Score: Raw -4424659.384285 + Penalty 5112.578745 = -4419546.805539 nChanged 149 SP:Iteration 84Q (12553.490000 sec): 3 clusters Score: Raw -4424690.457972 + Penalty 5112.578745 = -4419577.879226 nChanged 152 SP:Iteration 85Q (12553.860000 sec): 3 clusters Score: Raw -4424725.281929 + Penalty 5112.578745 = -4419612.703184 nChanged 146 SP:Iteration 86Q (12554.270000 sec): 3 clusters Score: Raw -4424757.254185 + Penalty 5112.578745 = -4419644.675440 nChanged 126 SP:Iteration 87Q (12554.650000 sec): 3 clusters Score: Raw -4424782.001188 + Penalty 5112.578745 = -4419669.422443 nChanged 124 SP:Iteration 88Q (12555.010000 sec): 3 clusters Score: Raw -4424806.299446 + Penalty 5112.578745 = -4419693.720701 nChanged 123 SP:Iteration 89Q (12555.390000 sec): 3 clusters Score: Raw -4424827.789971 + Penalty 5112.578745 = -4419715.211226 nChanged 108 SP:Iteration 90Q (12555.730000 sec): 3 clusters Score: Raw -4424847.013220 + Penalty 5112.578745 = -4419734.434475 nChanged 100 SP:Iteration 91Q (12556.170000 sec): 3 clusters Score: Raw -4424867.162307 + Penalty 5112.578745 = -4419754.583562 nChanged 114 SP:Iteration 92Q (12556.530000 sec): 3 clusters Score: Raw -4424891.602472 + Penalty 5112.578745 = -4419779.023727 nChanged 113 SP:Iteration 93Q (12556.950000 sec): 3 clusters Score: Raw -4424911.794332 + Penalty 5112.578745 = -4419799.215587 nChanged 99 SP:Iteration 94Q (12557.360000 sec): 3 clusters Score: Raw -4424930.337015 + Penalty 5112.578745 = -4419817.758270 nChanged 97 SP:Iteration 95Q (12557.650000 sec): 3 clusters Score: Raw -4424950.041511 + Penalty 5112.578745 = -4419837.462766 nChanged 90 SP:Iteration 96Q (12558.030000 sec): 3 clusters Score: Raw -4424970.977939 + Penalty 5112.578745 = -4419858.399194 nChanged 95 SP:Iteration 97Q (12558.350000 sec): 3 clusters Score: Raw -4424991.466068 + Penalty 5112.578745 = -4419878.887323 nChanged 98 SP:Iteration 98Q (12558.710000 sec): 3 clusters Score: Raw -4425016.588495 + Penalty 5112.578745 = -4419904.009750 nChanged 114 SP:Iteration 99Q (12559.050000 sec): 3 clusters Score: Raw -4425046.131627 + Penalty 5112.578745 = -4419933.552882 nChanged 99 SP:Iteration 100F (12559.390000 sec): 3 clusters Score: Raw -4425074.552884 + Penalty 5112.578745 = -4419961.974139 nChanged 118 SP:Iteration 101Q (12559.730000 sec): 3 clusters Score: Raw -4425104.101364 + Penalty 5112.578745 = -4419991.522619 nChanged 108 SP:Iteration 102Q (12560.140000 sec): 3 clusters Score: Raw -4425132.081995 + Penalty 5112.578745 = -4420019.503250 nChanged 112 SP:Iteration 103Q (12560.490000 sec): 3 clusters Score: Raw -4425161.956262 + Penalty 5112.578745 = -4420049.377517 nChanged 115 SP:Iteration 104Q (12560.900000 sec): 3 clusters Score: Raw -4425191.400751 + Penalty 5112.578745 = -4420078.822005 nChanged 114 SP:Iteration 105Q (12561.270000 sec): 3 clusters Score: Raw -4425215.736660 + Penalty 5112.578745 = -4420103.157915 nChanged 104 SP:Iteration 106Q (12561.650000 sec): 3 clusters Score: Raw -4425238.464403 + Penalty 5112.578745 = -4420125.885658 nChanged 89 SP:Iteration 107Q (12562.060000 sec): 3 clusters Score: Raw -4425261.690093 + Penalty 5112.578745 = -4420149.111348 nChanged 100 SP:Iteration 108Q (12562.420000 sec): 3 clusters Score: Raw -4425283.814855 + Penalty 5112.578745 = -4420171.236110 nChanged 89 SP:Iteration 109Q (12562.830000 sec): 3 clusters Score: Raw -4425305.724523 + Penalty 5112.578745 = -4420193.145778 nChanged 94 SP:Iteration 110Q (12563.230000 sec): 3 clusters Score: Raw -4425331.090705 + Penalty 5112.578745 = -4420218.511960 nChanged 101 SP:Iteration 111Q (12563.600000 sec): 3 clusters Score: Raw -4425358.009196 + Penalty 5112.578745 = -4420245.430451 nChanged 93 SP:Iteration 112Q (12564.000000 sec): 3 clusters Score: Raw -4425385.186669 + Penalty 5112.578745 = -4420272.607924 nChanged 91 SP:Iteration 113Q (12564.380000 sec): 3 clusters Score: Raw -4425410.573974 + Penalty 5112.578745 = -4420297.995229 nChanged 92 SP:Iteration 114Q (12564.710000 sec): 3 clusters Score: Raw -4425433.986337 + Penalty 5112.578745 = -4420321.407592 nChanged 85 SP:Iteration 115Q (12565.040000 sec): 3 clusters Score: Raw -4425455.549514 + Penalty 5112.578745 = -4420342.970769 nChanged 77 SP:Iteration 116Q (12565.350000 sec): 3 clusters Score: Raw -4425475.276477 + Penalty 5112.578745 = -4420362.697732 nChanged 72 SP:Iteration 117Q (12565.740000 sec): 3 clusters Score: Raw -4425495.405938 + Penalty 5112.578745 = -4420382.827193 nChanged 71 SP:Iteration 118Q (12566.160000 sec): 3 clusters Score: Raw -4425515.549942 + Penalty 5112.578745 = -4420402.971197 nChanged 70 SP:Iteration 119Q (12566.520000 sec): 3 clusters Score: Raw -4425535.892983 + Penalty 5112.578745 = -4420423.314238 nChanged 82 SP:Iteration 120F (12566.860000 sec): 3 clusters Score: Raw -4425563.781837 + Penalty 5112.578745 = -4420451.203092 nChanged 74 SP:Iteration 121Q (12567.230000 sec): 3 clusters Score: Raw -4425588.673572 + Penalty 5112.578745 = -4420476.094827 nChanged 70 SP:Iteration 122Q (12567.540000 sec): 3 clusters Score: Raw -4425613.345368 + Penalty 5112.578745 = -4420500.766623 nChanged 68 SP:Iteration 123Q (12567.910000 sec): 3 clusters Score: Raw -4425633.798950 + Penalty 5112.578745 = -4420521.220204 nChanged 42 SP:Iteration 124Q (12568.230000 sec): 3 clusters Score: Raw -4425645.871059 + Penalty 5112.578745 = -4420533.292314 nChanged 44 SP:Iteration 125Q (12568.550000 sec): 3 clusters Score: Raw -4425657.839760 + Penalty 5112.578745 = -4420545.261015 nChanged 48 SP:Iteration 126Q (12568.920000 sec): 3 clusters Score: Raw -4425671.943616 + Penalty 5112.578745 = -4420559.364871 nChanged 51 SP:Iteration 127Q (12569.270000 sec): 3 clusters Score: Raw -4425687.167708 + Penalty 5112.578745 = -4420574.588963 nChanged 38 SP:Iteration 128Q (12569.590000 sec): 3 clusters Score: Raw -4425697.258555 + Penalty 5112.578745 = -4420584.679810 nChanged 39 SP:Iteration 129Q (12569.950000 sec): 3 clusters Score: Raw -4425709.945824 + Penalty 5112.578745 = -4420597.367079 nChanged 33 SP:Iteration 130Q (12570.210000 sec): 3 clusters Score: Raw -4425721.342155 + Penalty 5112.578745 = -4420608.763410 nChanged 40 SP:Iteration 131Q (12570.510000 sec): 3 clusters Score: Raw -4425733.776134 + Penalty 5112.578745 = -4420621.197389 nChanged 45 SP:Iteration 132Q (12570.810000 sec): 3 clusters Score: Raw -4425748.583838 + Penalty 5112.578745 = -4420636.005092 nChanged 48 SP:Iteration 133Q (12571.100000 sec): 3 clusters Score: Raw -4425764.759298 + Penalty 5112.578745 = -4420652.180553 nChanged 41 SP:Iteration 134Q (12571.440000 sec): 3 clusters Score: Raw -4425780.673121 + Penalty 5112.578745 = -4420668.094376 nChanged 34 SP:Iteration 135Q (12571.760000 sec): 3 clusters Score: Raw -4425792.160550 + Penalty 5112.578745 = -4420679.581804 nChanged 32 SP:Iteration 136Q (12572.100000 sec): 3 clusters Score: Raw -4425803.349600 + Penalty 5112.578745 = -4420690.770855 nChanged 32 SP:Iteration 137Q (12572.440000 sec): 3 clusters Score: Raw -4425814.078575 + Penalty 5112.578745 = -4420701.499830 nChanged 27 SP:Iteration 138Q (12572.750000 sec): 3 clusters Score: Raw -4425822.159541 + Penalty 5112.578745 = -4420709.580796 nChanged 25 SP:Iteration 139Q (12573.070000 sec): 3 clusters Score: Raw -4425829.735293 + Penalty 5112.578745 = -4420717.156548 nChanged 26 SP:Iteration 140F (12573.380000 sec): 3 clusters Score: Raw -4425837.403133 + Penalty 5112.578745 = -4420724.824388 nChanged 18 SP:Iteration 141Q (12573.720000 sec): 3 clusters Score: Raw -4425843.058275 + Penalty 5112.578745 = -4420730.479530 nChanged 15 SP:Iteration 142Q (12574.000000 sec): 3 clusters Score: Raw -4425847.505900 + Penalty 5112.578745 = -4420734.927155 nChanged 16 SP:Iteration 143Q (12574.320000 sec): 3 clusters Score: Raw -4425851.630092 + Penalty 5112.578745 = -4420739.051346 nChanged 10 SP:Iteration 144Q (12574.640000 sec): 3 clusters Score: Raw -4425854.189462 + Penalty 5112.578745 = -4420741.610717 nChanged 9 SP:Iteration 145Q (12574.970000 sec): 3 clusters Score: Raw -4425856.889126 + Penalty 5112.578745 = -4420744.310381 nChanged 11 SP:Iteration 146Q (12575.290000 sec): 3 clusters Score: Raw -4425859.805221 + Penalty 5112.578745 = -4420747.226476 nChanged 12 SP:Iteration 147Q (12575.620000 sec): 3 clusters Score: Raw -4425864.442337 + Penalty 5112.578745 = -4420751.863592 nChanged 15 SP:Iteration 148Q (12575.930000 sec): 3 clusters Score: Raw -4425869.303258 + Penalty 5112.578745 = -4420756.724513 nChanged 13 SP:Iteration 149Q (12576.310000 sec): 3 clusters Score: Raw -4425874.114449 + Penalty 5112.578745 = -4420761.535704 nChanged 19 SP:Iteration 150Q (12576.620000 sec): 3 clusters Score: Raw -4425881.390924 + Penalty 5112.578745 = -4420768.812179 nChanged 23 SP:Iteration 151Q (12576.940000 sec): 3 clusters Score: Raw -4425889.054535 + Penalty 5112.578745 = -4420776.475790 nChanged 23 SP:Iteration 152Q (12577.260000 sec): 3 clusters Score: Raw -4425897.456044 + Penalty 5112.578745 = -4420784.877299 nChanged 25 SP:Iteration 153Q (12577.580000 sec): 3 clusters Score: Raw -4425907.160196 + Penalty 5112.578745 = -4420794.581451 nChanged 29 SP:Iteration 154Q (12577.930000 sec): 3 clusters Score: Raw -4425917.391409 + Penalty 5112.578745 = -4420804.812663 nChanged 25 SP:Iteration 155Q (12578.280000 sec): 3 clusters Score: Raw -4425928.726641 + Penalty 5112.578745 = -4420816.147896 nChanged 31 SP:Iteration 156Q (12578.580000 sec): 3 clusters Score: Raw -4425941.549317 + Penalty 5112.578745 = -4420828.970572 nChanged 23 SP:Iteration 157Q (12578.890000 sec): 3 clusters Score: Raw -4425950.308254 + Penalty 5112.578745 = -4420837.729509 nChanged 28 SP:Iteration 158Q (12579.210000 sec): 3 clusters Score: Raw -4425962.032681 + Penalty 5112.578745 = -4420849.453936 nChanged 25 SP:Iteration 159Q (12579.540000 sec): 3 clusters Score: Raw -4425972.819968 + Penalty 5112.578745 = -4420860.241223 nChanged 21 SP:Iteration 160F (12579.890000 sec): 3 clusters Score: Raw -4425982.133470 + Penalty 5112.578745 = -4420869.554725 nChanged 22 SP:Iteration 161Q (12580.250000 sec): 3 clusters Score: Raw -4425997.287986 + Penalty 5112.578745 = -4420884.709240 nChanged 29 SP:Iteration 162Q (12580.540000 sec): 3 clusters Score: Raw -4426015.482041 + Penalty 5112.578745 = -4420902.903296 nChanged 27 SP:Iteration 163Q (12580.850000 sec): 3 clusters Score: Raw -4426029.364682 + Penalty 5112.578745 = -4420916.785937 nChanged 18 SP:Iteration 164Q (12581.190000 sec): 3 clusters Score: Raw -4426037.189967 + Penalty 5112.578745 = -4420924.611222 nChanged 16 SP:Iteration 165Q (12581.530000 sec): 3 clusters Score: Raw -4426044.503987 + Penalty 5112.578745 = -4420931.925242 nChanged 12 SP:Iteration 166Q (12581.870000 sec): 3 clusters Score: Raw -4426051.695077 + Penalty 5112.578745 = -4420939.116332 nChanged 17 SP:Iteration 167Q (12582.170000 sec): 3 clusters Score: Raw -4426059.787523 + Penalty 5112.578745 = -4420947.208778 nChanged 21 SP:Iteration 168Q (12582.500000 sec): 3 clusters Score: Raw -4426071.642068 + Penalty 5112.578745 = -4420959.063323 nChanged 16 SP:Iteration 169Q (12582.830000 sec): 3 clusters Score: Raw -4426079.633208 + Penalty 5112.578745 = -4420967.054463 nChanged 12 SP:Iteration 170Q (12583.180000 sec): 3 clusters Score: Raw -4426084.680773 + Penalty 5112.578745 = -4420972.102028 nChanged 6 SP:Iteration 171Q (12583.490000 sec): 3 clusters Score: Raw -4426087.816780 + Penalty 5112.578745 = -4420975.238035 nChanged 6 SP:Iteration 172Q (12583.860000 sec): 3 clusters Score: Raw -4426090.391948 + Penalty 5112.578745 = -4420977.813203 nChanged 3 SP:Iteration 173Q (12584.120000 sec): 3 clusters Score: Raw -4426091.330865 + Penalty 5112.578745 = -4420978.752120 nChanged 1 SP:Iteration 174Q (12584.500000 sec): 3 clusters Score: Raw -4426091.685429 + Penalty 5112.578745 = -4420979.106684 nChanged 2 SP:Iteration 175Q (12584.840000 sec): 3 clusters Score: Raw -4426092.740477 + Penalty 5112.578745 = -4420980.161732 nChanged 1 SP:Iteration 176Q (12585.160000 sec): 3 clusters Score: Raw -4426092.959261 + Penalty 5112.578745 = -4420980.380516 nChanged 1 SP:Iteration 177Q (12585.550000 sec): 3 clusters Score: Raw -4426093.462048 + Penalty 5112.578745 = -4420980.883303 nChanged 2 SP:Iteration 178Q (12585.850000 sec): 3 clusters Score: Raw -4426094.413941 + Penalty 5112.578745 = -4420981.835196 nChanged 3 SP:Iteration 179Q (12586.230000 sec): 3 clusters Score: Raw -4426095.604166 + Penalty 5112.578745 = -4420983.025421 nChanged 2 SP:Iteration 180F (12586.550000 sec): 3 clusters Score: Raw -4426096.512000 + Penalty 5112.578745 = -4420983.933255 nChanged 5 SP:Iteration 181Q (12586.890000 sec): 3 clusters Score: Raw -4426099.558842 + Penalty 5112.578745 = -4420986.980097 nChanged 6 SP:Iteration 182Q (12587.180000 sec): 3 clusters Score: Raw -4426101.458407 + Penalty 5112.578745 = -4420988.879662 nChanged 1 SP:Iteration 183Q (12587.530000 sec): 3 clusters Score: Raw -4426101.669087 + Penalty 5112.578745 = -4420989.090342 nChanged 0 SP:Iteration 184F (12587.840000 sec): 3 clusters Score: Raw -4426101.669087 + Penalty 5112.578745 = -4420989.090342 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 32 (9054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12587.990000 sec): 2 clusters Score: Raw -1290164.511324 + Penalty 2259.518558 = -1287904.992765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12588.210000 sec): 3 clusters Score: Raw -1285353.771745 + Penalty 4519.037116 = -1280834.734629 nChanged 3763 SP:Iteration 1F (12588.460000 sec): 3 clusters Score: Raw -1287412.082260 + Penalty 4519.037116 = -1282893.045143 nChanged 615 SP:Iteration 2F (12588.710000 sec): 3 clusters Score: Raw -1287731.463729 + Penalty 4519.037116 = -1283212.426613 nChanged 499 SP:Iteration 3F (12588.890000 sec): 3 clusters Score: Raw -1287975.034821 + Penalty 4519.037116 = -1283455.997705 nChanged 397 SP:Iteration 4Q (12589.130000 sec): 3 clusters Score: Raw -1288158.985643 + Penalty 4519.037116 = -1283639.948527 nChanged 343 SP:Iteration 5Q (12589.420000 sec): 3 clusters Score: Raw -1288312.864222 + Penalty 4519.037116 = -1283793.827105 nChanged 313 SP:Iteration 6Q (12589.640000 sec): 3 clusters Score: Raw -1288451.784828 + Penalty 4519.037116 = -1283932.747712 nChanged 279 SP:Iteration 7Q (12589.890000 sec): 3 clusters Score: Raw -1288579.009579 + Penalty 4519.037116 = -1284059.972462 nChanged 259 SP:Iteration 8Q (12590.140000 sec): 3 clusters Score: Raw -1288693.945199 + Penalty 4519.037116 = -1284174.908083 nChanged 244 SP:Iteration 9Q (12590.380000 sec): 3 clusters Score: Raw -1288806.775262 + Penalty 4519.037116 = -1284287.738146 nChanged 240 SP:Iteration 10Q (12590.640000 sec): 3 clusters Score: Raw -1288930.585718 + Penalty 4519.037116 = -1284411.548601 nChanged 241 SP:Iteration 11Q (12590.840000 sec): 3 clusters Score: Raw -1289063.020376 + Penalty 4519.037116 = -1284543.983260 nChanged 261 SP:Iteration 12Q (12591.050000 sec): 3 clusters Score: Raw -1289206.122645 + Penalty 4519.037116 = -1284687.085529 nChanged 244 SP:Iteration 13Q (12591.280000 sec): 3 clusters Score: Raw -1289342.482422 + Penalty 4519.037116 = -1284823.445305 nChanged 230 SP:Iteration 14Q (12591.520000 sec): 3 clusters Score: Raw -1289462.995931 + Penalty 4519.037116 = -1284943.958814 nChanged 196 SP:Iteration 15Q (12591.750000 sec): 3 clusters Score: Raw -1289568.509173 + Penalty 4519.037116 = -1285049.472056 nChanged 194 SP:Iteration 16Q (12592.010000 sec): 3 clusters Score: Raw -1289680.071608 + Penalty 4519.037116 = -1285161.034492 nChanged 167 SP:Iteration 17Q (12592.250000 sec): 3 clusters Score: Raw -1289776.989920 + Penalty 4519.037116 = -1285257.952803 nChanged 146 SP:Iteration 18Q (12592.520000 sec): 3 clusters Score: Raw -1289850.497819 + Penalty 4519.037116 = -1285331.460702 nChanged 132 SP:Iteration 19Q (12592.760000 sec): 3 clusters Score: Raw -1289916.569845 + Penalty 4519.037116 = -1285397.532728 nChanged 119 SP:Iteration 20F (12592.980000 sec): 3 clusters Score: Raw -1289975.738591 + Penalty 4519.037116 = -1285456.701475 nChanged 82 SP:Iteration 21Q (12593.220000 sec): 3 clusters Score: Raw -1290017.318888 + Penalty 4519.037116 = -1285498.281772 nChanged 87 SP:Iteration 22Q (12593.480000 sec): 3 clusters Score: Raw -1290056.668323 + Penalty 4519.037116 = -1285537.631207 nChanged 64 SP:Iteration 23Q (12593.710000 sec): 3 clusters Score: Raw -1290084.985491 + Penalty 4519.037116 = -1285565.948374 nChanged 63 SP:Iteration 24Q (12593.970000 sec): 3 clusters Score: Raw -1290109.383503 + Penalty 4519.037116 = -1285590.346387 nChanged 37 SP:Iteration 25Q (12594.180000 sec): 3 clusters Score: Raw -1290123.203694 + Penalty 4519.037116 = -1285604.166577 nChanged 35 SP:Iteration 26Q (12594.440000 sec): 3 clusters Score: Raw -1290134.256336 + Penalty 4519.037116 = -1285615.219220 nChanged 33 SP:Iteration 27Q (12594.680000 sec): 3 clusters Score: Raw -1290147.297692 + Penalty 4519.037116 = -1285628.260576 nChanged 33 SP:Iteration 28Q (12594.910000 sec): 3 clusters Score: Raw -1290159.201659 + Penalty 4519.037116 = -1285640.164543 nChanged 33 SP:Iteration 29Q (12595.180000 sec): 3 clusters Score: Raw -1290170.910079 + Penalty 4519.037116 = -1285651.872963 nChanged 29 SP:Iteration 30Q (12595.430000 sec): 3 clusters Score: Raw -1290181.892611 + Penalty 4519.037116 = -1285662.855495 nChanged 29 SP:Iteration 31Q (12595.650000 sec): 3 clusters Score: Raw -1290193.555563 + Penalty 4519.037116 = -1285674.518446 nChanged 23 SP:Iteration 32Q (12595.860000 sec): 3 clusters Score: Raw -1290202.150316 + Penalty 4519.037116 = -1285683.113200 nChanged 26 SP:Iteration 33Q (12596.130000 sec): 3 clusters Score: Raw -1290211.092293 + Penalty 4519.037116 = -1285692.055177 nChanged 26 SP:Iteration 34Q (12596.360000 sec): 3 clusters Score: Raw -1290223.201857 + Penalty 4519.037116 = -1285704.164740 nChanged 35 SP:Iteration 35Q (12596.640000 sec): 3 clusters Score: Raw -1290239.139115 + Penalty 4519.037116 = -1285720.101999 nChanged 35 SP:Iteration 36Q (12596.880000 sec): 3 clusters Score: Raw -1290252.434049 + Penalty 4519.037116 = -1285733.396933 nChanged 26 SP:Iteration 37Q (12597.140000 sec): 3 clusters Score: Raw -1290260.500001 + Penalty 4519.037116 = -1285741.462885 nChanged 17 SP:Iteration 38Q (12597.350000 sec): 3 clusters Score: Raw -1290264.630396 + Penalty 4519.037116 = -1285745.593280 nChanged 8 SP:Iteration 39Q (12597.550000 sec): 3 clusters Score: Raw -1290267.110271 + Penalty 4519.037116 = -1285748.073155 nChanged 13 SP:Iteration 40F (12597.780000 sec): 3 clusters Score: Raw -1290271.249191 + Penalty 4519.037116 = -1285752.212075 nChanged 11 SP:Iteration 41Q (12598.040000 sec): 3 clusters Score: Raw -1290274.228933 + Penalty 4519.037116 = -1285755.191817 nChanged 11 SP:Iteration 42Q (12598.270000 sec): 3 clusters Score: Raw -1290277.545302 + Penalty 4519.037116 = -1285758.508186 nChanged 19 SP:Iteration 43Q (12598.490000 sec): 3 clusters Score: Raw -1290282.714592 + Penalty 4519.037116 = -1285763.677475 nChanged 6 SP:Iteration 44Q (12598.720000 sec): 3 clusters Score: Raw -1290284.031156 + Penalty 4519.037116 = -1285764.994039 nChanged 3 SP:Iteration 45Q (12598.990000 sec): 3 clusters Score: Raw -1290285.012369 + Penalty 4519.037116 = -1285765.975253 nChanged 2 SP:Iteration 46Q (12599.210000 sec): 3 clusters Score: Raw -1290285.620257 + Penalty 4519.037116 = -1285766.583141 nChanged 2 SP:Iteration 47Q (12599.430000 sec): 3 clusters Score: Raw -1290286.040814 + Penalty 4519.037116 = -1285767.003698 nChanged 1 SP:Iteration 48Q (12599.660000 sec): 3 clusters Score: Raw -1290286.214086 + Penalty 4519.037116 = -1285767.176970 nChanged 2 SP:Iteration 49Q (12599.920000 sec): 3 clusters Score: Raw -1290286.710809 + Penalty 4519.037116 = -1285767.673693 nChanged 4 SP:Iteration 50Q (12600.120000 sec): 3 clusters Score: Raw -1290287.612465 + Penalty 4519.037116 = -1285768.575348 nChanged 3 SP:Iteration 51Q (12600.330000 sec): 3 clusters Score: Raw -1290288.187216 + Penalty 4519.037116 = -1285769.150100 nChanged 1 SP:Iteration 52Q (12600.590000 sec): 3 clusters Score: Raw -1290288.382712 + Penalty 4519.037116 = -1285769.345596 nChanged 0 SP:Iteration 53F (12600.770000 sec): 3 clusters Score: Raw -1290288.382712 + Penalty 4519.037116 = -1285769.345596 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 33 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12600.870000 sec): 2 clusters Score: Raw -30644.896035 + Penalty 1346.477716 = -29298.418319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12601.080000 sec): 3 clusters Score: Raw -30813.133373 + Penalty 2692.955432 = -28120.177941 nChanged 27 SP:Iteration 1F (12601.230000 sec): 3 clusters Score: Raw -30938.760304 + Penalty 2692.955432 = -28245.804872 nChanged 10 SP:Iteration 2Q (12601.380000 sec): 3 clusters Score: Raw -31004.773356 + Penalty 2692.955432 = -28311.817924 nChanged 6 SP:Iteration 3Q (12601.580000 sec): 3 clusters Score: Raw -31059.016314 + Penalty 2692.955432 = -28366.060882 nChanged 3 SP:Iteration 4Q (12601.740000 sec): 3 clusters Score: Raw -31069.050495 + Penalty 2692.955432 = -28376.095063 nChanged 0 SP:Iteration 5F (12601.890000 sec): 3 clusters Score: Raw -31069.050495 + Penalty 2692.955432 = -28376.095063 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 34 (8911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12602.060000 sec): 2 clusters Score: Raw -1259619.485176 + Penalty 2255.570353 = -1257363.914823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12602.270000 sec): 3 clusters Score: Raw -1254879.670868 + Penalty 4511.140707 = -1250368.530162 nChanged 3639 SP:Iteration 1F (12602.520000 sec): 3 clusters Score: Raw -1256871.511874 + Penalty 4511.140707 = -1252360.371167 nChanged 676 SP:Iteration 2F (12602.750000 sec): 3 clusters Score: Raw -1257336.811834 + Penalty 4511.140707 = -1252825.671127 nChanged 592 SP:Iteration 3F (12603.000000 sec): 3 clusters Score: Raw -1257797.784953 + Penalty 4511.140707 = -1253286.644246 nChanged 573 SP:Iteration 4F (12603.250000 sec): 3 clusters Score: Raw -1258261.500647 + Penalty 4511.140707 = -1253750.359940 nChanged 539 SP:Iteration 5F (12603.510000 sec): 3 clusters Score: Raw -1258690.762252 + Penalty 4511.140707 = -1254179.621545 nChanged 497 SP:Iteration 6F (12603.690000 sec): 3 clusters Score: Raw -1259101.141953 + Penalty 4511.140707 = -1254590.001246 nChanged 439 SP:Iteration 7Q (12603.940000 sec): 3 clusters Score: Raw -1259477.476795 + Penalty 4511.140707 = -1254966.336088 nChanged 351 SP:Iteration 8Q (12604.230000 sec): 3 clusters Score: Raw -1259754.382337 + Penalty 4511.140707 = -1255243.241631 nChanged 300 SP:Iteration 9Q (12604.430000 sec): 3 clusters Score: Raw -1259954.529900 + Penalty 4511.140707 = -1255443.389193 nChanged 220 SP:Iteration 10Q (12604.690000 sec): 3 clusters Score: Raw -1260078.439545 + Penalty 4511.140707 = -1255567.298838 nChanged 166 SP:Iteration 11Q (12604.910000 sec): 3 clusters Score: Raw -1260156.418097 + Penalty 4511.140707 = -1255645.277390 nChanged 130 SP:Iteration 12Q (12605.090000 sec): 3 clusters Score: Raw -1260220.790052 + Penalty 4511.140707 = -1255709.649345 nChanged 103 SP:Iteration 13Q (12605.290000 sec): 3 clusters Score: Raw -1260265.529170 + Penalty 4511.140707 = -1255754.388463 nChanged 80 SP:Iteration 14Q (12605.570000 sec): 3 clusters Score: Raw -1260298.325716 + Penalty 4511.140707 = -1255787.185010 nChanged 54 SP:Iteration 15Q (12605.730000 sec): 3 clusters Score: Raw -1260326.429106 + Penalty 4511.140707 = -1255815.288399 nChanged 50 SP:Iteration 16Q (12606.030000 sec): 3 clusters Score: Raw -1260345.195981 + Penalty 4511.140707 = -1255834.055274 nChanged 41 SP:Iteration 17Q (12606.230000 sec): 3 clusters Score: Raw -1260360.426236 + Penalty 4511.140707 = -1255849.285529 nChanged 37 SP:Iteration 18Q (12606.470000 sec): 3 clusters Score: Raw -1260374.922238 + Penalty 4511.140707 = -1255863.781531 nChanged 38 SP:Iteration 19Q (12606.670000 sec): 3 clusters Score: Raw -1260388.061571 + Penalty 4511.140707 = -1255876.920864 nChanged 42 SP:Iteration 20F (12606.890000 sec): 3 clusters Score: Raw -1260405.292349 + Penalty 4511.140707 = -1255894.151643 nChanged 42 SP:Iteration 21Q (12607.110000 sec): 3 clusters Score: Raw -1260422.205098 + Penalty 4511.140707 = -1255911.064391 nChanged 27 SP:Iteration 22Q (12607.290000 sec): 3 clusters Score: Raw -1260430.886452 + Penalty 4511.140707 = -1255919.745746 nChanged 28 SP:Iteration 23Q (12607.510000 sec): 3 clusters Score: Raw -1260439.944133 + Penalty 4511.140707 = -1255928.803426 nChanged 20 SP:Iteration 24Q (12607.720000 sec): 3 clusters Score: Raw -1260445.996284 + Penalty 4511.140707 = -1255934.855577 nChanged 21 SP:Iteration 25Q (12607.950000 sec): 3 clusters Score: Raw -1260452.485326 + Penalty 4511.140707 = -1255941.344619 nChanged 11 SP:Iteration 26Q (12608.180000 sec): 3 clusters Score: Raw -1260455.310695 + Penalty 4511.140707 = -1255944.169988 nChanged 11 SP:Iteration 27Q (12608.410000 sec): 3 clusters Score: Raw -1260460.427466 + Penalty 4511.140707 = -1255949.286759 nChanged 18 SP:Iteration 28Q (12608.580000 sec): 3 clusters Score: Raw -1260468.722315 + Penalty 4511.140707 = -1255957.581609 nChanged 23 SP:Iteration 29Q (12608.820000 sec): 3 clusters Score: Raw -1260477.022553 + Penalty 4511.140707 = -1255965.881846 nChanged 23 SP:Iteration 30Q (12609.040000 sec): 3 clusters Score: Raw -1260484.421012 + Penalty 4511.140707 = -1255973.280306 nChanged 20 SP:Iteration 31Q (12609.270000 sec): 3 clusters Score: Raw -1260491.861234 + Penalty 4511.140707 = -1255980.720527 nChanged 23 SP:Iteration 32Q (12609.510000 sec): 3 clusters Score: Raw -1260500.253588 + Penalty 4511.140707 = -1255989.112881 nChanged 21 SP:Iteration 33Q (12609.770000 sec): 3 clusters Score: Raw -1260505.977561 + Penalty 4511.140707 = -1255994.836854 nChanged 18 SP:Iteration 34Q (12609.970000 sec): 3 clusters Score: Raw -1260511.612750 + Penalty 4511.140707 = -1256000.472043 nChanged 15 SP:Iteration 35Q (12610.180000 sec): 3 clusters Score: Raw -1260515.850529 + Penalty 4511.140707 = -1256004.709822 nChanged 14 SP:Iteration 36Q (12610.430000 sec): 3 clusters Score: Raw -1260519.167501 + Penalty 4511.140707 = -1256008.026794 nChanged 13 SP:Iteration 37Q (12610.660000 sec): 3 clusters Score: Raw -1260522.549388 + Penalty 4511.140707 = -1256011.408682 nChanged 10 SP:Iteration 38Q (12610.910000 sec): 3 clusters Score: Raw -1260525.028400 + Penalty 4511.140707 = -1256013.887693 nChanged 13 SP:Iteration 39Q (12611.150000 sec): 3 clusters Score: Raw -1260529.357290 + Penalty 4511.140707 = -1256018.216584 nChanged 9 SP:Iteration 40F (12611.400000 sec): 3 clusters Score: Raw -1260532.361620 + Penalty 4511.140707 = -1256021.220913 nChanged 4 SP:Iteration 41Q (12611.690000 sec): 3 clusters Score: Raw -1260533.434649 + Penalty 4511.140707 = -1256022.293942 nChanged 3 SP:Iteration 42Q (12611.930000 sec): 3 clusters Score: Raw -1260534.396977 + Penalty 4511.140707 = -1256023.256270 nChanged 4 SP:Iteration 43Q (12612.150000 sec): 3 clusters Score: Raw -1260535.600903 + Penalty 4511.140707 = -1256024.460196 nChanged 5 SP:Iteration 44Q (12612.390000 sec): 3 clusters Score: Raw -1260536.970427 + Penalty 4511.140707 = -1256025.829720 nChanged 7 SP:Iteration 45Q (12612.650000 sec): 3 clusters Score: Raw -1260538.856367 + Penalty 4511.140707 = -1256027.715661 nChanged 5 SP:Iteration 46Q (12612.910000 sec): 3 clusters Score: Raw -1260539.921118 + Penalty 4511.140707 = -1256028.780411 nChanged 4 SP:Iteration 47Q (12613.150000 sec): 3 clusters Score: Raw -1260540.840674 + Penalty 4511.140707 = -1256029.699967 nChanged 6 SP:Iteration 48Q (12613.290000 sec): 3 clusters Score: Raw -1260542.290079 + Penalty 4511.140707 = -1256031.149372 nChanged 3 SP:Iteration 49Q (12613.470000 sec): 3 clusters Score: Raw -1260543.143631 + Penalty 4511.140707 = -1256032.002924 nChanged 3 SP:Iteration 50Q (12613.680000 sec): 3 clusters Score: Raw -1260544.442406 + Penalty 4511.140707 = -1256033.301699 nChanged 5 SP:Iteration 51Q (12613.890000 sec): 3 clusters Score: Raw -1260545.935423 + Penalty 4511.140707 = -1256034.794716 nChanged 5 SP:Iteration 52Q (12614.150000 sec): 3 clusters Score: Raw -1260547.238938 + Penalty 4511.140707 = -1256036.098231 nChanged 7 SP:Iteration 53Q (12614.380000 sec): 3 clusters Score: Raw -1260549.058839 + Penalty 4511.140707 = -1256037.918132 nChanged 4 SP:Iteration 54Q (12614.620000 sec): 3 clusters Score: Raw -1260549.777011 + Penalty 4511.140707 = -1256038.636304 nChanged 3 SP:Iteration 55Q (12614.830000 sec): 3 clusters Score: Raw -1260550.188392 + Penalty 4511.140707 = -1256039.047685 nChanged 3 SP:Iteration 56Q (12615.090000 sec): 3 clusters Score: Raw -1260550.485131 + Penalty 4511.140707 = -1256039.344424 nChanged 2 SP:Iteration 57Q (12615.290000 sec): 3 clusters Score: Raw -1260550.735572 + Penalty 4511.140707 = -1256039.594865 nChanged 3 SP:Iteration 58Q (12615.500000 sec): 3 clusters Score: Raw -1260551.378341 + Penalty 4511.140707 = -1256040.237634 nChanged 5 SP:Iteration 59Q (12615.730000 sec): 3 clusters Score: Raw -1260553.430866 + Penalty 4511.140707 = -1256042.290159 nChanged 3 SP:Iteration 60F (12615.990000 sec): 3 clusters Score: Raw -1260554.828707 + Penalty 4511.140707 = -1256043.688001 nChanged 6 SP:Iteration 61Q (12616.180000 sec): 3 clusters Score: Raw -1260556.389159 + Penalty 4511.140707 = -1256045.248452 nChanged 1 SP:Iteration 62Q (12616.410000 sec): 3 clusters Score: Raw -1260556.692782 + Penalty 4511.140707 = -1256045.552075 nChanged 0 SP:Iteration 63F (12616.660000 sec): 3 clusters Score: Raw -1260556.692782 + Penalty 4511.140707 = -1256045.552075 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 35 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12616.780000 sec): 2 clusters Score: Raw -39930.633669 + Penalty 1417.822870 = -38512.810799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12616.920000 sec): 3 clusters Score: Raw -40075.190271 + Penalty 2835.645740 = -37239.544531 nChanged 41 SP:Iteration 1F (12617.120000 sec): 3 clusters Score: Raw -40189.708854 + Penalty 2835.645740 = -37354.063114 nChanged 4 SP:Iteration 2Q (12617.310000 sec): 3 clusters Score: Raw -40207.819841 + Penalty 2835.645740 = -37372.174101 nChanged 3 SP:Iteration 3Q (12617.490000 sec): 3 clusters Score: Raw -40216.201014 + Penalty 2835.645740 = -37380.555274 nChanged 0 SP:Iteration 4F (12617.670000 sec): 3 clusters Score: Raw -40216.201014 + Penalty 2835.645740 = -37380.555274 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 36 (1157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12617.750000 sec): 2 clusters Score: Raw -163346.995194 + Penalty 1749.289260 = -161597.705933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12617.920000 sec): 3 clusters Score: Raw -163084.958345 + Penalty 3498.578521 = -159586.379824 nChanged 316 SP:Iteration 1F (12618.080000 sec): 3 clusters Score: Raw -163377.543703 + Penalty 3498.578521 = -159878.965182 nChanged 79 SP:Iteration 2F (12618.230000 sec): 3 clusters Score: Raw -163448.490766 + Penalty 3498.578521 = -159949.912246 nChanged 23 SP:Iteration 3Q (12618.400000 sec): 3 clusters Score: Raw -163472.126648 + Penalty 3498.578521 = -159973.548127 nChanged 20 SP:Iteration 4Q (12618.580000 sec): 3 clusters Score: Raw -163496.044265 + Penalty 3498.578521 = -159997.465745 nChanged 27 SP:Iteration 5Q (12618.720000 sec): 3 clusters Score: Raw -163528.037803 + Penalty 3498.578521 = -160029.459282 nChanged 25 SP:Iteration 6Q (12618.890000 sec): 3 clusters Score: Raw -163550.533531 + Penalty 3498.578521 = -160051.955010 nChanged 25 SP:Iteration 7Q (12619.070000 sec): 3 clusters Score: Raw -163579.941459 + Penalty 3498.578521 = -160081.362938 nChanged 24 SP:Iteration 8Q (12619.220000 sec): 3 clusters Score: Raw -163606.965688 + Penalty 3498.578521 = -160108.387167 nChanged 22 SP:Iteration 9Q (12619.370000 sec): 3 clusters Score: Raw -163634.041852 + Penalty 3498.578521 = -160135.463331 nChanged 21 SP:Iteration 10Q (12619.510000 sec): 3 clusters Score: Raw -163658.925356 + Penalty 3498.578521 = -160160.346836 nChanged 22 SP:Iteration 11Q (12619.670000 sec): 3 clusters Score: Raw -163686.774107 + Penalty 3498.578521 = -160188.195586 nChanged 21 SP:Iteration 12Q (12619.820000 sec): 3 clusters Score: Raw -163719.614201 + Penalty 3498.578521 = -160221.035680 nChanged 23 SP:Iteration 13Q (12620.010000 sec): 3 clusters Score: Raw -163744.285086 + Penalty 3498.578521 = -160245.706565 nChanged 16 SP:Iteration 14Q (12620.150000 sec): 3 clusters Score: Raw -163764.974878 + Penalty 3498.578521 = -160266.396357 nChanged 22 SP:Iteration 15Q (12620.350000 sec): 3 clusters Score: Raw -163794.070127 + Penalty 3498.578521 = -160295.491606 nChanged 22 SP:Iteration 16Q (12620.520000 sec): 3 clusters Score: Raw -163843.316021 + Penalty 3498.578521 = -160344.737501 nChanged 22 SP:Iteration 17Q (12620.700000 sec): 3 clusters Score: Raw -163888.992721 + Penalty 3498.578521 = -160390.414200 nChanged 22 SP:Iteration 18Q (12620.890000 sec): 3 clusters Score: Raw -163929.526390 + Penalty 3498.578521 = -160430.947870 nChanged 20 SP:Iteration 19Q (12621.060000 sec): 3 clusters Score: Raw -163979.828738 + Penalty 3498.578521 = -160481.250218 nChanged 18 SP:Iteration 20F (12621.240000 sec): 3 clusters Score: Raw -164015.165389 + Penalty 3498.578521 = -160516.586869 nChanged 10 SP:Iteration 21Q (12621.380000 sec): 3 clusters Score: Raw -164033.252950 + Penalty 3498.578521 = -160534.674429 nChanged 12 SP:Iteration 22Q (12621.530000 sec): 3 clusters Score: Raw -164054.445835 + Penalty 3498.578521 = -160555.867314 nChanged 12 SP:Iteration 23Q (12621.670000 sec): 3 clusters Score: Raw -164077.843600 + Penalty 3498.578521 = -160579.265079 nChanged 11 SP:Iteration 24Q (12621.870000 sec): 3 clusters Score: Raw -164094.949706 + Penalty 3498.578521 = -160596.371186 nChanged 8 SP:Iteration 25Q (12622.000000 sec): 3 clusters Score: Raw -164108.406641 + Penalty 3498.578521 = -160609.828121 nChanged 13 SP:Iteration 26Q (12622.200000 sec): 3 clusters Score: Raw -164129.513725 + Penalty 3498.578521 = -160630.935204 nChanged 15 SP:Iteration 27Q (12622.380000 sec): 3 clusters Score: Raw -164153.350809 + Penalty 3498.578521 = -160654.772288 nChanged 14 SP:Iteration 28Q (12622.580000 sec): 3 clusters Score: Raw -164179.252795 + Penalty 3498.578521 = -160680.674275 nChanged 23 SP:Iteration 29Q (12622.790000 sec): 3 clusters Score: Raw -164231.359423 + Penalty 3498.578521 = -160732.780903 nChanged 30 SP:Iteration 30Q (12622.940000 sec): 3 clusters Score: Raw -164319.385100 + Penalty 3498.578521 = -160820.806579 nChanged 26 SP:Iteration 31Q (12623.070000 sec): 3 clusters Score: Raw -164404.758001 + Penalty 3498.578521 = -160906.179480 nChanged 27 SP:Iteration 32Q (12623.270000 sec): 3 clusters Score: Raw -164478.867452 + Penalty 3498.578521 = -160980.288932 nChanged 21 SP:Iteration 33Q (12623.390000 sec): 3 clusters Score: Raw -164542.734303 + Penalty 3498.578521 = -161044.155783 nChanged 13 SP:Iteration 34Q (12623.570000 sec): 3 clusters Score: Raw -164578.828954 + Penalty 3498.578521 = -161080.250433 nChanged 8 SP:Iteration 35Q (12623.730000 sec): 3 clusters Score: Raw -164591.992668 + Penalty 3498.578521 = -161093.414148 nChanged 4 SP:Iteration 36Q (12623.910000 sec): 3 clusters Score: Raw -164597.306538 + Penalty 3498.578521 = -161098.728017 nChanged 5 SP:Iteration 37Q (12624.070000 sec): 3 clusters Score: Raw -164609.395028 + Penalty 3498.578521 = -161110.816507 nChanged 4 SP:Iteration 38Q (12624.240000 sec): 3 clusters Score: Raw -164617.179762 + Penalty 3498.578521 = -161118.601242 nChanged 1 SP:Iteration 39Q (12624.430000 sec): 3 clusters Score: Raw -164618.657601 + Penalty 3498.578521 = -161120.079080 nChanged 1 SP:Iteration 40F (12624.590000 sec): 3 clusters Score: Raw -164619.756887 + Penalty 3498.578521 = -161121.178366 nChanged 1 SP:Iteration 41Q (12624.750000 sec): 3 clusters Score: Raw -164627.990994 + Penalty 3498.578521 = -161129.412474 nChanged 1 SP:Iteration 42Q (12624.910000 sec): 3 clusters Score: Raw -164629.829172 + Penalty 3498.578521 = -161131.250651 nChanged 1 SP:Iteration 43Q (12625.110000 sec): 3 clusters Score: Raw -164631.641347 + Penalty 3498.578521 = -161133.062826 nChanged 0 SP:Iteration 44F (12625.290000 sec): 3 clusters Score: Raw -164631.641347 + Penalty 3498.578521 = -161133.062826 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 37 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12625.340000 sec): 2 clusters Score: Raw -9711.481460 + Penalty 1089.823390 = -8621.658070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12625.570000 sec): 3 clusters Score: Raw -10531.631207 + Penalty 2179.646781 = -8351.984426 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 38 (6513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12625.660000 sec): 2 clusters Score: Raw -919188.237882 + Penalty 2177.825754 = -917010.412129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12625.930000 sec): 3 clusters Score: Raw -915817.948220 + Penalty 4355.651507 = -911462.296712 nChanged 2616 SP:Iteration 1F (12626.130000 sec): 3 clusters Score: Raw -917224.580259 + Penalty 4355.651507 = -912868.928752 nChanged 476 SP:Iteration 2F (12626.370000 sec): 3 clusters Score: Raw -917470.090229 + Penalty 4355.651507 = -913114.438721 nChanged 328 SP:Iteration 3F (12626.610000 sec): 3 clusters Score: Raw -917615.147728 + Penalty 4355.651507 = -913259.496221 nChanged 256 SP:Iteration 4Q (12626.800000 sec): 3 clusters Score: Raw -917724.689069 + Penalty 4355.651507 = -913369.037561 nChanged 185 SP:Iteration 5Q (12627.010000 sec): 3 clusters Score: Raw -917797.916754 + Penalty 4355.651507 = -913442.265246 nChanged 179 SP:Iteration 6Q (12627.240000 sec): 3 clusters Score: Raw -917869.280695 + Penalty 4355.651507 = -913513.629188 nChanged 135 SP:Iteration 7Q (12627.410000 sec): 3 clusters Score: Raw -917920.154912 + Penalty 4355.651507 = -913564.503404 nChanged 124 SP:Iteration 8Q (12627.650000 sec): 3 clusters Score: Raw -917960.566641 + Penalty 4355.651507 = -913604.915134 nChanged 91 SP:Iteration 9Q (12627.830000 sec): 3 clusters Score: Raw -917995.026073 + Penalty 4355.651507 = -913639.374566 nChanged 104 SP:Iteration 10Q (12628.040000 sec): 3 clusters Score: Raw -918027.037934 + Penalty 4355.651507 = -913671.386427 nChanged 82 SP:Iteration 11Q (12628.230000 sec): 3 clusters Score: Raw -918052.056454 + Penalty 4355.651507 = -913696.404946 nChanged 70 SP:Iteration 12Q (12628.460000 sec): 3 clusters Score: Raw -918072.174174 + Penalty 4355.651507 = -913716.522667 nChanged 62 SP:Iteration 13Q (12628.690000 sec): 3 clusters Score: Raw -918089.122688 + Penalty 4355.651507 = -913733.471180 nChanged 60 SP:Iteration 14Q (12628.870000 sec): 3 clusters Score: Raw -918104.045913 + Penalty 4355.651507 = -913748.394406 nChanged 50 SP:Iteration 15Q (12629.080000 sec): 3 clusters Score: Raw -918121.542806 + Penalty 4355.651507 = -913765.891299 nChanged 58 SP:Iteration 16Q (12629.270000 sec): 3 clusters Score: Raw -918139.825296 + Penalty 4355.651507 = -913784.173788 nChanged 57 SP:Iteration 17Q (12629.470000 sec): 3 clusters Score: Raw -918152.525554 + Penalty 4355.651507 = -913796.874046 nChanged 42 SP:Iteration 18Q (12629.710000 sec): 3 clusters Score: Raw -918162.209501 + Penalty 4355.651507 = -913806.557993 nChanged 37 SP:Iteration 19Q (12629.900000 sec): 3 clusters Score: Raw -918171.632332 + Penalty 4355.651507 = -913815.980825 nChanged 43 SP:Iteration 20F (12630.110000 sec): 3 clusters Score: Raw -918180.962068 + Penalty 4355.651507 = -913825.310560 nChanged 37 SP:Iteration 21Q (12630.370000 sec): 3 clusters Score: Raw -918191.086826 + Penalty 4355.651507 = -913835.435319 nChanged 44 SP:Iteration 22Q (12630.540000 sec): 3 clusters Score: Raw -918203.113124 + Penalty 4355.651507 = -913847.461617 nChanged 44 SP:Iteration 23Q (12630.750000 sec): 3 clusters Score: Raw -918215.243190 + Penalty 4355.651507 = -913859.591682 nChanged 37 SP:Iteration 24Q (12630.970000 sec): 3 clusters Score: Raw -918223.792859 + Penalty 4355.651507 = -913868.141351 nChanged 32 SP:Iteration 25Q (12631.160000 sec): 3 clusters Score: Raw -918232.322230 + Penalty 4355.651507 = -913876.670722 nChanged 40 SP:Iteration 26Q (12631.380000 sec): 3 clusters Score: Raw -918242.500360 + Penalty 4355.651507 = -913886.848853 nChanged 35 SP:Iteration 27Q (12631.560000 sec): 3 clusters Score: Raw -918251.650351 + Penalty 4355.651507 = -913895.998844 nChanged 42 SP:Iteration 28Q (12631.750000 sec): 3 clusters Score: Raw -918264.613534 + Penalty 4355.651507 = -913908.962027 nChanged 55 SP:Iteration 29Q (12631.960000 sec): 3 clusters Score: Raw -918284.422820 + Penalty 4355.651507 = -913928.771313 nChanged 66 SP:Iteration 30Q (12632.150000 sec): 3 clusters Score: Raw -918306.029589 + Penalty 4355.651507 = -913950.378081 nChanged 64 SP:Iteration 31Q (12632.410000 sec): 3 clusters Score: Raw -918328.950019 + Penalty 4355.651507 = -913973.298512 nChanged 77 SP:Iteration 32Q (12632.590000 sec): 3 clusters Score: Raw -918360.159225 + Penalty 4355.651507 = -914004.507717 nChanged 95 SP:Iteration 33Q (12632.860000 sec): 3 clusters Score: Raw -918399.104666 + Penalty 4355.651507 = -914043.453159 nChanged 114 SP:Iteration 34Q (12633.030000 sec): 3 clusters Score: Raw -918450.973406 + Penalty 4355.651507 = -914095.321899 nChanged 128 SP:Iteration 35Q (12633.250000 sec): 3 clusters Score: Raw -918512.674546 + Penalty 4355.651507 = -914157.023038 nChanged 152 SP:Iteration 36Q (12633.430000 sec): 3 clusters Score: Raw -918595.986011 + Penalty 4355.651507 = -914240.334503 nChanged 172 SP:Iteration 37Q (12633.650000 sec): 3 clusters Score: Raw -918698.926681 + Penalty 4355.651507 = -914343.275174 nChanged 185 SP:Iteration 38Q (12633.880000 sec): 3 clusters Score: Raw -918821.607814 + Penalty 4355.651507 = -914465.956307 nChanged 180 SP:Iteration 39Q (12634.090000 sec): 3 clusters Score: Raw -918942.908212 + Penalty 4355.651507 = -914587.256705 nChanged 162 SP:Iteration 40F (12634.320000 sec): 3 clusters Score: Raw -919054.542946 + Penalty 4355.651507 = -914698.891438 nChanged 141 SP:Iteration 41Q (12634.530000 sec): 3 clusters Score: Raw -919155.813774 + Penalty 4355.651507 = -914800.162267 nChanged 122 SP:Iteration 42Q (12634.760000 sec): 3 clusters Score: Raw -919233.013407 + Penalty 4355.651507 = -914877.361900 nChanged 106 SP:Iteration 43Q (12635.010000 sec): 3 clusters Score: Raw -919306.811814 + Penalty 4355.651507 = -914951.160306 nChanged 85 SP:Iteration 44Q (12635.200000 sec): 3 clusters Score: Raw -919363.725771 + Penalty 4355.651507 = -915008.074264 nChanged 76 SP:Iteration 45Q (12635.440000 sec): 3 clusters Score: Raw -919417.235677 + Penalty 4355.651507 = -915061.584170 nChanged 67 SP:Iteration 46Q (12635.670000 sec): 3 clusters Score: Raw -919462.443703 + Penalty 4355.651507 = -915106.792195 nChanged 58 SP:Iteration 47Q (12635.870000 sec): 3 clusters Score: Raw -919502.099451 + Penalty 4355.651507 = -915146.447944 nChanged 42 SP:Iteration 48Q (12636.080000 sec): 3 clusters Score: Raw -919528.124723 + Penalty 4355.651507 = -915172.473216 nChanged 33 SP:Iteration 49Q (12636.260000 sec): 3 clusters Score: Raw -919547.029173 + Penalty 4355.651507 = -915191.377666 nChanged 33 SP:Iteration 50Q (12636.470000 sec): 3 clusters Score: Raw -919566.329025 + Penalty 4355.651507 = -915210.677518 nChanged 31 SP:Iteration 51Q (12636.720000 sec): 3 clusters Score: Raw -919584.879321 + Penalty 4355.651507 = -915229.227814 nChanged 35 SP:Iteration 52Q (12636.890000 sec): 3 clusters Score: Raw -919612.735438 + Penalty 4355.651507 = -915257.083931 nChanged 31 SP:Iteration 53Q (12637.120000 sec): 3 clusters Score: Raw -919633.676153 + Penalty 4355.651507 = -915278.024646 nChanged 21 SP:Iteration 54Q (12637.330000 sec): 3 clusters Score: Raw -919644.979567 + Penalty 4355.651507 = -915289.328060 nChanged 12 SP:Iteration 55Q (12637.570000 sec): 3 clusters Score: Raw -919651.525286 + Penalty 4355.651507 = -915295.873779 nChanged 14 SP:Iteration 56Q (12637.750000 sec): 3 clusters Score: Raw -919659.569641 + Penalty 4355.651507 = -915303.918133 nChanged 6 SP:Iteration 57Q (12637.960000 sec): 3 clusters Score: Raw -919664.856679 + Penalty 4355.651507 = -915309.205171 nChanged 8 SP:Iteration 58Q (12638.160000 sec): 3 clusters Score: Raw -919669.945345 + Penalty 4355.651507 = -915314.293838 nChanged 7 SP:Iteration 59Q (12638.370000 sec): 3 clusters Score: Raw -919675.028738 + Penalty 4355.651507 = -915319.377231 nChanged 6 SP:Iteration 60F (12638.620000 sec): 3 clusters Score: Raw -919678.144859 + Penalty 4355.651507 = -915322.493352 nChanged 5 SP:Iteration 61Q (12638.800000 sec): 3 clusters Score: Raw -919680.952340 + Penalty 4355.651507 = -915325.300833 nChanged 1 SP:Iteration 62Q (12638.980000 sec): 3 clusters Score: Raw -919681.108748 + Penalty 4355.651507 = -915325.457240 nChanged 0 SP:Iteration 63F (12639.200000 sec): 3 clusters Score: Raw -919681.108748 + Penalty 4355.651507 = -915325.457240 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 39 (4415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12639.310000 sec): 2 clusters Score: Raw -619551.964743 + Penalty 2081.405252 = -617470.559491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12639.520000 sec): 3 clusters Score: Raw -617472.425903 + Penalty 4162.810504 = -613309.615399 nChanged 1637 SP:Iteration 1F (12639.720000 sec): 3 clusters Score: Raw -618511.284855 + Penalty 4162.810504 = -614348.474351 nChanged 341 SP:Iteration 2F (12639.900000 sec): 3 clusters Score: Raw -618727.447176 + Penalty 4162.810504 = -614564.636672 nChanged 236 SP:Iteration 3F (12640.100000 sec): 3 clusters Score: Raw -618888.010702 + Penalty 4162.810504 = -614725.200198 nChanged 200 SP:Iteration 4Q (12640.280000 sec): 3 clusters Score: Raw -619026.732021 + Penalty 4162.810504 = -614863.921517 nChanged 167 SP:Iteration 5Q (12640.480000 sec): 3 clusters Score: Raw -619132.215366 + Penalty 4162.810504 = -614969.404862 nChanged 138 SP:Iteration 6Q (12640.690000 sec): 3 clusters Score: Raw -619204.967917 + Penalty 4162.810504 = -615042.157413 nChanged 103 SP:Iteration 7Q (12640.900000 sec): 3 clusters Score: Raw -619261.774502 + Penalty 4162.810504 = -615098.963998 nChanged 90 SP:Iteration 8Q (12641.110000 sec): 3 clusters Score: Raw -619313.734384 + Penalty 4162.810504 = -615150.923880 nChanged 94 SP:Iteration 9Q (12641.340000 sec): 3 clusters Score: Raw -619374.372796 + Penalty 4162.810504 = -615211.562292 nChanged 98 SP:Iteration 10Q (12641.500000 sec): 3 clusters Score: Raw -619428.416180 + Penalty 4162.810504 = -615265.605676 nChanged 93 SP:Iteration 11Q (12641.700000 sec): 3 clusters Score: Raw -619478.624329 + Penalty 4162.810504 = -615315.813825 nChanged 79 SP:Iteration 12Q (12641.910000 sec): 3 clusters Score: Raw -619520.972374 + Penalty 4162.810504 = -615358.161870 nChanged 71 SP:Iteration 13Q (12642.110000 sec): 3 clusters Score: Raw -619559.400092 + Penalty 4162.810504 = -615396.589588 nChanged 66 SP:Iteration 14Q (12642.290000 sec): 3 clusters Score: Raw -619594.023695 + Penalty 4162.810504 = -615431.213191 nChanged 61 SP:Iteration 15Q (12642.450000 sec): 3 clusters Score: Raw -619624.607940 + Penalty 4162.810504 = -615461.797436 nChanged 62 SP:Iteration 16Q (12642.630000 sec): 3 clusters Score: Raw -619654.241803 + Penalty 4162.810504 = -615491.431299 nChanged 44 SP:Iteration 17Q (12642.810000 sec): 3 clusters Score: Raw -619675.389103 + Penalty 4162.810504 = -615512.578599 nChanged 33 SP:Iteration 18Q (12643.030000 sec): 3 clusters Score: Raw -619695.430052 + Penalty 4162.810504 = -615532.619548 nChanged 35 SP:Iteration 19Q (12643.180000 sec): 3 clusters Score: Raw -619717.197562 + Penalty 4162.810504 = -615554.387058 nChanged 37 SP:Iteration 20F (12643.400000 sec): 3 clusters Score: Raw -619736.711392 + Penalty 4162.810504 = -615573.900888 nChanged 30 SP:Iteration 21Q (12643.590000 sec): 3 clusters Score: Raw -619751.289492 + Penalty 4162.810504 = -615588.478988 nChanged 30 SP:Iteration 22Q (12643.750000 sec): 3 clusters Score: Raw -619763.924622 + Penalty 4162.810504 = -615601.114117 nChanged 21 SP:Iteration 23Q (12643.950000 sec): 3 clusters Score: Raw -619774.115035 + Penalty 4162.810504 = -615611.304531 nChanged 22 SP:Iteration 24Q (12644.190000 sec): 3 clusters Score: Raw -619786.245136 + Penalty 4162.810504 = -615623.434632 nChanged 22 SP:Iteration 25Q (12644.380000 sec): 3 clusters Score: Raw -619797.936311 + Penalty 4162.810504 = -615635.125807 nChanged 20 SP:Iteration 26Q (12644.540000 sec): 3 clusters Score: Raw -619806.039975 + Penalty 4162.810504 = -615643.229471 nChanged 17 SP:Iteration 27Q (12644.730000 sec): 3 clusters Score: Raw -619812.737164 + Penalty 4162.810504 = -615649.926660 nChanged 10 SP:Iteration 28Q (12644.910000 sec): 3 clusters Score: Raw -619816.897194 + Penalty 4162.810504 = -615654.086690 nChanged 11 SP:Iteration 29Q (12645.120000 sec): 3 clusters Score: Raw -619823.200867 + Penalty 4162.810504 = -615660.390363 nChanged 11 SP:Iteration 30Q (12645.320000 sec): 3 clusters Score: Raw -619827.805970 + Penalty 4162.810504 = -615664.995466 nChanged 7 SP:Iteration 31Q (12645.510000 sec): 3 clusters Score: Raw -619831.374173 + Penalty 4162.810504 = -615668.563669 nChanged 9 SP:Iteration 32Q (12645.680000 sec): 3 clusters Score: Raw -619833.938386 + Penalty 4162.810504 = -615671.127882 nChanged 9 SP:Iteration 33Q (12645.920000 sec): 3 clusters Score: Raw -619838.046299 + Penalty 4162.810504 = -615675.235795 nChanged 10 SP:Iteration 34Q (12646.100000 sec): 3 clusters Score: Raw -619844.121130 + Penalty 4162.810504 = -615681.310626 nChanged 14 SP:Iteration 35Q (12646.310000 sec): 3 clusters Score: Raw -619850.801363 + Penalty 4162.810504 = -615687.990859 nChanged 8 SP:Iteration 36Q (12646.520000 sec): 3 clusters Score: Raw -619857.482566 + Penalty 4162.810504 = -615694.672062 nChanged 14 SP:Iteration 37Q (12646.660000 sec): 3 clusters Score: Raw -619862.981502 + Penalty 4162.810504 = -615700.170998 nChanged 15 SP:Iteration 38Q (12646.870000 sec): 3 clusters Score: Raw -619870.142388 + Penalty 4162.810504 = -615707.331884 nChanged 15 SP:Iteration 39Q (12647.030000 sec): 3 clusters Score: Raw -619875.099020 + Penalty 4162.810504 = -615712.288516 nChanged 8 SP:Iteration 40F (12647.200000 sec): 3 clusters Score: Raw -619879.152621 + Penalty 4162.810504 = -615716.342117 nChanged 11 SP:Iteration 41Q (12647.420000 sec): 3 clusters Score: Raw -619883.357934 + Penalty 4162.810504 = -615720.547430 nChanged 10 SP:Iteration 42Q (12647.620000 sec): 3 clusters Score: Raw -619887.504538 + Penalty 4162.810504 = -615724.694034 nChanged 10 SP:Iteration 43Q (12647.760000 sec): 3 clusters Score: Raw -619890.283684 + Penalty 4162.810504 = -615727.473180 nChanged 5 SP:Iteration 44Q (12647.950000 sec): 3 clusters Score: Raw -619892.806450 + Penalty 4162.810504 = -615729.995946 nChanged 5 SP:Iteration 45Q (12648.120000 sec): 3 clusters Score: Raw -619896.496821 + Penalty 4162.810504 = -615733.686317 nChanged 2 SP:Iteration 46Q (12648.330000 sec): 3 clusters Score: Raw -619897.626503 + Penalty 4162.810504 = -615734.815998 nChanged 4 SP:Iteration 47Q (12648.560000 sec): 3 clusters Score: Raw -619900.280170 + Penalty 4162.810504 = -615737.469666 nChanged 4 SP:Iteration 48Q (12648.740000 sec): 3 clusters Score: Raw -619901.576751 + Penalty 4162.810504 = -615738.766247 nChanged 3 SP:Iteration 49Q (12648.980000 sec): 3 clusters Score: Raw -619902.848276 + Penalty 4162.810504 = -615740.037772 nChanged 3 SP:Iteration 50Q (12649.200000 sec): 3 clusters Score: Raw -619903.742955 + Penalty 4162.810504 = -615740.932451 nChanged 0 SP:Iteration 51F (12649.390000 sec): 3 clusters Score: Raw -619903.742955 + Penalty 4162.810504 = -615740.932451 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 40 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12649.480000 sec): 2 clusters Score: Raw -40321.026060 + Penalty 1406.130469 = -38914.895591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12649.690000 sec): 3 clusters Score: Raw -40414.640244 + Penalty 2812.260938 = -37602.379307 nChanged 42 SP:Iteration 1F (12649.850000 sec): 3 clusters Score: Raw -40536.551652 + Penalty 2812.260938 = -37724.290714 nChanged 8 SP:Iteration 2Q (12649.990000 sec): 3 clusters Score: Raw -40568.529679 + Penalty 2812.260938 = -37756.268741 nChanged 1 SP:Iteration 3Q (12650.180000 sec): 3 clusters Score: Raw -40574.388425 + Penalty 2812.260938 = -37762.127488 nChanged 1 SP:Iteration 4Q (12650.350000 sec): 3 clusters Score: Raw -40577.365035 + Penalty 2812.260938 = -37765.104097 nChanged 0 SP:Iteration 5F (12650.490000 sec): 3 clusters Score: Raw -40577.365035 + Penalty 2812.260938 = -37765.104097 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 41 (3483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12650.610000 sec): 2 clusters Score: Raw -493786.524863 + Penalty 2022.601019 = -491763.923844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12650.820000 sec): 3 clusters Score: Raw -492244.256656 + Penalty 4045.202038 = -488199.054618 nChanged 1307 SP:Iteration 1F (12651.050000 sec): 3 clusters Score: Raw -493097.661617 + Penalty 4045.202038 = -489052.459579 nChanged 288 SP:Iteration 2F (12651.250000 sec): 3 clusters Score: Raw -493321.308377 + Penalty 4045.202038 = -489276.106339 nChanged 199 SP:Iteration 3F (12651.470000 sec): 3 clusters Score: Raw -493471.718664 + Penalty 4045.202038 = -489426.516626 nChanged 142 SP:Iteration 4Q (12651.670000 sec): 3 clusters Score: Raw -493581.412396 + Penalty 4045.202038 = -489536.210358 nChanged 122 SP:Iteration 5Q (12651.890000 sec): 3 clusters Score: Raw -493673.458499 + Penalty 4045.202038 = -489628.256461 nChanged 123 SP:Iteration 6Q (12652.050000 sec): 3 clusters Score: Raw -493768.473251 + Penalty 4045.202038 = -489723.271212 nChanged 107 SP:Iteration 7Q (12652.230000 sec): 3 clusters Score: Raw -493836.108949 + Penalty 4045.202038 = -489790.906911 nChanged 77 SP:Iteration 8Q (12652.450000 sec): 3 clusters Score: Raw -493882.482626 + Penalty 4045.202038 = -489837.280588 nChanged 74 SP:Iteration 9Q (12652.650000 sec): 3 clusters Score: Raw -493930.549707 + Penalty 4045.202038 = -489885.347668 nChanged 73 SP:Iteration 10Q (12652.850000 sec): 3 clusters Score: Raw -493980.742939 + Penalty 4045.202038 = -489935.540901 nChanged 67 SP:Iteration 11Q (12653.050000 sec): 3 clusters Score: Raw -494027.268521 + Penalty 4045.202038 = -489982.066483 nChanged 66 SP:Iteration 12Q (12653.210000 sec): 3 clusters Score: Raw -494068.566453 + Penalty 4045.202038 = -490023.364415 nChanged 46 SP:Iteration 13Q (12653.410000 sec): 3 clusters Score: Raw -494096.307846 + Penalty 4045.202038 = -490051.105808 nChanged 46 SP:Iteration 14Q (12653.590000 sec): 3 clusters Score: Raw -494123.193971 + Penalty 4045.202038 = -490077.991933 nChanged 46 SP:Iteration 15Q (12653.770000 sec): 3 clusters Score: Raw -494148.140904 + Penalty 4045.202038 = -490102.938866 nChanged 36 SP:Iteration 16Q (12653.970000 sec): 3 clusters Score: Raw -494167.205173 + Penalty 4045.202038 = -490122.003135 nChanged 30 SP:Iteration 17Q (12654.150000 sec): 3 clusters Score: Raw -494182.471569 + Penalty 4045.202038 = -490137.269531 nChanged 34 SP:Iteration 18Q (12654.350000 sec): 3 clusters Score: Raw -494199.222180 + Penalty 4045.202038 = -490154.020142 nChanged 33 SP:Iteration 19Q (12654.550000 sec): 3 clusters Score: Raw -494215.295815 + Penalty 4045.202038 = -490170.093776 nChanged 31 SP:Iteration 20F (12654.760000 sec): 3 clusters Score: Raw -494236.309262 + Penalty 4045.202038 = -490191.107224 nChanged 38 SP:Iteration 21Q (12654.990000 sec): 3 clusters Score: Raw -494273.007582 + Penalty 4045.202038 = -490227.805544 nChanged 43 SP:Iteration 22Q (12655.220000 sec): 3 clusters Score: Raw -494326.535194 + Penalty 4045.202038 = -490281.333156 nChanged 46 SP:Iteration 23Q (12655.390000 sec): 3 clusters Score: Raw -494381.786517 + Penalty 4045.202038 = -490336.584479 nChanged 52 SP:Iteration 24Q (12655.610000 sec): 3 clusters Score: Raw -494437.515815 + Penalty 4045.202038 = -490392.313777 nChanged 56 SP:Iteration 25Q (12655.810000 sec): 3 clusters Score: Raw -494487.084219 + Penalty 4045.202038 = -490441.882181 nChanged 41 SP:Iteration 26Q (12656.000000 sec): 3 clusters Score: Raw -494517.595776 + Penalty 4045.202038 = -490472.393738 nChanged 27 SP:Iteration 27Q (12656.180000 sec): 3 clusters Score: Raw -494534.333560 + Penalty 4045.202038 = -490489.131522 nChanged 13 SP:Iteration 28Q (12656.370000 sec): 3 clusters Score: Raw -494543.503146 + Penalty 4045.202038 = -490498.301108 nChanged 10 SP:Iteration 29Q (12656.610000 sec): 3 clusters Score: Raw -494549.842947 + Penalty 4045.202038 = -490504.640909 nChanged 6 SP:Iteration 30Q (12656.800000 sec): 3 clusters Score: Raw -494554.787575 + Penalty 4045.202038 = -490509.585537 nChanged 3 SP:Iteration 31Q (12656.980000 sec): 3 clusters Score: Raw -494556.484364 + Penalty 4045.202038 = -490511.282326 nChanged 2 SP:Iteration 32Q (12657.150000 sec): 3 clusters Score: Raw -494557.087873 + Penalty 4045.202038 = -490511.885835 nChanged 0 SP:Iteration 33F (12657.330000 sec): 3 clusters Score: Raw -494557.087873 + Penalty 4045.202038 = -490511.885835 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 42 (1176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12657.430000 sec): 2 clusters Score: Raw -171158.992318 + Penalty 1753.328784 = -169405.663534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12657.610000 sec): 3 clusters Score: Raw -170853.250998 + Penalty 3506.657568 = -167346.593430 nChanged 332 SP:Iteration 1F (12657.750000 sec): 3 clusters Score: Raw -171273.106206 + Penalty 3506.657568 = -167766.448639 nChanged 102 SP:Iteration 2F (12657.940000 sec): 3 clusters Score: Raw -171465.539623 + Penalty 3506.657568 = -167958.882056 nChanged 52 SP:Iteration 3Q (12658.110000 sec): 3 clusters Score: Raw -171540.047679 + Penalty 3506.657568 = -168033.390112 nChanged 35 SP:Iteration 4Q (12658.250000 sec): 3 clusters Score: Raw -171601.720854 + Penalty 3506.657568 = -168095.063287 nChanged 35 SP:Iteration 5Q (12658.430000 sec): 3 clusters Score: Raw -171652.297786 + Penalty 3506.657568 = -168145.640218 nChanged 21 SP:Iteration 6Q (12658.600000 sec): 3 clusters Score: Raw -171676.554385 + Penalty 3506.657568 = -168169.896817 nChanged 13 SP:Iteration 7Q (12658.830000 sec): 3 clusters Score: Raw -171691.784485 + Penalty 3506.657568 = -168185.126917 nChanged 11 SP:Iteration 8Q (12659.050000 sec): 3 clusters Score: Raw -171708.650170 + Penalty 3506.657568 = -168201.992602 nChanged 16 SP:Iteration 9Q (12659.230000 sec): 3 clusters Score: Raw -171734.613558 + Penalty 3506.657568 = -168227.955990 nChanged 15 SP:Iteration 10Q (12659.430000 sec): 3 clusters Score: Raw -171755.404228 + Penalty 3506.657568 = -168248.746660 nChanged 14 SP:Iteration 11Q (12659.640000 sec): 3 clusters Score: Raw -171782.928596 + Penalty 3506.657568 = -168276.271028 nChanged 15 SP:Iteration 12Q (12659.820000 sec): 3 clusters Score: Raw -171805.772873 + Penalty 3506.657568 = -168299.115305 nChanged 17 SP:Iteration 13Q (12659.990000 sec): 3 clusters Score: Raw -171825.826655 + Penalty 3506.657568 = -168319.169088 nChanged 14 SP:Iteration 14Q (12660.170000 sec): 3 clusters Score: Raw -171843.338366 + Penalty 3506.657568 = -168336.680798 nChanged 8 SP:Iteration 15Q (12660.350000 sec): 3 clusters Score: Raw -171852.797291 + Penalty 3506.657568 = -168346.139723 nChanged 7 SP:Iteration 16Q (12660.530000 sec): 3 clusters Score: Raw -171864.331904 + Penalty 3506.657568 = -168357.674336 nChanged 10 SP:Iteration 17Q (12660.680000 sec): 3 clusters Score: Raw -171886.131975 + Penalty 3506.657568 = -168379.474407 nChanged 11 SP:Iteration 18Q (12660.890000 sec): 3 clusters Score: Raw -171906.490383 + Penalty 3506.657568 = -168399.832815 nChanged 13 SP:Iteration 19Q (12661.040000 sec): 3 clusters Score: Raw -171931.604309 + Penalty 3506.657568 = -168424.946741 nChanged 12 SP:Iteration 20F (12661.270000 sec): 3 clusters Score: Raw -171960.277584 + Penalty 3506.657568 = -168453.620016 nChanged 20 SP:Iteration 21Q (12661.410000 sec): 3 clusters Score: Raw -172020.327120 + Penalty 3506.657568 = -168513.669553 nChanged 23 SP:Iteration 22Q (12661.600000 sec): 3 clusters Score: Raw -172094.835206 + Penalty 3506.657568 = -168588.177639 nChanged 19 SP:Iteration 23Q (12661.770000 sec): 3 clusters Score: Raw -172173.278634 + Penalty 3506.657568 = -168666.621067 nChanged 30 SP:Iteration 24Q (12661.970000 sec): 3 clusters Score: Raw -172261.021611 + Penalty 3506.657568 = -168754.364043 nChanged 24 SP:Iteration 25Q (12662.140000 sec): 3 clusters Score: Raw -172304.745551 + Penalty 3506.657568 = -168798.087983 nChanged 16 SP:Iteration 26Q (12662.370000 sec): 3 clusters Score: Raw -172327.792158 + Penalty 3506.657568 = -168821.134590 nChanged 11 SP:Iteration 27Q (12662.530000 sec): 3 clusters Score: Raw -172346.792744 + Penalty 3506.657568 = -168840.135176 nChanged 8 SP:Iteration 28Q (12662.690000 sec): 3 clusters Score: Raw -172362.484273 + Penalty 3506.657568 = -168855.826706 nChanged 7 SP:Iteration 29Q (12662.870000 sec): 3 clusters Score: Raw -172371.040986 + Penalty 3506.657568 = -168864.383418 nChanged 4 SP:Iteration 30Q (12663.080000 sec): 3 clusters Score: Raw -172375.914915 + Penalty 3506.657568 = -168869.257348 nChanged 2 SP:Iteration 31Q (12663.250000 sec): 3 clusters Score: Raw -172382.784515 + Penalty 3506.657568 = -168876.126948 nChanged 3 SP:Iteration 32Q (12663.430000 sec): 3 clusters Score: Raw -172385.548832 + Penalty 3506.657568 = -168878.891264 nChanged 4 SP:Iteration 33Q (12663.600000 sec): 3 clusters Score: Raw -172391.076992 + Penalty 3506.657568 = -168884.419424 nChanged 3 SP:Iteration 34Q (12663.780000 sec): 3 clusters Score: Raw -172395.573673 + Penalty 3506.657568 = -168888.916105 nChanged 4 SP:Iteration 35Q (12663.950000 sec): 3 clusters Score: Raw -172403.606955 + Penalty 3506.657568 = -168896.949388 nChanged 1 SP:Iteration 36Q (12664.110000 sec): 3 clusters Score: Raw -172405.968100 + Penalty 3506.657568 = -168899.310533 nChanged 0 SP:Iteration 37F (12664.330000 sec): 3 clusters Score: Raw -172405.968100 + Penalty 3506.657568 = -168899.310533 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 44 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12664.400000 sec): 2 clusters Score: Raw -55008.954728 + Penalty 1542.706362 = -53466.248366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12664.590000 sec): 3 clusters Score: Raw -55469.211001 + Penalty 3085.412724 = -52383.798277 nChanged 166 SP:Iteration 1F (12664.800000 sec): 3 clusters Score: Raw -56682.457375 + Penalty 3085.412724 = -53597.044651 nChanged 54 SP:Iteration 2F (12664.940000 sec): 3 clusters Score: Raw -57900.325504 + Penalty 3085.412724 = -54814.912780 nChanged 37 SP:Iteration 3F (12665.130000 sec): 3 clusters Score: Raw -58803.243088 + Penalty 3085.412724 = -55717.830363 nChanged 20 SP:Iteration 4Q (12665.310000 sec): 3 clusters Score: Raw -59144.764413 + Penalty 3085.412724 = -56059.351689 nChanged 12 SP:Iteration 5Q (12665.480000 sec): 3 clusters Score: Raw -59301.067728 + Penalty 3085.412724 = -56215.655004 nChanged 6 SP:Iteration 6Q (12665.680000 sec): 3 clusters Score: Raw -59397.668187 + Penalty 3085.412724 = -56312.255463 nChanged 5 SP:Iteration 7Q (12665.870000 sec): 3 clusters Score: Raw -59454.677941 + Penalty 3085.412724 = -56369.265217 nChanged 8 SP:Iteration 8Q (12666.060000 sec): 3 clusters Score: Raw -59643.288218 + Penalty 3085.412724 = -56557.875494 nChanged 5 SP:Iteration 9Q (12666.210000 sec): 3 clusters Score: Raw -59807.193465 + Penalty 3085.412724 = -56721.780740 nChanged 1 SP:Iteration 10Q (12666.420000 sec): 3 clusters Score: Raw -59902.189096 + Penalty 3085.412724 = -56816.776372 nChanged 1 SP:Iteration 11Q (12666.630000 sec): 3 clusters Score: Raw -60014.253927 + Penalty 3085.412724 = -56928.841203 nChanged 0 SP:Iteration 12F (12666.820000 sec): 3 clusters Score: Raw -60054.238759 + Penalty 3085.412724 = -56968.826035 nChanged 2 SP:Iteration 13Q (12667.020000 sec): 3 clusters Score: Raw -60480.069611 + Penalty 3085.412724 = -57394.656886 nChanged 0 SP:Iteration 14F (12667.230000 sec): 3 clusters Score: Raw -60480.069611 + Penalty 3085.412724 = -57394.656886 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 45 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12667.300000 sec): 2 clusters Score: Raw -54922.336506 + Penalty 1477.047668 = -53445.288838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12667.440000 sec): 3 clusters Score: Raw -55031.007953 + Penalty 2954.095335 = -52076.912617 nChanged 54 SP:Iteration 1F (12667.600000 sec): 3 clusters Score: Raw -55156.914648 + Penalty 2954.095335 = -52202.819312 nChanged 10 SP:Iteration 2Q (12667.760000 sec): 3 clusters Score: Raw -55187.349495 + Penalty 2954.095335 = -52233.254159 nChanged 5 SP:Iteration 3Q (12667.950000 sec): 3 clusters Score: Raw -55201.722231 + Penalty 2954.095335 = -52247.626896 nChanged 1 SP:Iteration 4Q (12668.110000 sec): 3 clusters Score: Raw -55203.606415 + Penalty 2954.095335 = -52249.511080 nChanged 0 SP:Iteration 5F (12668.250000 sec): 3 clusters Score: Raw -55203.606415 + Penalty 2954.095335 = -52249.511080 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 46 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12668.300000 sec): 2 clusters Score: Raw -65213.064952 + Penalty 1525.877708 = -63687.187243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12668.450000 sec): 3 clusters Score: Raw -65222.532765 + Penalty 3051.755417 = -62170.777348 nChanged 74 SP:Iteration 1F (12668.600000 sec): 3 clusters Score: Raw -65377.108090 + Penalty 3051.755417 = -62325.352674 nChanged 18 SP:Iteration 2Q (12668.750000 sec): 3 clusters Score: Raw -65433.400295 + Penalty 3051.755417 = -62381.644879 nChanged 13 SP:Iteration 3Q (12668.930000 sec): 3 clusters Score: Raw -65460.947230 + Penalty 3051.755417 = -62409.191814 nChanged 5 SP:Iteration 4Q (12669.100000 sec): 3 clusters Score: Raw -65473.241023 + Penalty 3051.755417 = -62421.485606 nChanged 2 SP:Iteration 5Q (12669.250000 sec): 3 clusters Score: Raw -65484.035577 + Penalty 3051.755417 = -62432.280160 nChanged 6 SP:Iteration 6Q (12669.400000 sec): 3 clusters Score: Raw -65502.885407 + Penalty 3051.755417 = -62451.129991 nChanged 4 SP:Iteration 7Q (12669.570000 sec): 3 clusters Score: Raw -65512.837749 + Penalty 3051.755417 = -62461.082333 nChanged 3 SP:Iteration 8Q (12669.740000 sec): 3 clusters Score: Raw -65521.984428 + Penalty 3051.755417 = -62470.229011 nChanged 1 SP:Iteration 9Q (12669.950000 sec): 3 clusters Score: Raw -65525.775428 + Penalty 3051.755417 = -62474.020011 nChanged 2 SP:Iteration 10Q (12670.110000 sec): 3 clusters Score: Raw -65529.171329 + Penalty 3051.755417 = -62477.415913 nChanged 1 SP:Iteration 11Q (12670.240000 sec): 3 clusters Score: Raw -65533.361009 + Penalty 3051.755417 = -62481.605592 nChanged 0 SP:Iteration 12F (12670.450000 sec): 3 clusters Score: Raw -65533.361009 + Penalty 3051.755417 = -62481.605592 nChanged 0 Iteration 139Q (12697.220000 sec): 47 clusters Score: Raw -72205867.257739 + Penalty 149902.789212 = -72055964.468527 nChanged 62 Iteration 140F (12745.140000 sec): 47 clusters Score: Raw -72215129.932700 + Penalty 149902.789212 = -72065227.143488 nChanged 161 Iteration 141Q (12771.510000 sec): 47 clusters Score: Raw -72217563.270037 + Penalty 149902.789212 = -72067660.480824 nChanged 58 Iteration 142Q (12794.390000 sec): 47 clusters Score: Raw -72217576.912396 + Penalty 149902.789212 = -72067674.123184 nChanged 56 Iteration 143Q (12818.820000 sec): 47 clusters Score: Raw -72217582.212541 + Penalty 149902.789212 = -72067679.423328 nChanged 49 Iteration 144Q (12844.200000 sec): 47 clusters Score: Raw -72217586.491026 + Penalty 149902.789212 = -72067683.701813 nChanged 52 Iteration 145Q (12871.800000 sec): 47 clusters Score: Raw -72217591.475358 + Penalty 149902.789212 = -72067688.686146 nChanged 59 Iteration 146Q (12894.050000 sec): 47 clusters Score: Raw -72217596.776827 + Penalty 149902.789212 = -72067693.987615 nChanged 62 Iteration 147Q (12918.350000 sec): 47 clusters Score: Raw -72217601.147119 + Penalty 149902.789212 = -72067698.357906 nChanged 54 Iteration 148Q (12941.040000 sec): 47 clusters Score: Raw -72217604.162553 + Penalty 149902.789212 = -72067701.373341 nChanged 48 Iteration 149Q (12967.550000 sec): 47 clusters Score: Raw -72217607.656528 + Penalty 149902.789212 = -72067704.867315 nChanged 55 Iteration 150Q (12992.260000 sec): 47 clusters Score: Raw -72217611.555095 + Penalty 149902.789212 = -72067708.765883 nChanged 58 Iteration 151Q (13017.320000 sec): 47 clusters Score: Raw -72217615.238112 + Penalty 149902.789212 = -72067712.448899 nChanged 62 Iteration 152Q (13039.250000 sec): 47 clusters Score: Raw -72217618.994050 + Penalty 149902.789212 = -72067716.204838 nChanged 50 Iteration 153Q (13064.150000 sec): 47 clusters Score: Raw -72217622.491045 + Penalty 149902.789212 = -72067719.701832 nChanged 41 Iteration 154Q (13088.960000 sec): 47 clusters Score: Raw -72217625.501234 + Penalty 149902.789212 = -72067722.712022 nChanged 44 Iteration 155Q (13112.300000 sec): 47 clusters Score: Raw -72217628.829301 + Penalty 149902.789212 = -72067726.040088 nChanged 40 Iteration 156Q (13136.050000 sec): 47 clusters Score: Raw -72217631.265605 + Penalty 149902.789212 = -72067728.476393 nChanged 28 Iteration 157Q (13159.200000 sec): 47 clusters Score: Raw -72217633.280202 + Penalty 149902.789212 = -72067730.490990 nChanged 26 Iteration 158Q (13184.650000 sec): 47 clusters Score: Raw -72217634.911119 + Penalty 149902.789212 = -72067732.121907 nChanged 30 Iteration 159Q (13207.070000 sec): 47 clusters Score: Raw -72217636.730498 + Penalty 149902.789212 = -72067733.941285 nChanged 28 Iteration 160F (13254.700000 sec): 47 clusters Score: Raw -72217643.128180 + Penalty 149902.789212 = -72067740.338968 nChanged 34 Iteration 161Q (13280.250000 sec): 47 clusters Score: Raw -72217677.046722 + Penalty 149902.789212 = -72067774.257509 nChanged 22 Iteration 162Q (13304.640000 sec): 47 clusters Score: Raw -72217678.244847 + Penalty 149902.789212 = -72067775.455635 nChanged 26 Iteration 163Q (13326.350000 sec): 47 clusters Score: Raw -72217680.212781 + Penalty 149902.789212 = -72067777.423569 nChanged 29 Iteration 164Q (13350.350000 sec): 47 clusters Score: Raw -72217681.738913 + Penalty 149902.789212 = -72067778.949700 nChanged 19 Iteration 165Q (13377.050000 sec): 47 clusters Score: Raw -72217683.383869 + Penalty 149902.789212 = -72067780.594657 nChanged 23 Iteration 166Q (13402.900000 sec): 47 clusters Score: Raw -72217685.228148 + Penalty 149902.789212 = -72067782.438935 nChanged 30 Iteration 167Q (13428.180000 sec): 47 clusters Score: Raw -72217687.193368 + Penalty 149902.789212 = -72067784.404155 nChanged 36 Iteration 168Q (13451.210000 sec): 47 clusters Score: Raw -72217689.807190 + Penalty 149902.789212 = -72067787.017977 nChanged 45 Iteration 169Q (13477.640000 sec): 47 clusters Score: Raw -72217693.295629 + Penalty 149902.789212 = -72067790.506416 nChanged 45 Iteration 170Q (13499.260000 sec): 47 clusters Score: Raw -72217697.288911 + Penalty 149902.789212 = -72067794.499698 nChanged 59 Iteration 171Q (13522.620000 sec): 47 clusters Score: Raw -72217701.487443 + Penalty 149902.789212 = -72067798.698231 nChanged 69 Iteration 172Q (13546.230000 sec): 47 clusters Score: Raw -72217706.439754 + Penalty 149902.789212 = -72067803.650541 nChanged 63 Iteration 173Q (13571.850000 sec): 47 clusters Score: Raw -72217711.660708 + Penalty 149902.789212 = -72067808.871496 nChanged 56 Iteration 174Q (13598.070000 sec): 47 clusters Score: Raw -72217715.334680 + Penalty 149902.789212 = -72067812.545467 nChanged 68 Iteration 175Q (13625.030000 sec): 47 clusters Score: Raw -72217719.718333 + Penalty 149902.789212 = -72067816.929121 nChanged 59 Iteration 176Q (13652.320000 sec): 47 clusters Score: Raw -72217724.297833 + Penalty 149902.789212 = -72067821.508620 nChanged 64 Iteration 177Q (13679.010000 sec): 47 clusters Score: Raw -72217729.449757 + Penalty 149902.789212 = -72067826.660545 nChanged 67 Iteration 178Q (13708.470000 sec): 47 clusters Score: Raw -72217734.591069 + Penalty 149902.789212 = -72067831.801856 nChanged 75 Writing temp clu file Because OldScore, -72067826.660545, is greater than current (better) Score,-72067831.801856 Compute initial score before splitting: Score: Raw -72217734.591069 + Penalty 149902.789212 = -72067831.801856 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 1 (5820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13708.760000 sec): 2 clusters Score: Raw -811359.580383 + Penalty 2149.925774 = -809209.654609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13708.990000 sec): 3 clusters Score: Raw -808488.645254 + Penalty 4299.851548 = -804188.793705 nChanged 2248 SP:Iteration 1F (13709.220000 sec): 3 clusters Score: Raw -809831.760130 + Penalty 4299.851548 = -805531.908582 nChanged 474 SP:Iteration 2F (13709.410000 sec): 3 clusters Score: Raw -810113.178684 + Penalty 4299.851548 = -805813.327135 nChanged 347 SP:Iteration 3F (13709.630000 sec): 3 clusters Score: Raw -810335.880687 + Penalty 4299.851548 = -806036.029139 nChanged 273 SP:Iteration 4Q (13709.860000 sec): 3 clusters Score: Raw -810522.315998 + Penalty 4299.851548 = -806222.464450 nChanged 245 SP:Iteration 5Q (13710.090000 sec): 3 clusters Score: Raw -810693.644348 + Penalty 4299.851548 = -806393.792799 nChanged 216 SP:Iteration 6Q (13710.320000 sec): 3 clusters Score: Raw -810844.504578 + Penalty 4299.851548 = -806544.653030 nChanged 209 SP:Iteration 7Q (13710.520000 sec): 3 clusters Score: Raw -810985.378413 + Penalty 4299.851548 = -806685.526865 nChanged 193 SP:Iteration 8Q (13710.740000 sec): 3 clusters Score: Raw -811114.516880 + Penalty 4299.851548 = -806814.665331 nChanged 169 SP:Iteration 9Q (13710.930000 sec): 3 clusters Score: Raw -811252.351120 + Penalty 4299.851548 = -806952.499572 nChanged 182 SP:Iteration 10Q (13711.120000 sec): 3 clusters Score: Raw -811414.663794 + Penalty 4299.851548 = -807114.812246 nChanged 174 SP:Iteration 11Q (13711.350000 sec): 3 clusters Score: Raw -811589.964087 + Penalty 4299.851548 = -807290.112539 nChanged 179 SP:Iteration 12Q (13711.570000 sec): 3 clusters Score: Raw -811725.505780 + Penalty 4299.851548 = -807425.654232 nChanged 146 SP:Iteration 13Q (13711.770000 sec): 3 clusters Score: Raw -811810.819057 + Penalty 4299.851548 = -807510.967509 nChanged 110 SP:Iteration 14Q (13711.980000 sec): 3 clusters Score: Raw -811875.970558 + Penalty 4299.851548 = -807576.119010 nChanged 90 SP:Iteration 15Q (13712.170000 sec): 3 clusters Score: Raw -811931.970967 + Penalty 4299.851548 = -807632.119419 nChanged 103 SP:Iteration 16Q (13712.390000 sec): 3 clusters Score: Raw -811986.192773 + Penalty 4299.851548 = -807686.341225 nChanged 81 SP:Iteration 17Q (13712.570000 sec): 3 clusters Score: Raw -812035.647213 + Penalty 4299.851548 = -807735.795665 nChanged 67 SP:Iteration 18Q (13712.790000 sec): 3 clusters Score: Raw -812076.195809 + Penalty 4299.851548 = -807776.344261 nChanged 64 SP:Iteration 19Q (13713.020000 sec): 3 clusters Score: Raw -812122.698715 + Penalty 4299.851548 = -807822.847167 nChanged 72 SP:Iteration 20F (13713.220000 sec): 3 clusters Score: Raw -812171.636125 + Penalty 4299.851548 = -807871.784576 nChanged 71 SP:Iteration 21Q (13713.470000 sec): 3 clusters Score: Raw -812219.428667 + Penalty 4299.851548 = -807919.577119 nChanged 77 SP:Iteration 22Q (13713.670000 sec): 3 clusters Score: Raw -812290.621773 + Penalty 4299.851548 = -807990.770225 nChanged 89 SP:Iteration 23Q (13713.920000 sec): 3 clusters Score: Raw -812406.786249 + Penalty 4299.851548 = -808106.934701 nChanged 113 SP:Iteration 24Q (13714.140000 sec): 3 clusters Score: Raw -812580.696799 + Penalty 4299.851548 = -808280.845251 nChanged 114 SP:Iteration 25Q (13714.350000 sec): 3 clusters Score: Raw -812760.393870 + Penalty 4299.851548 = -808460.542321 nChanged 118 SP:Iteration 26Q (13714.560000 sec): 3 clusters Score: Raw -812947.086217 + Penalty 4299.851548 = -808647.234669 nChanged 99 SP:Iteration 27Q (13714.800000 sec): 3 clusters Score: Raw -813059.852335 + Penalty 4299.851548 = -808760.000787 nChanged 69 SP:Iteration 28Q (13715.030000 sec): 3 clusters Score: Raw -813114.864306 + Penalty 4299.851548 = -808815.012758 nChanged 44 SP:Iteration 29Q (13715.270000 sec): 3 clusters Score: Raw -813142.356240 + Penalty 4299.851548 = -808842.504692 nChanged 34 SP:Iteration 30Q (13715.500000 sec): 3 clusters Score: Raw -813158.261958 + Penalty 4299.851548 = -808858.410410 nChanged 21 SP:Iteration 31Q (13715.650000 sec): 3 clusters Score: Raw -813167.091418 + Penalty 4299.851548 = -808867.239870 nChanged 15 SP:Iteration 32Q (13715.930000 sec): 3 clusters Score: Raw -813172.651890 + Penalty 4299.851548 = -808872.800342 nChanged 9 SP:Iteration 33Q (13716.090000 sec): 3 clusters Score: Raw -813175.272894 + Penalty 4299.851548 = -808875.421345 nChanged 3 SP:Iteration 34Q (13716.330000 sec): 3 clusters Score: Raw -813176.494533 + Penalty 4299.851548 = -808876.642985 nChanged 5 SP:Iteration 35Q (13716.530000 sec): 3 clusters Score: Raw -813178.518357 + Penalty 4299.851548 = -808878.666809 nChanged 6 SP:Iteration 36Q (13716.740000 sec): 3 clusters Score: Raw -813180.472882 + Penalty 4299.851548 = -808880.621334 nChanged 5 SP:Iteration 37Q (13716.940000 sec): 3 clusters Score: Raw -813181.576576 + Penalty 4299.851548 = -808881.725028 nChanged 2 SP:Iteration 38Q (13717.170000 sec): 3 clusters Score: Raw -813182.036644 + Penalty 4299.851548 = -808882.185095 nChanged 2 SP:Iteration 39Q (13717.410000 sec): 3 clusters Score: Raw -813182.425522 + Penalty 4299.851548 = -808882.573974 nChanged 1 SP:Iteration 40F (13717.660000 sec): 3 clusters Score: Raw -813182.549215 + Penalty 4299.851548 = -808882.697667 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 2 (12207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13717.800000 sec): 2 clusters Score: Raw -1721224.764436 + Penalty 2333.621679 = -1718891.142757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13718.090000 sec): 3 clusters Score: Raw -1714516.979111 + Penalty 4667.243359 = -1709849.735752 nChanged 5101 SP:Iteration 1F (13718.340000 sec): 3 clusters Score: Raw -1717132.971935 + Penalty 4667.243359 = -1712465.728576 nChanged 788 SP:Iteration 2F (13718.600000 sec): 3 clusters Score: Raw -1717477.535727 + Penalty 4667.243359 = -1712810.292368 nChanged 648 SP:Iteration 3F (13718.870000 sec): 3 clusters Score: Raw -1717728.455420 + Penalty 4667.243359 = -1713061.212061 nChanged 527 SP:Iteration 4Q (13719.120000 sec): 3 clusters Score: Raw -1717964.297804 + Penalty 4667.243359 = -1713297.054445 nChanged 494 SP:Iteration 5Q (13719.330000 sec): 3 clusters Score: Raw -1718205.705363 + Penalty 4667.243359 = -1713538.462004 nChanged 514 SP:Iteration 6Q (13719.660000 sec): 3 clusters Score: Raw -1718504.753236 + Penalty 4667.243359 = -1713837.509877 nChanged 550 SP:Iteration 7Q (13719.930000 sec): 3 clusters Score: Raw -1718863.843295 + Penalty 4667.243359 = -1714196.599936 nChanged 610 SP:Iteration 8Q (13720.150000 sec): 3 clusters Score: Raw -1719311.406102 + Penalty 4667.243359 = -1714644.162743 nChanged 673 SP:Iteration 9F (13720.420000 sec): 3 clusters Score: Raw -1719841.857863 + Penalty 4667.243359 = -1715174.614505 nChanged 652 SP:Iteration 10F (13720.700000 sec): 3 clusters Score: Raw -1720296.248551 + Penalty 4667.243359 = -1715629.005192 nChanged 616 SP:Iteration 11F (13720.980000 sec): 3 clusters Score: Raw -1720711.090360 + Penalty 4667.243359 = -1716043.847001 nChanged 561 SP:Iteration 12Q (13721.210000 sec): 3 clusters Score: Raw -1721034.688147 + Penalty 4667.243359 = -1716367.444788 nChanged 443 SP:Iteration 13Q (13721.480000 sec): 3 clusters Score: Raw -1721276.380820 + Penalty 4667.243359 = -1716609.137461 nChanged 355 SP:Iteration 14Q (13721.750000 sec): 3 clusters Score: Raw -1721480.450321 + Penalty 4667.243359 = -1716813.206962 nChanged 326 SP:Iteration 15Q (13721.980000 sec): 3 clusters Score: Raw -1721649.645207 + Penalty 4667.243359 = -1716982.401848 nChanged 274 SP:Iteration 16Q (13722.240000 sec): 3 clusters Score: Raw -1721776.941893 + Penalty 4667.243359 = -1717109.698534 nChanged 229 SP:Iteration 17Q (13722.520000 sec): 3 clusters Score: Raw -1721894.554221 + Penalty 4667.243359 = -1717227.310862 nChanged 229 SP:Iteration 18Q (13722.780000 sec): 3 clusters Score: Raw -1721996.364001 + Penalty 4667.243359 = -1717329.120642 nChanged 178 SP:Iteration 19Q (13723.080000 sec): 3 clusters Score: Raw -1722070.416720 + Penalty 4667.243359 = -1717403.173361 nChanged 162 SP:Iteration 20F (13723.320000 sec): 3 clusters Score: Raw -1722123.722634 + Penalty 4667.243359 = -1717456.479275 nChanged 144 SP:Iteration 21Q (13723.600000 sec): 3 clusters Score: Raw -1722170.898964 + Penalty 4667.243359 = -1717503.655605 nChanged 134 SP:Iteration 22Q (13723.890000 sec): 3 clusters Score: Raw -1722216.851809 + Penalty 4667.243359 = -1717549.608450 nChanged 123 SP:Iteration 23Q (13724.160000 sec): 3 clusters Score: Raw -1722259.328715 + Penalty 4667.243359 = -1717592.085356 nChanged 115 SP:Iteration 24Q (13724.410000 sec): 3 clusters Score: Raw -1722302.659085 + Penalty 4667.243359 = -1717635.415726 nChanged 121 SP:Iteration 25Q (13724.710000 sec): 3 clusters Score: Raw -1722347.406693 + Penalty 4667.243359 = -1717680.163334 nChanged 119 SP:Iteration 26Q (13724.980000 sec): 3 clusters Score: Raw -1722394.536489 + Penalty 4667.243359 = -1717727.293130 nChanged 118 SP:Iteration 27Q (13725.240000 sec): 3 clusters Score: Raw -1722444.396557 + Penalty 4667.243359 = -1717777.153198 nChanged 118 SP:Iteration 28Q (13725.490000 sec): 3 clusters Score: Raw -1722491.753620 + Penalty 4667.243359 = -1717824.510261 nChanged 107 SP:Iteration 29Q (13725.760000 sec): 3 clusters Score: Raw -1722539.564827 + Penalty 4667.243359 = -1717872.321468 nChanged 122 SP:Iteration 30Q (13726.020000 sec): 3 clusters Score: Raw -1722592.526350 + Penalty 4667.243359 = -1717925.282991 nChanged 123 SP:Iteration 31Q (13726.220000 sec): 3 clusters Score: Raw -1722644.051496 + Penalty 4667.243359 = -1717976.808137 nChanged 103 SP:Iteration 32Q (13726.500000 sec): 3 clusters Score: Raw -1722687.799169 + Penalty 4667.243359 = -1718020.555810 nChanged 94 SP:Iteration 33Q (13726.710000 sec): 3 clusters Score: Raw -1722730.823019 + Penalty 4667.243359 = -1718063.579660 nChanged 85 SP:Iteration 34Q (13727.000000 sec): 3 clusters Score: Raw -1722769.868729 + Penalty 4667.243359 = -1718102.625370 nChanged 75 SP:Iteration 35Q (13727.260000 sec): 3 clusters Score: Raw -1722804.987477 + Penalty 4667.243359 = -1718137.744118 nChanged 71 SP:Iteration 36Q (13727.520000 sec): 3 clusters Score: Raw -1722837.178779 + Penalty 4667.243359 = -1718169.935420 nChanged 66 SP:Iteration 37Q (13727.760000 sec): 3 clusters Score: Raw -1722870.631331 + Penalty 4667.243359 = -1718203.387972 nChanged 65 SP:Iteration 38Q (13727.990000 sec): 3 clusters Score: Raw -1722895.706607 + Penalty 4667.243359 = -1718228.463248 nChanged 47 SP:Iteration 39Q (13728.240000 sec): 3 clusters Score: Raw -1722913.890935 + Penalty 4667.243359 = -1718246.647576 nChanged 39 SP:Iteration 40F (13728.450000 sec): 3 clusters Score: Raw -1722926.693872 + Penalty 4667.243359 = -1718259.450513 nChanged 32 SP:Iteration 41Q (13728.720000 sec): 3 clusters Score: Raw -1722937.894444 + Penalty 4667.243359 = -1718270.651085 nChanged 37 SP:Iteration 42Q (13728.920000 sec): 3 clusters Score: Raw -1722951.809820 + Penalty 4667.243359 = -1718284.566461 nChanged 40 SP:Iteration 43Q (13729.190000 sec): 3 clusters Score: Raw -1722967.865661 + Penalty 4667.243359 = -1718300.622302 nChanged 37 SP:Iteration 44Q (13729.480000 sec): 3 clusters Score: Raw -1722979.789486 + Penalty 4667.243359 = -1718312.546127 nChanged 24 SP:Iteration 45Q (13729.690000 sec): 3 clusters Score: Raw -1722985.957011 + Penalty 4667.243359 = -1718318.713652 nChanged 19 SP:Iteration 46Q (13729.940000 sec): 3 clusters Score: Raw -1722992.108320 + Penalty 4667.243359 = -1718324.864961 nChanged 19 SP:Iteration 47Q (13730.140000 sec): 3 clusters Score: Raw -1722998.515445 + Penalty 4667.243359 = -1718331.272086 nChanged 16 SP:Iteration 48Q (13730.380000 sec): 3 clusters Score: Raw -1723004.607381 + Penalty 4667.243359 = -1718337.364022 nChanged 12 SP:Iteration 49Q (13730.650000 sec): 3 clusters Score: Raw -1723010.066222 + Penalty 4667.243359 = -1718342.822863 nChanged 11 SP:Iteration 50Q (13730.890000 sec): 3 clusters Score: Raw -1723013.167708 + Penalty 4667.243359 = -1718345.924349 nChanged 10 SP:Iteration 51Q (13731.100000 sec): 3 clusters Score: Raw -1723015.686259 + Penalty 4667.243359 = -1718348.442900 nChanged 6 SP:Iteration 52Q (13731.320000 sec): 3 clusters Score: Raw -1723016.491886 + Penalty 4667.243359 = -1718349.248527 nChanged 4 SP:Iteration 53Q (13731.540000 sec): 3 clusters Score: Raw -1723017.202792 + Penalty 4667.243359 = -1718349.959433 nChanged 1 SP:Iteration 54Q (13731.780000 sec): 3 clusters Score: Raw -1723017.410624 + Penalty 4667.243359 = -1718350.167265 nChanged 0 SP:Iteration 55F (13732.030000 sec): 3 clusters Score: Raw -1723017.410624 + Penalty 4667.243359 = -1718350.167265 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 3 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13732.110000 sec): 2 clusters Score: Raw -24985.796895 + Penalty 1317.675083 = -23668.121812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13732.260000 sec): 3 clusters Score: Raw -25226.921945 + Penalty 2635.350166 = -22591.571779 nChanged 16 SP:Iteration 1F (13732.430000 sec): 3 clusters Score: Raw -25309.714996 + Penalty 2635.350166 = -22674.364830 nChanged 4 SP:Iteration 2Q (13732.610000 sec): 3 clusters Score: Raw -25337.647568 + Penalty 2635.350166 = -22702.297402 nChanged 2 SP:Iteration 3Q (13732.720000 sec): 3 clusters Score: Raw -25344.835406 + Penalty 2635.350166 = -22709.485240 nChanged 1 SP:Iteration 4Q (13732.900000 sec): 3 clusters Score: Raw -25348.316774 + Penalty 2635.350166 = -22712.966608 nChanged 1 SP:Iteration 5Q (13733.080000 sec): 3 clusters Score: Raw -25360.434939 + Penalty 2635.350166 = -22725.084773 nChanged 1 SP:Iteration 6Q (13733.210000 sec): 3 clusters Score: Raw -25365.587818 + Penalty 2635.350166 = -22730.237652 nChanged 0 SP:Iteration 7F (13733.380000 sec): 3 clusters Score: Raw -25365.587818 + Penalty 2635.350166 = -22730.237652 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 4 (9695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13733.490000 sec): 2 clusters Score: Raw -1381861.546280 + Penalty 2276.482661 = -1379585.063620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13733.710000 sec): 3 clusters Score: Raw -1376672.758028 + Penalty 4552.965322 = -1372119.792706 nChanged 4010 SP:Iteration 1F (13733.980000 sec): 3 clusters Score: Raw -1378860.660309 + Penalty 4552.965322 = -1374307.694987 nChanged 649 SP:Iteration 2F (13734.200000 sec): 3 clusters Score: Raw -1379168.769930 + Penalty 4552.965322 = -1374615.804608 nChanged 477 SP:Iteration 3Q (13734.480000 sec): 3 clusters Score: Raw -1379372.345535 + Penalty 4552.965322 = -1374819.380213 nChanged 400 SP:Iteration 4Q (13734.730000 sec): 3 clusters Score: Raw -1379540.346179 + Penalty 4552.965322 = -1374987.380858 nChanged 319 SP:Iteration 5Q (13734.920000 sec): 3 clusters Score: Raw -1379670.943422 + Penalty 4552.965322 = -1375117.978101 nChanged 307 SP:Iteration 6Q (13735.170000 sec): 3 clusters Score: Raw -1379811.137609 + Penalty 4552.965322 = -1375258.172288 nChanged 318 SP:Iteration 7Q (13735.440000 sec): 3 clusters Score: Raw -1379983.554977 + Penalty 4552.965322 = -1375430.589656 nChanged 344 SP:Iteration 8Q (13735.650000 sec): 3 clusters Score: Raw -1380174.485644 + Penalty 4552.965322 = -1375621.520323 nChanged 363 SP:Iteration 9Q (13735.880000 sec): 3 clusters Score: Raw -1380389.924000 + Penalty 4552.965322 = -1375836.958678 nChanged 376 SP:Iteration 10Q (13736.110000 sec): 3 clusters Score: Raw -1380622.247596 + Penalty 4552.965322 = -1376069.282274 nChanged 403 SP:Iteration 11Q (13736.360000 sec): 3 clusters Score: Raw -1380887.344687 + Penalty 4552.965322 = -1376334.379366 nChanged 431 SP:Iteration 12Q (13736.580000 sec): 3 clusters Score: Raw -1381219.504166 + Penalty 4552.965322 = -1376666.538845 nChanged 431 SP:Iteration 13Q (13736.810000 sec): 3 clusters Score: Raw -1381550.452621 + Penalty 4552.965322 = -1376997.487299 nChanged 411 SP:Iteration 14Q (13737.010000 sec): 3 clusters Score: Raw -1381914.255967 + Penalty 4552.965322 = -1377361.290646 nChanged 418 SP:Iteration 15Q (13737.240000 sec): 3 clusters Score: Raw -1382261.164115 + Penalty 4552.965322 = -1377708.198794 nChanged 348 SP:Iteration 16Q (13737.500000 sec): 3 clusters Score: Raw -1382537.383556 + Penalty 4552.965322 = -1377984.418235 nChanged 278 SP:Iteration 17Q (13737.690000 sec): 3 clusters Score: Raw -1382718.657439 + Penalty 4552.965322 = -1378165.692118 nChanged 221 SP:Iteration 18Q (13737.950000 sec): 3 clusters Score: Raw -1382860.603244 + Penalty 4552.965322 = -1378307.637922 nChanged 173 SP:Iteration 19Q (13738.170000 sec): 3 clusters Score: Raw -1382966.984348 + Penalty 4552.965322 = -1378414.019027 nChanged 154 SP:Iteration 20F (13738.410000 sec): 3 clusters Score: Raw -1383061.909553 + Penalty 4552.965322 = -1378508.944231 nChanged 149 SP:Iteration 21Q (13738.610000 sec): 3 clusters Score: Raw -1383179.773193 + Penalty 4552.965322 = -1378626.807871 nChanged 139 SP:Iteration 22Q (13738.880000 sec): 3 clusters Score: Raw -1383277.508610 + Penalty 4552.965322 = -1378724.543289 nChanged 129 SP:Iteration 23Q (13739.150000 sec): 3 clusters Score: Raw -1383354.031494 + Penalty 4552.965322 = -1378801.066172 nChanged 93 SP:Iteration 24Q (13739.370000 sec): 3 clusters Score: Raw -1383402.221084 + Penalty 4552.965322 = -1378849.255763 nChanged 69 SP:Iteration 25Q (13739.620000 sec): 3 clusters Score: Raw -1383430.990475 + Penalty 4552.965322 = -1378878.025153 nChanged 58 SP:Iteration 26Q (13739.850000 sec): 3 clusters Score: Raw -1383448.590325 + Penalty 4552.965322 = -1378895.625004 nChanged 40 SP:Iteration 27Q (13740.090000 sec): 3 clusters Score: Raw -1383460.545589 + Penalty 4552.965322 = -1378907.580267 nChanged 32 SP:Iteration 28Q (13740.330000 sec): 3 clusters Score: Raw -1383468.726826 + Penalty 4552.965322 = -1378915.761504 nChanged 20 SP:Iteration 29Q (13740.650000 sec): 3 clusters Score: Raw -1383472.679849 + Penalty 4552.965322 = -1378919.714527 nChanged 17 SP:Iteration 30Q (13740.880000 sec): 3 clusters Score: Raw -1383475.711425 + Penalty 4552.965322 = -1378922.746103 nChanged 11 SP:Iteration 31Q (13741.080000 sec): 3 clusters Score: Raw -1383477.854789 + Penalty 4552.965322 = -1378924.889467 nChanged 6 SP:Iteration 32Q (13741.360000 sec): 3 clusters Score: Raw -1383479.161674 + Penalty 4552.965322 = -1378926.196352 nChanged 4 SP:Iteration 33Q (13741.530000 sec): 3 clusters Score: Raw -1383479.739683 + Penalty 4552.965322 = -1378926.774362 nChanged 4 SP:Iteration 34Q (13741.790000 sec): 3 clusters Score: Raw -1383480.404539 + Penalty 4552.965322 = -1378927.439217 nChanged 4 SP:Iteration 35Q (13742.060000 sec): 3 clusters Score: Raw -1383480.946938 + Penalty 4552.965322 = -1378927.981617 nChanged 1 SP:Iteration 36Q (13742.280000 sec): 3 clusters Score: Raw -1383481.143026 + Penalty 4552.965322 = -1378928.177704 nChanged 3 SP:Iteration 37Q (13742.480000 sec): 3 clusters Score: Raw -1383481.488737 + Penalty 4552.965322 = -1378928.523415 nChanged 3 SP:Iteration 38Q (13742.740000 sec): 3 clusters Score: Raw -1383482.143869 + Penalty 4552.965322 = -1378929.178547 nChanged 1 SP:Iteration 39Q (13742.970000 sec): 3 clusters Score: Raw -1383482.204538 + Penalty 4552.965322 = -1378929.239217 nChanged 1 SP:Iteration 40F (13743.180000 sec): 3 clusters Score: Raw -1383482.260038 + Penalty 4552.965322 = -1378929.294716 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 5 (4450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13743.310000 sec): 2 clusters Score: Raw -619851.498644 + Penalty 2083.363525 = -617768.135119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13743.510000 sec): 3 clusters Score: Raw -617727.373089 + Penalty 4166.727050 = -613560.646039 nChanged 1718 SP:Iteration 1F (13743.700000 sec): 3 clusters Score: Raw -618841.895403 + Penalty 4166.727050 = -614675.168353 nChanged 371 SP:Iteration 2F (13743.970000 sec): 3 clusters Score: Raw -619151.058924 + Penalty 4166.727050 = -614984.331874 nChanged 299 SP:Iteration 3F (13744.140000 sec): 3 clusters Score: Raw -619355.730295 + Penalty 4166.727050 = -615189.003245 nChanged 206 SP:Iteration 4Q (13744.430000 sec): 3 clusters Score: Raw -619516.413007 + Penalty 4166.727050 = -615349.685957 nChanged 170 SP:Iteration 5Q (13744.620000 sec): 3 clusters Score: Raw -619676.811863 + Penalty 4166.727050 = -615510.084813 nChanged 180 SP:Iteration 6Q (13744.880000 sec): 3 clusters Score: Raw -619871.368064 + Penalty 4166.727050 = -615704.641014 nChanged 198 SP:Iteration 7Q (13745.100000 sec): 3 clusters Score: Raw -620061.630411 + Penalty 4166.727050 = -615894.903361 nChanged 184 SP:Iteration 8Q (13745.280000 sec): 3 clusters Score: Raw -620208.701363 + Penalty 4166.727050 = -616041.974313 nChanged 148 SP:Iteration 9Q (13745.530000 sec): 3 clusters Score: Raw -620307.939830 + Penalty 4166.727050 = -616141.212780 nChanged 118 SP:Iteration 10Q (13745.700000 sec): 3 clusters Score: Raw -620384.178499 + Penalty 4166.727050 = -616217.451449 nChanged 111 SP:Iteration 11Q (13745.980000 sec): 3 clusters Score: Raw -620455.872208 + Penalty 4166.727050 = -616289.145158 nChanged 87 SP:Iteration 12Q (13746.150000 sec): 3 clusters Score: Raw -620503.054254 + Penalty 4166.727050 = -616336.327204 nChanged 69 SP:Iteration 13Q (13746.350000 sec): 3 clusters Score: Raw -620540.113936 + Penalty 4166.727050 = -616373.386886 nChanged 63 SP:Iteration 14Q (13746.580000 sec): 3 clusters Score: Raw -620576.584835 + Penalty 4166.727050 = -616409.857785 nChanged 50 SP:Iteration 15Q (13746.790000 sec): 3 clusters Score: Raw -620604.138107 + Penalty 4166.727050 = -616437.411057 nChanged 51 SP:Iteration 16Q (13747.000000 sec): 3 clusters Score: Raw -620630.275550 + Penalty 4166.727050 = -616463.548500 nChanged 49 SP:Iteration 17Q (13747.230000 sec): 3 clusters Score: Raw -620655.030606 + Penalty 4166.727050 = -616488.303556 nChanged 41 SP:Iteration 18Q (13747.450000 sec): 3 clusters Score: Raw -620681.591934 + Penalty 4166.727050 = -616514.864884 nChanged 46 SP:Iteration 19Q (13747.630000 sec): 3 clusters Score: Raw -620709.344047 + Penalty 4166.727050 = -616542.616997 nChanged 41 SP:Iteration 20F (13747.810000 sec): 3 clusters Score: Raw -620733.449797 + Penalty 4166.727050 = -616566.722747 nChanged 40 SP:Iteration 21Q (13748.050000 sec): 3 clusters Score: Raw -620760.472140 + Penalty 4166.727050 = -616593.745090 nChanged 36 SP:Iteration 22Q (13748.210000 sec): 3 clusters Score: Raw -620781.305116 + Penalty 4166.727050 = -616614.578066 nChanged 34 SP:Iteration 23Q (13748.430000 sec): 3 clusters Score: Raw -620804.111281 + Penalty 4166.727050 = -616637.384231 nChanged 30 SP:Iteration 24Q (13748.610000 sec): 3 clusters Score: Raw -620831.427844 + Penalty 4166.727050 = -616664.700794 nChanged 38 SP:Iteration 25Q (13748.830000 sec): 3 clusters Score: Raw -620856.856052 + Penalty 4166.727050 = -616690.129002 nChanged 28 SP:Iteration 26Q (13749.030000 sec): 3 clusters Score: Raw -620877.672209 + Penalty 4166.727050 = -616710.945159 nChanged 43 SP:Iteration 27Q (13749.250000 sec): 3 clusters Score: Raw -620911.615260 + Penalty 4166.727050 = -616744.888210 nChanged 30 SP:Iteration 28Q (13749.440000 sec): 3 clusters Score: Raw -620931.067304 + Penalty 4166.727050 = -616764.340254 nChanged 22 SP:Iteration 29Q (13749.590000 sec): 3 clusters Score: Raw -620944.085063 + Penalty 4166.727050 = -616777.358013 nChanged 16 SP:Iteration 30Q (13749.820000 sec): 3 clusters Score: Raw -620957.373510 + Penalty 4166.727050 = -616790.646460 nChanged 22 SP:Iteration 31Q (13750.030000 sec): 3 clusters Score: Raw -620976.212470 + Penalty 4166.727050 = -616809.485420 nChanged 21 SP:Iteration 32Q (13750.290000 sec): 3 clusters Score: Raw -621000.028097 + Penalty 4166.727050 = -616833.301047 nChanged 26 SP:Iteration 33Q (13750.470000 sec): 3 clusters Score: Raw -621043.785612 + Penalty 4166.727050 = -616877.058562 nChanged 36 SP:Iteration 34Q (13750.650000 sec): 3 clusters Score: Raw -621184.659001 + Penalty 4166.727050 = -617017.931951 nChanged 47 SP:Iteration 35Q (13750.870000 sec): 3 clusters Score: Raw -621324.700205 + Penalty 4166.727050 = -617157.973155 nChanged 34 SP:Iteration 36Q (13751.030000 sec): 3 clusters Score: Raw -621384.955429 + Penalty 4166.727050 = -617218.228379 nChanged 37 SP:Iteration 37Q (13751.240000 sec): 3 clusters Score: Raw -621425.728410 + Penalty 4166.727050 = -617259.001360 nChanged 26 SP:Iteration 38Q (13751.460000 sec): 3 clusters Score: Raw -621449.061880 + Penalty 4166.727050 = -617282.334830 nChanged 14 SP:Iteration 39Q (13751.610000 sec): 3 clusters Score: Raw -621461.620449 + Penalty 4166.727050 = -617294.893399 nChanged 19 SP:Iteration 40F (13751.810000 sec): 3 clusters Score: Raw -621481.686284 + Penalty 4166.727050 = -617314.959234 nChanged 20 SP:Iteration 41Q (13752.030000 sec): 3 clusters Score: Raw -621507.078904 + Penalty 4166.727050 = -617340.351854 nChanged 19 SP:Iteration 42Q (13752.190000 sec): 3 clusters Score: Raw -621536.951098 + Penalty 4166.727050 = -617370.224048 nChanged 24 SP:Iteration 43Q (13752.380000 sec): 3 clusters Score: Raw -621581.401871 + Penalty 4166.727050 = -617414.674821 nChanged 27 SP:Iteration 44Q (13752.610000 sec): 3 clusters Score: Raw -621619.793347 + Penalty 4166.727050 = -617453.066297 nChanged 25 SP:Iteration 45Q (13752.820000 sec): 3 clusters Score: Raw -621652.330271 + Penalty 4166.727050 = -617485.603221 nChanged 22 SP:Iteration 46Q (13753.000000 sec): 3 clusters Score: Raw -621667.861286 + Penalty 4166.727050 = -617501.134236 nChanged 13 SP:Iteration 47Q (13753.180000 sec): 3 clusters Score: Raw -621677.740761 + Penalty 4166.727050 = -617511.013711 nChanged 10 SP:Iteration 48Q (13753.350000 sec): 3 clusters Score: Raw -621683.029721 + Penalty 4166.727050 = -617516.302671 nChanged 7 SP:Iteration 49Q (13753.560000 sec): 3 clusters Score: Raw -621687.119877 + Penalty 4166.727050 = -617520.392827 nChanged 5 SP:Iteration 50Q (13753.790000 sec): 3 clusters Score: Raw -621689.644928 + Penalty 4166.727050 = -617522.917878 nChanged 3 SP:Iteration 51Q (13754.040000 sec): 3 clusters Score: Raw -621690.880536 + Penalty 4166.727050 = -617524.153486 nChanged 4 SP:Iteration 52Q (13754.230000 sec): 3 clusters Score: Raw -621693.638800 + Penalty 4166.727050 = -617526.911749 nChanged 2 SP:Iteration 53Q (13754.440000 sec): 3 clusters Score: Raw -621694.669115 + Penalty 4166.727050 = -617527.942065 nChanged 1 SP:Iteration 54Q (13754.620000 sec): 3 clusters Score: Raw -621695.328497 + Penalty 4166.727050 = -617528.601447 nChanged 1 SP:Iteration 55Q (13754.830000 sec): 3 clusters Score: Raw -621696.916931 + Penalty 4166.727050 = -617530.189881 nChanged 2 SP:Iteration 56Q (13754.990000 sec): 3 clusters Score: Raw -621698.432282 + Penalty 4166.727050 = -617531.705232 nChanged 1 SP:Iteration 57Q (13755.230000 sec): 3 clusters Score: Raw -621698.763019 + Penalty 4166.727050 = -617532.035969 nChanged 0 SP:Iteration 58F (13755.420000 sec): 3 clusters Score: Raw -621701.718971 + Penalty 4166.727050 = -617534.991921 nChanged 1 SP:Iteration 59Q (13755.640000 sec): 3 clusters Score: Raw -621702.826987 + Penalty 4166.727050 = -617536.099937 nChanged 3 SP:Iteration 60F (13755.870000 sec): 3 clusters Score: Raw -621704.318038 + Penalty 4166.727050 = -617537.590988 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 6 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13755.960000 sec): 2 clusters Score: Raw -32476.741408 + Penalty 1367.330329 = -31109.411079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13756.080000 sec): 3 clusters Score: Raw -32690.261855 + Penalty 2734.660658 = -29955.601197 nChanged 22 SP:Iteration 1F (13756.250000 sec): 3 clusters Score: Raw -32774.806133 + Penalty 2734.660658 = -30040.145475 nChanged 6 SP:Iteration 2Q (13756.410000 sec): 3 clusters Score: Raw -32804.178379 + Penalty 2734.660658 = -30069.517720 nChanged 2 SP:Iteration 3Q (13756.580000 sec): 3 clusters Score: Raw -32820.236158 + Penalty 2734.660658 = -30085.575500 nChanged 2 SP:Iteration 4Q (13756.790000 sec): 3 clusters Score: Raw -32845.787264 + Penalty 2734.660658 = -30111.126606 nChanged 4 SP:Iteration 5Q (13756.980000 sec): 3 clusters Score: Raw -32882.876330 + Penalty 2734.660658 = -30148.215672 nChanged 3 SP:Iteration 6Q (13757.120000 sec): 3 clusters Score: Raw -32947.406196 + Penalty 2734.660658 = -30212.745538 nChanged 2 SP:Iteration 7Q (13757.330000 sec): 3 clusters Score: Raw -32960.932607 + Penalty 2734.660658 = -30226.271949 nChanged 3 SP:Iteration 8Q (13757.560000 sec): 3 clusters Score: Raw -32983.378763 + Penalty 2734.660658 = -30248.718105 nChanged 5 SP:Iteration 9Q (13757.700000 sec): 3 clusters Score: Raw -33009.905115 + Penalty 2734.660658 = -30275.244457 nChanged 1 SP:Iteration 10Q (13757.870000 sec): 3 clusters Score: Raw -33015.443423 + Penalty 2734.660658 = -30280.782765 nChanged 1 SP:Iteration 11Q (13758.020000 sec): 3 clusters Score: Raw -33022.217988 + Penalty 2734.660658 = -30287.557330 nChanged 0 SP:Iteration 12F (13758.190000 sec): 3 clusters Score: Raw -33022.217988 + Penalty 2734.660658 = -30287.557330 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 7 (8943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13758.350000 sec): 2 clusters Score: Raw -1244450.657027 + Penalty 2256.459343 = -1242194.197685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13758.600000 sec): 3 clusters Score: Raw -1239732.296382 + Penalty 4512.918686 = -1235219.377696 nChanged 3616 SP:Iteration 1F (13758.850000 sec): 3 clusters Score: Raw -1241788.746200 + Penalty 4512.918686 = -1237275.827514 nChanged 694 SP:Iteration 2F (13759.110000 sec): 3 clusters Score: Raw -1242224.403922 + Penalty 4512.918686 = -1237711.485236 nChanged 550 SP:Iteration 3F (13759.340000 sec): 3 clusters Score: Raw -1242609.327848 + Penalty 4512.918686 = -1238096.409162 nChanged 495 SP:Iteration 4F (13759.600000 sec): 3 clusters Score: Raw -1242943.648124 + Penalty 4512.918686 = -1238430.729438 nChanged 453 SP:Iteration 5F (13759.860000 sec): 3 clusters Score: Raw -1243223.819823 + Penalty 4512.918686 = -1238710.901137 nChanged 395 SP:Iteration 6Q (13760.110000 sec): 3 clusters Score: Raw -1243465.605596 + Penalty 4512.918686 = -1238952.686911 nChanged 346 SP:Iteration 7Q (13760.390000 sec): 3 clusters Score: Raw -1243668.499742 + Penalty 4512.918686 = -1239155.581056 nChanged 308 SP:Iteration 8Q (13760.640000 sec): 3 clusters Score: Raw -1243853.201501 + Penalty 4512.918686 = -1239340.282815 nChanged 269 SP:Iteration 9Q (13760.890000 sec): 3 clusters Score: Raw -1244007.372534 + Penalty 4512.918686 = -1239494.453848 nChanged 258 SP:Iteration 10Q (13761.120000 sec): 3 clusters Score: Raw -1244152.884125 + Penalty 4512.918686 = -1239639.965439 nChanged 239 SP:Iteration 11Q (13761.360000 sec): 3 clusters Score: Raw -1244291.001686 + Penalty 4512.918686 = -1239778.083001 nChanged 210 SP:Iteration 12Q (13761.630000 sec): 3 clusters Score: Raw -1244411.106460 + Penalty 4512.918686 = -1239898.187774 nChanged 196 SP:Iteration 13Q (13761.880000 sec): 3 clusters Score: Raw -1244543.929029 + Penalty 4512.918686 = -1240031.010343 nChanged 181 SP:Iteration 14Q (13762.140000 sec): 3 clusters Score: Raw -1244664.354674 + Penalty 4512.918686 = -1240151.435988 nChanged 157 SP:Iteration 15Q (13762.360000 sec): 3 clusters Score: Raw -1244747.568230 + Penalty 4512.918686 = -1240234.649544 nChanged 136 SP:Iteration 16Q (13762.610000 sec): 3 clusters Score: Raw -1244820.460197 + Penalty 4512.918686 = -1240307.541512 nChanged 121 SP:Iteration 17Q (13762.810000 sec): 3 clusters Score: Raw -1244873.424516 + Penalty 4512.918686 = -1240360.505830 nChanged 106 SP:Iteration 18Q (13763.110000 sec): 3 clusters Score: Raw -1244918.425898 + Penalty 4512.918686 = -1240405.507213 nChanged 93 SP:Iteration 19Q (13763.320000 sec): 3 clusters Score: Raw -1244954.626014 + Penalty 4512.918686 = -1240441.707329 nChanged 67 SP:Iteration 20F (13763.580000 sec): 3 clusters Score: Raw -1244980.722312 + Penalty 4512.918686 = -1240467.803626 nChanged 45 SP:Iteration 21Q (13763.810000 sec): 3 clusters Score: Raw -1244995.220042 + Penalty 4512.918686 = -1240482.301356 nChanged 23 SP:Iteration 22Q (13764.060000 sec): 3 clusters Score: Raw -1245001.227033 + Penalty 4512.918686 = -1240488.308347 nChanged 17 SP:Iteration 23Q (13764.260000 sec): 3 clusters Score: Raw -1245005.924518 + Penalty 4512.918686 = -1240493.005832 nChanged 17 SP:Iteration 24Q (13764.550000 sec): 3 clusters Score: Raw -1245010.857120 + Penalty 4512.918686 = -1240497.938434 nChanged 13 SP:Iteration 25Q (13764.740000 sec): 3 clusters Score: Raw -1245014.075906 + Penalty 4512.918686 = -1240501.157220 nChanged 10 SP:Iteration 26Q (13764.980000 sec): 3 clusters Score: Raw -1245016.347232 + Penalty 4512.918686 = -1240503.428547 nChanged 11 SP:Iteration 27Q (13765.220000 sec): 3 clusters Score: Raw -1245018.669991 + Penalty 4512.918686 = -1240505.751306 nChanged 9 SP:Iteration 28Q (13765.450000 sec): 3 clusters Score: Raw -1245020.569071 + Penalty 4512.918686 = -1240507.650386 nChanged 7 SP:Iteration 29Q (13765.660000 sec): 3 clusters Score: Raw -1245022.175583 + Penalty 4512.918686 = -1240509.256898 nChanged 7 SP:Iteration 30Q (13765.900000 sec): 3 clusters Score: Raw -1245023.799015 + Penalty 4512.918686 = -1240510.880329 nChanged 6 SP:Iteration 31Q (13766.150000 sec): 3 clusters Score: Raw -1245024.654573 + Penalty 4512.918686 = -1240511.735888 nChanged 2 SP:Iteration 32Q (13766.340000 sec): 3 clusters Score: Raw -1245025.032483 + Penalty 4512.918686 = -1240512.113797 nChanged 3 SP:Iteration 33Q (13766.500000 sec): 3 clusters Score: Raw -1245025.771467 + Penalty 4512.918686 = -1240512.852781 nChanged 3 SP:Iteration 34Q (13766.660000 sec): 3 clusters Score: Raw -1245026.386758 + Penalty 4512.918686 = -1240513.468072 nChanged 0 SP:Iteration 35F (13766.850000 sec): 3 clusters Score: Raw -1245026.386758 + Penalty 4512.918686 = -1240513.468072 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 8 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13766.970000 sec): 2 clusters Score: Raw -30876.728224 + Penalty 1351.857536 = -29524.870688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13767.160000 sec): 3 clusters Score: Raw -31009.263497 + Penalty 2703.715073 = -28305.548424 nChanged 16 SP:Iteration 1F (13767.310000 sec): 3 clusters Score: Raw -31087.665401 + Penalty 2703.715073 = -28383.950328 nChanged 8 SP:Iteration 2Q (13767.500000 sec): 3 clusters Score: Raw -31120.137404 + Penalty 2703.715073 = -28416.422331 nChanged 0 SP:Iteration 3F (13767.680000 sec): 3 clusters Score: Raw -31120.137404 + Penalty 2703.715073 = -28416.422331 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 9 (3532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13767.770000 sec): 2 clusters Score: Raw -487962.243332 + Penalty 2026.065651 = -485936.177680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13767.940000 sec): 3 clusters Score: Raw -486396.037628 + Penalty 4052.131303 = -482343.906325 nChanged 1243 SP:Iteration 1F (13768.150000 sec): 3 clusters Score: Raw -487266.445497 + Penalty 4052.131303 = -483214.314195 nChanged 301 SP:Iteration 2F (13768.340000 sec): 3 clusters Score: Raw -487522.329811 + Penalty 4052.131303 = -483470.198509 nChanged 215 SP:Iteration 3F (13768.510000 sec): 3 clusters Score: Raw -487694.555146 + Penalty 4052.131303 = -483642.423843 nChanged 151 SP:Iteration 4Q (13768.710000 sec): 3 clusters Score: Raw -487811.073523 + Penalty 4052.131303 = -483758.942220 nChanged 126 SP:Iteration 5Q (13768.880000 sec): 3 clusters Score: Raw -487910.194746 + Penalty 4052.131303 = -483858.063443 nChanged 113 SP:Iteration 6Q (13769.030000 sec): 3 clusters Score: Raw -487989.299340 + Penalty 4052.131303 = -483937.168037 nChanged 84 SP:Iteration 7Q (13769.190000 sec): 3 clusters Score: Raw -488046.142350 + Penalty 4052.131303 = -483994.011047 nChanged 70 SP:Iteration 8Q (13769.380000 sec): 3 clusters Score: Raw -488097.353488 + Penalty 4052.131303 = -484045.222186 nChanged 83 SP:Iteration 9Q (13769.600000 sec): 3 clusters Score: Raw -488161.492750 + Penalty 4052.131303 = -484109.361447 nChanged 81 SP:Iteration 10Q (13769.770000 sec): 3 clusters Score: Raw -488215.991848 + Penalty 4052.131303 = -484163.860545 nChanged 65 SP:Iteration 11Q (13769.880000 sec): 3 clusters Score: Raw -488256.999050 + Penalty 4052.131303 = -484204.867747 nChanged 58 SP:Iteration 12Q (13770.040000 sec): 3 clusters Score: Raw -488299.195871 + Penalty 4052.131303 = -484247.064568 nChanged 60 SP:Iteration 13Q (13770.160000 sec): 3 clusters Score: Raw -488345.366481 + Penalty 4052.131303 = -484293.235178 nChanged 67 SP:Iteration 14Q (13770.330000 sec): 3 clusters Score: Raw -488388.895862 + Penalty 4052.131303 = -484336.764559 nChanged 57 SP:Iteration 15Q (13770.530000 sec): 3 clusters Score: Raw -488430.718870 + Penalty 4052.131303 = -484378.587568 nChanged 56 SP:Iteration 16Q (13770.750000 sec): 3 clusters Score: Raw -488466.824782 + Penalty 4052.131303 = -484414.693479 nChanged 47 SP:Iteration 17Q (13770.980000 sec): 3 clusters Score: Raw -488500.673003 + Penalty 4052.131303 = -484448.541701 nChanged 46 SP:Iteration 18Q (13771.190000 sec): 3 clusters Score: Raw -488533.801810 + Penalty 4052.131303 = -484481.670507 nChanged 53 SP:Iteration 19Q (13771.380000 sec): 3 clusters Score: Raw -488580.207454 + Penalty 4052.131303 = -484528.076152 nChanged 51 SP:Iteration 20F (13771.580000 sec): 3 clusters Score: Raw -488619.078083 + Penalty 4052.131303 = -484566.946780 nChanged 48 SP:Iteration 21Q (13771.730000 sec): 3 clusters Score: Raw -488651.055024 + Penalty 4052.131303 = -484598.923721 nChanged 44 SP:Iteration 22Q (13771.970000 sec): 3 clusters Score: Raw -488690.402316 + Penalty 4052.131303 = -484638.271014 nChanged 40 SP:Iteration 23Q (13772.210000 sec): 3 clusters Score: Raw -488724.083192 + Penalty 4052.131303 = -484671.951889 nChanged 41 SP:Iteration 24Q (13772.360000 sec): 3 clusters Score: Raw -488763.061485 + Penalty 4052.131303 = -484710.930183 nChanged 29 SP:Iteration 25Q (13772.650000 sec): 3 clusters Score: Raw -488787.556188 + Penalty 4052.131303 = -484735.424885 nChanged 27 SP:Iteration 26Q (13772.810000 sec): 3 clusters Score: Raw -488813.937004 + Penalty 4052.131303 = -484761.805702 nChanged 45 SP:Iteration 27Q (13773.020000 sec): 3 clusters Score: Raw -488858.915845 + Penalty 4052.131303 = -484806.784542 nChanged 39 SP:Iteration 28Q (13773.210000 sec): 3 clusters Score: Raw -488892.543853 + Penalty 4052.131303 = -484840.412550 nChanged 29 SP:Iteration 29Q (13773.420000 sec): 3 clusters Score: Raw -488915.362514 + Penalty 4052.131303 = -484863.231211 nChanged 25 SP:Iteration 30Q (13773.590000 sec): 3 clusters Score: Raw -488937.770210 + Penalty 4052.131303 = -484885.638907 nChanged 27 SP:Iteration 31Q (13773.790000 sec): 3 clusters Score: Raw -488969.773483 + Penalty 4052.131303 = -484917.642180 nChanged 30 SP:Iteration 32Q (13774.050000 sec): 3 clusters Score: Raw -489005.745663 + Penalty 4052.131303 = -484953.614360 nChanged 25 SP:Iteration 33Q (13774.280000 sec): 3 clusters Score: Raw -489024.492630 + Penalty 4052.131303 = -484972.361327 nChanged 12 SP:Iteration 34Q (13774.500000 sec): 3 clusters Score: Raw -489032.318524 + Penalty 4052.131303 = -484980.187222 nChanged 9 SP:Iteration 35Q (13774.680000 sec): 3 clusters Score: Raw -489039.237958 + Penalty 4052.131303 = -484987.106655 nChanged 8 SP:Iteration 36Q (13774.840000 sec): 3 clusters Score: Raw -489045.920168 + Penalty 4052.131303 = -484993.788865 nChanged 8 SP:Iteration 37Q (13775.040000 sec): 3 clusters Score: Raw -489049.859385 + Penalty 4052.131303 = -484997.728083 nChanged 3 SP:Iteration 38Q (13775.250000 sec): 3 clusters Score: Raw -489051.950222 + Penalty 4052.131303 = -484999.818919 nChanged 2 SP:Iteration 39Q (13775.460000 sec): 3 clusters Score: Raw -489052.786453 + Penalty 4052.131303 = -485000.655150 nChanged 0 SP:Iteration 40F (13775.720000 sec): 3 clusters Score: Raw -489052.786453 + Penalty 4052.131303 = -485000.655150 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 10 (5546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13775.800000 sec): 2 clusters Score: Raw -800123.362542 + Penalty 2137.966392 = -797985.396150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13776.020000 sec): 3 clusters Score: Raw -797413.110888 + Penalty 4275.932784 = -793137.178104 nChanged 2102 SP:Iteration 1F (13776.210000 sec): 3 clusters Score: Raw -798578.889338 + Penalty 4275.932784 = -794302.956554 nChanged 366 SP:Iteration 2F (13776.400000 sec): 3 clusters Score: Raw -798779.155470 + Penalty 4275.932784 = -794503.222686 nChanged 270 SP:Iteration 3Q (13776.590000 sec): 3 clusters Score: Raw -798927.238254 + Penalty 4275.932784 = -794651.305470 nChanged 209 SP:Iteration 4Q (13776.750000 sec): 3 clusters Score: Raw -799038.723727 + Penalty 4275.932784 = -794762.790943 nChanged 192 SP:Iteration 5Q (13776.980000 sec): 3 clusters Score: Raw -799132.351463 + Penalty 4275.932784 = -794856.418679 nChanged 159 SP:Iteration 6Q (13777.150000 sec): 3 clusters Score: Raw -799208.508816 + Penalty 4275.932784 = -794932.576032 nChanged 146 SP:Iteration 7Q (13777.340000 sec): 3 clusters Score: Raw -799281.863485 + Penalty 4275.932784 = -795005.930700 nChanged 142 SP:Iteration 8Q (13777.540000 sec): 3 clusters Score: Raw -799352.844329 + Penalty 4275.932784 = -795076.911545 nChanged 126 SP:Iteration 9Q (13777.760000 sec): 3 clusters Score: Raw -799413.985382 + Penalty 4275.932784 = -795138.052597 nChanged 125 SP:Iteration 10Q (13778.000000 sec): 3 clusters Score: Raw -799476.869447 + Penalty 4275.932784 = -795200.936662 nChanged 105 SP:Iteration 11Q (13778.210000 sec): 3 clusters Score: Raw -799526.011475 + Penalty 4275.932784 = -795250.078691 nChanged 106 SP:Iteration 12Q (13778.420000 sec): 3 clusters Score: Raw -799574.798763 + Penalty 4275.932784 = -795298.865978 nChanged 101 SP:Iteration 13Q (13778.620000 sec): 3 clusters Score: Raw -799616.769502 + Penalty 4275.932784 = -795340.836718 nChanged 83 SP:Iteration 14Q (13778.830000 sec): 3 clusters Score: Raw -799652.442389 + Penalty 4275.932784 = -795376.509605 nChanged 80 SP:Iteration 15Q (13779.040000 sec): 3 clusters Score: Raw -799690.190939 + Penalty 4275.932784 = -795414.258155 nChanged 83 SP:Iteration 16Q (13779.260000 sec): 3 clusters Score: Raw -799723.938992 + Penalty 4275.932784 = -795448.006208 nChanged 76 SP:Iteration 17Q (13779.450000 sec): 3 clusters Score: Raw -799764.386049 + Penalty 4275.932784 = -795488.453265 nChanged 79 SP:Iteration 18Q (13779.700000 sec): 3 clusters Score: Raw -799804.457044 + Penalty 4275.932784 = -795528.524260 nChanged 71 SP:Iteration 19Q (13779.890000 sec): 3 clusters Score: Raw -799841.341810 + Penalty 4275.932784 = -795565.409026 nChanged 79 SP:Iteration 20F (13780.120000 sec): 3 clusters Score: Raw -799885.446270 + Penalty 4275.932784 = -795609.513486 nChanged 89 SP:Iteration 21Q (13780.330000 sec): 3 clusters Score: Raw -799928.638293 + Penalty 4275.932784 = -795652.705509 nChanged 66 SP:Iteration 22Q (13780.540000 sec): 3 clusters Score: Raw -799956.825847 + Penalty 4275.932784 = -795680.893063 nChanged 68 SP:Iteration 23Q (13780.720000 sec): 3 clusters Score: Raw -799991.514157 + Penalty 4275.932784 = -795715.581372 nChanged 72 SP:Iteration 24Q (13780.970000 sec): 3 clusters Score: Raw -800030.553327 + Penalty 4275.932784 = -795754.620543 nChanged 63 SP:Iteration 25Q (13781.160000 sec): 3 clusters Score: Raw -800065.281116 + Penalty 4275.932784 = -795789.348332 nChanged 66 SP:Iteration 26Q (13781.400000 sec): 3 clusters Score: Raw -800107.600473 + Penalty 4275.932784 = -795831.667689 nChanged 56 SP:Iteration 27Q (13781.620000 sec): 3 clusters Score: Raw -800139.920162 + Penalty 4275.932784 = -795863.987377 nChanged 59 SP:Iteration 28Q (13781.820000 sec): 3 clusters Score: Raw -800179.433789 + Penalty 4275.932784 = -795903.501005 nChanged 56 SP:Iteration 29Q (13782.030000 sec): 3 clusters Score: Raw -800214.133373 + Penalty 4275.932784 = -795938.200589 nChanged 53 SP:Iteration 30Q (13782.280000 sec): 3 clusters Score: Raw -800246.287001 + Penalty 4275.932784 = -795970.354217 nChanged 44 SP:Iteration 31Q (13782.460000 sec): 3 clusters Score: Raw -800272.348487 + Penalty 4275.932784 = -795996.415703 nChanged 47 SP:Iteration 32Q (13782.670000 sec): 3 clusters Score: Raw -800304.113207 + Penalty 4275.932784 = -796028.180423 nChanged 43 SP:Iteration 33Q (13782.930000 sec): 3 clusters Score: Raw -800333.052890 + Penalty 4275.932784 = -796057.120105 nChanged 34 SP:Iteration 34Q (13783.170000 sec): 3 clusters Score: Raw -800357.690932 + Penalty 4275.932784 = -796081.758148 nChanged 33 SP:Iteration 35Q (13783.390000 sec): 3 clusters Score: Raw -800380.118803 + Penalty 4275.932784 = -796104.186019 nChanged 31 SP:Iteration 36Q (13783.580000 sec): 3 clusters Score: Raw -800398.219569 + Penalty 4275.932784 = -796122.286785 nChanged 17 SP:Iteration 37Q (13783.800000 sec): 3 clusters Score: Raw -800407.585718 + Penalty 4275.932784 = -796131.652934 nChanged 14 SP:Iteration 38Q (13784.000000 sec): 3 clusters Score: Raw -800415.771461 + Penalty 4275.932784 = -796139.838677 nChanged 19 SP:Iteration 39Q (13784.220000 sec): 3 clusters Score: Raw -800430.498902 + Penalty 4275.932784 = -796154.566118 nChanged 17 SP:Iteration 40F (13784.450000 sec): 3 clusters Score: Raw -800441.641972 + Penalty 4275.932784 = -796165.709188 nChanged 16 SP:Iteration 41Q (13784.710000 sec): 3 clusters Score: Raw -800451.686799 + Penalty 4275.932784 = -796175.754015 nChanged 15 SP:Iteration 42Q (13784.940000 sec): 3 clusters Score: Raw -800458.994840 + Penalty 4275.932784 = -796183.062056 nChanged 13 SP:Iteration 43Q (13785.160000 sec): 3 clusters Score: Raw -800465.407684 + Penalty 4275.932784 = -796189.474900 nChanged 9 SP:Iteration 44Q (13785.360000 sec): 3 clusters Score: Raw -800470.930133 + Penalty 4275.932784 = -796194.997349 nChanged 9 SP:Iteration 45Q (13785.580000 sec): 3 clusters Score: Raw -800479.594085 + Penalty 4275.932784 = -796203.661301 nChanged 10 SP:Iteration 46Q (13785.790000 sec): 3 clusters Score: Raw -800487.190149 + Penalty 4275.932784 = -796211.257365 nChanged 8 SP:Iteration 47Q (13786.020000 sec): 3 clusters Score: Raw -800491.443042 + Penalty 4275.932784 = -796215.510257 nChanged 9 SP:Iteration 48Q (13786.240000 sec): 3 clusters Score: Raw -800495.355299 + Penalty 4275.932784 = -796219.422515 nChanged 6 SP:Iteration 49Q (13786.430000 sec): 3 clusters Score: Raw -800499.040314 + Penalty 4275.932784 = -796223.107530 nChanged 6 SP:Iteration 50Q (13786.660000 sec): 3 clusters Score: Raw -800502.237921 + Penalty 4275.932784 = -796226.305137 nChanged 4 SP:Iteration 51Q (13786.840000 sec): 3 clusters Score: Raw -800503.668876 + Penalty 4275.932784 = -796227.736092 nChanged 2 SP:Iteration 52Q (13787.090000 sec): 3 clusters Score: Raw -800504.894805 + Penalty 4275.932784 = -796228.962021 nChanged 0 SP:Iteration 53F (13787.290000 sec): 3 clusters Score: Raw -800504.894805 + Penalty 4275.932784 = -796228.962021 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 11 (91746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13787.770000 sec): 2 clusters Score: Raw -13594159.118590 + Penalty 2833.841234 = -13591325.277356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13788.450000 sec): 3 clusters Score: Raw -13535512.768691 + Penalty 5667.682467 = -13529845.086224 nChanged 43391 SP:Iteration 1F (13789.200000 sec): 3 clusters Score: Raw -13560498.740808 + Penalty 5667.682467 = -13554831.058341 nChanged 3265 SP:Iteration 2Q (13790.020000 sec): 3 clusters Score: Raw -13561411.954482 + Penalty 5667.682467 = -13555744.272014 nChanged 3577 SP:Iteration 3Q (13790.860000 sec): 3 clusters Score: Raw -13562644.838885 + Penalty 5667.682467 = -13556977.156418 nChanged 4079 SP:Iteration 4Q (13791.590000 sec): 3 clusters Score: Raw -13564439.131668 + Penalty 5667.682467 = -13558771.449200 nChanged 4908 SP:Iteration 5F (13792.300000 sec): 3 clusters Score: Raw -13567211.296655 + Penalty 5667.682467 = -13561543.614188 nChanged 5934 SP:Iteration 6F (13793.050000 sec): 3 clusters Score: Raw -13571394.285736 + Penalty 5667.682467 = -13565726.603268 nChanged 6873 SP:Iteration 7F (13793.750000 sec): 3 clusters Score: Raw -13576896.147903 + Penalty 5667.682467 = -13571228.465436 nChanged 6640 SP:Iteration 8F (13794.490000 sec): 3 clusters Score: Raw -13582621.742871 + Penalty 5667.682467 = -13576954.060404 nChanged 5484 SP:Iteration 9F (13795.190000 sec): 3 clusters Score: Raw -13587432.234857 + Penalty 5667.682467 = -13581764.552389 nChanged 3948 SP:Iteration 10Q (13795.880000 sec): 3 clusters Score: Raw -13590925.152977 + Penalty 5667.682467 = -13585257.470509 nChanged 2240 SP:Iteration 11Q (13796.600000 sec): 3 clusters Score: Raw -13592886.210483 + Penalty 5667.682467 = -13587218.528016 nChanged 1071 SP:Iteration 12Q (13797.260000 sec): 3 clusters Score: Raw -13593824.958255 + Penalty 5667.682467 = -13588157.275788 nChanged 417 SP:Iteration 13Q (13797.990000 sec): 3 clusters Score: Raw -13594191.554291 + Penalty 5667.682467 = -13588523.871823 nChanged 181 SP:Iteration 14Q (13798.630000 sec): 3 clusters Score: Raw -13594347.475500 + Penalty 5667.682467 = -13588679.793033 nChanged 65 SP:Iteration 15Q (13799.260000 sec): 3 clusters Score: Raw -13594402.658125 + Penalty 5667.682467 = -13588734.975658 nChanged 42 SP:Iteration 16Q (13800.010000 sec): 3 clusters Score: Raw -13594449.150262 + Penalty 5667.682467 = -13588781.467794 nChanged 29 SP:Iteration 17Q (13800.800000 sec): 3 clusters Score: Raw -13594479.921240 + Penalty 5667.682467 = -13588812.238773 nChanged 16 SP:Iteration 18Q (13801.490000 sec): 3 clusters Score: Raw -13594498.733842 + Penalty 5667.682467 = -13588831.051374 nChanged 15 SP:Iteration 19Q (13802.170000 sec): 3 clusters Score: Raw -13594513.580705 + Penalty 5667.682467 = -13588845.898238 nChanged 3 SP:Iteration 20F (13802.800000 sec): 3 clusters Score: Raw -13594516.007271 + Penalty 5667.682467 = -13588848.324803 nChanged 2 SP:Iteration 21Q (13803.420000 sec): 3 clusters Score: Raw -13594517.973907 + Penalty 5667.682467 = -13588850.291440 nChanged 2 SP:Iteration 22Q (13804.090000 sec): 3 clusters Score: Raw -13594519.992059 + Penalty 5667.682467 = -13588852.309591 nChanged 2 SP:Iteration 23Q (13804.710000 sec): 3 clusters Score: Raw -13594521.555961 + Penalty 5667.682467 = -13588853.873494 nChanged 0 SP:Iteration 24F (13805.370000 sec): 3 clusters Score: Raw -13594521.555961 + Penalty 5667.682467 = -13588853.873494 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 12 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13805.470000 sec): 2 clusters Score: Raw -50514.251446 + Penalty 1464.529738 = -49049.721708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13805.680000 sec): 3 clusters Score: Raw -50583.175890 + Penalty 2929.059477 = -47654.116414 nChanged 50 SP:Iteration 1F (13805.830000 sec): 3 clusters Score: Raw -50699.606763 + Penalty 2929.059477 = -47770.547287 nChanged 14 SP:Iteration 2Q (13805.980000 sec): 3 clusters Score: Raw -50733.743961 + Penalty 2929.059477 = -47804.684484 nChanged 7 SP:Iteration 3Q (13806.170000 sec): 3 clusters Score: Raw -50756.447549 + Penalty 2929.059477 = -47827.388072 nChanged 3 SP:Iteration 4Q (13806.310000 sec): 3 clusters Score: Raw -50763.566039 + Penalty 2929.059477 = -47834.506562 nChanged 1 SP:Iteration 5Q (13806.490000 sec): 3 clusters Score: Raw -50772.253840 + Penalty 2929.059477 = -47843.194363 nChanged 1 SP:Iteration 6Q (13806.740000 sec): 3 clusters Score: Raw -50779.379027 + Penalty 2929.059477 = -47850.319551 nChanged 0 SP:Iteration 7F (13806.870000 sec): 3 clusters Score: Raw -50779.379027 + Penalty 2929.059477 = -47850.319551 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 13 (22650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13807.100000 sec): 2 clusters Score: Raw -3363071.761554 + Penalty 2486.922952 = -3360584.838601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13807.440000 sec): 3 clusters Score: Raw -3349788.159190 + Penalty 4973.845905 = -3344814.313285 nChanged 9932 SP:Iteration 1F (13807.740000 sec): 3 clusters Score: Raw -3355207.882721 + Penalty 4973.845905 = -3350234.036816 nChanged 1251 SP:Iteration 2F (13808.080000 sec): 3 clusters Score: Raw -3355759.989973 + Penalty 4973.845905 = -3350786.144068 nChanged 1222 SP:Iteration 3F (13808.430000 sec): 3 clusters Score: Raw -3356355.737118 + Penalty 4973.845905 = -3351381.891213 nChanged 1316 SP:Iteration 4F (13808.760000 sec): 3 clusters Score: Raw -3357160.213253 + Penalty 4973.845905 = -3352186.367348 nChanged 1568 SP:Iteration 5F (13809.140000 sec): 3 clusters Score: Raw -3358354.719349 + Penalty 4973.845905 = -3353380.873444 nChanged 1722 SP:Iteration 6F (13809.510000 sec): 3 clusters Score: Raw -3359889.087963 + Penalty 4973.845905 = -3354915.242058 nChanged 1527 SP:Iteration 7F (13809.840000 sec): 3 clusters Score: Raw -3361351.224414 + Penalty 4973.845905 = -3356377.378509 nChanged 1032 SP:Iteration 8Q (13810.170000 sec): 3 clusters Score: Raw -3362320.833817 + Penalty 4973.845905 = -3357346.987912 nChanged 559 SP:Iteration 9Q (13810.460000 sec): 3 clusters Score: Raw -3362828.859692 + Penalty 4973.845905 = -3357855.013788 nChanged 314 SP:Iteration 10Q (13810.760000 sec): 3 clusters Score: Raw -3363120.858256 + Penalty 4973.845905 = -3358147.012351 nChanged 156 SP:Iteration 11Q (13811.080000 sec): 3 clusters Score: Raw -3363273.325467 + Penalty 4973.845905 = -3358299.479562 nChanged 77 SP:Iteration 12Q (13811.340000 sec): 3 clusters Score: Raw -3363360.553560 + Penalty 4973.845905 = -3358386.707655 nChanged 40 SP:Iteration 13Q (13811.620000 sec): 3 clusters Score: Raw -3363405.340997 + Penalty 4973.845905 = -3358431.495092 nChanged 27 SP:Iteration 14Q (13811.980000 sec): 3 clusters Score: Raw -3363438.025737 + Penalty 4973.845905 = -3358464.179832 nChanged 13 SP:Iteration 15Q (13812.290000 sec): 3 clusters Score: Raw -3363453.638319 + Penalty 4973.845905 = -3358479.792414 nChanged 9 SP:Iteration 16Q (13812.610000 sec): 3 clusters Score: Raw -3363464.047866 + Penalty 4973.845905 = -3358490.201961 nChanged 11 SP:Iteration 17Q (13812.950000 sec): 3 clusters Score: Raw -3363475.008561 + Penalty 4973.845905 = -3358501.162657 nChanged 6 SP:Iteration 18Q (13813.190000 sec): 3 clusters Score: Raw -3363480.206509 + Penalty 4973.845905 = -3358506.360604 nChanged 2 SP:Iteration 19Q (13813.490000 sec): 3 clusters Score: Raw -3363482.069117 + Penalty 4973.845905 = -3358508.223212 nChanged 4 SP:Iteration 20F (13813.810000 sec): 3 clusters Score: Raw -3363488.401044 + Penalty 4973.845905 = -3358514.555139 nChanged 5 SP:Iteration 21Q (13814.100000 sec): 3 clusters Score: Raw -3363497.193937 + Penalty 4973.845905 = -3358523.348032 nChanged 4 SP:Iteration 22Q (13814.390000 sec): 3 clusters Score: Raw -3363502.715610 + Penalty 4973.845905 = -3358528.869705 nChanged 1 SP:Iteration 23Q (13814.660000 sec): 3 clusters Score: Raw -3363503.608066 + Penalty 4973.845905 = -3358529.762161 nChanged 0 SP:Iteration 24F (13815.010000 sec): 3 clusters Score: Raw -3363503.608066 + Penalty 4973.845905 = -3358529.762161 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13815.140000 sec): 2 clusters Score: Raw -16565.174731 + Penalty 1221.958914 = -15343.215817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13815.350000 sec): 3 clusters Score: Raw -17049.974446 + Penalty 2443.917828 = -14606.056618 nChanged 6 SP:Iteration 1Q (13815.510000 sec): 3 clusters Score: Raw -17126.029411 + Penalty 2443.917828 = -14682.111583 nChanged 3 SP:Iteration 2Q (13815.680000 sec): 3 clusters Score: Raw -17149.598581 + Penalty 2443.917828 = -14705.680753 nChanged 1 SP:Iteration 3Q (13815.870000 sec): 3 clusters Score: Raw -17157.313526 + Penalty 2443.917828 = -14713.395698 nChanged 0 SP:Iteration 4F (13816.080000 sec): 3 clusters Score: Raw -17157.313526 + Penalty 2443.917828 = -14713.395698 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 15 (53398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13816.450000 sec): 2 clusters Score: Raw -7828405.671613 + Penalty 2699.611086 = -7825706.060527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13816.940000 sec): 3 clusters Score: Raw -7795152.930705 + Penalty 5399.222171 = -7789753.708534 nChanged 24853 SP:Iteration 1F (13817.460000 sec): 3 clusters Score: Raw -7808870.268198 + Penalty 5399.222171 = -7803471.046027 nChanged 2198 SP:Iteration 2Q (13817.930000 sec): 3 clusters Score: Raw -7809593.042655 + Penalty 5399.222171 = -7804193.820484 nChanged 2362 SP:Iteration 3Q (13818.460000 sec): 3 clusters Score: Raw -7810490.384675 + Penalty 5399.222171 = -7805091.162504 nChanged 2571 SP:Iteration 4Q (13818.970000 sec): 3 clusters Score: Raw -7811650.038194 + Penalty 5399.222171 = -7806250.816023 nChanged 3063 SP:Iteration 5F (13819.450000 sec): 3 clusters Score: Raw -7813401.321808 + Penalty 5399.222171 = -7808002.099637 nChanged 3609 SP:Iteration 6F (13819.920000 sec): 3 clusters Score: Raw -7815937.472450 + Penalty 5399.222171 = -7810538.250279 nChanged 3908 SP:Iteration 7F (13820.420000 sec): 3 clusters Score: Raw -7819194.520940 + Penalty 5399.222171 = -7813795.298768 nChanged 3674 SP:Iteration 8F (13820.890000 sec): 3 clusters Score: Raw -7822619.674426 + Penalty 5399.222171 = -7817220.452255 nChanged 2726 SP:Iteration 9F (13821.370000 sec): 3 clusters Score: Raw -7825143.443691 + Penalty 5399.222171 = -7819744.221520 nChanged 1708 SP:Iteration 10Q (13821.840000 sec): 3 clusters Score: Raw -7826635.622593 + Penalty 5399.222171 = -7821236.400421 nChanged 1066 SP:Iteration 11Q (13822.330000 sec): 3 clusters Score: Raw -7827520.903314 + Penalty 5399.222171 = -7822121.681142 nChanged 613 SP:Iteration 12Q (13822.780000 sec): 3 clusters Score: Raw -7827993.920323 + Penalty 5399.222171 = -7822594.698152 nChanged 359 SP:Iteration 13Q (13823.210000 sec): 3 clusters Score: Raw -7828266.142411 + Penalty 5399.222171 = -7822866.920240 nChanged 225 SP:Iteration 14Q (13823.710000 sec): 3 clusters Score: Raw -7828434.829632 + Penalty 5399.222171 = -7823035.607461 nChanged 146 SP:Iteration 15Q (13824.110000 sec): 3 clusters Score: Raw -7828544.756530 + Penalty 5399.222171 = -7823145.534359 nChanged 108 SP:Iteration 16Q (13824.530000 sec): 3 clusters Score: Raw -7828624.073375 + Penalty 5399.222171 = -7823224.851204 nChanged 65 SP:Iteration 17Q (13825.010000 sec): 3 clusters Score: Raw -7828673.489858 + Penalty 5399.222171 = -7823274.267687 nChanged 52 SP:Iteration 18Q (13825.460000 sec): 3 clusters Score: Raw -7828707.577999 + Penalty 5399.222171 = -7823308.355827 nChanged 32 SP:Iteration 19Q (13825.950000 sec): 3 clusters Score: Raw -7828731.800350 + Penalty 5399.222171 = -7823332.578179 nChanged 32 SP:Iteration 20F (13826.390000 sec): 3 clusters Score: Raw -7828755.724709 + Penalty 5399.222171 = -7823356.502538 nChanged 28 SP:Iteration 21Q (13826.870000 sec): 3 clusters Score: Raw -7828776.204025 + Penalty 5399.222171 = -7823376.981854 nChanged 19 SP:Iteration 22Q (13827.300000 sec): 3 clusters Score: Raw -7828787.527265 + Penalty 5399.222171 = -7823388.305094 nChanged 15 SP:Iteration 23Q (13827.670000 sec): 3 clusters Score: Raw -7828798.982124 + Penalty 5399.222171 = -7823399.759953 nChanged 8 SP:Iteration 24Q (13828.100000 sec): 3 clusters Score: Raw -7828804.780593 + Penalty 5399.222171 = -7823405.558421 nChanged 5 SP:Iteration 25Q (13828.550000 sec): 3 clusters Score: Raw -7828807.323566 + Penalty 5399.222171 = -7823408.101395 nChanged 2 SP:Iteration 26Q (13828.970000 sec): 3 clusters Score: Raw -7828808.602164 + Penalty 5399.222171 = -7823409.379993 nChanged 1 SP:Iteration 27Q (13829.410000 sec): 3 clusters Score: Raw -7828808.937771 + Penalty 5399.222171 = -7823409.715600 nChanged 0 SP:Iteration 28F (13829.930000 sec): 3 clusters Score: Raw -7828808.937771 + Penalty 5399.222171 = -7823409.715600 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 16 (5347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13830.090000 sec): 2 clusters Score: Raw -766252.133349 + Penalty 2128.904152 = -764123.229197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13830.280000 sec): 3 clusters Score: Raw -763716.768746 + Penalty 4257.808304 = -759458.960442 nChanged 2056 SP:Iteration 1F (13830.460000 sec): 3 clusters Score: Raw -764986.528172 + Penalty 4257.808304 = -760728.719868 nChanged 405 SP:Iteration 2F (13830.680000 sec): 3 clusters Score: Raw -765212.060940 + Penalty 4257.808304 = -760954.252637 nChanged 258 SP:Iteration 3Q (13830.880000 sec): 3 clusters Score: Raw -765347.922741 + Penalty 4257.808304 = -761090.114437 nChanged 158 SP:Iteration 4Q (13831.100000 sec): 3 clusters Score: Raw -765416.312308 + Penalty 4257.808304 = -761158.504004 nChanged 133 SP:Iteration 5Q (13831.320000 sec): 3 clusters Score: Raw -765468.384450 + Penalty 4257.808304 = -761210.576147 nChanged 96 SP:Iteration 6Q (13831.520000 sec): 3 clusters Score: Raw -765506.665348 + Penalty 4257.808304 = -761248.857044 nChanged 94 SP:Iteration 7Q (13831.680000 sec): 3 clusters Score: Raw -765540.136007 + Penalty 4257.808304 = -761282.327703 nChanged 75 SP:Iteration 8Q (13831.890000 sec): 3 clusters Score: Raw -765569.039523 + Penalty 4257.808304 = -761311.231219 nChanged 83 SP:Iteration 9Q (13832.100000 sec): 3 clusters Score: Raw -765603.007437 + Penalty 4257.808304 = -761345.199133 nChanged 88 SP:Iteration 10Q (13832.280000 sec): 3 clusters Score: Raw -765638.130851 + Penalty 4257.808304 = -761380.322548 nChanged 77 SP:Iteration 11Q (13832.480000 sec): 3 clusters Score: Raw -765666.237096 + Penalty 4257.808304 = -761408.428792 nChanged 87 SP:Iteration 12Q (13832.690000 sec): 3 clusters Score: Raw -765700.649699 + Penalty 4257.808304 = -761442.841395 nChanged 90 SP:Iteration 13Q (13832.920000 sec): 3 clusters Score: Raw -765736.222396 + Penalty 4257.808304 = -761478.414092 nChanged 84 SP:Iteration 14Q (13833.130000 sec): 3 clusters Score: Raw -765769.388396 + Penalty 4257.808304 = -761511.580092 nChanged 78 SP:Iteration 15Q (13833.320000 sec): 3 clusters Score: Raw -765801.680817 + Penalty 4257.808304 = -761543.872513 nChanged 69 SP:Iteration 16Q (13833.550000 sec): 3 clusters Score: Raw -765835.765852 + Penalty 4257.808304 = -761577.957548 nChanged 87 SP:Iteration 17Q (13833.770000 sec): 3 clusters Score: Raw -765879.610628 + Penalty 4257.808304 = -761621.802324 nChanged 77 SP:Iteration 18Q (13833.950000 sec): 3 clusters Score: Raw -765912.883152 + Penalty 4257.808304 = -761655.074848 nChanged 78 SP:Iteration 19Q (13834.140000 sec): 3 clusters Score: Raw -765952.586630 + Penalty 4257.808304 = -761694.778326 nChanged 92 SP:Iteration 20F (13834.330000 sec): 3 clusters Score: Raw -766003.097709 + Penalty 4257.808304 = -761745.289405 nChanged 92 SP:Iteration 21Q (13834.540000 sec): 3 clusters Score: Raw -766052.528610 + Penalty 4257.808304 = -761794.720306 nChanged 102 SP:Iteration 22Q (13834.740000 sec): 3 clusters Score: Raw -766111.482974 + Penalty 4257.808304 = -761853.674670 nChanged 95 SP:Iteration 23Q (13834.930000 sec): 3 clusters Score: Raw -766168.581109 + Penalty 4257.808304 = -761910.772805 nChanged 98 SP:Iteration 24Q (13835.110000 sec): 3 clusters Score: Raw -766229.849467 + Penalty 4257.808304 = -761972.041163 nChanged 82 SP:Iteration 25Q (13835.340000 sec): 3 clusters Score: Raw -766280.523640 + Penalty 4257.808304 = -762022.715337 nChanged 75 SP:Iteration 26Q (13835.550000 sec): 3 clusters Score: Raw -766327.067947 + Penalty 4257.808304 = -762069.259643 nChanged 68 SP:Iteration 27Q (13835.730000 sec): 3 clusters Score: Raw -766368.931928 + Penalty 4257.808304 = -762111.123624 nChanged 61 SP:Iteration 28Q (13835.940000 sec): 3 clusters Score: Raw -766411.044662 + Penalty 4257.808304 = -762153.236358 nChanged 62 SP:Iteration 29Q (13836.140000 sec): 3 clusters Score: Raw -766452.572869 + Penalty 4257.808304 = -762194.764565 nChanged 48 SP:Iteration 30Q (13836.330000 sec): 3 clusters Score: Raw -766485.568198 + Penalty 4257.808304 = -762227.759894 nChanged 40 SP:Iteration 31Q (13836.540000 sec): 3 clusters Score: Raw -766508.665113 + Penalty 4257.808304 = -762250.856810 nChanged 27 SP:Iteration 32Q (13836.740000 sec): 3 clusters Score: Raw -766524.703162 + Penalty 4257.808304 = -762266.894858 nChanged 20 SP:Iteration 33Q (13836.920000 sec): 3 clusters Score: Raw -766536.652175 + Penalty 4257.808304 = -762278.843871 nChanged 20 SP:Iteration 34Q (13837.130000 sec): 3 clusters Score: Raw -766546.848334 + Penalty 4257.808304 = -762289.040031 nChanged 13 SP:Iteration 35Q (13837.320000 sec): 3 clusters Score: Raw -766554.287669 + Penalty 4257.808304 = -762296.479365 nChanged 7 SP:Iteration 36Q (13837.490000 sec): 3 clusters Score: Raw -766558.192692 + Penalty 4257.808304 = -762300.384389 nChanged 6 SP:Iteration 37Q (13837.670000 sec): 3 clusters Score: Raw -766562.071048 + Penalty 4257.808304 = -762304.262744 nChanged 6 SP:Iteration 38Q (13837.880000 sec): 3 clusters Score: Raw -766565.863991 + Penalty 4257.808304 = -762308.055687 nChanged 10 SP:Iteration 39Q (13838.110000 sec): 3 clusters Score: Raw -766572.597988 + Penalty 4257.808304 = -762314.789684 nChanged 12 SP:Iteration 40F (13838.300000 sec): 3 clusters Score: Raw -766580.609397 + Penalty 4257.808304 = -762322.801094 nChanged 11 SP:Iteration 41Q (13838.540000 sec): 3 clusters Score: Raw -766587.723179 + Penalty 4257.808304 = -762329.914875 nChanged 9 SP:Iteration 42Q (13838.740000 sec): 3 clusters Score: Raw -766592.871298 + Penalty 4257.808304 = -762335.062994 nChanged 6 SP:Iteration 43Q (13838.940000 sec): 3 clusters Score: Raw -766597.497087 + Penalty 4257.808304 = -762339.688784 nChanged 6 SP:Iteration 44Q (13839.170000 sec): 3 clusters Score: Raw -766601.223921 + Penalty 4257.808304 = -762343.415617 nChanged 3 SP:Iteration 45Q (13839.400000 sec): 3 clusters Score: Raw -766603.018002 + Penalty 4257.808304 = -762345.209698 nChanged 3 SP:Iteration 46Q (13839.600000 sec): 3 clusters Score: Raw -766605.636795 + Penalty 4257.808304 = -762347.828491 nChanged 4 SP:Iteration 47Q (13839.790000 sec): 3 clusters Score: Raw -766608.151007 + Penalty 4257.808304 = -762350.342703 nChanged 3 SP:Iteration 48Q (13840.000000 sec): 3 clusters Score: Raw -766611.127924 + Penalty 4257.808304 = -762353.319621 nChanged 6 SP:Iteration 49Q (13840.180000 sec): 3 clusters Score: Raw -766614.565975 + Penalty 4257.808304 = -762356.757672 nChanged 3 SP:Iteration 50Q (13840.340000 sec): 3 clusters Score: Raw -766617.236563 + Penalty 4257.808304 = -762359.428260 nChanged 3 SP:Iteration 51Q (13840.560000 sec): 3 clusters Score: Raw -766618.770460 + Penalty 4257.808304 = -762360.962156 nChanged 3 SP:Iteration 52Q (13840.730000 sec): 3 clusters Score: Raw -766620.278981 + Penalty 4257.808304 = -762362.470677 nChanged 4 SP:Iteration 53Q (13840.930000 sec): 3 clusters Score: Raw -766623.656003 + Penalty 4257.808304 = -762365.847700 nChanged 1 SP:Iteration 54Q (13841.120000 sec): 3 clusters Score: Raw -766624.927400 + Penalty 4257.808304 = -762367.119097 nChanged 3 SP:Iteration 55Q (13841.300000 sec): 3 clusters Score: Raw -766626.286057 + Penalty 4257.808304 = -762368.477753 nChanged 0 SP:Iteration 56F (13841.520000 sec): 3 clusters Score: Raw -766626.286057 + Penalty 4257.808304 = -762368.477753 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 17 (4385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13841.630000 sec): 2 clusters Score: Raw -627463.444690 + Penalty 2079.714336 = -625383.730353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13841.840000 sec): 3 clusters Score: Raw -625426.549699 + Penalty 4159.428673 = -621267.121026 nChanged 1598 SP:Iteration 1F (13842.030000 sec): 3 clusters Score: Raw -626365.804880 + Penalty 4159.428673 = -622206.376207 nChanged 340 SP:Iteration 2F (13842.220000 sec): 3 clusters Score: Raw -626570.452462 + Penalty 4159.428673 = -622411.023789 nChanged 206 SP:Iteration 3Q (13842.440000 sec): 3 clusters Score: Raw -626676.719668 + Penalty 4159.428673 = -622517.290995 nChanged 150 SP:Iteration 4Q (13842.650000 sec): 3 clusters Score: Raw -626750.896965 + Penalty 4159.428673 = -622591.468293 nChanged 124 SP:Iteration 5Q (13842.850000 sec): 3 clusters Score: Raw -626817.848257 + Penalty 4159.428673 = -622658.419584 nChanged 108 SP:Iteration 6Q (13843.120000 sec): 3 clusters Score: Raw -626880.909661 + Penalty 4159.428673 = -622721.480988 nChanged 104 SP:Iteration 7Q (13843.360000 sec): 3 clusters Score: Raw -626936.445153 + Penalty 4159.428673 = -622777.016481 nChanged 88 SP:Iteration 8Q (13843.520000 sec): 3 clusters Score: Raw -626995.956159 + Penalty 4159.428673 = -622836.527486 nChanged 110 SP:Iteration 9Q (13843.790000 sec): 3 clusters Score: Raw -627059.455997 + Penalty 4159.428673 = -622900.027325 nChanged 102 SP:Iteration 10Q (13844.000000 sec): 3 clusters Score: Raw -627105.523026 + Penalty 4159.428673 = -622946.094353 nChanged 81 SP:Iteration 11Q (13844.220000 sec): 3 clusters Score: Raw -627142.852158 + Penalty 4159.428673 = -622983.423485 nChanged 62 SP:Iteration 12Q (13844.380000 sec): 3 clusters Score: Raw -627178.319400 + Penalty 4159.428673 = -623018.890727 nChanged 70 SP:Iteration 13Q (13844.620000 sec): 3 clusters Score: Raw -627213.076341 + Penalty 4159.428673 = -623053.647668 nChanged 60 SP:Iteration 14Q (13844.800000 sec): 3 clusters Score: Raw -627245.098033 + Penalty 4159.428673 = -623085.669360 nChanged 60 SP:Iteration 15Q (13845.020000 sec): 3 clusters Score: Raw -627272.087701 + Penalty 4159.428673 = -623112.659028 nChanged 52 SP:Iteration 16Q (13845.210000 sec): 3 clusters Score: Raw -627293.012138 + Penalty 4159.428673 = -623133.583465 nChanged 45 SP:Iteration 17Q (13845.420000 sec): 3 clusters Score: Raw -627310.965634 + Penalty 4159.428673 = -623151.536961 nChanged 31 SP:Iteration 18Q (13845.640000 sec): 3 clusters Score: Raw -627325.429912 + Penalty 4159.428673 = -623166.001240 nChanged 40 SP:Iteration 19Q (13845.840000 sec): 3 clusters Score: Raw -627343.147760 + Penalty 4159.428673 = -623183.719087 nChanged 40 SP:Iteration 20F (13846.040000 sec): 3 clusters Score: Raw -627360.406830 + Penalty 4159.428673 = -623200.978157 nChanged 39 SP:Iteration 21Q (13846.240000 sec): 3 clusters Score: Raw -627380.762365 + Penalty 4159.428673 = -623221.333692 nChanged 47 SP:Iteration 22Q (13846.460000 sec): 3 clusters Score: Raw -627401.607822 + Penalty 4159.428673 = -623242.179149 nChanged 32 SP:Iteration 23Q (13846.710000 sec): 3 clusters Score: Raw -627415.992737 + Penalty 4159.428673 = -623256.564065 nChanged 26 SP:Iteration 24Q (13846.890000 sec): 3 clusters Score: Raw -627426.682298 + Penalty 4159.428673 = -623267.253626 nChanged 24 SP:Iteration 25Q (13847.080000 sec): 3 clusters Score: Raw -627438.458658 + Penalty 4159.428673 = -623279.029985 nChanged 32 SP:Iteration 26Q (13847.300000 sec): 3 clusters Score: Raw -627453.548124 + Penalty 4159.428673 = -623294.119451 nChanged 38 SP:Iteration 27Q (13847.490000 sec): 3 clusters Score: Raw -627470.077087 + Penalty 4159.428673 = -623310.648414 nChanged 33 SP:Iteration 28Q (13847.700000 sec): 3 clusters Score: Raw -627486.262769 + Penalty 4159.428673 = -623326.834096 nChanged 35 SP:Iteration 29Q (13847.920000 sec): 3 clusters Score: Raw -627504.125635 + Penalty 4159.428673 = -623344.696963 nChanged 32 SP:Iteration 30Q (13848.100000 sec): 3 clusters Score: Raw -627517.787901 + Penalty 4159.428673 = -623358.359228 nChanged 29 SP:Iteration 31Q (13848.300000 sec): 3 clusters Score: Raw -627528.503150 + Penalty 4159.428673 = -623369.074477 nChanged 32 SP:Iteration 32Q (13848.490000 sec): 3 clusters Score: Raw -627542.708674 + Penalty 4159.428673 = -623383.280001 nChanged 22 SP:Iteration 33Q (13848.710000 sec): 3 clusters Score: Raw -627552.823344 + Penalty 4159.428673 = -623393.394671 nChanged 25 SP:Iteration 34Q (13848.890000 sec): 3 clusters Score: Raw -627565.836700 + Penalty 4159.428673 = -623406.408027 nChanged 24 SP:Iteration 35Q (13849.090000 sec): 3 clusters Score: Raw -627578.018153 + Penalty 4159.428673 = -623418.589481 nChanged 22 SP:Iteration 36Q (13849.320000 sec): 3 clusters Score: Raw -627588.225178 + Penalty 4159.428673 = -623428.796506 nChanged 11 SP:Iteration 37Q (13849.490000 sec): 3 clusters Score: Raw -627592.925186 + Penalty 4159.428673 = -623433.496513 nChanged 10 SP:Iteration 38Q (13849.690000 sec): 3 clusters Score: Raw -627595.950075 + Penalty 4159.428673 = -623436.521402 nChanged 8 SP:Iteration 39Q (13849.890000 sec): 3 clusters Score: Raw -627599.114541 + Penalty 4159.428673 = -623439.685868 nChanged 8 SP:Iteration 40F (13850.080000 sec): 3 clusters Score: Raw -627602.629007 + Penalty 4159.428673 = -623443.200334 nChanged 9 SP:Iteration 41Q (13850.300000 sec): 3 clusters Score: Raw -627606.450252 + Penalty 4159.428673 = -623447.021579 nChanged 11 SP:Iteration 42Q (13850.500000 sec): 3 clusters Score: Raw -627612.975382 + Penalty 4159.428673 = -623453.546709 nChanged 17 SP:Iteration 43Q (13850.660000 sec): 3 clusters Score: Raw -627619.954140 + Penalty 4159.428673 = -623460.525467 nChanged 12 SP:Iteration 44Q (13850.910000 sec): 3 clusters Score: Raw -627625.446610 + Penalty 4159.428673 = -623466.017937 nChanged 11 SP:Iteration 45Q (13851.110000 sec): 3 clusters Score: Raw -627630.216569 + Penalty 4159.428673 = -623470.787896 nChanged 9 SP:Iteration 46Q (13851.320000 sec): 3 clusters Score: Raw -627634.436455 + Penalty 4159.428673 = -623475.007782 nChanged 7 SP:Iteration 47Q (13851.510000 sec): 3 clusters Score: Raw -627638.229416 + Penalty 4159.428673 = -623478.800743 nChanged 4 SP:Iteration 48Q (13851.710000 sec): 3 clusters Score: Raw -627639.568407 + Penalty 4159.428673 = -623480.139734 nChanged 3 SP:Iteration 49Q (13851.920000 sec): 3 clusters Score: Raw -627640.644188 + Penalty 4159.428673 = -623481.215516 nChanged 4 SP:Iteration 50Q (13852.090000 sec): 3 clusters Score: Raw -627641.530750 + Penalty 4159.428673 = -623482.102077 nChanged 4 SP:Iteration 51Q (13852.270000 sec): 3 clusters Score: Raw -627642.711662 + Penalty 4159.428673 = -623483.282989 nChanged 1 SP:Iteration 52Q (13852.470000 sec): 3 clusters Score: Raw -627643.032893 + Penalty 4159.428673 = -623483.604220 nChanged 0 SP:Iteration 53F (13852.650000 sec): 3 clusters Score: Raw -627643.032893 + Penalty 4159.428673 = -623483.604220 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 18 (39364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13852.920000 sec): 2 clusters Score: Raw -5800741.554829 + Penalty 2623.990529 = -5798117.564300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13853.290000 sec): 3 clusters Score: Raw -5776674.717912 + Penalty 5247.981058 = -5771426.736854 nChanged 18062 SP:Iteration 1F (13853.670000 sec): 3 clusters Score: Raw -5786692.416616 + Penalty 5247.981058 = -5781444.435558 nChanged 1878 SP:Iteration 2Q (13854.100000 sec): 3 clusters Score: Raw -5787339.821808 + Penalty 5247.981058 = -5782091.840750 nChanged 1847 SP:Iteration 3Q (13854.480000 sec): 3 clusters Score: Raw -5788079.352043 + Penalty 5247.981058 = -5782831.370985 nChanged 2057 SP:Iteration 4F (13854.880000 sec): 3 clusters Score: Raw -5789056.957986 + Penalty 5247.981058 = -5783808.976927 nChanged 2383 SP:Iteration 5F (13855.290000 sec): 3 clusters Score: Raw -5790371.850255 + Penalty 5247.981058 = -5785123.869197 nChanged 2558 SP:Iteration 6F (13855.690000 sec): 3 clusters Score: Raw -5791940.935986 + Penalty 5247.981058 = -5786692.954928 nChanged 2519 SP:Iteration 7F (13856.030000 sec): 3 clusters Score: Raw -5793480.294480 + Penalty 5247.981058 = -5788232.313422 nChanged 2207 SP:Iteration 8F (13856.430000 sec): 3 clusters Score: Raw -5794859.398503 + Penalty 5247.981058 = -5789611.417445 nChanged 1935 SP:Iteration 9Q (13856.770000 sec): 3 clusters Score: Raw -5796115.165268 + Penalty 5247.981058 = -5790867.184209 nChanged 1620 SP:Iteration 10Q (13857.120000 sec): 3 clusters Score: Raw -5797254.889892 + Penalty 5247.981058 = -5792006.908834 nChanged 1373 SP:Iteration 11Q (13857.500000 sec): 3 clusters Score: Raw -5798283.069912 + Penalty 5247.981058 = -5793035.088854 nChanged 1053 SP:Iteration 12Q (13857.870000 sec): 3 clusters Score: Raw -5799079.068213 + Penalty 5247.981058 = -5793831.087155 nChanged 797 SP:Iteration 13Q (13858.240000 sec): 3 clusters Score: Raw -5799697.634994 + Penalty 5247.981058 = -5794449.653935 nChanged 580 SP:Iteration 14Q (13858.600000 sec): 3 clusters Score: Raw -5800167.320525 + Penalty 5247.981058 = -5794919.339467 nChanged 395 SP:Iteration 15Q (13858.980000 sec): 3 clusters Score: Raw -5800518.486334 + Penalty 5247.981058 = -5795270.505276 nChanged 286 SP:Iteration 16Q (13859.350000 sec): 3 clusters Score: Raw -5800774.809730 + Penalty 5247.981058 = -5795526.828672 nChanged 201 SP:Iteration 17Q (13859.700000 sec): 3 clusters Score: Raw -5800953.451796 + Penalty 5247.981058 = -5795705.470737 nChanged 171 SP:Iteration 18Q (13860.000000 sec): 3 clusters Score: Raw -5801098.278129 + Penalty 5247.981058 = -5795850.297071 nChanged 149 SP:Iteration 19Q (13860.360000 sec): 3 clusters Score: Raw -5801186.213775 + Penalty 5247.981058 = -5795938.232717 nChanged 105 SP:Iteration 20F (13860.770000 sec): 3 clusters Score: Raw -5801236.586912 + Penalty 5247.981058 = -5795988.605854 nChanged 83 SP:Iteration 21Q (13861.100000 sec): 3 clusters Score: Raw -5801282.488134 + Penalty 5247.981058 = -5796034.507076 nChanged 82 SP:Iteration 22Q (13861.480000 sec): 3 clusters Score: Raw -5801317.488223 + Penalty 5247.981058 = -5796069.507165 nChanged 55 SP:Iteration 23Q (13861.870000 sec): 3 clusters Score: Raw -5801344.338158 + Penalty 5247.981058 = -5796096.357100 nChanged 62 SP:Iteration 24Q (13862.200000 sec): 3 clusters Score: Raw -5801368.155316 + Penalty 5247.981058 = -5796120.174258 nChanged 44 SP:Iteration 25Q (13862.560000 sec): 3 clusters Score: Raw -5801383.509007 + Penalty 5247.981058 = -5796135.527949 nChanged 37 SP:Iteration 26Q (13862.950000 sec): 3 clusters Score: Raw -5801394.172418 + Penalty 5247.981058 = -5796146.191360 nChanged 27 SP:Iteration 27Q (13863.290000 sec): 3 clusters Score: Raw -5801403.910163 + Penalty 5247.981058 = -5796155.929105 nChanged 25 SP:Iteration 28Q (13863.650000 sec): 3 clusters Score: Raw -5801410.557884 + Penalty 5247.981058 = -5796162.576826 nChanged 12 SP:Iteration 29Q (13864.000000 sec): 3 clusters Score: Raw -5801414.192488 + Penalty 5247.981058 = -5796166.211430 nChanged 8 SP:Iteration 30Q (13864.380000 sec): 3 clusters Score: Raw -5801416.076302 + Penalty 5247.981058 = -5796168.095244 nChanged 8 SP:Iteration 31Q (13864.730000 sec): 3 clusters Score: Raw -5801419.180628 + Penalty 5247.981058 = -5796171.199570 nChanged 11 SP:Iteration 32Q (13865.060000 sec): 3 clusters Score: Raw -5801422.036353 + Penalty 5247.981058 = -5796174.055295 nChanged 12 SP:Iteration 33Q (13865.390000 sec): 3 clusters Score: Raw -5801424.690881 + Penalty 5247.981058 = -5796176.709823 nChanged 8 SP:Iteration 34Q (13865.720000 sec): 3 clusters Score: Raw -5801426.336286 + Penalty 5247.981058 = -5796178.355228 nChanged 6 SP:Iteration 35Q (13866.060000 sec): 3 clusters Score: Raw -5801427.786514 + Penalty 5247.981058 = -5796179.805456 nChanged 5 SP:Iteration 36Q (13866.390000 sec): 3 clusters Score: Raw -5801428.859421 + Penalty 5247.981058 = -5796180.878363 nChanged 5 SP:Iteration 37Q (13866.740000 sec): 3 clusters Score: Raw -5801430.533857 + Penalty 5247.981058 = -5796182.552799 nChanged 3 SP:Iteration 38Q (13867.090000 sec): 3 clusters Score: Raw -5801431.351836 + Penalty 5247.981058 = -5796183.370778 nChanged 4 SP:Iteration 39Q (13867.430000 sec): 3 clusters Score: Raw -5801432.239872 + Penalty 5247.981058 = -5796184.258814 nChanged 4 SP:Iteration 40F (13867.870000 sec): 3 clusters Score: Raw -5801433.985874 + Penalty 5247.981058 = -5796186.004816 nChanged 4 SP:Iteration 41Q (13868.240000 sec): 3 clusters Score: Raw -5801435.214606 + Penalty 5247.981058 = -5796187.233548 nChanged 6 SP:Iteration 42Q (13868.640000 sec): 3 clusters Score: Raw -5801436.669408 + Penalty 5247.981058 = -5796188.688350 nChanged 4 SP:Iteration 43Q (13868.980000 sec): 3 clusters Score: Raw -5801437.654984 + Penalty 5247.981058 = -5796189.673925 nChanged 2 SP:Iteration 44Q (13869.370000 sec): 3 clusters Score: Raw -5801438.109623 + Penalty 5247.981058 = -5796190.128565 nChanged 4 SP:Iteration 45Q (13869.730000 sec): 3 clusters Score: Raw -5801438.934451 + Penalty 5247.981058 = -5796190.953393 nChanged 4 SP:Iteration 46Q (13870.130000 sec): 3 clusters Score: Raw -5801439.951663 + Penalty 5247.981058 = -5796191.970605 nChanged 4 SP:Iteration 47Q (13870.480000 sec): 3 clusters Score: Raw -5801440.745612 + Penalty 5247.981058 = -5796192.764554 nChanged 5 SP:Iteration 48Q (13870.890000 sec): 3 clusters Score: Raw -5801442.139472 + Penalty 5247.981058 = -5796194.158414 nChanged 6 SP:Iteration 49Q (13871.260000 sec): 3 clusters Score: Raw -5801444.789672 + Penalty 5247.981058 = -5796196.808614 nChanged 7 SP:Iteration 50Q (13871.620000 sec): 3 clusters Score: Raw -5801446.400663 + Penalty 5247.981058 = -5796198.419605 nChanged 3 SP:Iteration 51Q (13872.040000 sec): 3 clusters Score: Raw -5801446.707511 + Penalty 5247.981058 = -5796198.726453 nChanged 3 SP:Iteration 52Q (13872.400000 sec): 3 clusters Score: Raw -5801447.343490 + Penalty 5247.981058 = -5796199.362432 nChanged 1 SP:Iteration 53Q (13872.730000 sec): 3 clusters Score: Raw -5801447.584968 + Penalty 5247.981058 = -5796199.603910 nChanged 2 SP:Iteration 54Q (13873.130000 sec): 3 clusters Score: Raw -5801448.042009 + Penalty 5247.981058 = -5796200.060951 nChanged 5 SP:Iteration 55Q (13873.460000 sec): 3 clusters Score: Raw -5801449.477818 + Penalty 5247.981058 = -5796201.496760 nChanged 4 SP:Iteration 56Q (13873.820000 sec): 3 clusters Score: Raw -5801451.329777 + Penalty 5247.981058 = -5796203.348719 nChanged 6 SP:Iteration 57Q (13874.240000 sec): 3 clusters Score: Raw -5801453.154673 + Penalty 5247.981058 = -5796205.173615 nChanged 4 SP:Iteration 58Q (13874.590000 sec): 3 clusters Score: Raw -5801454.119414 + Penalty 5247.981058 = -5796206.138356 nChanged 5 SP:Iteration 59Q (13874.980000 sec): 3 clusters Score: Raw -5801455.111698 + Penalty 5247.981058 = -5796207.130640 nChanged 5 SP:Iteration 60F (13875.340000 sec): 3 clusters Score: Raw -5801456.679628 + Penalty 5247.981058 = -5796208.698570 nChanged 5 SP:Iteration 61Q (13875.710000 sec): 3 clusters Score: Raw -5801458.033561 + Penalty 5247.981058 = -5796210.052502 nChanged 3 SP:Iteration 62Q (13876.050000 sec): 3 clusters Score: Raw -5801458.758211 + Penalty 5247.981058 = -5796210.777153 nChanged 3 SP:Iteration 63Q (13876.400000 sec): 3 clusters Score: Raw -5801459.057965 + Penalty 5247.981058 = -5796211.076907 nChanged 2 SP:Iteration 64Q (13876.750000 sec): 3 clusters Score: Raw -5801459.474951 + Penalty 5247.981058 = -5796211.493893 nChanged 3 SP:Iteration 65Q (13877.130000 sec): 3 clusters Score: Raw -5801460.003698 + Penalty 5247.981058 = -5796212.022640 nChanged 3 SP:Iteration 66Q (13877.510000 sec): 3 clusters Score: Raw -5801460.552828 + Penalty 5247.981058 = -5796212.571770 nChanged 3 SP:Iteration 67Q (13877.870000 sec): 3 clusters Score: Raw -5801461.461618 + Penalty 5247.981058 = -5796213.480560 nChanged 4 SP:Iteration 68Q (13878.300000 sec): 3 clusters Score: Raw -5801462.151233 + Penalty 5247.981058 = -5796214.170175 nChanged 1 SP:Iteration 69Q (13878.640000 sec): 3 clusters Score: Raw -5801462.226498 + Penalty 5247.981058 = -5796214.245440 nChanged 1 SP:Iteration 70Q (13879.050000 sec): 3 clusters Score: Raw -5801462.445846 + Penalty 5247.981058 = -5796214.464788 nChanged 0 SP:Iteration 71F (13879.510000 sec): 3 clusters Score: Raw -5801462.445846 + Penalty 5247.981058 = -5796214.464788 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 19 (11491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13879.660000 sec): 2 clusters Score: Raw -1674125.800956 + Penalty 2318.631211 = -1671807.169745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13879.900000 sec): 3 clusters Score: Raw -1667747.207184 + Penalty 4637.262422 = -1663109.944761 nChanged 4862 SP:Iteration 1F (13880.150000 sec): 3 clusters Score: Raw -1670436.523439 + Penalty 4637.262422 = -1665799.261017 nChanged 871 SP:Iteration 2F (13880.400000 sec): 3 clusters Score: Raw -1670998.654204 + Penalty 4637.262422 = -1666361.391782 nChanged 798 SP:Iteration 3F (13880.630000 sec): 3 clusters Score: Raw -1671568.417621 + Penalty 4637.262422 = -1666931.155199 nChanged 750 SP:Iteration 4F (13880.910000 sec): 3 clusters Score: Raw -1672130.551859 + Penalty 4637.262422 = -1667493.289437 nChanged 719 SP:Iteration 5F (13881.140000 sec): 3 clusters Score: Raw -1672761.220441 + Penalty 4637.262422 = -1668123.958019 nChanged 663 SP:Iteration 6F (13881.400000 sec): 3 clusters Score: Raw -1673341.550081 + Penalty 4637.262422 = -1668704.287659 nChanged 628 SP:Iteration 7F (13881.630000 sec): 3 clusters Score: Raw -1673848.032830 + Penalty 4637.262422 = -1669210.770408 nChanged 480 SP:Iteration 8Q (13881.870000 sec): 3 clusters Score: Raw -1674236.421682 + Penalty 4637.262422 = -1669599.159260 nChanged 414 SP:Iteration 9Q (13882.130000 sec): 3 clusters Score: Raw -1674555.262892 + Penalty 4637.262422 = -1669918.000470 nChanged 329 SP:Iteration 10Q (13882.380000 sec): 3 clusters Score: Raw -1674810.011799 + Penalty 4637.262422 = -1670172.749377 nChanged 254 SP:Iteration 11Q (13882.630000 sec): 3 clusters Score: Raw -1674996.706471 + Penalty 4637.262422 = -1670359.444049 nChanged 199 SP:Iteration 12Q (13882.860000 sec): 3 clusters Score: Raw -1675150.924627 + Penalty 4637.262422 = -1670513.662205 nChanged 170 SP:Iteration 13Q (13883.070000 sec): 3 clusters Score: Raw -1675276.412119 + Penalty 4637.262422 = -1670639.149697 nChanged 148 SP:Iteration 14Q (13883.320000 sec): 3 clusters Score: Raw -1675386.909473 + Penalty 4637.262422 = -1670749.647051 nChanged 114 SP:Iteration 15Q (13883.520000 sec): 3 clusters Score: Raw -1675484.841951 + Penalty 4637.262422 = -1670847.579529 nChanged 106 SP:Iteration 16Q (13883.710000 sec): 3 clusters Score: Raw -1675558.976600 + Penalty 4637.262422 = -1670921.714178 nChanged 82 SP:Iteration 17Q (13883.960000 sec): 3 clusters Score: Raw -1675613.583119 + Penalty 4637.262422 = -1670976.320697 nChanged 64 SP:Iteration 18Q (13884.190000 sec): 3 clusters Score: Raw -1675651.971486 + Penalty 4637.262422 = -1671014.709064 nChanged 60 SP:Iteration 19Q (13884.480000 sec): 3 clusters Score: Raw -1675682.504793 + Penalty 4637.262422 = -1671045.242371 nChanged 42 SP:Iteration 20F (13884.750000 sec): 3 clusters Score: Raw -1675703.266800 + Penalty 4637.262422 = -1671066.004378 nChanged 35 SP:Iteration 21Q (13884.990000 sec): 3 clusters Score: Raw -1675716.885634 + Penalty 4637.262422 = -1671079.623212 nChanged 30 SP:Iteration 22Q (13885.240000 sec): 3 clusters Score: Raw -1675729.037281 + Penalty 4637.262422 = -1671091.774859 nChanged 23 SP:Iteration 23Q (13885.440000 sec): 3 clusters Score: Raw -1675736.048803 + Penalty 4637.262422 = -1671098.786381 nChanged 10 SP:Iteration 24Q (13885.690000 sec): 3 clusters Score: Raw -1675739.596872 + Penalty 4637.262422 = -1671102.334450 nChanged 12 SP:Iteration 25Q (13885.920000 sec): 3 clusters Score: Raw -1675743.061693 + Penalty 4637.262422 = -1671105.799271 nChanged 7 SP:Iteration 26Q (13886.130000 sec): 3 clusters Score: Raw -1675746.115987 + Penalty 4637.262422 = -1671108.853565 nChanged 10 SP:Iteration 27Q (13886.390000 sec): 3 clusters Score: Raw -1675748.764318 + Penalty 4637.262422 = -1671111.501896 nChanged 6 SP:Iteration 28Q (13886.610000 sec): 3 clusters Score: Raw -1675751.612358 + Penalty 4637.262422 = -1671114.349936 nChanged 9 SP:Iteration 29Q (13886.850000 sec): 3 clusters Score: Raw -1675754.312517 + Penalty 4637.262422 = -1671117.050095 nChanged 3 SP:Iteration 30Q (13887.120000 sec): 3 clusters Score: Raw -1675755.167058 + Penalty 4637.262422 = -1671117.904636 nChanged 0 SP:Iteration 31F (13887.400000 sec): 3 clusters Score: Raw -1675755.167058 + Penalty 4637.262422 = -1671117.904636 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 20 (1662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13887.490000 sec): 2 clusters Score: Raw -238349.668538 + Penalty 1839.112690 = -236510.555848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13887.730000 sec): 3 clusters Score: Raw -237804.282550 + Penalty 3678.225380 = -234126.057170 nChanged 532 SP:Iteration 1F (13887.910000 sec): 3 clusters Score: Raw -238206.339656 + Penalty 3678.225380 = -234528.114276 nChanged 110 SP:Iteration 2F (13888.090000 sec): 3 clusters Score: Raw -238299.009495 + Penalty 3678.225380 = -234620.784115 nChanged 64 SP:Iteration 3Q (13888.330000 sec): 3 clusters Score: Raw -238348.000579 + Penalty 3678.225380 = -234669.775200 nChanged 38 SP:Iteration 4Q (13888.510000 sec): 3 clusters Score: Raw -238380.215550 + Penalty 3678.225380 = -234701.990170 nChanged 24 SP:Iteration 5Q (13888.680000 sec): 3 clusters Score: Raw -238405.473361 + Penalty 3678.225380 = -234727.247982 nChanged 35 SP:Iteration 6Q (13888.850000 sec): 3 clusters Score: Raw -238431.743339 + Penalty 3678.225380 = -234753.517959 nChanged 19 SP:Iteration 7Q (13889.020000 sec): 3 clusters Score: Raw -238453.127329 + Penalty 3678.225380 = -234774.901949 nChanged 12 SP:Iteration 8Q (13889.240000 sec): 3 clusters Score: Raw -238466.106726 + Penalty 3678.225380 = -234787.881346 nChanged 14 SP:Iteration 9Q (13889.410000 sec): 3 clusters Score: Raw -238477.918992 + Penalty 3678.225380 = -234799.693612 nChanged 11 SP:Iteration 10Q (13889.600000 sec): 3 clusters Score: Raw -238484.303836 + Penalty 3678.225380 = -234806.078457 nChanged 12 SP:Iteration 11Q (13889.790000 sec): 3 clusters Score: Raw -238491.528568 + Penalty 3678.225380 = -234813.303188 nChanged 3 SP:Iteration 12Q (13889.960000 sec): 3 clusters Score: Raw -238492.762646 + Penalty 3678.225380 = -234814.537266 nChanged 1 SP:Iteration 13Q (13890.130000 sec): 3 clusters Score: Raw -238493.245753 + Penalty 3678.225380 = -234815.020373 nChanged 2 SP:Iteration 14Q (13890.310000 sec): 3 clusters Score: Raw -238494.613345 + Penalty 3678.225380 = -234816.387965 nChanged 0 SP:Iteration 15F (13890.490000 sec): 3 clusters Score: Raw -238494.613345 + Penalty 3678.225380 = -234816.387965 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 21 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13890.590000 sec): 2 clusters Score: Raw -31520.503292 + Penalty 1358.162961 = -30162.340331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13890.810000 sec): 3 clusters Score: Raw -31698.779325 + Penalty 2716.325922 = -28982.453404 nChanged 25 SP:Iteration 1F (13891.050000 sec): 3 clusters Score: Raw -31843.238955 + Penalty 2716.325922 = -29126.913033 nChanged 7 SP:Iteration 2Q (13891.240000 sec): 3 clusters Score: Raw -31876.078951 + Penalty 2716.325922 = -29159.753029 nChanged 3 SP:Iteration 3Q (13891.400000 sec): 3 clusters Score: Raw -31888.549051 + Penalty 2716.325922 = -29172.223129 nChanged 0 SP:Iteration 4F (13891.600000 sec): 3 clusters Score: Raw -31888.549051 + Penalty 2716.325922 = -29172.223129 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 22 (5309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13891.690000 sec): 2 clusters Score: Raw -741935.153316 + Penalty 2127.135376 = -739808.017941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13891.950000 sec): 3 clusters Score: Raw -739349.523312 + Penalty 4254.270751 = -735095.252561 nChanged 2016 SP:Iteration 1F (13892.200000 sec): 3 clusters Score: Raw -740746.871496 + Penalty 4254.270751 = -736492.600745 nChanged 508 SP:Iteration 2F (13892.390000 sec): 3 clusters Score: Raw -741309.123619 + Penalty 4254.270751 = -737054.852868 nChanged 408 SP:Iteration 3F (13892.650000 sec): 3 clusters Score: Raw -741786.500002 + Penalty 4254.270751 = -737532.229251 nChanged 391 SP:Iteration 4F (13892.870000 sec): 3 clusters Score: Raw -742158.460135 + Penalty 4254.270751 = -737904.189383 nChanged 308 SP:Iteration 5F (13893.060000 sec): 3 clusters Score: Raw -742445.555122 + Penalty 4254.270751 = -738191.284371 nChanged 241 SP:Iteration 6Q (13893.310000 sec): 3 clusters Score: Raw -742666.016965 + Penalty 4254.270751 = -738411.746214 nChanged 185 SP:Iteration 7Q (13893.540000 sec): 3 clusters Score: Raw -742812.267476 + Penalty 4254.270751 = -738557.996725 nChanged 150 SP:Iteration 8Q (13893.770000 sec): 3 clusters Score: Raw -742908.423667 + Penalty 4254.270751 = -738654.152916 nChanged 121 SP:Iteration 9Q (13894.000000 sec): 3 clusters Score: Raw -742994.555134 + Penalty 4254.270751 = -738740.284383 nChanged 91 SP:Iteration 10Q (13894.150000 sec): 3 clusters Score: Raw -743045.529015 + Penalty 4254.270751 = -738791.258263 nChanged 69 SP:Iteration 11Q (13894.400000 sec): 3 clusters Score: Raw -743084.744767 + Penalty 4254.270751 = -738830.474016 nChanged 53 SP:Iteration 12Q (13894.580000 sec): 3 clusters Score: Raw -743119.274829 + Penalty 4254.270751 = -738865.004077 nChanged 59 SP:Iteration 13Q (13894.790000 sec): 3 clusters Score: Raw -743153.837902 + Penalty 4254.270751 = -738899.567151 nChanged 53 SP:Iteration 14Q (13895.040000 sec): 3 clusters Score: Raw -743183.678792 + Penalty 4254.270751 = -738929.408041 nChanged 38 SP:Iteration 15Q (13895.260000 sec): 3 clusters Score: Raw -743204.117699 + Penalty 4254.270751 = -738949.846948 nChanged 29 SP:Iteration 16Q (13895.480000 sec): 3 clusters Score: Raw -743219.692793 + Penalty 4254.270751 = -738965.422042 nChanged 25 SP:Iteration 17Q (13895.670000 sec): 3 clusters Score: Raw -743233.299278 + Penalty 4254.270751 = -738979.028527 nChanged 24 SP:Iteration 18Q (13895.890000 sec): 3 clusters Score: Raw -743244.381220 + Penalty 4254.270751 = -738990.110469 nChanged 25 SP:Iteration 19Q (13896.070000 sec): 3 clusters Score: Raw -743257.789833 + Penalty 4254.270751 = -739003.519082 nChanged 23 SP:Iteration 20F (13896.290000 sec): 3 clusters Score: Raw -743270.706050 + Penalty 4254.270751 = -739016.435299 nChanged 26 SP:Iteration 21Q (13896.480000 sec): 3 clusters Score: Raw -743282.714424 + Penalty 4254.270751 = -739028.443673 nChanged 21 SP:Iteration 22Q (13896.690000 sec): 3 clusters Score: Raw -743291.747061 + Penalty 4254.270751 = -739037.476310 nChanged 18 SP:Iteration 23Q (13896.910000 sec): 3 clusters Score: Raw -743299.681576 + Penalty 4254.270751 = -739045.410825 nChanged 17 SP:Iteration 24Q (13897.080000 sec): 3 clusters Score: Raw -743307.467386 + Penalty 4254.270751 = -739053.196635 nChanged 12 SP:Iteration 25Q (13897.310000 sec): 3 clusters Score: Raw -743313.601156 + Penalty 4254.270751 = -739059.330405 nChanged 10 SP:Iteration 26Q (13897.510000 sec): 3 clusters Score: Raw -743316.473594 + Penalty 4254.270751 = -739062.202843 nChanged 6 SP:Iteration 27Q (13897.730000 sec): 3 clusters Score: Raw -743318.342769 + Penalty 4254.270751 = -739064.072018 nChanged 9 SP:Iteration 28Q (13897.880000 sec): 3 clusters Score: Raw -743321.172586 + Penalty 4254.270751 = -739066.901835 nChanged 5 SP:Iteration 29Q (13898.070000 sec): 3 clusters Score: Raw -743323.625439 + Penalty 4254.270751 = -739069.354688 nChanged 8 SP:Iteration 30Q (13898.260000 sec): 3 clusters Score: Raw -743326.641160 + Penalty 4254.270751 = -739072.370409 nChanged 8 SP:Iteration 31Q (13898.470000 sec): 3 clusters Score: Raw -743329.340389 + Penalty 4254.270751 = -739075.069638 nChanged 4 SP:Iteration 32Q (13898.680000 sec): 3 clusters Score: Raw -743330.576390 + Penalty 4254.270751 = -739076.305639 nChanged 5 SP:Iteration 33Q (13898.990000 sec): 3 clusters Score: Raw -743332.842375 + Penalty 4254.270751 = -739078.571624 nChanged 6 SP:Iteration 34Q (13899.210000 sec): 3 clusters Score: Raw -743335.203128 + Penalty 4254.270751 = -739080.932377 nChanged 4 SP:Iteration 35Q (13899.430000 sec): 3 clusters Score: Raw -743336.972463 + Penalty 4254.270751 = -739082.701712 nChanged 1 SP:Iteration 36Q (13899.660000 sec): 3 clusters Score: Raw -743337.281828 + Penalty 4254.270751 = -739083.011076 nChanged 1 SP:Iteration 37Q (13899.910000 sec): 3 clusters Score: Raw -743337.925304 + Penalty 4254.270751 = -739083.654552 nChanged 0 SP:Iteration 38F (13900.170000 sec): 3 clusters Score: Raw -743337.925304 + Penalty 4254.270751 = -739083.654552 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 23 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13900.230000 sec): 2 clusters Score: Raw -57253.767883 + Penalty 1503.241316 = -55750.526567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13900.420000 sec): 3 clusters Score: Raw -57418.629317 + Penalty 3006.482632 = -54412.146685 nChanged 90 SP:Iteration 1F (13900.650000 sec): 3 clusters Score: Raw -57662.673295 + Penalty 3006.482632 = -54656.190663 nChanged 30 SP:Iteration 2F (13900.820000 sec): 3 clusters Score: Raw -57813.433304 + Penalty 3006.482632 = -54806.950672 nChanged 34 SP:Iteration 3F (13900.970000 sec): 3 clusters Score: Raw -57954.539380 + Penalty 3006.482632 = -54948.056749 nChanged 21 SP:Iteration 4Q (13901.180000 sec): 3 clusters Score: Raw -58077.235820 + Penalty 3006.482632 = -55070.753188 nChanged 15 SP:Iteration 5Q (13901.340000 sec): 3 clusters Score: Raw -58135.190705 + Penalty 3006.482632 = -55128.708073 nChanged 6 SP:Iteration 6Q (13901.560000 sec): 3 clusters Score: Raw -58166.200447 + Penalty 3006.482632 = -55159.717815 nChanged 4 SP:Iteration 7Q (13901.780000 sec): 3 clusters Score: Raw -58174.916787 + Penalty 3006.482632 = -55168.434155 nChanged 2 SP:Iteration 8Q (13901.930000 sec): 3 clusters Score: Raw -58199.285443 + Penalty 3006.482632 = -55192.802811 nChanged 3 SP:Iteration 9Q (13902.120000 sec): 3 clusters Score: Raw -58210.587815 + Penalty 3006.482632 = -55204.105183 nChanged 1 SP:Iteration 10Q (13902.320000 sec): 3 clusters Score: Raw -58213.305331 + Penalty 3006.482632 = -55206.822700 nChanged 0 SP:Iteration 11F (13902.490000 sec): 3 clusters Score: Raw -58213.305331 + Penalty 3006.482632 = -55206.822700 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 24 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13902.590000 sec): 2 clusters Score: Raw -85727.362687 + Penalty 1590.130930 = -84137.231757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13902.780000 sec): 3 clusters Score: Raw -85718.036999 + Penalty 3180.261861 = -82537.775138 nChanged 126 SP:Iteration 1F (13902.940000 sec): 3 clusters Score: Raw -85986.814621 + Penalty 3180.261861 = -82806.552760 nChanged 48 SP:Iteration 2F (13903.110000 sec): 3 clusters Score: Raw -86099.309577 + Penalty 3180.261861 = -82919.047716 nChanged 19 SP:Iteration 3Q (13903.320000 sec): 3 clusters Score: Raw -86143.414029 + Penalty 3180.261861 = -82963.152168 nChanged 11 SP:Iteration 4Q (13903.490000 sec): 3 clusters Score: Raw -86163.238011 + Penalty 3180.261861 = -82982.976150 nChanged 11 SP:Iteration 5Q (13903.640000 sec): 3 clusters Score: Raw -86200.043772 + Penalty 3180.261861 = -83019.781911 nChanged 11 SP:Iteration 6Q (13903.790000 sec): 3 clusters Score: Raw -86234.577095 + Penalty 3180.261861 = -83054.315234 nChanged 10 SP:Iteration 7Q (13903.980000 sec): 3 clusters Score: Raw -86264.416129 + Penalty 3180.261861 = -83084.154269 nChanged 11 SP:Iteration 8Q (13904.110000 sec): 3 clusters Score: Raw -86298.453445 + Penalty 3180.261861 = -83118.191584 nChanged 8 SP:Iteration 9Q (13904.240000 sec): 3 clusters Score: Raw -86326.317478 + Penalty 3180.261861 = -83146.055618 nChanged 7 SP:Iteration 10Q (13904.480000 sec): 3 clusters Score: Raw -86353.264593 + Penalty 3180.261861 = -83173.002732 nChanged 10 SP:Iteration 11Q (13904.620000 sec): 3 clusters Score: Raw -86404.407207 + Penalty 3180.261861 = -83224.145346 nChanged 13 SP:Iteration 12Q (13904.820000 sec): 3 clusters Score: Raw -86444.986814 + Penalty 3180.261861 = -83264.724953 nChanged 14 SP:Iteration 13Q (13905.040000 sec): 3 clusters Score: Raw -86478.057999 + Penalty 3180.261861 = -83297.796138 nChanged 14 SP:Iteration 14Q (13905.240000 sec): 3 clusters Score: Raw -86512.771547 + Penalty 3180.261861 = -83332.509686 nChanged 10 SP:Iteration 15Q (13905.460000 sec): 3 clusters Score: Raw -86531.787192 + Penalty 3180.261861 = -83351.525331 nChanged 7 SP:Iteration 16Q (13905.620000 sec): 3 clusters Score: Raw -86547.441056 + Penalty 3180.261861 = -83367.179195 nChanged 2 SP:Iteration 17Q (13905.870000 sec): 3 clusters Score: Raw -86552.073214 + Penalty 3180.261861 = -83371.811353 nChanged 1 SP:Iteration 18Q (13906.040000 sec): 3 clusters Score: Raw -86555.431199 + Penalty 3180.261861 = -83375.169338 nChanged 1 SP:Iteration 19Q (13906.240000 sec): 3 clusters Score: Raw -86559.877249 + Penalty 3180.261861 = -83379.615389 nChanged 1 SP:Iteration 20F (13906.400000 sec): 3 clusters Score: Raw -86561.958884 + Penalty 3180.261861 = -83381.697023 nChanged 2 SP:Iteration 21Q (13906.620000 sec): 3 clusters Score: Raw -86567.063613 + Penalty 3180.261861 = -83386.801752 nChanged 2 SP:Iteration 22Q (13906.790000 sec): 3 clusters Score: Raw -86574.128508 + Penalty 3180.261861 = -83393.866647 nChanged 2 SP:Iteration 23Q (13906.990000 sec): 3 clusters Score: Raw -86579.017194 + Penalty 3180.261861 = -83398.755333 nChanged 5 SP:Iteration 24Q (13907.200000 sec): 3 clusters Score: Raw -86595.384558 + Penalty 3180.261861 = -83415.122698 nChanged 2 SP:Iteration 25Q (13907.410000 sec): 3 clusters Score: Raw -86604.991824 + Penalty 3180.261861 = -83424.729964 nChanged 7 SP:Iteration 26Q (13907.570000 sec): 3 clusters Score: Raw -86635.312569 + Penalty 3180.261861 = -83455.050708 nChanged 5 SP:Iteration 27Q (13907.780000 sec): 3 clusters Score: Raw -86656.847057 + Penalty 3180.261861 = -83476.585196 nChanged 1 SP:Iteration 28Q (13907.970000 sec): 3 clusters Score: Raw -86660.111655 + Penalty 3180.261861 = -83479.849794 nChanged 0 SP:Iteration 29F (13908.160000 sec): 3 clusters Score: Raw -86660.111655 + Penalty 3180.261861 = -83479.849794 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 25 (14280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13908.410000 sec): 2 clusters Score: Raw -1995345.308640 + Penalty 2372.520579 = -1992972.788062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13908.660000 sec): 3 clusters Score: Raw -1987261.889642 + Penalty 4745.041157 = -1982516.848485 nChanged 6167 SP:Iteration 1F (13908.940000 sec): 3 clusters Score: Raw -1990541.027597 + Penalty 4745.041157 = -1985795.986440 nChanged 901 SP:Iteration 2F (13909.230000 sec): 3 clusters Score: Raw -1990951.755834 + Penalty 4745.041157 = -1986206.714677 nChanged 754 SP:Iteration 3F (13909.530000 sec): 3 clusters Score: Raw -1991283.867299 + Penalty 4745.041157 = -1986538.826142 nChanged 690 SP:Iteration 4Q (13909.790000 sec): 3 clusters Score: Raw -1991589.644252 + Penalty 4745.041157 = -1986844.603095 nChanged 652 SP:Iteration 5Q (13910.070000 sec): 3 clusters Score: Raw -1991904.493306 + Penalty 4745.041157 = -1987159.452149 nChanged 652 SP:Iteration 6Q (13910.360000 sec): 3 clusters Score: Raw -1992245.296152 + Penalty 4745.041157 = -1987500.254995 nChanged 682 SP:Iteration 7Q (13910.630000 sec): 3 clusters Score: Raw -1992653.063180 + Penalty 4745.041157 = -1987908.022023 nChanged 705 SP:Iteration 8Q (13910.930000 sec): 3 clusters Score: Raw -1993148.609870 + Penalty 4745.041157 = -1988403.568713 nChanged 764 SP:Iteration 9F (13911.260000 sec): 3 clusters Score: Raw -1993717.945504 + Penalty 4745.041157 = -1988972.904347 nChanged 678 SP:Iteration 10Q (13911.610000 sec): 3 clusters Score: Raw -1994225.729517 + Penalty 4745.041157 = -1989480.688360 nChanged 643 SP:Iteration 11Q (13911.900000 sec): 3 clusters Score: Raw -1994695.665521 + Penalty 4745.041157 = -1989950.624364 nChanged 515 SP:Iteration 12Q (13912.200000 sec): 3 clusters Score: Raw -1995014.292170 + Penalty 4745.041157 = -1990269.251013 nChanged 420 SP:Iteration 13Q (13912.450000 sec): 3 clusters Score: Raw -1995233.147452 + Penalty 4745.041157 = -1990488.106295 nChanged 302 SP:Iteration 14Q (13912.720000 sec): 3 clusters Score: Raw -1995364.171129 + Penalty 4745.041157 = -1990619.129972 nChanged 244 SP:Iteration 15Q (13913.000000 sec): 3 clusters Score: Raw -1995459.508537 + Penalty 4745.041157 = -1990714.467380 nChanged 173 SP:Iteration 16Q (13913.240000 sec): 3 clusters Score: Raw -1995530.673316 + Penalty 4745.041157 = -1990785.632159 nChanged 161 SP:Iteration 17Q (13913.520000 sec): 3 clusters Score: Raw -1995592.242431 + Penalty 4745.041157 = -1990847.201274 nChanged 126 SP:Iteration 18Q (13913.810000 sec): 3 clusters Score: Raw -1995631.061973 + Penalty 4745.041157 = -1990886.020816 nChanged 125 SP:Iteration 19Q (13914.070000 sec): 3 clusters Score: Raw -1995664.659557 + Penalty 4745.041157 = -1990919.618400 nChanged 102 SP:Iteration 20F (13914.340000 sec): 3 clusters Score: Raw -1995695.680516 + Penalty 4745.041157 = -1990950.639359 nChanged 93 SP:Iteration 21Q (13914.630000 sec): 3 clusters Score: Raw -1995722.856677 + Penalty 4745.041157 = -1990977.815520 nChanged 85 SP:Iteration 22Q (13914.940000 sec): 3 clusters Score: Raw -1995745.250483 + Penalty 4745.041157 = -1991000.209326 nChanged 87 SP:Iteration 23Q (13915.240000 sec): 3 clusters Score: Raw -1995770.380452 + Penalty 4745.041157 = -1991025.339295 nChanged 73 SP:Iteration 24Q (13915.510000 sec): 3 clusters Score: Raw -1995788.211231 + Penalty 4745.041157 = -1991043.170074 nChanged 60 SP:Iteration 25Q (13915.820000 sec): 3 clusters Score: Raw -1995802.201752 + Penalty 4745.041157 = -1991057.160595 nChanged 58 SP:Iteration 26Q (13916.060000 sec): 3 clusters Score: Raw -1995819.041285 + Penalty 4745.041157 = -1991074.000128 nChanged 71 SP:Iteration 27Q (13916.370000 sec): 3 clusters Score: Raw -1995840.760933 + Penalty 4745.041157 = -1991095.719776 nChanged 75 SP:Iteration 28Q (13916.610000 sec): 3 clusters Score: Raw -1995862.169336 + Penalty 4745.041157 = -1991117.128179 nChanged 87 SP:Iteration 29Q (13916.920000 sec): 3 clusters Score: Raw -1995888.391947 + Penalty 4745.041157 = -1991143.350790 nChanged 89 SP:Iteration 30Q (13917.200000 sec): 3 clusters Score: Raw -1995913.731075 + Penalty 4745.041157 = -1991168.689918 nChanged 103 SP:Iteration 31Q (13917.450000 sec): 3 clusters Score: Raw -1995944.307327 + Penalty 4745.041157 = -1991199.266170 nChanged 94 SP:Iteration 32Q (13917.730000 sec): 3 clusters Score: Raw -1995971.134793 + Penalty 4745.041157 = -1991226.093636 nChanged 93 SP:Iteration 33Q (13917.980000 sec): 3 clusters Score: Raw -1995994.549273 + Penalty 4745.041157 = -1991249.508116 nChanged 76 SP:Iteration 34Q (13918.270000 sec): 3 clusters Score: Raw -1996013.852553 + Penalty 4745.041157 = -1991268.811396 nChanged 73 SP:Iteration 35Q (13918.570000 sec): 3 clusters Score: Raw -1996033.034011 + Penalty 4745.041157 = -1991287.992854 nChanged 81 SP:Iteration 36Q (13918.830000 sec): 3 clusters Score: Raw -1996052.779037 + Penalty 4745.041157 = -1991307.737880 nChanged 65 SP:Iteration 37Q (13919.110000 sec): 3 clusters Score: Raw -1996065.673585 + Penalty 4745.041157 = -1991320.632428 nChanged 55 SP:Iteration 38Q (13919.370000 sec): 3 clusters Score: Raw -1996077.241087 + Penalty 4745.041157 = -1991332.199930 nChanged 61 SP:Iteration 39Q (13919.640000 sec): 3 clusters Score: Raw -1996089.125929 + Penalty 4745.041157 = -1991344.084772 nChanged 54 SP:Iteration 40F (13919.900000 sec): 3 clusters Score: Raw -1996098.958606 + Penalty 4745.041157 = -1991353.917449 nChanged 43 SP:Iteration 41Q (13920.180000 sec): 3 clusters Score: Raw -1996106.544516 + Penalty 4745.041157 = -1991361.503359 nChanged 37 SP:Iteration 42Q (13920.390000 sec): 3 clusters Score: Raw -1996113.240032 + Penalty 4745.041157 = -1991368.198875 nChanged 44 SP:Iteration 43Q (13920.690000 sec): 3 clusters Score: Raw -1996120.837610 + Penalty 4745.041157 = -1991375.796453 nChanged 43 SP:Iteration 44Q (13920.940000 sec): 3 clusters Score: Raw -1996127.599491 + Penalty 4745.041157 = -1991382.558334 nChanged 26 SP:Iteration 45Q (13921.210000 sec): 3 clusters Score: Raw -1996132.438732 + Penalty 4745.041157 = -1991387.397575 nChanged 29 SP:Iteration 46Q (13921.460000 sec): 3 clusters Score: Raw -1996136.824212 + Penalty 4745.041157 = -1991391.783055 nChanged 19 SP:Iteration 47Q (13921.780000 sec): 3 clusters Score: Raw -1996139.538137 + Penalty 4745.041157 = -1991394.496980 nChanged 21 SP:Iteration 48Q (13922.040000 sec): 3 clusters Score: Raw -1996142.977726 + Penalty 4745.041157 = -1991397.936569 nChanged 21 SP:Iteration 49Q (13922.290000 sec): 3 clusters Score: Raw -1996146.257280 + Penalty 4745.041157 = -1991401.216123 nChanged 26 SP:Iteration 50Q (13922.620000 sec): 3 clusters Score: Raw -1996150.970742 + Penalty 4745.041157 = -1991405.929585 nChanged 24 SP:Iteration 51Q (13922.850000 sec): 3 clusters Score: Raw -1996154.775905 + Penalty 4745.041157 = -1991409.734748 nChanged 30 SP:Iteration 52Q (13923.140000 sec): 3 clusters Score: Raw -1996159.061955 + Penalty 4745.041157 = -1991414.020798 nChanged 25 SP:Iteration 53Q (13923.460000 sec): 3 clusters Score: Raw -1996162.583000 + Penalty 4745.041157 = -1991417.541843 nChanged 24 SP:Iteration 54Q (13923.760000 sec): 3 clusters Score: Raw -1996165.816487 + Penalty 4745.041157 = -1991420.775330 nChanged 21 SP:Iteration 55Q (13924.030000 sec): 3 clusters Score: Raw -1996169.874795 + Penalty 4745.041157 = -1991424.833638 nChanged 20 SP:Iteration 56Q (13924.360000 sec): 3 clusters Score: Raw -1996173.272513 + Penalty 4745.041157 = -1991428.231356 nChanged 16 SP:Iteration 57Q (13924.670000 sec): 3 clusters Score: Raw -1996176.013360 + Penalty 4745.041157 = -1991430.972203 nChanged 18 SP:Iteration 58Q (13924.950000 sec): 3 clusters Score: Raw -1996179.074331 + Penalty 4745.041157 = -1991434.033174 nChanged 24 SP:Iteration 59Q (13925.230000 sec): 3 clusters Score: Raw -1996182.863669 + Penalty 4745.041157 = -1991437.822512 nChanged 17 SP:Iteration 60F (13925.510000 sec): 3 clusters Score: Raw -1996185.273243 + Penalty 4745.041157 = -1991440.232086 nChanged 18 SP:Iteration 61Q (13925.760000 sec): 3 clusters Score: Raw -1996187.528214 + Penalty 4745.041157 = -1991442.487057 nChanged 18 SP:Iteration 62Q (13926.060000 sec): 3 clusters Score: Raw -1996189.687751 + Penalty 4745.041157 = -1991444.646594 nChanged 10 SP:Iteration 63Q (13926.270000 sec): 3 clusters Score: Raw -1996190.892891 + Penalty 4745.041157 = -1991445.851734 nChanged 15 SP:Iteration 64Q (13926.510000 sec): 3 clusters Score: Raw -1996192.931286 + Penalty 4745.041157 = -1991447.890129 nChanged 26 SP:Iteration 65Q (13926.760000 sec): 3 clusters Score: Raw -1996196.914064 + Penalty 4745.041157 = -1991451.872907 nChanged 26 SP:Iteration 66Q (13927.070000 sec): 3 clusters Score: Raw -1996199.809627 + Penalty 4745.041157 = -1991454.768470 nChanged 17 SP:Iteration 67Q (13927.350000 sec): 3 clusters Score: Raw -1996201.915612 + Penalty 4745.041157 = -1991456.874455 nChanged 14 SP:Iteration 68Q (13927.620000 sec): 3 clusters Score: Raw -1996203.488506 + Penalty 4745.041157 = -1991458.447349 nChanged 13 SP:Iteration 69Q (13927.860000 sec): 3 clusters Score: Raw -1996205.072309 + Penalty 4745.041157 = -1991460.031152 nChanged 13 SP:Iteration 70Q (13928.160000 sec): 3 clusters Score: Raw -1996207.118210 + Penalty 4745.041157 = -1991462.077053 nChanged 22 SP:Iteration 71Q (13928.390000 sec): 3 clusters Score: Raw -1996210.332918 + Penalty 4745.041157 = -1991465.291761 nChanged 18 SP:Iteration 72Q (13928.720000 sec): 3 clusters Score: Raw -1996213.453624 + Penalty 4745.041157 = -1991468.412467 nChanged 20 SP:Iteration 73Q (13929.000000 sec): 3 clusters Score: Raw -1996216.693139 + Penalty 4745.041157 = -1991471.651982 nChanged 19 SP:Iteration 74Q (13929.260000 sec): 3 clusters Score: Raw -1996219.165436 + Penalty 4745.041157 = -1991474.124279 nChanged 15 SP:Iteration 75Q (13929.540000 sec): 3 clusters Score: Raw -1996221.497297 + Penalty 4745.041157 = -1991476.456140 nChanged 17 SP:Iteration 76Q (13929.820000 sec): 3 clusters Score: Raw -1996224.080010 + Penalty 4745.041157 = -1991479.038853 nChanged 18 SP:Iteration 77Q (13930.100000 sec): 3 clusters Score: Raw -1996226.362404 + Penalty 4745.041157 = -1991481.321247 nChanged 13 SP:Iteration 78Q (13930.380000 sec): 3 clusters Score: Raw -1996228.124673 + Penalty 4745.041157 = -1991483.083516 nChanged 15 SP:Iteration 79Q (13930.680000 sec): 3 clusters Score: Raw -1996230.634599 + Penalty 4745.041157 = -1991485.593442 nChanged 11 SP:Iteration 80F (13930.980000 sec): 3 clusters Score: Raw -1996232.068044 + Penalty 4745.041157 = -1991487.026887 nChanged 9 SP:Iteration 81Q (13931.270000 sec): 3 clusters Score: Raw -1996233.098187 + Penalty 4745.041157 = -1991488.057030 nChanged 11 SP:Iteration 82Q (13931.590000 sec): 3 clusters Score: Raw -1996234.546944 + Penalty 4745.041157 = -1991489.505787 nChanged 7 SP:Iteration 83Q (13931.870000 sec): 3 clusters Score: Raw -1996235.381316 + Penalty 4745.041157 = -1991490.340159 nChanged 4 SP:Iteration 84Q (13932.120000 sec): 3 clusters Score: Raw -1996235.930017 + Penalty 4745.041157 = -1991490.888860 nChanged 7 SP:Iteration 85Q (13932.380000 sec): 3 clusters Score: Raw -1996236.730315 + Penalty 4745.041157 = -1991491.689158 nChanged 4 SP:Iteration 86Q (13932.660000 sec): 3 clusters Score: Raw -1996237.324402 + Penalty 4745.041157 = -1991492.283245 nChanged 4 SP:Iteration 87Q (13932.960000 sec): 3 clusters Score: Raw -1996237.642552 + Penalty 4745.041157 = -1991492.601395 nChanged 5 SP:Iteration 88Q (13933.230000 sec): 3 clusters Score: Raw -1996238.111231 + Penalty 4745.041157 = -1991493.070074 nChanged 7 SP:Iteration 89Q (13933.510000 sec): 3 clusters Score: Raw -1996238.937826 + Penalty 4745.041157 = -1991493.896669 nChanged 6 SP:Iteration 90Q (13933.810000 sec): 3 clusters Score: Raw -1996239.701929 + Penalty 4745.041157 = -1991494.660772 nChanged 7 SP:Iteration 91Q (13934.040000 sec): 3 clusters Score: Raw -1996240.635130 + Penalty 4745.041157 = -1991495.593973 nChanged 8 SP:Iteration 92Q (13934.290000 sec): 3 clusters Score: Raw -1996241.560621 + Penalty 4745.041157 = -1991496.519464 nChanged 6 SP:Iteration 93Q (13934.540000 sec): 3 clusters Score: Raw -1996242.115522 + Penalty 4745.041157 = -1991497.074365 nChanged 7 SP:Iteration 94Q (13934.790000 sec): 3 clusters Score: Raw -1996243.058721 + Penalty 4745.041157 = -1991498.017564 nChanged 9 SP:Iteration 95Q (13935.110000 sec): 3 clusters Score: Raw -1996244.568282 + Penalty 4745.041157 = -1991499.527125 nChanged 7 SP:Iteration 96Q (13935.400000 sec): 3 clusters Score: Raw -1996245.437173 + Penalty 4745.041157 = -1991500.396016 nChanged 11 SP:Iteration 97Q (13935.620000 sec): 3 clusters Score: Raw -1996246.616570 + Penalty 4745.041157 = -1991501.575413 nChanged 8 SP:Iteration 98Q (13935.870000 sec): 3 clusters Score: Raw -1996247.379221 + Penalty 4745.041157 = -1991502.338064 nChanged 6 SP:Iteration 99Q (13936.190000 sec): 3 clusters Score: Raw -1996247.995769 + Penalty 4745.041157 = -1991502.954612 nChanged 8 SP:Iteration 100F (13936.430000 sec): 3 clusters Score: Raw -1996248.795645 + Penalty 4745.041157 = -1991503.754488 nChanged 1 SP:Iteration 101Q (13936.750000 sec): 3 clusters Score: Raw -1996248.894779 + Penalty 4745.041157 = -1991503.853622 nChanged 1 SP:Iteration 102Q (13937.000000 sec): 3 clusters Score: Raw -1996248.943176 + Penalty 4745.041157 = -1991503.902019 nChanged 0 SP:Iteration 103F (13937.260000 sec): 3 clusters Score: Raw -1996248.943176 + Penalty 4745.041157 = -1991503.902019 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 26 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13937.320000 sec): 2 clusters Score: Raw -24540.520727 + Penalty 1305.147167 = -23235.373560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13937.470000 sec): 3 clusters Score: Raw -24785.785725 + Penalty 2610.294334 = -22175.491391 nChanged 18 SP:Iteration 1F (13937.650000 sec): 3 clusters Score: Raw -24986.968809 + Penalty 2610.294334 = -22376.674475 nChanged 8 SP:Iteration 2Q (13937.790000 sec): 3 clusters Score: Raw -25034.186043 + Penalty 2610.294334 = -22423.891709 nChanged 3 SP:Iteration 3Q (13937.960000 sec): 3 clusters Score: Raw -25047.962968 + Penalty 2610.294334 = -22437.668635 nChanged 3 SP:Iteration 4Q (13938.090000 sec): 3 clusters Score: Raw -25077.538885 + Penalty 2610.294334 = -22467.244552 nChanged 4 SP:Iteration 5Q (13938.220000 sec): 3 clusters Score: Raw -25107.818452 + Penalty 2610.294334 = -22497.524118 nChanged 3 SP:Iteration 6Q (13938.380000 sec): 3 clusters Score: Raw -25161.630199 + Penalty 2610.294334 = -22551.335866 nChanged 1 SP:Iteration 7Q (13938.560000 sec): 3 clusters Score: Raw -25174.646109 + Penalty 2610.294334 = -22564.351775 nChanged 1 SP:Iteration 8Q (13938.700000 sec): 3 clusters Score: Raw -25186.778096 + Penalty 2610.294334 = -22576.483762 nChanged 1 SP:Iteration 9Q (13938.870000 sec): 3 clusters Score: Raw -25207.603746 + Penalty 2610.294334 = -22597.309412 nChanged 0 SP:Iteration 10F (13939.020000 sec): 3 clusters Score: Raw -25207.603746 + Penalty 2610.294334 = -22597.309412 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 27 (12201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13939.190000 sec): 2 clusters Score: Raw -1741310.281523 + Penalty 2333.499752 = -1738976.781770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13939.430000 sec): 3 clusters Score: Raw -1734598.739206 + Penalty 4666.999505 = -1729931.739701 nChanged 5121 SP:Iteration 1F (13939.700000 sec): 3 clusters Score: Raw -1737229.843771 + Penalty 4666.999505 = -1732562.844267 nChanged 692 SP:Iteration 2F (13939.900000 sec): 3 clusters Score: Raw -1737520.192838 + Penalty 4666.999505 = -1732853.193334 nChanged 589 SP:Iteration 3Q (13940.170000 sec): 3 clusters Score: Raw -1737748.108233 + Penalty 4666.999505 = -1733081.108728 nChanged 472 SP:Iteration 4Q (13940.350000 sec): 3 clusters Score: Raw -1737942.218288 + Penalty 4666.999505 = -1733275.218784 nChanged 493 SP:Iteration 5Q (13940.600000 sec): 3 clusters Score: Raw -1738163.342689 + Penalty 4666.999505 = -1733496.343185 nChanged 520 SP:Iteration 6Q (13940.870000 sec): 3 clusters Score: Raw -1738429.935773 + Penalty 4666.999505 = -1733762.936268 nChanged 611 SP:Iteration 7F (13941.090000 sec): 3 clusters Score: Raw -1738758.125607 + Penalty 4666.999505 = -1734091.126102 nChanged 589 SP:Iteration 8Q (13941.380000 sec): 3 clusters Score: Raw -1739109.858812 + Penalty 4666.999505 = -1734442.859308 nChanged 576 SP:Iteration 9Q (13941.670000 sec): 3 clusters Score: Raw -1739450.761026 + Penalty 4666.999505 = -1734783.761521 nChanged 556 SP:Iteration 10Q (13941.980000 sec): 3 clusters Score: Raw -1739780.650060 + Penalty 4666.999505 = -1735113.650556 nChanged 509 SP:Iteration 11Q (13942.190000 sec): 3 clusters Score: Raw -1740100.850716 + Penalty 4666.999505 = -1735433.851211 nChanged 471 SP:Iteration 12Q (13942.430000 sec): 3 clusters Score: Raw -1740408.961936 + Penalty 4666.999505 = -1735741.962432 nChanged 395 SP:Iteration 13Q (13942.710000 sec): 3 clusters Score: Raw -1740704.216983 + Penalty 4666.999505 = -1736037.217479 nChanged 367 SP:Iteration 14Q (13943.010000 sec): 3 clusters Score: Raw -1740994.743277 + Penalty 4666.999505 = -1736327.743772 nChanged 284 SP:Iteration 15Q (13943.330000 sec): 3 clusters Score: Raw -1741221.974589 + Penalty 4666.999505 = -1736554.975085 nChanged 222 SP:Iteration 16Q (13943.550000 sec): 3 clusters Score: Raw -1741404.514183 + Penalty 4666.999505 = -1736737.514679 nChanged 172 SP:Iteration 17Q (13943.800000 sec): 3 clusters Score: Raw -1741540.536244 + Penalty 4666.999505 = -1736873.536739 nChanged 123 SP:Iteration 18Q (13944.070000 sec): 3 clusters Score: Raw -1741634.938501 + Penalty 4666.999505 = -1736967.938996 nChanged 92 SP:Iteration 19Q (13944.350000 sec): 3 clusters Score: Raw -1741695.138393 + Penalty 4666.999505 = -1737028.138889 nChanged 58 SP:Iteration 20F (13944.620000 sec): 3 clusters Score: Raw -1741734.390675 + Penalty 4666.999505 = -1737067.391170 nChanged 48 SP:Iteration 21Q (13944.830000 sec): 3 clusters Score: Raw -1741762.466163 + Penalty 4666.999505 = -1737095.466659 nChanged 49 SP:Iteration 22Q (13945.040000 sec): 3 clusters Score: Raw -1741786.645388 + Penalty 4666.999505 = -1737119.645883 nChanged 28 SP:Iteration 23Q (13945.280000 sec): 3 clusters Score: Raw -1741800.958624 + Penalty 4666.999505 = -1737133.959120 nChanged 18 SP:Iteration 24Q (13945.590000 sec): 3 clusters Score: Raw -1741811.512214 + Penalty 4666.999505 = -1737144.512709 nChanged 17 SP:Iteration 25Q (13945.820000 sec): 3 clusters Score: Raw -1741819.180420 + Penalty 4666.999505 = -1737152.180916 nChanged 10 SP:Iteration 26Q (13946.090000 sec): 3 clusters Score: Raw -1741822.761942 + Penalty 4666.999505 = -1737155.762438 nChanged 7 SP:Iteration 27Q (13946.310000 sec): 3 clusters Score: Raw -1741825.724202 + Penalty 4666.999505 = -1737158.724697 nChanged 7 SP:Iteration 28Q (13946.590000 sec): 3 clusters Score: Raw -1741828.311774 + Penalty 4666.999505 = -1737161.312270 nChanged 4 SP:Iteration 29Q (13946.850000 sec): 3 clusters Score: Raw -1741829.683602 + Penalty 4666.999505 = -1737162.684097 nChanged 4 SP:Iteration 30Q (13947.110000 sec): 3 clusters Score: Raw -1741831.985371 + Penalty 4666.999505 = -1737164.985866 nChanged 4 SP:Iteration 31Q (13947.370000 sec): 3 clusters Score: Raw -1741833.167449 + Penalty 4666.999505 = -1737166.167944 nChanged 2 SP:Iteration 32Q (13947.610000 sec): 3 clusters Score: Raw -1741833.880434 + Penalty 4666.999505 = -1737166.880929 nChanged 5 SP:Iteration 33Q (13947.880000 sec): 3 clusters Score: Raw -1741836.206122 + Penalty 4666.999505 = -1737169.206617 nChanged 2 SP:Iteration 34Q (13948.110000 sec): 3 clusters Score: Raw -1741836.888083 + Penalty 4666.999505 = -1737169.888579 nChanged 2 SP:Iteration 35Q (13948.360000 sec): 3 clusters Score: Raw -1741837.306125 + Penalty 4666.999505 = -1737170.306621 nChanged 0 SP:Iteration 36F (13948.680000 sec): 3 clusters Score: Raw -1741837.306125 + Penalty 4666.999505 = -1737170.306621 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 28 (121082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13949.350000 sec): 2 clusters Score: Raw -17736451.979457 + Penalty 2902.647374 = -17733549.332083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13950.220000 sec): 3 clusters Score: Raw -17658564.239908 + Penalty 5805.294747 = -17652758.945161 nChanged 57422 SP:Iteration 1F (13951.120000 sec): 3 clusters Score: Raw -17691562.266849 + Penalty 5805.294747 = -17685756.972101 nChanged 4199 SP:Iteration 2Q (13952.050000 sec): 3 clusters Score: Raw -17692660.692409 + Penalty 5805.294747 = -17686855.397661 nChanged 4699 SP:Iteration 3Q (13952.960000 sec): 3 clusters Score: Raw -17694149.905812 + Penalty 5805.294747 = -17688344.611064 nChanged 5652 SP:Iteration 4Q (13953.890000 sec): 3 clusters Score: Raw -17696481.118757 + Penalty 5805.294747 = -17690675.824010 nChanged 7027 SP:Iteration 5F (13954.680000 sec): 3 clusters Score: Raw -17700243.810283 + Penalty 5805.294747 = -17694438.515535 nChanged 8369 SP:Iteration 6F (13955.550000 sec): 3 clusters Score: Raw -17705672.319903 + Penalty 5805.294747 = -17699867.025156 nChanged 9146 SP:Iteration 7F (13956.370000 sec): 3 clusters Score: Raw -17712652.698055 + Penalty 5805.294747 = -17706847.403307 nChanged 8788 SP:Iteration 8F (13957.270000 sec): 3 clusters Score: Raw -17719994.402422 + Penalty 5805.294747 = -17714189.107675 nChanged 7421 SP:Iteration 9F (13958.110000 sec): 3 clusters Score: Raw -17726562.730158 + Penalty 5805.294747 = -17720757.435411 nChanged 5334 SP:Iteration 10Q (13959.000000 sec): 3 clusters Score: Raw -17731317.917618 + Penalty 5805.294747 = -17725512.622871 nChanged 3232 SP:Iteration 11Q (13959.840000 sec): 3 clusters Score: Raw -17734121.797984 + Penalty 5805.294747 = -17728316.503236 nChanged 1760 SP:Iteration 12Q (13960.680000 sec): 3 clusters Score: Raw -17735560.768633 + Penalty 5805.294747 = -17729755.473885 nChanged 879 SP:Iteration 13Q (13961.550000 sec): 3 clusters Score: Raw -17736280.837306 + Penalty 5805.294747 = -17730475.542558 nChanged 380 SP:Iteration 14Q (13962.310000 sec): 3 clusters Score: Raw -17736591.943940 + Penalty 5805.294747 = -17730786.649193 nChanged 175 SP:Iteration 15Q (13963.170000 sec): 3 clusters Score: Raw -17736729.947312 + Penalty 5805.294747 = -17730924.652565 nChanged 95 SP:Iteration 16Q (13964.010000 sec): 3 clusters Score: Raw -17736810.096899 + Penalty 5805.294747 = -17731004.802152 nChanged 58 SP:Iteration 17Q (13964.780000 sec): 3 clusters Score: Raw -17736850.785278 + Penalty 5805.294747 = -17731045.490530 nChanged 27 SP:Iteration 18Q (13965.610000 sec): 3 clusters Score: Raw -17736872.102594 + Penalty 5805.294747 = -17731066.807846 nChanged 18 SP:Iteration 19Q (13966.390000 sec): 3 clusters Score: Raw -17736884.031985 + Penalty 5805.294747 = -17731078.737238 nChanged 6 SP:Iteration 20F (13967.260000 sec): 3 clusters Score: Raw -17736889.069524 + Penalty 5805.294747 = -17731083.774776 nChanged 8 SP:Iteration 21Q (13968.000000 sec): 3 clusters Score: Raw -17736895.903771 + Penalty 5805.294747 = -17731090.609023 nChanged 9 SP:Iteration 22Q (13968.830000 sec): 3 clusters Score: Raw -17736903.595541 + Penalty 5805.294747 = -17731098.300794 nChanged 10 SP:Iteration 23Q (13969.550000 sec): 3 clusters Score: Raw -17736909.544819 + Penalty 5805.294747 = -17731104.250071 nChanged 8 SP:Iteration 24Q (13970.350000 sec): 3 clusters Score: Raw -17736915.776309 + Penalty 5805.294747 = -17731110.481562 nChanged 7 SP:Iteration 25Q (13971.180000 sec): 3 clusters Score: Raw -17736921.031256 + Penalty 5805.294747 = -17731115.736509 nChanged 8 SP:Iteration 26Q (13971.940000 sec): 3 clusters Score: Raw -17736931.826604 + Penalty 5805.294747 = -17731126.531856 nChanged 8 SP:Iteration 27Q (13972.750000 sec): 3 clusters Score: Raw -17736938.186716 + Penalty 5805.294747 = -17731132.891968 nChanged 5 SP:Iteration 28Q (13973.510000 sec): 3 clusters Score: Raw -17736942.635815 + Penalty 5805.294747 = -17731137.341068 nChanged 4 SP:Iteration 29Q (13974.370000 sec): 3 clusters Score: Raw -17736944.481116 + Penalty 5805.294747 = -17731139.186368 nChanged 0 SP:Iteration 30F (13975.250000 sec): 3 clusters Score: Raw -17736944.481116 + Penalty 5805.294747 = -17731139.186368 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 29 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13975.370000 sec): 2 clusters Score: Raw -13660.115567 + Penalty 1151.808943 = -12508.306624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13975.570000 sec): 3 clusters Score: Raw -14058.142088 + Penalty 2303.617886 = -11754.524202 nChanged 2 SP:Iteration 1Q (13975.810000 sec): 3 clusters Score: Raw -14081.141520 + Penalty 2303.617886 = -11777.523634 nChanged 0 SP:Iteration 2F (13975.970000 sec): 3 clusters Score: Raw -14081.141520 + Penalty 2303.617886 = -11777.523634 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 30 (2908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13976.120000 sec): 2 clusters Score: Raw -373197.102426 + Penalty 1977.854768 = -371219.247658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13976.310000 sec): 3 clusters Score: Raw -371984.259486 + Penalty 3955.709536 = -368028.549950 nChanged 1060 SP:Iteration 1F (13976.530000 sec): 3 clusters Score: Raw -372777.875586 + Penalty 3955.709536 = -368822.166051 nChanged 260 SP:Iteration 2F (13976.670000 sec): 3 clusters Score: Raw -373006.121252 + Penalty 3955.709536 = -369050.411716 nChanged 156 SP:Iteration 3F (13976.880000 sec): 3 clusters Score: Raw -373154.135544 + Penalty 3955.709536 = -369198.426008 nChanged 123 SP:Iteration 4Q (13977.100000 sec): 3 clusters Score: Raw -373248.158341 + Penalty 3955.709536 = -369292.448805 nChanged 102 SP:Iteration 5Q (13977.300000 sec): 3 clusters Score: Raw -373324.770805 + Penalty 3955.709536 = -369369.061269 nChanged 76 SP:Iteration 6Q (13977.510000 sec): 3 clusters Score: Raw -373389.485520 + Penalty 3955.709536 = -369433.775985 nChanged 69 SP:Iteration 7Q (13977.680000 sec): 3 clusters Score: Raw -373446.258182 + Penalty 3955.709536 = -369490.548646 nChanged 70 SP:Iteration 8Q (13977.920000 sec): 3 clusters Score: Raw -373511.086176 + Penalty 3955.709536 = -369555.376640 nChanged 56 SP:Iteration 9Q (13978.140000 sec): 3 clusters Score: Raw -373566.488219 + Penalty 3955.709536 = -369610.778683 nChanged 58 SP:Iteration 10Q (13978.300000 sec): 3 clusters Score: Raw -373613.378856 + Penalty 3955.709536 = -369657.669320 nChanged 57 SP:Iteration 11Q (13978.480000 sec): 3 clusters Score: Raw -373662.350109 + Penalty 3955.709536 = -369706.640573 nChanged 58 SP:Iteration 12Q (13978.690000 sec): 3 clusters Score: Raw -373731.162942 + Penalty 3955.709536 = -369775.453406 nChanged 75 SP:Iteration 13Q (13978.950000 sec): 3 clusters Score: Raw -373806.089793 + Penalty 3955.709536 = -369850.380257 nChanged 66 SP:Iteration 14Q (13979.150000 sec): 3 clusters Score: Raw -373866.022475 + Penalty 3955.709536 = -369910.312939 nChanged 59 SP:Iteration 15Q (13979.350000 sec): 3 clusters Score: Raw -373920.042142 + Penalty 3955.709536 = -369964.332606 nChanged 57 SP:Iteration 16Q (13979.520000 sec): 3 clusters Score: Raw -373956.953826 + Penalty 3955.709536 = -370001.244290 nChanged 37 SP:Iteration 17Q (13979.740000 sec): 3 clusters Score: Raw -373981.350055 + Penalty 3955.709536 = -370025.640519 nChanged 29 SP:Iteration 18Q (13979.890000 sec): 3 clusters Score: Raw -373996.814351 + Penalty 3955.709536 = -370041.104815 nChanged 26 SP:Iteration 19Q (13980.150000 sec): 3 clusters Score: Raw -374009.008964 + Penalty 3955.709536 = -370053.299428 nChanged 21 SP:Iteration 20F (13980.300000 sec): 3 clusters Score: Raw -374020.628543 + Penalty 3955.709536 = -370064.919007 nChanged 16 SP:Iteration 21Q (13980.510000 sec): 3 clusters Score: Raw -374030.755129 + Penalty 3955.709536 = -370075.045593 nChanged 13 SP:Iteration 22Q (13980.670000 sec): 3 clusters Score: Raw -374037.376514 + Penalty 3955.709536 = -370081.666978 nChanged 8 SP:Iteration 23Q (13980.840000 sec): 3 clusters Score: Raw -374040.780181 + Penalty 3955.709536 = -370085.070645 nChanged 7 SP:Iteration 24Q (13981.020000 sec): 3 clusters Score: Raw -374043.837759 + Penalty 3955.709536 = -370088.128223 nChanged 6 SP:Iteration 25Q (13981.210000 sec): 3 clusters Score: Raw -374047.137522 + Penalty 3955.709536 = -370091.427986 nChanged 9 SP:Iteration 26Q (13981.370000 sec): 3 clusters Score: Raw -374052.293630 + Penalty 3955.709536 = -370096.584095 nChanged 6 SP:Iteration 27Q (13981.540000 sec): 3 clusters Score: Raw -374055.838781 + Penalty 3955.709536 = -370100.129245 nChanged 5 SP:Iteration 28Q (13981.710000 sec): 3 clusters Score: Raw -374059.199967 + Penalty 3955.709536 = -370103.490431 nChanged 2 SP:Iteration 29Q (13981.910000 sec): 3 clusters Score: Raw -374060.187766 + Penalty 3955.709536 = -370104.478230 nChanged 4 SP:Iteration 30Q (13982.080000 sec): 3 clusters Score: Raw -374062.867283 + Penalty 3955.709536 = -370107.157747 nChanged 3 SP:Iteration 31Q (13982.310000 sec): 3 clusters Score: Raw -374064.295042 + Penalty 3955.709536 = -370108.585506 nChanged 2 SP:Iteration 32Q (13982.510000 sec): 3 clusters Score: Raw -374065.957393 + Penalty 3955.709536 = -370110.247857 nChanged 2 SP:Iteration 33Q (13982.690000 sec): 3 clusters Score: Raw -374066.863054 + Penalty 3955.709536 = -370111.153518 nChanged 4 SP:Iteration 34Q (13982.870000 sec): 3 clusters Score: Raw -374069.103108 + Penalty 3955.709536 = -370113.393572 nChanged 1 SP:Iteration 35Q (13983.090000 sec): 3 clusters Score: Raw -374069.521241 + Penalty 3955.709536 = -370113.811705 nChanged 1 SP:Iteration 36Q (13983.270000 sec): 3 clusters Score: Raw -374070.214372 + Penalty 3955.709536 = -370114.504836 nChanged 2 SP:Iteration 37Q (13983.460000 sec): 3 clusters Score: Raw -374070.672448 + Penalty 3955.709536 = -370114.962912 nChanged 0 SP:Iteration 38F (13983.650000 sec): 3 clusters Score: Raw -374070.672448 + Penalty 3955.709536 = -370114.962912 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 31 (29925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13983.920000 sec): 2 clusters Score: Raw -4420711.838078 + Penalty 2555.999484 = -4418155.838595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13984.270000 sec): 3 clusters Score: Raw -4402781.658504 + Penalty 5111.998967 = -4397669.659537 nChanged 13540 SP:Iteration 1F (13984.620000 sec): 3 clusters Score: Raw -4410016.644712 + Penalty 5111.998967 = -4404904.645745 nChanged 1376 SP:Iteration 2Q (13984.950000 sec): 3 clusters Score: Raw -4410414.403140 + Penalty 5111.998967 = -4405302.404173 nChanged 1189 SP:Iteration 3Q (13985.320000 sec): 3 clusters Score: Raw -4410800.939456 + Penalty 5111.998967 = -4405688.940489 nChanged 1256 SP:Iteration 4Q (13985.670000 sec): 3 clusters Score: Raw -4411256.671848 + Penalty 5111.998967 = -4406144.672881 nChanged 1359 SP:Iteration 5Q (13986.010000 sec): 3 clusters Score: Raw -4411846.479343 + Penalty 5111.998967 = -4406734.480376 nChanged 1552 SP:Iteration 6F (13986.440000 sec): 3 clusters Score: Raw -4412661.879668 + Penalty 5111.998967 = -4407549.880701 nChanged 1851 SP:Iteration 7F (13986.820000 sec): 3 clusters Score: Raw -4413862.809595 + Penalty 5111.998967 = -4408750.810628 nChanged 1999 SP:Iteration 8F (13987.170000 sec): 3 clusters Score: Raw -4415353.728039 + Penalty 5111.998967 = -4410241.729072 nChanged 2028 SP:Iteration 9F (13987.560000 sec): 3 clusters Score: Raw -4417058.547358 + Penalty 5111.998967 = -4411946.548391 nChanged 1727 SP:Iteration 10F (13987.870000 sec): 3 clusters Score: Raw -4418541.871176 + Penalty 5111.998967 = -4413429.872209 nChanged 1238 SP:Iteration 11Q (13988.220000 sec): 3 clusters Score: Raw -4419543.967375 + Penalty 5111.998967 = -4414431.968408 nChanged 810 SP:Iteration 12Q (13988.570000 sec): 3 clusters Score: Raw -4420200.261114 + Penalty 5111.998967 = -4415088.262146 nChanged 482 SP:Iteration 13Q (13988.890000 sec): 3 clusters Score: Raw -4420586.299863 + Penalty 5111.998967 = -4415474.300896 nChanged 270 SP:Iteration 14Q (13989.250000 sec): 3 clusters Score: Raw -4420794.529382 + Penalty 5111.998967 = -4415682.530415 nChanged 141 SP:Iteration 15Q (13989.580000 sec): 3 clusters Score: Raw -4420900.973761 + Penalty 5111.998967 = -4415788.974794 nChanged 79 SP:Iteration 16Q (13989.930000 sec): 3 clusters Score: Raw -4420962.276266 + Penalty 5111.998967 = -4415850.277299 nChanged 49 SP:Iteration 17Q (13990.270000 sec): 3 clusters Score: Raw -4421002.571460 + Penalty 5111.998967 = -4415890.572493 nChanged 34 SP:Iteration 18Q (13990.580000 sec): 3 clusters Score: Raw -4421028.888468 + Penalty 5111.998967 = -4415916.889501 nChanged 33 SP:Iteration 19Q (13990.900000 sec): 3 clusters Score: Raw -4421058.213806 + Penalty 5111.998967 = -4415946.214839 nChanged 20 SP:Iteration 20F (13991.230000 sec): 3 clusters Score: Raw -4421073.635392 + Penalty 5111.998967 = -4415961.636425 nChanged 13 SP:Iteration 21Q (13991.610000 sec): 3 clusters Score: Raw -4421082.588424 + Penalty 5111.998967 = -4415970.589457 nChanged 11 SP:Iteration 22Q (13991.950000 sec): 3 clusters Score: Raw -4421091.438365 + Penalty 5111.998967 = -4415979.439398 nChanged 11 SP:Iteration 23Q (13992.240000 sec): 3 clusters Score: Raw -4421098.713292 + Penalty 5111.998967 = -4415986.714325 nChanged 9 SP:Iteration 24Q (13992.580000 sec): 3 clusters Score: Raw -4421105.814244 + Penalty 5111.998967 = -4415993.815277 nChanged 7 SP:Iteration 25Q (13992.930000 sec): 3 clusters Score: Raw -4421111.132952 + Penalty 5111.998967 = -4415999.133984 nChanged 5 SP:Iteration 26Q (13993.240000 sec): 3 clusters Score: Raw -4421113.619547 + Penalty 5111.998967 = -4416001.620580 nChanged 1 SP:Iteration 27Q (13993.590000 sec): 3 clusters Score: Raw -4421114.668738 + Penalty 5111.998967 = -4416002.669771 nChanged 1 SP:Iteration 28Q (13993.880000 sec): 3 clusters Score: Raw -4421115.642793 + Penalty 5111.998967 = -4416003.643826 nChanged 1 SP:Iteration 29Q (13994.190000 sec): 3 clusters Score: Raw -4421115.975996 + Penalty 5111.998967 = -4416003.977029 nChanged 0 SP:Iteration 30F (13994.530000 sec): 3 clusters Score: Raw -4421115.975996 + Penalty 5111.998967 = -4416003.977029 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 32 (9055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13994.700000 sec): 2 clusters Score: Raw -1290235.787995 + Penalty 2259.545948 = -1287976.242047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13994.950000 sec): 3 clusters Score: Raw -1285475.360310 + Penalty 4519.091896 = -1280956.268414 nChanged 3738 SP:Iteration 1F (13995.250000 sec): 3 clusters Score: Raw -1287643.734036 + Penalty 4519.091896 = -1283124.642140 nChanged 636 SP:Iteration 2F (13995.490000 sec): 3 clusters Score: Raw -1288017.885844 + Penalty 4519.091896 = -1283498.793949 nChanged 521 SP:Iteration 3F (13995.730000 sec): 3 clusters Score: Raw -1288312.163808 + Penalty 4519.091896 = -1283793.071912 nChanged 452 SP:Iteration 4Q (13995.940000 sec): 3 clusters Score: Raw -1288591.947218 + Penalty 4519.091896 = -1284072.855322 nChanged 467 SP:Iteration 5F (13996.190000 sec): 3 clusters Score: Raw -1288901.845122 + Penalty 4519.091896 = -1284382.753227 nChanged 441 SP:Iteration 6Q (13996.450000 sec): 3 clusters Score: Raw -1289207.956724 + Penalty 4519.091896 = -1284688.864828 nChanged 430 SP:Iteration 7Q (13996.660000 sec): 3 clusters Score: Raw -1289508.080913 + Penalty 4519.091896 = -1284988.989018 nChanged 392 SP:Iteration 8Q (13996.910000 sec): 3 clusters Score: Raw -1289780.019351 + Penalty 4519.091896 = -1285260.927455 nChanged 327 SP:Iteration 9Q (13997.180000 sec): 3 clusters Score: Raw -1289974.870384 + Penalty 4519.091896 = -1285455.778489 nChanged 285 SP:Iteration 10Q (13997.410000 sec): 3 clusters Score: Raw -1290144.492940 + Penalty 4519.091896 = -1285625.401044 nChanged 240 SP:Iteration 11Q (13997.670000 sec): 3 clusters Score: Raw -1290268.756823 + Penalty 4519.091896 = -1285749.664927 nChanged 193 SP:Iteration 12Q (13997.990000 sec): 3 clusters Score: Raw -1290364.934376 + Penalty 4519.091896 = -1285845.842480 nChanged 151 SP:Iteration 13Q (13998.170000 sec): 3 clusters Score: Raw -1290432.283827 + Penalty 4519.091896 = -1285913.191932 nChanged 138 SP:Iteration 14Q (13998.440000 sec): 3 clusters Score: Raw -1290480.143845 + Penalty 4519.091896 = -1285961.051950 nChanged 97 SP:Iteration 15Q (13998.680000 sec): 3 clusters Score: Raw -1290507.757044 + Penalty 4519.091896 = -1285988.665148 nChanged 70 SP:Iteration 16Q (13998.880000 sec): 3 clusters Score: Raw -1290528.020910 + Penalty 4519.091896 = -1286008.929014 nChanged 51 SP:Iteration 17Q (13999.150000 sec): 3 clusters Score: Raw -1290543.182377 + Penalty 4519.091896 = -1286024.090481 nChanged 47 SP:Iteration 18Q (13999.420000 sec): 3 clusters Score: Raw -1290553.603855 + Penalty 4519.091896 = -1286034.511960 nChanged 36 SP:Iteration 19Q (13999.680000 sec): 3 clusters Score: Raw -1290561.504050 + Penalty 4519.091896 = -1286042.412155 nChanged 29 SP:Iteration 20F (13999.870000 sec): 3 clusters Score: Raw -1290567.405841 + Penalty 4519.091896 = -1286048.313946 nChanged 18 SP:Iteration 21Q (14000.170000 sec): 3 clusters Score: Raw -1290570.799225 + Penalty 4519.091896 = -1286051.707329 nChanged 18 SP:Iteration 22Q (14000.430000 sec): 3 clusters Score: Raw -1290575.559456 + Penalty 4519.091896 = -1286056.467561 nChanged 19 SP:Iteration 23Q (14000.670000 sec): 3 clusters Score: Raw -1290579.370526 + Penalty 4519.091896 = -1286060.278630 nChanged 14 SP:Iteration 24Q (14000.890000 sec): 3 clusters Score: Raw -1290582.191745 + Penalty 4519.091896 = -1286063.099849 nChanged 12 SP:Iteration 25Q (14001.170000 sec): 3 clusters Score: Raw -1290584.428039 + Penalty 4519.091896 = -1286065.336143 nChanged 7 SP:Iteration 26Q (14001.440000 sec): 3 clusters Score: Raw -1290585.490490 + Penalty 4519.091896 = -1286066.398595 nChanged 4 SP:Iteration 27Q (14001.620000 sec): 3 clusters Score: Raw -1290586.291971 + Penalty 4519.091896 = -1286067.200076 nChanged 5 SP:Iteration 28Q (14001.920000 sec): 3 clusters Score: Raw -1290587.128106 + Penalty 4519.091896 = -1286068.036211 nChanged 2 SP:Iteration 29Q (14002.140000 sec): 3 clusters Score: Raw -1290587.531617 + Penalty 4519.091896 = -1286068.439721 nChanged 4 SP:Iteration 30Q (14002.410000 sec): 3 clusters Score: Raw -1290588.036305 + Penalty 4519.091896 = -1286068.944409 nChanged 3 SP:Iteration 31Q (14002.660000 sec): 3 clusters Score: Raw -1290588.560194 + Penalty 4519.091896 = -1286069.468298 nChanged 3 SP:Iteration 32Q (14002.960000 sec): 3 clusters Score: Raw -1290589.172503 + Penalty 4519.091896 = -1286070.080607 nChanged 4 SP:Iteration 33Q (14003.210000 sec): 3 clusters Score: Raw -1290590.217783 + Penalty 4519.091896 = -1286071.125887 nChanged 7 SP:Iteration 34Q (14003.450000 sec): 3 clusters Score: Raw -1290591.181785 + Penalty 4519.091896 = -1286072.089890 nChanged 1 SP:Iteration 35Q (14003.650000 sec): 3 clusters Score: Raw -1290591.243849 + Penalty 4519.091896 = -1286072.151953 nChanged 1 SP:Iteration 36Q (14003.900000 sec): 3 clusters Score: Raw -1290591.395894 + Penalty 4519.091896 = -1286072.303998 nChanged 2 SP:Iteration 37Q (14004.120000 sec): 3 clusters Score: Raw -1290591.636003 + Penalty 4519.091896 = -1286072.544107 nChanged 2 SP:Iteration 38Q (14004.370000 sec): 3 clusters Score: Raw -1290592.234754 + Penalty 4519.091896 = -1286073.142859 nChanged 0 SP:Iteration 39F (14004.570000 sec): 3 clusters Score: Raw -1290592.234754 + Penalty 4519.091896 = -1286073.142859 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 33 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14004.670000 sec): 2 clusters Score: Raw -30644.896035 + Penalty 1346.477716 = -29298.418319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14004.890000 sec): 3 clusters Score: Raw -30847.742233 + Penalty 2692.955432 = -28154.786801 nChanged 17 SP:Iteration 1F (14005.020000 sec): 3 clusters Score: Raw -30911.023336 + Penalty 2692.955432 = -28218.067904 nChanged 3 SP:Iteration 2Q (14005.190000 sec): 3 clusters Score: Raw -30920.410546 + Penalty 2692.955432 = -28227.455114 nChanged 1 SP:Iteration 3Q (14005.370000 sec): 3 clusters Score: Raw -30930.223368 + Penalty 2692.955432 = -28237.267936 nChanged 1 SP:Iteration 4Q (14005.560000 sec): 3 clusters Score: Raw -30936.026569 + Penalty 2692.955432 = -28243.071137 nChanged 0 SP:Iteration 5F (14005.730000 sec): 3 clusters Score: Raw -30936.026569 + Penalty 2692.955432 = -28243.071137 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 34 (8941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14005.900000 sec): 2 clusters Score: Raw -1263767.724927 + Penalty 2256.403874 = -1261511.321053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14006.150000 sec): 3 clusters Score: Raw -1259159.851659 + Penalty 4512.807748 = -1254647.043910 nChanged 3569 SP:Iteration 1F (14006.390000 sec): 3 clusters Score: Raw -1261148.181216 + Penalty 4512.807748 = -1256635.373467 nChanged 671 SP:Iteration 2F (14006.620000 sec): 3 clusters Score: Raw -1261627.966706 + Penalty 4512.807748 = -1257115.158957 nChanged 646 SP:Iteration 3F (14006.800000 sec): 3 clusters Score: Raw -1262170.332288 + Penalty 4512.807748 = -1257657.524540 nChanged 629 SP:Iteration 4F (14007.050000 sec): 3 clusters Score: Raw -1262670.239118 + Penalty 4512.807748 = -1258157.431369 nChanged 594 SP:Iteration 5F (14007.300000 sec): 3 clusters Score: Raw -1263148.868772 + Penalty 4512.807748 = -1258636.061024 nChanged 512 SP:Iteration 6F (14007.540000 sec): 3 clusters Score: Raw -1263540.557849 + Penalty 4512.807748 = -1259027.750101 nChanged 428 SP:Iteration 7Q (14007.770000 sec): 3 clusters Score: Raw -1263830.906389 + Penalty 4512.807748 = -1259318.098641 nChanged 344 SP:Iteration 8Q (14008.030000 sec): 3 clusters Score: Raw -1264034.184331 + Penalty 4512.807748 = -1259521.376583 nChanged 250 SP:Iteration 9Q (14008.310000 sec): 3 clusters Score: Raw -1264170.342335 + Penalty 4512.807748 = -1259657.534587 nChanged 177 SP:Iteration 10Q (14008.510000 sec): 3 clusters Score: Raw -1264249.290963 + Penalty 4512.807748 = -1259736.483215 nChanged 129 SP:Iteration 11Q (14008.750000 sec): 3 clusters Score: Raw -1264298.155012 + Penalty 4512.807748 = -1259785.347264 nChanged 104 SP:Iteration 12Q (14009.000000 sec): 3 clusters Score: Raw -1264335.919037 + Penalty 4512.807748 = -1259823.111288 nChanged 87 SP:Iteration 13Q (14009.240000 sec): 3 clusters Score: Raw -1264362.903234 + Penalty 4512.807748 = -1259850.095486 nChanged 65 SP:Iteration 14Q (14009.430000 sec): 3 clusters Score: Raw -1264384.262395 + Penalty 4512.807748 = -1259871.454646 nChanged 63 SP:Iteration 15Q (14009.670000 sec): 3 clusters Score: Raw -1264404.460425 + Penalty 4512.807748 = -1259891.652677 nChanged 49 SP:Iteration 16Q (14009.870000 sec): 3 clusters Score: Raw -1264417.922438 + Penalty 4512.807748 = -1259905.114690 nChanged 38 SP:Iteration 17Q (14010.090000 sec): 3 clusters Score: Raw -1264426.386946 + Penalty 4512.807748 = -1259913.579198 nChanged 30 SP:Iteration 18Q (14010.360000 sec): 3 clusters Score: Raw -1264432.431568 + Penalty 4512.807748 = -1259919.623819 nChanged 29 SP:Iteration 19Q (14010.600000 sec): 3 clusters Score: Raw -1264439.613464 + Penalty 4512.807748 = -1259926.805716 nChanged 24 SP:Iteration 20F (14010.800000 sec): 3 clusters Score: Raw -1264444.606493 + Penalty 4512.807748 = -1259931.798745 nChanged 20 SP:Iteration 21Q (14011.100000 sec): 3 clusters Score: Raw -1264448.672778 + Penalty 4512.807748 = -1259935.865030 nChanged 25 SP:Iteration 22Q (14011.360000 sec): 3 clusters Score: Raw -1264452.925531 + Penalty 4512.807748 = -1259940.117783 nChanged 17 SP:Iteration 23Q (14011.630000 sec): 3 clusters Score: Raw -1264456.284229 + Penalty 4512.807748 = -1259943.476481 nChanged 13 SP:Iteration 24Q (14011.850000 sec): 3 clusters Score: Raw -1264458.516534 + Penalty 4512.807748 = -1259945.708785 nChanged 8 SP:Iteration 25Q (14012.050000 sec): 3 clusters Score: Raw -1264459.831653 + Penalty 4512.807748 = -1259947.023905 nChanged 5 SP:Iteration 26Q (14012.280000 sec): 3 clusters Score: Raw -1264460.460551 + Penalty 4512.807748 = -1259947.652803 nChanged 2 SP:Iteration 27Q (14012.540000 sec): 3 clusters Score: Raw -1264460.764797 + Penalty 4512.807748 = -1259947.957048 nChanged 1 SP:Iteration 28Q (14012.830000 sec): 3 clusters Score: Raw -1264460.912095 + Penalty 4512.807748 = -1259948.104346 nChanged 3 SP:Iteration 29Q (14013.050000 sec): 3 clusters Score: Raw -1264461.183512 + Penalty 4512.807748 = -1259948.375763 nChanged 1 SP:Iteration 30Q (14013.270000 sec): 3 clusters Score: Raw -1264461.344758 + Penalty 4512.807748 = -1259948.537009 nChanged 3 SP:Iteration 31Q (14013.520000 sec): 3 clusters Score: Raw -1264462.116106 + Penalty 4512.807748 = -1259949.308357 nChanged 4 SP:Iteration 32Q (14013.740000 sec): 3 clusters Score: Raw -1264463.064581 + Penalty 4512.807748 = -1259950.256833 nChanged 7 SP:Iteration 33Q (14013.980000 sec): 3 clusters Score: Raw -1264464.659175 + Penalty 4512.807748 = -1259951.851427 nChanged 7 SP:Iteration 34Q (14014.210000 sec): 3 clusters Score: Raw -1264466.263874 + Penalty 4512.807748 = -1259953.456126 nChanged 11 SP:Iteration 35Q (14014.440000 sec): 3 clusters Score: Raw -1264468.285763 + Penalty 4512.807748 = -1259955.478015 nChanged 11 SP:Iteration 36Q (14014.640000 sec): 3 clusters Score: Raw -1264470.116371 + Penalty 4512.807748 = -1259957.308622 nChanged 8 SP:Iteration 37Q (14014.860000 sec): 3 clusters Score: Raw -1264471.314048 + Penalty 4512.807748 = -1259958.506299 nChanged 11 SP:Iteration 38Q (14015.120000 sec): 3 clusters Score: Raw -1264474.220374 + Penalty 4512.807748 = -1259961.412626 nChanged 14 SP:Iteration 39Q (14015.350000 sec): 3 clusters Score: Raw -1264477.229193 + Penalty 4512.807748 = -1259964.421445 nChanged 11 SP:Iteration 40F (14015.560000 sec): 3 clusters Score: Raw -1264478.989954 + Penalty 4512.807748 = -1259966.182206 nChanged 6 SP:Iteration 41Q (14015.770000 sec): 3 clusters Score: Raw -1264479.970416 + Penalty 4512.807748 = -1259967.162667 nChanged 4 SP:Iteration 42Q (14016.010000 sec): 3 clusters Score: Raw -1264480.467922 + Penalty 4512.807748 = -1259967.660174 nChanged 5 SP:Iteration 43Q (14016.210000 sec): 3 clusters Score: Raw -1264481.372918 + Penalty 4512.807748 = -1259968.565170 nChanged 5 SP:Iteration 44Q (14016.460000 sec): 3 clusters Score: Raw -1264482.291937 + Penalty 4512.807748 = -1259969.484189 nChanged 5 SP:Iteration 45Q (14016.640000 sec): 3 clusters Score: Raw -1264483.503912 + Penalty 4512.807748 = -1259970.696164 nChanged 6 SP:Iteration 46Q (14016.880000 sec): 3 clusters Score: Raw -1264484.552457 + Penalty 4512.807748 = -1259971.744709 nChanged 5 SP:Iteration 47Q (14017.140000 sec): 3 clusters Score: Raw -1264485.488655 + Penalty 4512.807748 = -1259972.680907 nChanged 0 SP:Iteration 48F (14017.370000 sec): 3 clusters Score: Raw -1264485.488655 + Penalty 4512.807748 = -1259972.680907 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 35 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14017.480000 sec): 2 clusters Score: Raw -39930.633669 + Penalty 1417.822870 = -38512.810799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14017.670000 sec): 3 clusters Score: Raw -40058.120521 + Penalty 2835.645740 = -37222.474781 nChanged 37 SP:Iteration 1F (14017.860000 sec): 3 clusters Score: Raw -40169.427106 + Penalty 2835.645740 = -37333.781366 nChanged 6 SP:Iteration 2Q (14018.020000 sec): 3 clusters Score: Raw -40202.703737 + Penalty 2835.645740 = -37367.057997 nChanged 6 SP:Iteration 3Q (14018.150000 sec): 3 clusters Score: Raw -40240.421708 + Penalty 2835.645740 = -37404.775968 nChanged 4 SP:Iteration 4Q (14018.360000 sec): 3 clusters Score: Raw -40257.593220 + Penalty 2835.645740 = -37421.947480 nChanged 3 SP:Iteration 5Q (14018.560000 sec): 3 clusters Score: Raw -40265.374497 + Penalty 2835.645740 = -37429.728757 nChanged 0 SP:Iteration 6F (14018.730000 sec): 3 clusters Score: Raw -40265.374497 + Penalty 2835.645740 = -37429.728757 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 36 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14018.830000 sec): 2 clusters Score: Raw -163482.828607 + Penalty 1749.503515 = -161733.325091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14019.020000 sec): 3 clusters Score: Raw -163195.440745 + Penalty 3499.007030 = -159696.433715 nChanged 329 SP:Iteration 1F (14019.190000 sec): 3 clusters Score: Raw -163535.798817 + Penalty 3499.007030 = -160036.791787 nChanged 89 SP:Iteration 2F (14019.370000 sec): 3 clusters Score: Raw -163664.387796 + Penalty 3499.007030 = -160165.380765 nChanged 54 SP:Iteration 3Q (14019.580000 sec): 3 clusters Score: Raw -163756.343135 + Penalty 3499.007030 = -160257.336105 nChanged 50 SP:Iteration 4Q (14019.760000 sec): 3 clusters Score: Raw -163844.881120 + Penalty 3499.007030 = -160345.874090 nChanged 50 SP:Iteration 5Q (14020.000000 sec): 3 clusters Score: Raw -163938.304742 + Penalty 3499.007030 = -160439.297711 nChanged 47 SP:Iteration 6Q (14020.140000 sec): 3 clusters Score: Raw -164032.043161 + Penalty 3499.007030 = -160533.036130 nChanged 49 SP:Iteration 7Q (14020.290000 sec): 3 clusters Score: Raw -164132.041634 + Penalty 3499.007030 = -160633.034604 nChanged 35 SP:Iteration 8Q (14020.470000 sec): 3 clusters Score: Raw -164202.321057 + Penalty 3499.007030 = -160703.314027 nChanged 28 SP:Iteration 9Q (14020.650000 sec): 3 clusters Score: Raw -164260.227990 + Penalty 3499.007030 = -160761.220960 nChanged 28 SP:Iteration 10Q (14020.820000 sec): 3 clusters Score: Raw -164331.751198 + Penalty 3499.007030 = -160832.744167 nChanged 23 SP:Iteration 11Q (14020.980000 sec): 3 clusters Score: Raw -164369.186768 + Penalty 3499.007030 = -160870.179737 nChanged 18 SP:Iteration 12Q (14021.210000 sec): 3 clusters Score: Raw -164398.538329 + Penalty 3499.007030 = -160899.531298 nChanged 14 SP:Iteration 13Q (14021.440000 sec): 3 clusters Score: Raw -164418.088145 + Penalty 3499.007030 = -160919.081115 nChanged 7 SP:Iteration 14Q (14021.620000 sec): 3 clusters Score: Raw -164426.740637 + Penalty 3499.007030 = -160927.733607 nChanged 7 SP:Iteration 15Q (14021.830000 sec): 3 clusters Score: Raw -164433.962158 + Penalty 3499.007030 = -160934.955127 nChanged 8 SP:Iteration 16Q (14022.010000 sec): 3 clusters Score: Raw -164441.042388 + Penalty 3499.007030 = -160942.035357 nChanged 3 SP:Iteration 17Q (14022.170000 sec): 3 clusters Score: Raw -164443.354663 + Penalty 3499.007030 = -160944.347633 nChanged 3 SP:Iteration 18Q (14022.360000 sec): 3 clusters Score: Raw -164447.034846 + Penalty 3499.007030 = -160948.027815 nChanged 2 SP:Iteration 19Q (14022.560000 sec): 3 clusters Score: Raw -164450.527706 + Penalty 3499.007030 = -160951.520675 nChanged 2 SP:Iteration 20F (14022.690000 sec): 3 clusters Score: Raw -164452.331967 + Penalty 3499.007030 = -160953.324937 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 37 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14022.800000 sec): 2 clusters Score: Raw -9711.481460 + Penalty 1089.823390 = -8621.658070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14022.960000 sec): 3 clusters Score: Raw -10554.286919 + Penalty 2179.646781 = -8374.640139 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 38 (6558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14023.100000 sec): 2 clusters Score: Raw -925494.672470 + Penalty 2179.533357 = -923315.139112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14023.300000 sec): 3 clusters Score: Raw -922190.986061 + Penalty 4359.066715 = -917831.919346 nChanged 2620 SP:Iteration 1F (14023.510000 sec): 3 clusters Score: Raw -923612.435927 + Penalty 4359.066715 = -919253.369212 nChanged 443 SP:Iteration 2F (14023.750000 sec): 3 clusters Score: Raw -923837.548518 + Penalty 4359.066715 = -919478.481803 nChanged 298 SP:Iteration 3Q (14023.960000 sec): 3 clusters Score: Raw -923979.416508 + Penalty 4359.066715 = -919620.349793 nChanged 230 SP:Iteration 4Q (14024.130000 sec): 3 clusters Score: Raw -924076.121273 + Penalty 4359.066715 = -919717.054558 nChanged 192 SP:Iteration 5Q (14024.340000 sec): 3 clusters Score: Raw -924153.820359 + Penalty 4359.066715 = -919794.753644 nChanged 162 SP:Iteration 6Q (14024.570000 sec): 3 clusters Score: Raw -924223.879222 + Penalty 4359.066715 = -919864.812507 nChanged 153 SP:Iteration 7Q (14024.770000 sec): 3 clusters Score: Raw -924284.075350 + Penalty 4359.066715 = -919925.008635 nChanged 131 SP:Iteration 8Q (14025.000000 sec): 3 clusters Score: Raw -924326.745283 + Penalty 4359.066715 = -919967.678568 nChanged 97 SP:Iteration 9Q (14025.210000 sec): 3 clusters Score: Raw -924361.498937 + Penalty 4359.066715 = -920002.432222 nChanged 100 SP:Iteration 10Q (14025.500000 sec): 3 clusters Score: Raw -924395.539418 + Penalty 4359.066715 = -920036.472703 nChanged 98 SP:Iteration 11Q (14025.710000 sec): 3 clusters Score: Raw -924432.725003 + Penalty 4359.066715 = -920073.658288 nChanged 112 SP:Iteration 12Q (14025.900000 sec): 3 clusters Score: Raw -924475.093430 + Penalty 4359.066715 = -920116.026715 nChanged 131 SP:Iteration 13Q (14026.170000 sec): 3 clusters Score: Raw -924531.011160 + Penalty 4359.066715 = -920171.944445 nChanged 123 SP:Iteration 14Q (14026.370000 sec): 3 clusters Score: Raw -924586.188018 + Penalty 4359.066715 = -920227.121303 nChanged 141 SP:Iteration 15Q (14026.610000 sec): 3 clusters Score: Raw -924653.819340 + Penalty 4359.066715 = -920294.752626 nChanged 157 SP:Iteration 16Q (14026.830000 sec): 3 clusters Score: Raw -924726.815480 + Penalty 4359.066715 = -920367.748765 nChanged 133 SP:Iteration 17Q (14027.030000 sec): 3 clusters Score: Raw -924790.763133 + Penalty 4359.066715 = -920431.696418 nChanged 156 SP:Iteration 18Q (14027.270000 sec): 3 clusters Score: Raw -924874.901899 + Penalty 4359.066715 = -920515.835185 nChanged 137 SP:Iteration 19Q (14027.430000 sec): 3 clusters Score: Raw -924951.123173 + Penalty 4359.066715 = -920592.056458 nChanged 141 SP:Iteration 20F (14027.650000 sec): 3 clusters Score: Raw -925037.519982 + Penalty 4359.066715 = -920678.453267 nChanged 175 SP:Iteration 21Q (14027.870000 sec): 3 clusters Score: Raw -925145.835497 + Penalty 4359.066715 = -920786.768783 nChanged 160 SP:Iteration 22Q (14028.030000 sec): 3 clusters Score: Raw -925245.800178 + Penalty 4359.066715 = -920886.733463 nChanged 152 SP:Iteration 23Q (14028.230000 sec): 3 clusters Score: Raw -925354.085264 + Penalty 4359.066715 = -920995.018549 nChanged 133 SP:Iteration 24Q (14028.450000 sec): 3 clusters Score: Raw -925444.623521 + Penalty 4359.066715 = -921085.556806 nChanged 118 SP:Iteration 25Q (14028.690000 sec): 3 clusters Score: Raw -925522.255764 + Penalty 4359.066715 = -921163.189049 nChanged 83 SP:Iteration 26Q (14028.900000 sec): 3 clusters Score: Raw -925584.702418 + Penalty 4359.066715 = -921225.635703 nChanged 78 SP:Iteration 27Q (14029.160000 sec): 3 clusters Score: Raw -925644.007587 + Penalty 4359.066715 = -921284.940873 nChanged 51 SP:Iteration 28Q (14029.370000 sec): 3 clusters Score: Raw -925680.111131 + Penalty 4359.066715 = -921321.044416 nChanged 41 SP:Iteration 29Q (14029.610000 sec): 3 clusters Score: Raw -925708.799538 + Penalty 4359.066715 = -921349.732824 nChanged 38 SP:Iteration 30Q (14029.840000 sec): 3 clusters Score: Raw -925735.013083 + Penalty 4359.066715 = -921375.946368 nChanged 31 SP:Iteration 31Q (14030.070000 sec): 3 clusters Score: Raw -925760.769609 + Penalty 4359.066715 = -921401.702894 nChanged 37 SP:Iteration 32Q (14030.280000 sec): 3 clusters Score: Raw -925789.758455 + Penalty 4359.066715 = -921430.691741 nChanged 25 SP:Iteration 33Q (14030.550000 sec): 3 clusters Score: Raw -925809.141212 + Penalty 4359.066715 = -921450.074497 nChanged 20 SP:Iteration 34Q (14030.760000 sec): 3 clusters Score: Raw -925826.041286 + Penalty 4359.066715 = -921466.974571 nChanged 18 SP:Iteration 35Q (14031.010000 sec): 3 clusters Score: Raw -925839.180281 + Penalty 4359.066715 = -921480.113567 nChanged 22 SP:Iteration 36Q (14031.230000 sec): 3 clusters Score: Raw -925860.382683 + Penalty 4359.066715 = -921501.315968 nChanged 22 SP:Iteration 37Q (14031.430000 sec): 3 clusters Score: Raw -925880.033686 + Penalty 4359.066715 = -921520.966971 nChanged 16 SP:Iteration 38Q (14031.590000 sec): 3 clusters Score: Raw -925891.335798 + Penalty 4359.066715 = -921532.269083 nChanged 12 SP:Iteration 39Q (14031.820000 sec): 3 clusters Score: Raw -925902.536261 + Penalty 4359.066715 = -921543.469546 nChanged 6 SP:Iteration 40F (14031.990000 sec): 3 clusters Score: Raw -925907.560520 + Penalty 4359.066715 = -921548.493806 nChanged 8 SP:Iteration 41Q (14032.230000 sec): 3 clusters Score: Raw -925914.503560 + Penalty 4359.066715 = -921555.436846 nChanged 7 SP:Iteration 42Q (14032.470000 sec): 3 clusters Score: Raw -925922.206984 + Penalty 4359.066715 = -921563.140269 nChanged 7 SP:Iteration 43Q (14032.630000 sec): 3 clusters Score: Raw -925927.757348 + Penalty 4359.066715 = -921568.690633 nChanged 1 SP:Iteration 44Q (14032.830000 sec): 3 clusters Score: Raw -925928.323425 + Penalty 4359.066715 = -921569.256710 nChanged 0 SP:Iteration 45F (14033.050000 sec): 3 clusters Score: Raw -925928.323425 + Penalty 4359.066715 = -921569.256710 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 39 (4401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14033.160000 sec): 2 clusters Score: Raw -617543.987049 + Penalty 2080.617593 = -615463.369456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14033.370000 sec): 3 clusters Score: Raw -615463.864626 + Penalty 4161.235185 = -611302.629441 nChanged 1651 SP:Iteration 1F (14033.580000 sec): 3 clusters Score: Raw -616352.215726 + Penalty 4161.235185 = -612190.980541 nChanged 287 SP:Iteration 2F (14033.810000 sec): 3 clusters Score: Raw -616528.866867 + Penalty 4161.235185 = -612367.631682 nChanged 223 SP:Iteration 3F (14033.990000 sec): 3 clusters Score: Raw -616661.726706 + Penalty 4161.235185 = -612500.491521 nChanged 181 SP:Iteration 4Q (14034.200000 sec): 3 clusters Score: Raw -616784.506863 + Penalty 4161.235185 = -612623.271678 nChanged 158 SP:Iteration 5Q (14034.400000 sec): 3 clusters Score: Raw -616886.098436 + Penalty 4161.235185 = -612724.863251 nChanged 129 SP:Iteration 6Q (14034.610000 sec): 3 clusters Score: Raw -616981.997097 + Penalty 4161.235185 = -612820.761912 nChanged 136 SP:Iteration 7Q (14034.790000 sec): 3 clusters Score: Raw -617084.042315 + Penalty 4161.235185 = -612922.807130 nChanged 130 SP:Iteration 8Q (14034.990000 sec): 3 clusters Score: Raw -617196.939866 + Penalty 4161.235185 = -613035.704681 nChanged 136 SP:Iteration 9Q (14035.170000 sec): 3 clusters Score: Raw -617301.783754 + Penalty 4161.235185 = -613140.548569 nChanged 132 SP:Iteration 10Q (14035.390000 sec): 3 clusters Score: Raw -617399.473801 + Penalty 4161.235185 = -613238.238616 nChanged 115 SP:Iteration 11Q (14035.560000 sec): 3 clusters Score: Raw -617473.218371 + Penalty 4161.235185 = -613311.983185 nChanged 108 SP:Iteration 12Q (14035.770000 sec): 3 clusters Score: Raw -617536.514887 + Penalty 4161.235185 = -613375.279702 nChanged 90 SP:Iteration 13Q (14036.010000 sec): 3 clusters Score: Raw -617592.648736 + Penalty 4161.235185 = -613431.413551 nChanged 72 SP:Iteration 14Q (14036.240000 sec): 3 clusters Score: Raw -617626.483705 + Penalty 4161.235185 = -613465.248520 nChanged 50 SP:Iteration 15Q (14036.460000 sec): 3 clusters Score: Raw -617649.704131 + Penalty 4161.235185 = -613488.468945 nChanged 43 SP:Iteration 16Q (14036.640000 sec): 3 clusters Score: Raw -617670.853402 + Penalty 4161.235185 = -613509.618217 nChanged 41 SP:Iteration 17Q (14036.870000 sec): 3 clusters Score: Raw -617696.711536 + Penalty 4161.235185 = -613535.476351 nChanged 47 SP:Iteration 18Q (14037.090000 sec): 3 clusters Score: Raw -617720.372505 + Penalty 4161.235185 = -613559.137320 nChanged 35 SP:Iteration 19Q (14037.300000 sec): 3 clusters Score: Raw -617736.825916 + Penalty 4161.235185 = -613575.590730 nChanged 29 SP:Iteration 20F (14037.470000 sec): 3 clusters Score: Raw -617752.223875 + Penalty 4161.235185 = -613590.988690 nChanged 29 SP:Iteration 21Q (14037.710000 sec): 3 clusters Score: Raw -617770.453173 + Penalty 4161.235185 = -613609.217988 nChanged 32 SP:Iteration 22Q (14037.870000 sec): 3 clusters Score: Raw -617787.621647 + Penalty 4161.235185 = -613626.386462 nChanged 39 SP:Iteration 23Q (14038.120000 sec): 3 clusters Score: Raw -617809.441434 + Penalty 4161.235185 = -613648.206248 nChanged 35 SP:Iteration 24Q (14038.340000 sec): 3 clusters Score: Raw -617827.322425 + Penalty 4161.235185 = -613666.087240 nChanged 31 SP:Iteration 25Q (14038.630000 sec): 3 clusters Score: Raw -617843.969514 + Penalty 4161.235185 = -613682.734329 nChanged 28 SP:Iteration 26Q (14038.780000 sec): 3 clusters Score: Raw -617857.941828 + Penalty 4161.235185 = -613696.706643 nChanged 22 SP:Iteration 27Q (14039.000000 sec): 3 clusters Score: Raw -617868.357155 + Penalty 4161.235185 = -613707.121970 nChanged 16 SP:Iteration 28Q (14039.180000 sec): 3 clusters Score: Raw -617876.327150 + Penalty 4161.235185 = -613715.091965 nChanged 17 SP:Iteration 29Q (14039.390000 sec): 3 clusters Score: Raw -617884.467187 + Penalty 4161.235185 = -613723.232001 nChanged 19 SP:Iteration 30Q (14039.610000 sec): 3 clusters Score: Raw -617891.750373 + Penalty 4161.235185 = -613730.515188 nChanged 13 SP:Iteration 31Q (14039.780000 sec): 3 clusters Score: Raw -617898.891619 + Penalty 4161.235185 = -613737.656434 nChanged 16 SP:Iteration 32Q (14040.010000 sec): 3 clusters Score: Raw -617905.568004 + Penalty 4161.235185 = -613744.332819 nChanged 14 SP:Iteration 33Q (14040.210000 sec): 3 clusters Score: Raw -617912.175764 + Penalty 4161.235185 = -613750.940579 nChanged 12 SP:Iteration 34Q (14040.390000 sec): 3 clusters Score: Raw -617917.510153 + Penalty 4161.235185 = -613756.274968 nChanged 15 SP:Iteration 35Q (14040.630000 sec): 3 clusters Score: Raw -617924.771527 + Penalty 4161.235185 = -613763.536341 nChanged 16 SP:Iteration 36Q (14040.810000 sec): 3 clusters Score: Raw -617933.634292 + Penalty 4161.235185 = -613772.399106 nChanged 13 SP:Iteration 37Q (14040.980000 sec): 3 clusters Score: Raw -617940.310512 + Penalty 4161.235185 = -613779.075327 nChanged 9 SP:Iteration 38Q (14041.170000 sec): 3 clusters Score: Raw -617943.943642 + Penalty 4161.235185 = -613782.708457 nChanged 6 SP:Iteration 39Q (14041.320000 sec): 3 clusters Score: Raw -617946.714789 + Penalty 4161.235185 = -613785.479604 nChanged 12 SP:Iteration 40F (14041.510000 sec): 3 clusters Score: Raw -617952.891570 + Penalty 4161.235185 = -613791.656385 nChanged 12 SP:Iteration 41Q (14041.730000 sec): 3 clusters Score: Raw -617957.137154 + Penalty 4161.235185 = -613795.901968 nChanged 9 SP:Iteration 42Q (14041.920000 sec): 3 clusters Score: Raw -617960.188467 + Penalty 4161.235185 = -613798.953282 nChanged 4 SP:Iteration 43Q (14042.090000 sec): 3 clusters Score: Raw -617962.574749 + Penalty 4161.235185 = -613801.339564 nChanged 7 SP:Iteration 44Q (14042.290000 sec): 3 clusters Score: Raw -617965.312647 + Penalty 4161.235185 = -613804.077462 nChanged 7 SP:Iteration 45Q (14042.490000 sec): 3 clusters Score: Raw -617967.767020 + Penalty 4161.235185 = -613806.531835 nChanged 4 SP:Iteration 46Q (14042.680000 sec): 3 clusters Score: Raw -617969.704115 + Penalty 4161.235185 = -613808.468930 nChanged 3 SP:Iteration 47Q (14042.910000 sec): 3 clusters Score: Raw -617971.077666 + Penalty 4161.235185 = -613809.842480 nChanged 1 SP:Iteration 48Q (14043.110000 sec): 3 clusters Score: Raw -617971.436161 + Penalty 4161.235185 = -613810.200976 nChanged 1 SP:Iteration 49Q (14043.240000 sec): 3 clusters Score: Raw -617971.574887 + Penalty 4161.235185 = -613810.339702 nChanged 4 SP:Iteration 50Q (14043.450000 sec): 3 clusters Score: Raw -617973.011232 + Penalty 4161.235185 = -613811.776047 nChanged 4 SP:Iteration 51Q (14043.610000 sec): 3 clusters Score: Raw -617973.930027 + Penalty 4161.235185 = -613812.694842 nChanged 1 SP:Iteration 52Q (14043.820000 sec): 3 clusters Score: Raw -617974.201907 + Penalty 4161.235185 = -613812.966722 nChanged 1 SP:Iteration 53Q (14044.020000 sec): 3 clusters Score: Raw -617974.467336 + Penalty 4161.235185 = -613813.232150 nChanged 0 SP:Iteration 54F (14044.240000 sec): 3 clusters Score: Raw -617974.467336 + Penalty 4161.235185 = -613813.232150 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 40 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14044.320000 sec): 2 clusters Score: Raw -40321.026060 + Penalty 1406.130469 = -38914.895591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14044.520000 sec): 3 clusters Score: Raw -40442.670143 + Penalty 2812.260938 = -37630.409206 nChanged 25 SP:Iteration 1F (14044.640000 sec): 3 clusters Score: Raw -40521.319179 + Penalty 2812.260938 = -37709.058241 nChanged 6 SP:Iteration 2Q (14044.820000 sec): 3 clusters Score: Raw -40546.548601 + Penalty 2812.260938 = -37734.287663 nChanged 3 SP:Iteration 3Q (14044.990000 sec): 3 clusters Score: Raw -40558.733075 + Penalty 2812.260938 = -37746.472137 nChanged 2 SP:Iteration 4Q (14045.110000 sec): 3 clusters Score: Raw -40567.301617 + Penalty 2812.260938 = -37755.040679 nChanged 1 SP:Iteration 5Q (14045.290000 sec): 3 clusters Score: Raw -40568.956647 + Penalty 2812.260938 = -37756.695709 nChanged 1 SP:Iteration 6Q (14045.480000 sec): 3 clusters Score: Raw -40571.103470 + Penalty 2812.260938 = -37758.842532 nChanged 0 SP:Iteration 7F (14045.690000 sec): 3 clusters Score: Raw -40571.103470 + Penalty 2812.260938 = -37758.842532 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 41 (3488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14045.800000 sec): 2 clusters Score: Raw -494443.010578 + Penalty 2022.956779 = -492420.053800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14046.040000 sec): 3 clusters Score: Raw -492893.886876 + Penalty 4045.913557 = -488847.973319 nChanged 1280 SP:Iteration 1F (14046.230000 sec): 3 clusters Score: Raw -493713.903357 + Penalty 4045.913557 = -489667.989800 nChanged 302 SP:Iteration 2F (14046.400000 sec): 3 clusters Score: Raw -493926.731404 + Penalty 4045.913557 = -489880.817847 nChanged 169 SP:Iteration 3Q (14046.620000 sec): 3 clusters Score: Raw -494042.408974 + Penalty 4045.913557 = -489996.495417 nChanged 123 SP:Iteration 4Q (14046.800000 sec): 3 clusters Score: Raw -494111.796807 + Penalty 4045.913557 = -490065.883250 nChanged 75 SP:Iteration 5Q (14047.030000 sec): 3 clusters Score: Raw -494151.318656 + Penalty 4045.913557 = -490105.405099 nChanged 61 SP:Iteration 6Q (14047.240000 sec): 3 clusters Score: Raw -494178.251684 + Penalty 4045.913557 = -490132.338127 nChanged 52 SP:Iteration 7Q (14047.450000 sec): 3 clusters Score: Raw -494207.989612 + Penalty 4045.913557 = -490162.076055 nChanged 52 SP:Iteration 8Q (14047.640000 sec): 3 clusters Score: Raw -494233.775380 + Penalty 4045.913557 = -490187.861823 nChanged 58 SP:Iteration 9Q (14047.850000 sec): 3 clusters Score: Raw -494263.216252 + Penalty 4045.913557 = -490217.302694 nChanged 53 SP:Iteration 10Q (14048.000000 sec): 3 clusters Score: Raw -494292.644601 + Penalty 4045.913557 = -490246.731044 nChanged 44 SP:Iteration 11Q (14048.200000 sec): 3 clusters Score: Raw -494318.419830 + Penalty 4045.913557 = -490272.506273 nChanged 51 SP:Iteration 12Q (14048.400000 sec): 3 clusters Score: Raw -494349.268452 + Penalty 4045.913557 = -490303.354894 nChanged 58 SP:Iteration 13Q (14048.540000 sec): 3 clusters Score: Raw -494394.297318 + Penalty 4045.913557 = -490348.383760 nChanged 57 SP:Iteration 14Q (14048.780000 sec): 3 clusters Score: Raw -494430.857972 + Penalty 4045.913557 = -490384.944414 nChanged 61 SP:Iteration 15Q (14048.940000 sec): 3 clusters Score: Raw -494467.622708 + Penalty 4045.913557 = -490421.709150 nChanged 64 SP:Iteration 16Q (14049.170000 sec): 3 clusters Score: Raw -494503.600501 + Penalty 4045.913557 = -490457.686943 nChanged 54 SP:Iteration 17Q (14049.340000 sec): 3 clusters Score: Raw -494534.002644 + Penalty 4045.913557 = -490488.089087 nChanged 54 SP:Iteration 18Q (14049.530000 sec): 3 clusters Score: Raw -494568.797189 + Penalty 4045.913557 = -490522.883632 nChanged 50 SP:Iteration 19Q (14049.780000 sec): 3 clusters Score: Raw -494600.680626 + Penalty 4045.913557 = -490554.767069 nChanged 61 SP:Iteration 20F (14049.990000 sec): 3 clusters Score: Raw -494647.439610 + Penalty 4045.913557 = -490601.526052 nChanged 65 SP:Iteration 21Q (14050.190000 sec): 3 clusters Score: Raw -494701.228760 + Penalty 4045.913557 = -490655.315203 nChanged 63 SP:Iteration 22Q (14050.370000 sec): 3 clusters Score: Raw -494749.841960 + Penalty 4045.913557 = -490703.928402 nChanged 62 SP:Iteration 23Q (14050.580000 sec): 3 clusters Score: Raw -494792.617681 + Penalty 4045.913557 = -490746.704123 nChanged 43 SP:Iteration 24Q (14050.780000 sec): 3 clusters Score: Raw -494823.668607 + Penalty 4045.913557 = -490777.755049 nChanged 38 SP:Iteration 25Q (14051.010000 sec): 3 clusters Score: Raw -494851.467388 + Penalty 4045.913557 = -490805.553830 nChanged 43 SP:Iteration 26Q (14051.190000 sec): 3 clusters Score: Raw -494887.468381 + Penalty 4045.913557 = -490841.554824 nChanged 41 SP:Iteration 27Q (14051.390000 sec): 3 clusters Score: Raw -494918.518683 + Penalty 4045.913557 = -490872.605125 nChanged 29 SP:Iteration 28Q (14051.600000 sec): 3 clusters Score: Raw -494943.895941 + Penalty 4045.913557 = -490897.982384 nChanged 27 SP:Iteration 29Q (14051.760000 sec): 3 clusters Score: Raw -494968.543754 + Penalty 4045.913557 = -490922.630197 nChanged 30 SP:Iteration 30Q (14052.000000 sec): 3 clusters Score: Raw -494992.610194 + Penalty 4045.913557 = -490946.696636 nChanged 15 SP:Iteration 31Q (14052.200000 sec): 3 clusters Score: Raw -495006.043965 + Penalty 4045.913557 = -490960.130407 nChanged 15 SP:Iteration 32Q (14052.370000 sec): 3 clusters Score: Raw -495017.519626 + Penalty 4045.913557 = -490971.606069 nChanged 17 SP:Iteration 33Q (14052.580000 sec): 3 clusters Score: Raw -495035.596135 + Penalty 4045.913557 = -490989.682577 nChanged 12 SP:Iteration 34Q (14052.810000 sec): 3 clusters Score: Raw -495047.929462 + Penalty 4045.913557 = -491002.015904 nChanged 13 SP:Iteration 35Q (14053.020000 sec): 3 clusters Score: Raw -495058.373220 + Penalty 4045.913557 = -491012.459663 nChanged 10 SP:Iteration 36Q (14053.230000 sec): 3 clusters Score: Raw -495066.863660 + Penalty 4045.913557 = -491020.950103 nChanged 8 SP:Iteration 37Q (14053.430000 sec): 3 clusters Score: Raw -495071.220497 + Penalty 4045.913557 = -491025.306939 nChanged 4 SP:Iteration 38Q (14053.630000 sec): 3 clusters Score: Raw -495073.814321 + Penalty 4045.913557 = -491027.900764 nChanged 7 SP:Iteration 39Q (14053.820000 sec): 3 clusters Score: Raw -495078.565415 + Penalty 4045.913557 = -491032.651857 nChanged 5 SP:Iteration 40F (14054.040000 sec): 3 clusters Score: Raw -495082.412811 + Penalty 4045.913557 = -491036.499253 nChanged 4 SP:Iteration 41Q (14054.240000 sec): 3 clusters Score: Raw -495084.092630 + Penalty 4045.913557 = -491038.179073 nChanged 0 SP:Iteration 42F (14054.430000 sec): 3 clusters Score: Raw -495084.092630 + Penalty 4045.913557 = -491038.179073 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 42 (1176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14054.510000 sec): 2 clusters Score: Raw -171158.992318 + Penalty 1753.328784 = -169405.663534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14054.690000 sec): 3 clusters Score: Raw -170844.190527 + Penalty 3506.657568 = -167337.532960 nChanged 309 SP:Iteration 1F (14054.840000 sec): 3 clusters Score: Raw -171145.691298 + Penalty 3506.657568 = -167639.033730 nChanged 75 SP:Iteration 2F (14055.050000 sec): 3 clusters Score: Raw -171264.727460 + Penalty 3506.657568 = -167758.069892 nChanged 58 SP:Iteration 3Q (14055.290000 sec): 3 clusters Score: Raw -171350.914202 + Penalty 3506.657568 = -167844.256634 nChanged 42 SP:Iteration 4Q (14055.460000 sec): 3 clusters Score: Raw -171483.659136 + Penalty 3506.657568 = -167977.001569 nChanged 55 SP:Iteration 5Q (14055.660000 sec): 3 clusters Score: Raw -171609.652904 + Penalty 3506.657568 = -168102.995336 nChanged 36 SP:Iteration 6Q (14055.800000 sec): 3 clusters Score: Raw -171666.527880 + Penalty 3506.657568 = -168159.870312 nChanged 32 SP:Iteration 7Q (14056.030000 sec): 3 clusters Score: Raw -171713.521671 + Penalty 3506.657568 = -168206.864103 nChanged 28 SP:Iteration 8Q (14056.240000 sec): 3 clusters Score: Raw -171758.309652 + Penalty 3506.657568 = -168251.652085 nChanged 23 SP:Iteration 9Q (14056.450000 sec): 3 clusters Score: Raw -171797.827939 + Penalty 3506.657568 = -168291.170371 nChanged 23 SP:Iteration 10Q (14056.610000 sec): 3 clusters Score: Raw -171834.504590 + Penalty 3506.657568 = -168327.847022 nChanged 23 SP:Iteration 11Q (14056.770000 sec): 3 clusters Score: Raw -171879.295234 + Penalty 3506.657568 = -168372.637666 nChanged 19 SP:Iteration 12Q (14056.960000 sec): 3 clusters Score: Raw -171910.126015 + Penalty 3506.657568 = -168403.468447 nChanged 14 SP:Iteration 13Q (14057.150000 sec): 3 clusters Score: Raw -171929.749642 + Penalty 3506.657568 = -168423.092074 nChanged 11 SP:Iteration 14Q (14057.320000 sec): 3 clusters Score: Raw -171949.624922 + Penalty 3506.657568 = -168442.967354 nChanged 9 SP:Iteration 15Q (14057.520000 sec): 3 clusters Score: Raw -171971.461807 + Penalty 3506.657568 = -168464.804239 nChanged 14 SP:Iteration 16Q (14057.730000 sec): 3 clusters Score: Raw -172009.367311 + Penalty 3506.657568 = -168502.709744 nChanged 13 SP:Iteration 17Q (14057.890000 sec): 3 clusters Score: Raw -172053.655436 + Penalty 3506.657568 = -168546.997869 nChanged 8 SP:Iteration 18Q (14058.070000 sec): 3 clusters Score: Raw -172080.328849 + Penalty 3506.657568 = -168573.671281 nChanged 10 SP:Iteration 19Q (14058.260000 sec): 3 clusters Score: Raw -172122.782204 + Penalty 3506.657568 = -168616.124636 nChanged 9 SP:Iteration 20F (14058.440000 sec): 3 clusters Score: Raw -172146.359622 + Penalty 3506.657568 = -168639.702055 nChanged 10 SP:Iteration 21Q (14058.610000 sec): 3 clusters Score: Raw -172159.645747 + Penalty 3506.657568 = -168652.988179 nChanged 7 SP:Iteration 22Q (14058.810000 sec): 3 clusters Score: Raw -172171.256768 + Penalty 3506.657568 = -168664.599200 nChanged 5 SP:Iteration 23Q (14059.000000 sec): 3 clusters Score: Raw -172177.846646 + Penalty 3506.657568 = -168671.189079 nChanged 5 SP:Iteration 24Q (14059.190000 sec): 3 clusters Score: Raw -172184.887205 + Penalty 3506.657568 = -168678.229638 nChanged 1 SP:Iteration 25Q (14059.350000 sec): 3 clusters Score: Raw -172185.890950 + Penalty 3506.657568 = -168679.233383 nChanged 2 SP:Iteration 26Q (14059.590000 sec): 3 clusters Score: Raw -172187.077256 + Penalty 3506.657568 = -168680.419688 nChanged 0 SP:Iteration 27F (14059.790000 sec): 3 clusters Score: Raw -172187.077256 + Penalty 3506.657568 = -168680.419688 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 43 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14059.890000 sec): 2 clusters Score: Raw -22029.888366 + Penalty 1321.313290 = -20708.575076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14060.090000 sec): 3 clusters Score: Raw -22423.685514 + Penalty 2642.626580 = -19781.058934 nChanged 39 SP:Iteration 1F (14060.290000 sec): 3 clusters Score: Raw -22661.080194 + Penalty 2642.626580 = -20018.453614 nChanged 11 SP:Iteration 2F (14060.450000 sec): 3 clusters Score: Raw -22734.177679 + Penalty 2642.626580 = -20091.551100 nChanged 5 SP:Iteration 3Q (14060.650000 sec): 3 clusters Score: Raw -22751.825930 + Penalty 2642.626580 = -20109.199351 nChanged 1 SP:Iteration 4Q (14060.840000 sec): 3 clusters Score: Raw -22767.253245 + Penalty 2642.626580 = -20124.626665 nChanged 1 SP:Iteration 5Q (14061.010000 sec): 3 clusters Score: Raw -22777.211517 + Penalty 2642.626580 = -20134.584938 nChanged 3 SP:Iteration 6Q (14061.210000 sec): 3 clusters Score: Raw -22792.088927 + Penalty 2642.626580 = -20149.462347 nChanged 0 SP:Iteration 7F (14061.400000 sec): 3 clusters Score: Raw -22792.088927 + Penalty 2642.626580 = -20149.462347 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 44 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14061.480000 sec): 2 clusters Score: Raw -51094.903366 + Penalty 1485.883208 = -49609.020159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14061.680000 sec): 3 clusters Score: Raw -51228.983243 + Penalty 2971.766415 = -48257.216828 nChanged 59 SP:Iteration 1F (14061.910000 sec): 3 clusters Score: Raw -51384.103385 + Penalty 2971.766415 = -48412.336969 nChanged 13 SP:Iteration 2Q (14062.090000 sec): 3 clusters Score: Raw -51440.513779 + Penalty 2971.766415 = -48468.747364 nChanged 15 SP:Iteration 3Q (14062.250000 sec): 3 clusters Score: Raw -51490.171034 + Penalty 2971.766415 = -48518.404619 nChanged 10 SP:Iteration 4Q (14062.410000 sec): 3 clusters Score: Raw -51513.662262 + Penalty 2971.766415 = -48541.895846 nChanged 5 SP:Iteration 5Q (14062.580000 sec): 3 clusters Score: Raw -51535.755104 + Penalty 2971.766415 = -48563.988688 nChanged 5 SP:Iteration 6Q (14062.780000 sec): 3 clusters Score: Raw -51545.242245 + Penalty 2971.766415 = -48573.475829 nChanged 6 SP:Iteration 7Q (14063.020000 sec): 3 clusters Score: Raw -51556.385228 + Penalty 2971.766415 = -48584.618812 nChanged 1 SP:Iteration 8Q (14063.190000 sec): 3 clusters Score: Raw -51558.879801 + Penalty 2971.766415 = -48587.113386 nChanged 1 SP:Iteration 9Q (14063.380000 sec): 3 clusters Score: Raw -51560.508727 + Penalty 2971.766415 = -48588.742312 nChanged 0 SP:Iteration 10F (14063.570000 sec): 3 clusters Score: Raw -51560.508727 + Penalty 2971.766415 = -48588.742312 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 45 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14063.650000 sec): 2 clusters Score: Raw -54922.336506 + Penalty 1477.047668 = -53445.288838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14063.870000 sec): 3 clusters Score: Raw -55001.387185 + Penalty 2954.095335 = -52047.291850 nChanged 59 SP:Iteration 1F (14064.080000 sec): 3 clusters Score: Raw -55104.609985 + Penalty 2954.095335 = -52150.514650 nChanged 9 SP:Iteration 2Q (14064.330000 sec): 3 clusters Score: Raw -55129.147003 + Penalty 2954.095335 = -52175.051668 nChanged 4 SP:Iteration 3Q (14064.480000 sec): 3 clusters Score: Raw -55138.135294 + Penalty 2954.095335 = -52184.039958 nChanged 2 SP:Iteration 4Q (14064.670000 sec): 3 clusters Score: Raw -55147.642988 + Penalty 2954.095335 = -52193.547653 nChanged 4 SP:Iteration 5Q (14064.840000 sec): 3 clusters Score: Raw -55160.760065 + Penalty 2954.095335 = -52206.664730 nChanged 0 SP:Iteration 6F (14065.080000 sec): 3 clusters Score: Raw -55160.760065 + Penalty 2954.095335 = -52206.664730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 46 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14065.170000 sec): 2 clusters Score: Raw -65213.064952 + Penalty 1525.877708 = -63687.187243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14065.380000 sec): 3 clusters Score: Raw -65239.980563 + Penalty 3051.755417 = -62188.225147 nChanged 83 SP:Iteration 1F (14065.570000 sec): 3 clusters Score: Raw -65428.523220 + Penalty 3051.755417 = -62376.767803 nChanged 24 SP:Iteration 2F (14065.810000 sec): 3 clusters Score: Raw -65495.820678 + Penalty 3051.755417 = -62444.065261 nChanged 11 SP:Iteration 3Q (14065.990000 sec): 3 clusters Score: Raw -65515.808588 + Penalty 3051.755417 = -62464.053171 nChanged 5 SP:Iteration 4Q (14066.130000 sec): 3 clusters Score: Raw -65529.730085 + Penalty 3051.755417 = -62477.974668 nChanged 5 SP:Iteration 5Q (14066.380000 sec): 3 clusters Score: Raw -65542.044686 + Penalty 3051.755417 = -62490.289269 nChanged 1 SP:Iteration 6Q (14066.620000 sec): 3 clusters Score: Raw -65544.128284 + Penalty 3051.755417 = -62492.372867 nChanged 1 SP:Iteration 7Q (14066.870000 sec): 3 clusters Score: Raw -65545.944670 + Penalty 3051.755417 = -62494.189253 nChanged 1 SP:Iteration 8Q (14067.050000 sec): 3 clusters Score: Raw -65549.875511 + Penalty 3051.755417 = -62498.120095 nChanged 1 SP:Iteration 9Q (14067.200000 sec): 3 clusters Score: Raw -65552.690186 + Penalty 3051.755417 = -62500.934770 nChanged 1 SP:Iteration 10Q (14067.380000 sec): 3 clusters Score: Raw -65556.902144 + Penalty 3051.755417 = -62505.146728 nChanged 0 SP:Iteration 11F (14067.560000 sec): 3 clusters Score: Raw -65556.902144 + Penalty 3051.755417 = -62505.146728 nChanged 0 Iteration 179Q (14098.510000 sec): 47 clusters Score: Raw -72217739.157067 + Penalty 149902.789212 = -72067836.367855 nChanged 70 Iteration 180F (14152.120000 sec): 47 clusters Score: Raw -72217743.695802 + Penalty 149902.789212 = -72067840.906590 nChanged 60 Iteration 181Q (14179.880000 sec): 47 clusters Score: Raw -72217747.576852 + Penalty 149902.789212 = -72067844.787640 nChanged 66 Iteration 182Q (14207.130000 sec): 47 clusters Score: Raw -72217751.676847 + Penalty 149902.789212 = -72067848.887635 nChanged 62 Iteration 183Q (14235.210000 sec): 47 clusters Score: Raw -72217755.257569 + Penalty 149902.789212 = -72067852.468357 nChanged 55 Iteration 184Q (14265.430000 sec): 47 clusters Score: Raw -72217759.232366 + Penalty 149902.789212 = -72067856.443154 nChanged 48 Iteration 185Q (14297.370000 sec): 47 clusters Score: Raw -72217762.144430 + Penalty 149902.789212 = -72067859.355218 nChanged 45 Iteration 186Q (14330.190000 sec): 47 clusters Score: Raw -72217764.823211 + Penalty 149902.789212 = -72067862.033999 nChanged 35 Iteration 187Q (14362.700000 sec): 47 clusters Score: Raw -72217767.217485 + Penalty 149902.789212 = -72067864.428273 nChanged 34 Iteration 188Q (14392.930000 sec): 47 clusters Score: Raw -72217769.641728 + Penalty 149902.789212 = -72067866.852516 nChanged 39 Iteration 189Q (14422.450000 sec): 47 clusters Score: Raw -72217772.297142 + Penalty 149902.789212 = -72067869.507929 nChanged 32 Iteration 190Q (14452.490000 sec): 47 clusters Score: Raw -72217774.562000 + Penalty 149902.789212 = -72067871.772788 nChanged 26 Iteration 191Q (14482.220000 sec): 47 clusters Score: Raw -72217775.590931 + Penalty 149902.789212 = -72067872.801718 nChanged 28 Iteration 192Q (14511.130000 sec): 47 clusters Score: Raw -72217777.507547 + Penalty 149902.789212 = -72067874.718334 nChanged 28 Iteration 193Q (14542.140000 sec): 47 clusters Score: Raw -72217779.207229 + Penalty 149902.789212 = -72067876.418017 nChanged 31 Iteration 194Q (14570.650000 sec): 47 clusters Score: Raw -72217780.741764 + Penalty 149902.789212 = -72067877.952552 nChanged 35 Iteration 195Q (14599.370000 sec): 47 clusters Score: Raw -72217782.648562 + Penalty 149902.789212 = -72067879.859350 nChanged 41 Iteration 196Q (14624.670000 sec): 47 clusters Score: Raw -72217785.108201 + Penalty 149902.789212 = -72067882.318989 nChanged 36 Iteration 197Q (14648.230000 sec): 47 clusters Score: Raw -72217787.383181 + Penalty 149902.789212 = -72067884.593969 nChanged 41 Iteration 198Q (14673.020000 sec): 47 clusters Score: Raw -72217790.201982 + Penalty 149902.789212 = -72067887.412770 nChanged 29 Iteration 199Q (14697.840000 sec): 47 clusters Score: Raw -72217792.037957 + Penalty 149902.789212 = -72067889.248745 nChanged 30 Iteration 200F (14747.980000 sec): 47 clusters Score: Raw -72217793.242399 + Penalty 149902.789212 = -72067890.453187 nChanged 28 Iteration 201Q (14771.900000 sec): 47 clusters Score: Raw -72217794.588359 + Penalty 149902.789212 = -72067891.799147 nChanged 29 Iteration 202Q (14794.250000 sec): 47 clusters Score: Raw -72217796.094300 + Penalty 149902.789212 = -72067893.305088 nChanged 19 Iteration 203Q (14815.280000 sec): 47 clusters Score: Raw -72217796.978585 + Penalty 149902.789212 = -72067894.189373 nChanged 13 Iteration 204Q (14839.650000 sec): 47 clusters Score: Raw -72217797.756354 + Penalty 149902.789212 = -72067894.967141 nChanged 14 Iteration 205Q (14863.810000 sec): 47 clusters Score: Raw -72217798.505114 + Penalty 149902.789212 = -72067895.715902 nChanged 10 Iteration 206Q (14890.750000 sec): 47 clusters Score: Raw -72217798.951559 + Penalty 149902.789212 = -72067896.162346 nChanged 12 Iteration 207Q (14913.010000 sec): 47 clusters Score: Raw -72217799.636091 + Penalty 149902.789212 = -72067896.846879 nChanged 10 Iteration 208Q (14938.960000 sec): 47 clusters Score: Raw -72217800.250829 + Penalty 149902.789212 = -72067897.461616 nChanged 9 Iteration 209Q (14964.360000 sec): 47 clusters Score: Raw -72217800.563250 + Penalty 149902.789212 = -72067897.774038 nChanged 3 Iteration 210Q (14991.600000 sec): 47 clusters Score: Raw -72217800.619929 + Penalty 149902.789212 = -72067897.830716 nChanged 1 Iteration 211Q (15019.120000 sec): 47 clusters Score: Raw -72217800.644980 + Penalty 149902.789212 = -72067897.855767 nChanged 0 Iteration 212F (15066.530000 sec): 47 clusters Score: Raw -72217800.644980 + Penalty 149902.789212 = -72067897.855767 nChanged 0 Compute initial score before splitting: Score: Raw -72217800.644980 + Penalty 149902.789212 = -72067897.855767 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 1 (5825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15066.640000 sec): 2 clusters Score: Raw -812052.309217 + Penalty 2150.138741 = -809902.170476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15066.880000 sec): 3 clusters Score: Raw -809152.947053 + Penalty 4300.277482 = -804852.669571 nChanged 2281 SP:Iteration 1F (15067.100000 sec): 3 clusters Score: Raw -810565.267561 + Penalty 4300.277482 = -806264.990079 nChanged 432 SP:Iteration 2F (15067.360000 sec): 3 clusters Score: Raw -810828.591018 + Penalty 4300.277482 = -806528.313536 nChanged 308 SP:Iteration 3F (15067.580000 sec): 3 clusters Score: Raw -811028.604889 + Penalty 4300.277482 = -806728.327407 nChanged 272 SP:Iteration 4Q (15067.810000 sec): 3 clusters Score: Raw -811188.927501 + Penalty 4300.277482 = -806888.650019 nChanged 195 SP:Iteration 5Q (15067.960000 sec): 3 clusters Score: Raw -811299.311629 + Penalty 4300.277482 = -806999.034147 nChanged 180 SP:Iteration 6Q (15068.220000 sec): 3 clusters Score: Raw -811402.152154 + Penalty 4300.277482 = -807101.874672 nChanged 171 SP:Iteration 7Q (15068.460000 sec): 3 clusters Score: Raw -811486.051546 + Penalty 4300.277482 = -807185.774063 nChanged 127 SP:Iteration 8Q (15068.720000 sec): 3 clusters Score: Raw -811541.439965 + Penalty 4300.277482 = -807241.162483 nChanged 132 SP:Iteration 9Q (15068.960000 sec): 3 clusters Score: Raw -811604.895996 + Penalty 4300.277482 = -807304.618513 nChanged 112 SP:Iteration 10Q (15069.170000 sec): 3 clusters Score: Raw -811656.487939 + Penalty 4300.277482 = -807356.210457 nChanged 108 SP:Iteration 11Q (15069.380000 sec): 3 clusters Score: Raw -811712.295437 + Penalty 4300.277482 = -807412.017955 nChanged 114 SP:Iteration 12Q (15069.610000 sec): 3 clusters Score: Raw -811781.869224 + Penalty 4300.277482 = -807481.591741 nChanged 145 SP:Iteration 13Q (15069.820000 sec): 3 clusters Score: Raw -811877.224904 + Penalty 4300.277482 = -807576.947422 nChanged 148 SP:Iteration 14Q (15070.000000 sec): 3 clusters Score: Raw -812002.065229 + Penalty 4300.277482 = -807701.787746 nChanged 186 SP:Iteration 15Q (15070.200000 sec): 3 clusters Score: Raw -812175.427568 + Penalty 4300.277482 = -807875.150086 nChanged 181 SP:Iteration 16Q (15070.430000 sec): 3 clusters Score: Raw -812346.147526 + Penalty 4300.277482 = -808045.870044 nChanged 172 SP:Iteration 17Q (15070.640000 sec): 3 clusters Score: Raw -812478.127228 + Penalty 4300.277482 = -808177.849746 nChanged 135 SP:Iteration 18Q (15070.860000 sec): 3 clusters Score: Raw -812558.442054 + Penalty 4300.277482 = -808258.164572 nChanged 90 SP:Iteration 19Q (15071.100000 sec): 3 clusters Score: Raw -812606.133097 + Penalty 4300.277482 = -808305.855615 nChanged 89 SP:Iteration 20F (15071.390000 sec): 3 clusters Score: Raw -812654.676160 + Penalty 4300.277482 = -808354.398678 nChanged 82 SP:Iteration 21Q (15071.620000 sec): 3 clusters Score: Raw -812698.147401 + Penalty 4300.277482 = -808397.869919 nChanged 64 SP:Iteration 22Q (15071.860000 sec): 3 clusters Score: Raw -812733.614630 + Penalty 4300.277482 = -808433.337148 nChanged 54 SP:Iteration 23Q (15072.130000 sec): 3 clusters Score: Raw -812759.407829 + Penalty 4300.277482 = -808459.130347 nChanged 59 SP:Iteration 24Q (15072.380000 sec): 3 clusters Score: Raw -812790.075873 + Penalty 4300.277482 = -808489.798391 nChanged 60 SP:Iteration 25Q (15072.570000 sec): 3 clusters Score: Raw -812825.105784 + Penalty 4300.277482 = -808524.828302 nChanged 55 SP:Iteration 26Q (15072.770000 sec): 3 clusters Score: Raw -812853.815464 + Penalty 4300.277482 = -808553.537982 nChanged 56 SP:Iteration 27Q (15073.020000 sec): 3 clusters Score: Raw -812893.300893 + Penalty 4300.277482 = -808593.023411 nChanged 61 SP:Iteration 28Q (15073.240000 sec): 3 clusters Score: Raw -812941.840528 + Penalty 4300.277482 = -808641.563046 nChanged 73 SP:Iteration 29Q (15073.450000 sec): 3 clusters Score: Raw -812996.968549 + Penalty 4300.277482 = -808696.691067 nChanged 68 SP:Iteration 30Q (15073.620000 sec): 3 clusters Score: Raw -813049.266244 + Penalty 4300.277482 = -808748.988762 nChanged 82 SP:Iteration 31Q (15073.840000 sec): 3 clusters Score: Raw -813126.640852 + Penalty 4300.277482 = -808826.363370 nChanged 100 SP:Iteration 32Q (15074.050000 sec): 3 clusters Score: Raw -813243.964366 + Penalty 4300.277482 = -808943.686884 nChanged 114 SP:Iteration 33Q (15074.250000 sec): 3 clusters Score: Raw -813390.512175 + Penalty 4300.277482 = -809090.234692 nChanged 115 SP:Iteration 34Q (15074.500000 sec): 3 clusters Score: Raw -813509.599583 + Penalty 4300.277482 = -809209.322100 nChanged 98 SP:Iteration 35Q (15074.700000 sec): 3 clusters Score: Raw -813629.560786 + Penalty 4300.277482 = -809329.283304 nChanged 90 SP:Iteration 36Q (15074.970000 sec): 3 clusters Score: Raw -813707.226654 + Penalty 4300.277482 = -809406.949172 nChanged 72 SP:Iteration 37Q (15075.170000 sec): 3 clusters Score: Raw -813762.277336 + Penalty 4300.277482 = -809461.999854 nChanged 41 SP:Iteration 38Q (15075.410000 sec): 3 clusters Score: Raw -813787.518586 + Penalty 4300.277482 = -809487.241104 nChanged 32 SP:Iteration 39Q (15075.650000 sec): 3 clusters Score: Raw -813801.161154 + Penalty 4300.277482 = -809500.883672 nChanged 28 SP:Iteration 40F (15075.860000 sec): 3 clusters Score: Raw -813822.747036 + Penalty 4300.277482 = -809522.469554 nChanged 34 SP:Iteration 41Q (15076.130000 sec): 3 clusters Score: Raw -813840.849077 + Penalty 4300.277482 = -809540.571595 nChanged 33 SP:Iteration 42Q (15076.320000 sec): 3 clusters Score: Raw -813855.085402 + Penalty 4300.277482 = -809554.807920 nChanged 29 SP:Iteration 43Q (15076.540000 sec): 3 clusters Score: Raw -813866.973455 + Penalty 4300.277482 = -809566.695973 nChanged 23 SP:Iteration 44Q (15076.740000 sec): 3 clusters Score: Raw -813876.593119 + Penalty 4300.277482 = -809576.315637 nChanged 24 SP:Iteration 45Q (15076.980000 sec): 3 clusters Score: Raw -813887.617213 + Penalty 4300.277482 = -809587.339731 nChanged 21 SP:Iteration 46Q (15077.200000 sec): 3 clusters Score: Raw -813895.661089 + Penalty 4300.277482 = -809595.383607 nChanged 17 SP:Iteration 47Q (15077.440000 sec): 3 clusters Score: Raw -813901.580129 + Penalty 4300.277482 = -809601.302647 nChanged 16 SP:Iteration 48Q (15077.650000 sec): 3 clusters Score: Raw -813907.316844 + Penalty 4300.277482 = -809607.039362 nChanged 12 SP:Iteration 49Q (15077.920000 sec): 3 clusters Score: Raw -813911.747347 + Penalty 4300.277482 = -809611.469865 nChanged 13 SP:Iteration 50Q (15078.120000 sec): 3 clusters Score: Raw -813916.014838 + Penalty 4300.277482 = -809615.737355 nChanged 9 SP:Iteration 51Q (15078.310000 sec): 3 clusters Score: Raw -813919.808375 + Penalty 4300.277482 = -809619.530893 nChanged 10 SP:Iteration 52Q (15078.520000 sec): 3 clusters Score: Raw -813923.621607 + Penalty 4300.277482 = -809623.344125 nChanged 7 SP:Iteration 53Q (15078.720000 sec): 3 clusters Score: Raw -813925.162818 + Penalty 4300.277482 = -809624.885336 nChanged 4 SP:Iteration 54Q (15079.000000 sec): 3 clusters Score: Raw -813926.114069 + Penalty 4300.277482 = -809625.836587 nChanged 3 SP:Iteration 55Q (15079.200000 sec): 3 clusters Score: Raw -813926.718104 + Penalty 4300.277482 = -809626.440622 nChanged 0 SP:Iteration 56F (15079.420000 sec): 3 clusters Score: Raw -813926.718104 + Penalty 4300.277482 = -809626.440622 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 2 (12221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15079.560000 sec): 2 clusters Score: Raw -1723183.883456 + Penalty 2333.905943 = -1720849.977513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15079.880000 sec): 3 clusters Score: Raw -1716451.116852 + Penalty 4667.811887 = -1711783.304965 nChanged 5207 SP:Iteration 1F (15080.140000 sec): 3 clusters Score: Raw -1719302.057199 + Penalty 4667.811887 = -1714634.245312 nChanged 755 SP:Iteration 2F (15080.440000 sec): 3 clusters Score: Raw -1719651.088861 + Penalty 4667.811887 = -1714983.276974 nChanged 614 SP:Iteration 3F (15080.720000 sec): 3 clusters Score: Raw -1719970.404854 + Penalty 4667.811887 = -1715302.592967 nChanged 572 SP:Iteration 4Q (15080.980000 sec): 3 clusters Score: Raw -1720299.703762 + Penalty 4667.811887 = -1715631.891875 nChanged 560 SP:Iteration 5Q (15081.280000 sec): 3 clusters Score: Raw -1720673.242727 + Penalty 4667.811887 = -1716005.430840 nChanged 613 SP:Iteration 6F (15081.580000 sec): 3 clusters Score: Raw -1721100.132047 + Penalty 4667.811887 = -1716432.320160 nChanged 579 SP:Iteration 7Q (15081.850000 sec): 3 clusters Score: Raw -1721494.526667 + Penalty 4667.811887 = -1716826.714780 nChanged 580 SP:Iteration 8Q (15082.150000 sec): 3 clusters Score: Raw -1721849.136342 + Penalty 4667.811887 = -1717181.324455 nChanged 522 SP:Iteration 9Q (15082.400000 sec): 3 clusters Score: Raw -1722136.967408 + Penalty 4667.811887 = -1717469.155521 nChanged 469 SP:Iteration 10Q (15082.690000 sec): 3 clusters Score: Raw -1722376.131122 + Penalty 4667.811887 = -1717708.319235 nChanged 450 SP:Iteration 11Q (15082.950000 sec): 3 clusters Score: Raw -1722602.780889 + Penalty 4667.811887 = -1717934.969002 nChanged 437 SP:Iteration 12Q (15083.290000 sec): 3 clusters Score: Raw -1722841.017932 + Penalty 4667.811887 = -1718173.206045 nChanged 400 SP:Iteration 13Q (15083.560000 sec): 3 clusters Score: Raw -1723074.440188 + Penalty 4667.811887 = -1718406.628302 nChanged 451 SP:Iteration 14Q (15083.820000 sec): 3 clusters Score: Raw -1723359.259105 + Penalty 4667.811887 = -1718691.447218 nChanged 421 SP:Iteration 15Q (15084.130000 sec): 3 clusters Score: Raw -1723610.521243 + Penalty 4667.811887 = -1718942.709356 nChanged 365 SP:Iteration 16Q (15084.410000 sec): 3 clusters Score: Raw -1723833.146501 + Penalty 4667.811887 = -1719165.334614 nChanged 321 SP:Iteration 17Q (15084.660000 sec): 3 clusters Score: Raw -1724017.030246 + Penalty 4667.811887 = -1719349.218359 nChanged 279 SP:Iteration 18Q (15084.910000 sec): 3 clusters Score: Raw -1724162.258312 + Penalty 4667.811887 = -1719494.446425 nChanged 214 SP:Iteration 19Q (15085.220000 sec): 3 clusters Score: Raw -1724276.074748 + Penalty 4667.811887 = -1719608.262861 nChanged 208 SP:Iteration 20F (15085.420000 sec): 3 clusters Score: Raw -1724380.053477 + Penalty 4667.811887 = -1719712.241590 nChanged 173 SP:Iteration 21Q (15085.750000 sec): 3 clusters Score: Raw -1724459.235844 + Penalty 4667.811887 = -1719791.423958 nChanged 146 SP:Iteration 22Q (15086.040000 sec): 3 clusters Score: Raw -1724523.355776 + Penalty 4667.811887 = -1719855.543889 nChanged 134 SP:Iteration 23Q (15086.310000 sec): 3 clusters Score: Raw -1724578.436176 + Penalty 4667.811887 = -1719910.624289 nChanged 109 SP:Iteration 24Q (15086.600000 sec): 3 clusters Score: Raw -1724628.815593 + Penalty 4667.811887 = -1719961.003706 nChanged 99 SP:Iteration 25Q (15086.830000 sec): 3 clusters Score: Raw -1724675.505821 + Penalty 4667.811887 = -1720007.693934 nChanged 85 SP:Iteration 26Q (15087.170000 sec): 3 clusters Score: Raw -1724719.779758 + Penalty 4667.811887 = -1720051.967871 nChanged 75 SP:Iteration 27Q (15087.440000 sec): 3 clusters Score: Raw -1724760.671499 + Penalty 4667.811887 = -1720092.859612 nChanged 72 SP:Iteration 28Q (15087.740000 sec): 3 clusters Score: Raw -1724797.219093 + Penalty 4667.811887 = -1720129.407206 nChanged 60 SP:Iteration 29Q (15087.960000 sec): 3 clusters Score: Raw -1724826.370743 + Penalty 4667.811887 = -1720158.558856 nChanged 51 SP:Iteration 30Q (15088.230000 sec): 3 clusters Score: Raw -1724847.186080 + Penalty 4667.811887 = -1720179.374193 nChanged 43 SP:Iteration 31Q (15088.490000 sec): 3 clusters Score: Raw -1724865.737993 + Penalty 4667.811887 = -1720197.926106 nChanged 42 SP:Iteration 32Q (15088.790000 sec): 3 clusters Score: Raw -1724881.923565 + Penalty 4667.811887 = -1720214.111678 nChanged 42 SP:Iteration 33Q (15089.070000 sec): 3 clusters Score: Raw -1724895.923771 + Penalty 4667.811887 = -1720228.111884 nChanged 40 SP:Iteration 34Q (15089.380000 sec): 3 clusters Score: Raw -1724909.729914 + Penalty 4667.811887 = -1720241.918027 nChanged 42 SP:Iteration 35Q (15089.630000 sec): 3 clusters Score: Raw -1724923.759039 + Penalty 4667.811887 = -1720255.947152 nChanged 32 SP:Iteration 36Q (15089.880000 sec): 3 clusters Score: Raw -1724935.880523 + Penalty 4667.811887 = -1720268.068637 nChanged 30 SP:Iteration 37Q (15090.150000 sec): 3 clusters Score: Raw -1724946.762979 + Penalty 4667.811887 = -1720278.951092 nChanged 24 SP:Iteration 38Q (15090.410000 sec): 3 clusters Score: Raw -1724952.851063 + Penalty 4667.811887 = -1720285.039176 nChanged 16 SP:Iteration 39Q (15090.670000 sec): 3 clusters Score: Raw -1724955.982719 + Penalty 4667.811887 = -1720288.170832 nChanged 11 SP:Iteration 40F (15090.910000 sec): 3 clusters Score: Raw -1724958.429161 + Penalty 4667.811887 = -1720290.617274 nChanged 12 SP:Iteration 41Q (15091.200000 sec): 3 clusters Score: Raw -1724963.114351 + Penalty 4667.811887 = -1720295.302464 nChanged 21 SP:Iteration 42Q (15091.500000 sec): 3 clusters Score: Raw -1724970.746608 + Penalty 4667.811887 = -1720302.934721 nChanged 16 SP:Iteration 43Q (15091.760000 sec): 3 clusters Score: Raw -1724976.516801 + Penalty 4667.811887 = -1720308.704914 nChanged 12 SP:Iteration 44Q (15092.000000 sec): 3 clusters Score: Raw -1724980.747009 + Penalty 4667.811887 = -1720312.935122 nChanged 11 SP:Iteration 45Q (15092.250000 sec): 3 clusters Score: Raw -1724983.987320 + Penalty 4667.811887 = -1720316.175433 nChanged 9 SP:Iteration 46Q (15092.600000 sec): 3 clusters Score: Raw -1724985.466797 + Penalty 4667.811887 = -1720317.654910 nChanged 2 SP:Iteration 47Q (15092.850000 sec): 3 clusters Score: Raw -1724986.302505 + Penalty 4667.811887 = -1720318.490618 nChanged 4 SP:Iteration 48Q (15093.130000 sec): 3 clusters Score: Raw -1724987.318723 + Penalty 4667.811887 = -1720319.506836 nChanged 4 SP:Iteration 49Q (15093.440000 sec): 3 clusters Score: Raw -1724988.118969 + Penalty 4667.811887 = -1720320.307082 nChanged 2 SP:Iteration 50Q (15093.640000 sec): 3 clusters Score: Raw -1724988.405814 + Penalty 4667.811887 = -1720320.593927 nChanged 1 SP:Iteration 51Q (15093.890000 sec): 3 clusters Score: Raw -1724988.649608 + Penalty 4667.811887 = -1720320.837721 nChanged 0 SP:Iteration 52F (15094.160000 sec): 3 clusters Score: Raw -1724988.649608 + Penalty 4667.811887 = -1720320.837721 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 3 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15094.340000 sec): 2 clusters Score: Raw -24985.796895 + Penalty 1317.675083 = -23668.121812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15094.520000 sec): 3 clusters Score: Raw -25278.003060 + Penalty 2635.350166 = -22642.652894 nChanged 17 SP:Iteration 1F (15094.710000 sec): 3 clusters Score: Raw -25375.406135 + Penalty 2635.350166 = -22740.055970 nChanged 10 SP:Iteration 2Q (15094.870000 sec): 3 clusters Score: Raw -25440.100525 + Penalty 2635.350166 = -22804.750359 nChanged 1 SP:Iteration 3Q (15095.050000 sec): 3 clusters Score: Raw -25445.465798 + Penalty 2635.350166 = -22810.115633 nChanged 0 SP:Iteration 4F (15095.250000 sec): 3 clusters Score: Raw -25445.465798 + Penalty 2635.350166 = -22810.115633 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 4 (9681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15095.440000 sec): 2 clusters Score: Raw -1380009.523982 + Penalty 2276.124279 = -1377733.399703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15095.720000 sec): 3 clusters Score: Raw -1374830.022132 + Penalty 4552.248558 = -1370277.773574 nChanged 3943 SP:Iteration 1F (15096.000000 sec): 3 clusters Score: Raw -1376934.208487 + Penalty 4552.248558 = -1372381.959929 nChanged 630 SP:Iteration 2F (15096.240000 sec): 3 clusters Score: Raw -1377249.668920 + Penalty 4552.248558 = -1372697.420361 nChanged 508 SP:Iteration 3F (15096.500000 sec): 3 clusters Score: Raw -1377474.312047 + Penalty 4552.248558 = -1372922.063488 nChanged 420 SP:Iteration 4Q (15096.750000 sec): 3 clusters Score: Raw -1377665.729002 + Penalty 4552.248558 = -1373113.480443 nChanged 376 SP:Iteration 5Q (15096.980000 sec): 3 clusters Score: Raw -1377839.206341 + Penalty 4552.248558 = -1373286.957782 nChanged 340 SP:Iteration 6Q (15097.200000 sec): 3 clusters Score: Raw -1378012.544289 + Penalty 4552.248558 = -1373460.295731 nChanged 355 SP:Iteration 7Q (15097.420000 sec): 3 clusters Score: Raw -1378192.278655 + Penalty 4552.248558 = -1373640.030097 nChanged 331 SP:Iteration 8Q (15097.670000 sec): 3 clusters Score: Raw -1378352.179344 + Penalty 4552.248558 = -1373799.930785 nChanged 300 SP:Iteration 9Q (15097.870000 sec): 3 clusters Score: Raw -1378531.694811 + Penalty 4552.248558 = -1373979.446253 nChanged 340 SP:Iteration 10Q (15098.090000 sec): 3 clusters Score: Raw -1378752.019416 + Penalty 4552.248558 = -1374199.770858 nChanged 381 SP:Iteration 11Q (15098.360000 sec): 3 clusters Score: Raw -1379037.118227 + Penalty 4552.248558 = -1374484.869669 nChanged 414 SP:Iteration 12Q (15098.590000 sec): 3 clusters Score: Raw -1379453.757658 + Penalty 4552.248558 = -1374901.509099 nChanged 476 SP:Iteration 13Q (15098.830000 sec): 3 clusters Score: Raw -1379987.585206 + Penalty 4552.248558 = -1375435.336648 nChanged 475 SP:Iteration 14Q (15099.080000 sec): 3 clusters Score: Raw -1380440.043945 + Penalty 4552.248558 = -1375887.795387 nChanged 419 SP:Iteration 15Q (15099.300000 sec): 3 clusters Score: Raw -1380766.540059 + Penalty 4552.248558 = -1376214.291501 nChanged 310 SP:Iteration 16Q (15099.560000 sec): 3 clusters Score: Raw -1380971.094801 + Penalty 4552.248558 = -1376418.846243 nChanged 247 SP:Iteration 17Q (15099.750000 sec): 3 clusters Score: Raw -1381116.577794 + Penalty 4552.248558 = -1376564.329236 nChanged 183 SP:Iteration 18Q (15100.010000 sec): 3 clusters Score: Raw -1381216.964262 + Penalty 4552.248558 = -1376664.715703 nChanged 150 SP:Iteration 19Q (15100.250000 sec): 3 clusters Score: Raw -1381285.615825 + Penalty 4552.248558 = -1376733.367267 nChanged 110 SP:Iteration 20F (15100.510000 sec): 3 clusters Score: Raw -1381326.574536 + Penalty 4552.248558 = -1376774.325978 nChanged 80 SP:Iteration 21Q (15100.780000 sec): 3 clusters Score: Raw -1381353.764986 + Penalty 4552.248558 = -1376801.516427 nChanged 61 SP:Iteration 22Q (15101.050000 sec): 3 clusters Score: Raw -1381372.905659 + Penalty 4552.248558 = -1376820.657101 nChanged 53 SP:Iteration 23Q (15101.270000 sec): 3 clusters Score: Raw -1381389.531061 + Penalty 4552.248558 = -1376837.282502 nChanged 44 SP:Iteration 24Q (15101.510000 sec): 3 clusters Score: Raw -1381404.312850 + Penalty 4552.248558 = -1376852.064292 nChanged 32 SP:Iteration 25Q (15101.710000 sec): 3 clusters Score: Raw -1381415.188392 + Penalty 4552.248558 = -1376862.939833 nChanged 42 SP:Iteration 26Q (15101.950000 sec): 3 clusters Score: Raw -1381427.287626 + Penalty 4552.248558 = -1376875.039068 nChanged 32 SP:Iteration 27Q (15102.200000 sec): 3 clusters Score: Raw -1381437.764192 + Penalty 4552.248558 = -1376885.515633 nChanged 27 SP:Iteration 28Q (15102.440000 sec): 3 clusters Score: Raw -1381444.661367 + Penalty 4552.248558 = -1376892.412809 nChanged 26 SP:Iteration 29Q (15102.650000 sec): 3 clusters Score: Raw -1381451.764194 + Penalty 4552.248558 = -1376899.515635 nChanged 33 SP:Iteration 30Q (15102.900000 sec): 3 clusters Score: Raw -1381462.285152 + Penalty 4552.248558 = -1376910.036593 nChanged 34 SP:Iteration 31Q (15103.170000 sec): 3 clusters Score: Raw -1381476.014241 + Penalty 4552.248558 = -1376923.765683 nChanged 39 SP:Iteration 32Q (15103.380000 sec): 3 clusters Score: Raw -1381487.972116 + Penalty 4552.248558 = -1376935.723558 nChanged 25 SP:Iteration 33Q (15103.670000 sec): 3 clusters Score: Raw -1381495.055747 + Penalty 4552.248558 = -1376942.807188 nChanged 21 SP:Iteration 34Q (15103.980000 sec): 3 clusters Score: Raw -1381501.568665 + Penalty 4552.248558 = -1376949.320106 nChanged 20 SP:Iteration 35Q (15104.220000 sec): 3 clusters Score: Raw -1381507.864885 + Penalty 4552.248558 = -1376955.616326 nChanged 20 SP:Iteration 36Q (15104.440000 sec): 3 clusters Score: Raw -1381514.227378 + Penalty 4552.248558 = -1376961.978820 nChanged 19 SP:Iteration 37Q (15104.710000 sec): 3 clusters Score: Raw -1381518.173582 + Penalty 4552.248558 = -1376965.925023 nChanged 19 SP:Iteration 38Q (15104.930000 sec): 3 clusters Score: Raw -1381522.340447 + Penalty 4552.248558 = -1376970.091888 nChanged 14 SP:Iteration 39Q (15105.210000 sec): 3 clusters Score: Raw -1381524.612125 + Penalty 4552.248558 = -1376972.363566 nChanged 9 SP:Iteration 40F (15105.470000 sec): 3 clusters Score: Raw -1381526.722343 + Penalty 4552.248558 = -1376974.473785 nChanged 14 SP:Iteration 41Q (15105.690000 sec): 3 clusters Score: Raw -1381529.490006 + Penalty 4552.248558 = -1376977.241448 nChanged 16 SP:Iteration 42Q (15106.020000 sec): 3 clusters Score: Raw -1381534.895337 + Penalty 4552.248558 = -1376982.646778 nChanged 25 SP:Iteration 43Q (15106.220000 sec): 3 clusters Score: Raw -1381541.119492 + Penalty 4552.248558 = -1376988.870933 nChanged 16 SP:Iteration 44Q (15106.430000 sec): 3 clusters Score: Raw -1381544.760043 + Penalty 4552.248558 = -1376992.511484 nChanged 17 SP:Iteration 45Q (15106.710000 sec): 3 clusters Score: Raw -1381547.349207 + Penalty 4552.248558 = -1376995.100648 nChanged 14 SP:Iteration 46Q (15106.910000 sec): 3 clusters Score: Raw -1381549.697266 + Penalty 4552.248558 = -1376997.448708 nChanged 14 SP:Iteration 47Q (15107.180000 sec): 3 clusters Score: Raw -1381552.114291 + Penalty 4552.248558 = -1376999.865732 nChanged 11 SP:Iteration 48Q (15107.420000 sec): 3 clusters Score: Raw -1381554.491735 + Penalty 4552.248558 = -1377002.243177 nChanged 15 SP:Iteration 49Q (15107.620000 sec): 3 clusters Score: Raw -1381557.298107 + Penalty 4552.248558 = -1377005.049549 nChanged 12 SP:Iteration 50Q (15107.870000 sec): 3 clusters Score: Raw -1381559.676971 + Penalty 4552.248558 = -1377007.428413 nChanged 22 SP:Iteration 51Q (15108.150000 sec): 3 clusters Score: Raw -1381563.306258 + Penalty 4552.248558 = -1377011.057699 nChanged 16 SP:Iteration 52Q (15108.380000 sec): 3 clusters Score: Raw -1381566.810557 + Penalty 4552.248558 = -1377014.561998 nChanged 17 SP:Iteration 53Q (15108.640000 sec): 3 clusters Score: Raw -1381570.901814 + Penalty 4552.248558 = -1377018.653255 nChanged 10 SP:Iteration 54Q (15108.850000 sec): 3 clusters Score: Raw -1381572.951681 + Penalty 4552.248558 = -1377020.703123 nChanged 8 SP:Iteration 55Q (15109.050000 sec): 3 clusters Score: Raw -1381574.494943 + Penalty 4552.248558 = -1377022.246384 nChanged 7 SP:Iteration 56Q (15109.320000 sec): 3 clusters Score: Raw -1381575.831130 + Penalty 4552.248558 = -1377023.582571 nChanged 10 SP:Iteration 57Q (15109.540000 sec): 3 clusters Score: Raw -1381577.713959 + Penalty 4552.248558 = -1377025.465400 nChanged 9 SP:Iteration 58Q (15109.770000 sec): 3 clusters Score: Raw -1381579.512212 + Penalty 4552.248558 = -1377027.263653 nChanged 11 SP:Iteration 59Q (15109.960000 sec): 3 clusters Score: Raw -1381581.435295 + Penalty 4552.248558 = -1377029.186737 nChanged 14 SP:Iteration 60F (15110.210000 sec): 3 clusters Score: Raw -1381584.074821 + Penalty 4552.248558 = -1377031.826263 nChanged 10 SP:Iteration 61Q (15110.410000 sec): 3 clusters Score: Raw -1381586.832420 + Penalty 4552.248558 = -1377034.583862 nChanged 12 SP:Iteration 62Q (15110.620000 sec): 3 clusters Score: Raw -1381590.017368 + Penalty 4552.248558 = -1377037.768809 nChanged 17 SP:Iteration 63Q (15110.880000 sec): 3 clusters Score: Raw -1381593.131678 + Penalty 4552.248558 = -1377040.883120 nChanged 16 SP:Iteration 64Q (15111.130000 sec): 3 clusters Score: Raw -1381595.923529 + Penalty 4552.248558 = -1377043.674971 nChanged 13 SP:Iteration 65Q (15111.370000 sec): 3 clusters Score: Raw -1381598.578911 + Penalty 4552.248558 = -1377046.330352 nChanged 19 SP:Iteration 66Q (15111.630000 sec): 3 clusters Score: Raw -1381603.312285 + Penalty 4552.248558 = -1377051.063727 nChanged 25 SP:Iteration 67Q (15111.850000 sec): 3 clusters Score: Raw -1381609.076984 + Penalty 4552.248558 = -1377056.828425 nChanged 20 SP:Iteration 68Q (15112.110000 sec): 3 clusters Score: Raw -1381612.966840 + Penalty 4552.248558 = -1377060.718282 nChanged 16 SP:Iteration 69Q (15112.350000 sec): 3 clusters Score: Raw -1381615.971555 + Penalty 4552.248558 = -1377063.722997 nChanged 10 SP:Iteration 70Q (15112.560000 sec): 3 clusters Score: Raw -1381618.027723 + Penalty 4552.248558 = -1377065.779165 nChanged 7 SP:Iteration 71Q (15112.790000 sec): 3 clusters Score: Raw -1381619.030416 + Penalty 4552.248558 = -1377066.781858 nChanged 4 SP:Iteration 72Q (15113.110000 sec): 3 clusters Score: Raw -1381619.569180 + Penalty 4552.248558 = -1377067.320621 nChanged 5 SP:Iteration 73Q (15113.320000 sec): 3 clusters Score: Raw -1381620.167806 + Penalty 4552.248558 = -1377067.919247 nChanged 4 SP:Iteration 74Q (15113.550000 sec): 3 clusters Score: Raw -1381620.517514 + Penalty 4552.248558 = -1377068.268956 nChanged 5 SP:Iteration 75Q (15113.760000 sec): 3 clusters Score: Raw -1381621.306556 + Penalty 4552.248558 = -1377069.057998 nChanged 1 SP:Iteration 76Q (15114.010000 sec): 3 clusters Score: Raw -1381621.633920 + Penalty 4552.248558 = -1377069.385361 nChanged 2 SP:Iteration 77Q (15114.250000 sec): 3 clusters Score: Raw -1381621.903449 + Penalty 4552.248558 = -1377069.654890 nChanged 2 SP:Iteration 78Q (15114.470000 sec): 3 clusters Score: Raw -1381622.195642 + Penalty 4552.248558 = -1377069.947084 nChanged 3 SP:Iteration 79Q (15114.700000 sec): 3 clusters Score: Raw -1381622.602656 + Penalty 4552.248558 = -1377070.354097 nChanged 2 SP:Iteration 80F (15114.920000 sec): 3 clusters Score: Raw -1381622.797409 + Penalty 4552.248558 = -1377070.548850 nChanged 1 SP:Iteration 81Q (15115.160000 sec): 3 clusters Score: Raw -1381622.863509 + Penalty 4552.248558 = -1377070.614951 nChanged 0 SP:Iteration 82F (15115.400000 sec): 3 clusters Score: Raw -1381622.863509 + Penalty 4552.248558 = -1377070.614951 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 5 (4449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15115.510000 sec): 2 clusters Score: Raw -619752.665251 + Penalty 2083.307788 = -617669.357462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15115.730000 sec): 3 clusters Score: Raw -617747.959288 + Penalty 4166.615577 = -613581.343711 nChanged 1693 SP:Iteration 1F (15115.950000 sec): 3 clusters Score: Raw -618926.083363 + Penalty 4166.615577 = -614759.467786 nChanged 386 SP:Iteration 2F (15116.180000 sec): 3 clusters Score: Raw -619304.333181 + Penalty 4166.615577 = -615137.717604 nChanged 324 SP:Iteration 3F (15116.400000 sec): 3 clusters Score: Raw -619605.659461 + Penalty 4166.615577 = -615439.043884 nChanged 255 SP:Iteration 4F (15116.620000 sec): 3 clusters Score: Raw -619794.973619 + Penalty 4166.615577 = -615628.358043 nChanged 169 SP:Iteration 5Q (15116.840000 sec): 3 clusters Score: Raw -619908.690835 + Penalty 4166.615577 = -615742.075258 nChanged 139 SP:Iteration 6Q (15117.100000 sec): 3 clusters Score: Raw -619993.694400 + Penalty 4166.615577 = -615827.078823 nChanged 107 SP:Iteration 7Q (15117.310000 sec): 3 clusters Score: Raw -620060.590310 + Penalty 4166.615577 = -615893.974733 nChanged 108 SP:Iteration 8Q (15117.480000 sec): 3 clusters Score: Raw -620128.267922 + Penalty 4166.615577 = -615961.652345 nChanged 95 SP:Iteration 9Q (15117.730000 sec): 3 clusters Score: Raw -620181.085248 + Penalty 4166.615577 = -616014.469672 nChanged 75 SP:Iteration 10Q (15117.920000 sec): 3 clusters Score: Raw -620219.676724 + Penalty 4166.615577 = -616053.061147 nChanged 49 SP:Iteration 11Q (15118.180000 sec): 3 clusters Score: Raw -620245.590755 + Penalty 4166.615577 = -616078.975178 nChanged 47 SP:Iteration 12Q (15118.360000 sec): 3 clusters Score: Raw -620268.016413 + Penalty 4166.615577 = -616101.400836 nChanged 42 SP:Iteration 13Q (15118.570000 sec): 3 clusters Score: Raw -620291.955995 + Penalty 4166.615577 = -616125.340418 nChanged 39 SP:Iteration 14Q (15118.780000 sec): 3 clusters Score: Raw -620313.917151 + Penalty 4166.615577 = -616147.301574 nChanged 39 SP:Iteration 15Q (15118.980000 sec): 3 clusters Score: Raw -620360.406190 + Penalty 4166.615577 = -616193.790613 nChanged 52 SP:Iteration 16Q (15119.210000 sec): 3 clusters Score: Raw -620442.804433 + Penalty 4166.615577 = -616276.188856 nChanged 56 SP:Iteration 17Q (15119.430000 sec): 3 clusters Score: Raw -620507.623191 + Penalty 4166.615577 = -616341.007614 nChanged 65 SP:Iteration 18Q (15119.640000 sec): 3 clusters Score: Raw -620571.641723 + Penalty 4166.615577 = -616405.026146 nChanged 67 SP:Iteration 19Q (15119.840000 sec): 3 clusters Score: Raw -620639.177531 + Penalty 4166.615577 = -616472.561955 nChanged 57 SP:Iteration 20F (15120.090000 sec): 3 clusters Score: Raw -620699.818586 + Penalty 4166.615577 = -616533.203009 nChanged 71 SP:Iteration 21Q (15120.300000 sec): 3 clusters Score: Raw -620776.337351 + Penalty 4166.615577 = -616609.721774 nChanged 63 SP:Iteration 22Q (15120.510000 sec): 3 clusters Score: Raw -620845.208942 + Penalty 4166.615577 = -616678.593365 nChanged 62 SP:Iteration 23Q (15120.730000 sec): 3 clusters Score: Raw -620915.741656 + Penalty 4166.615577 = -616749.126079 nChanged 62 SP:Iteration 24Q (15120.980000 sec): 3 clusters Score: Raw -620992.648065 + Penalty 4166.615577 = -616826.032489 nChanged 65 SP:Iteration 25Q (15121.160000 sec): 3 clusters Score: Raw -621074.969569 + Penalty 4166.615577 = -616908.353992 nChanged 49 SP:Iteration 26Q (15121.390000 sec): 3 clusters Score: Raw -621130.585962 + Penalty 4166.615577 = -616963.970386 nChanged 47 SP:Iteration 27Q (15121.600000 sec): 3 clusters Score: Raw -621177.317116 + Penalty 4166.615577 = -617010.701539 nChanged 45 SP:Iteration 28Q (15121.820000 sec): 3 clusters Score: Raw -621210.777541 + Penalty 4166.615577 = -617044.161964 nChanged 41 SP:Iteration 29Q (15122.030000 sec): 3 clusters Score: Raw -621240.727209 + Penalty 4166.615577 = -617074.111632 nChanged 29 SP:Iteration 30Q (15122.260000 sec): 3 clusters Score: Raw -621258.755720 + Penalty 4166.615577 = -617092.140144 nChanged 24 SP:Iteration 31Q (15122.440000 sec): 3 clusters Score: Raw -621276.585646 + Penalty 4166.615577 = -617109.970069 nChanged 19 SP:Iteration 32Q (15122.650000 sec): 3 clusters Score: Raw -621290.382448 + Penalty 4166.615577 = -617123.766871 nChanged 13 SP:Iteration 33Q (15122.880000 sec): 3 clusters Score: Raw -621302.838096 + Penalty 4166.615577 = -617136.222520 nChanged 16 SP:Iteration 34Q (15123.160000 sec): 3 clusters Score: Raw -621316.092619 + Penalty 4166.615577 = -617149.477042 nChanged 12 SP:Iteration 35Q (15123.380000 sec): 3 clusters Score: Raw -621328.040877 + Penalty 4166.615577 = -617161.425300 nChanged 20 SP:Iteration 36Q (15123.560000 sec): 3 clusters Score: Raw -621358.461535 + Penalty 4166.615577 = -617191.845958 nChanged 28 SP:Iteration 37Q (15123.800000 sec): 3 clusters Score: Raw -621387.609681 + Penalty 4166.615577 = -617220.994104 nChanged 18 SP:Iteration 38Q (15123.960000 sec): 3 clusters Score: Raw -621404.372110 + Penalty 4166.615577 = -617237.756533 nChanged 14 SP:Iteration 39Q (15124.170000 sec): 3 clusters Score: Raw -621419.293718 + Penalty 4166.615577 = -617252.678141 nChanged 15 SP:Iteration 40F (15124.370000 sec): 3 clusters Score: Raw -621452.699462 + Penalty 4166.615577 = -617286.083885 nChanged 17 SP:Iteration 41Q (15124.580000 sec): 3 clusters Score: Raw -621471.125204 + Penalty 4166.615577 = -617304.509627 nChanged 17 SP:Iteration 42Q (15124.780000 sec): 3 clusters Score: Raw -621478.927370 + Penalty 4166.615577 = -617312.311793 nChanged 11 SP:Iteration 43Q (15124.980000 sec): 3 clusters Score: Raw -621485.411783 + Penalty 4166.615577 = -617318.796206 nChanged 7 SP:Iteration 44Q (15125.170000 sec): 3 clusters Score: Raw -621489.980102 + Penalty 4166.615577 = -617323.364526 nChanged 7 SP:Iteration 45Q (15125.340000 sec): 3 clusters Score: Raw -621493.256639 + Penalty 4166.615577 = -617326.641063 nChanged 8 SP:Iteration 46Q (15125.540000 sec): 3 clusters Score: Raw -621497.953300 + Penalty 4166.615577 = -617331.337723 nChanged 7 SP:Iteration 47Q (15125.760000 sec): 3 clusters Score: Raw -621501.788266 + Penalty 4166.615577 = -617335.172689 nChanged 9 SP:Iteration 48Q (15125.940000 sec): 3 clusters Score: Raw -621506.506392 + Penalty 4166.615577 = -617339.890816 nChanged 8 SP:Iteration 49Q (15126.150000 sec): 3 clusters Score: Raw -621509.339099 + Penalty 4166.615577 = -617342.723523 nChanged 8 SP:Iteration 50Q (15126.360000 sec): 3 clusters Score: Raw -621512.459509 + Penalty 4166.615577 = -617345.843932 nChanged 3 SP:Iteration 51Q (15126.520000 sec): 3 clusters Score: Raw -621514.059337 + Penalty 4166.615577 = -617347.443760 nChanged 2 SP:Iteration 52Q (15126.700000 sec): 3 clusters Score: Raw -621516.407754 + Penalty 4166.615577 = -617349.792177 nChanged 4 SP:Iteration 53Q (15126.920000 sec): 3 clusters Score: Raw -621518.813326 + Penalty 4166.615577 = -617352.197749 nChanged 4 SP:Iteration 54Q (15127.090000 sec): 3 clusters Score: Raw -621520.353084 + Penalty 4166.615577 = -617353.737507 nChanged 2 SP:Iteration 55Q (15127.310000 sec): 3 clusters Score: Raw -621521.377970 + Penalty 4166.615577 = -617354.762394 nChanged 3 SP:Iteration 56Q (15127.520000 sec): 3 clusters Score: Raw -621522.964471 + Penalty 4166.615577 = -617356.348895 nChanged 3 SP:Iteration 57Q (15127.680000 sec): 3 clusters Score: Raw -621525.283332 + Penalty 4166.615577 = -617358.667755 nChanged 7 SP:Iteration 58Q (15127.860000 sec): 3 clusters Score: Raw -621528.063651 + Penalty 4166.615577 = -617361.448074 nChanged 4 SP:Iteration 59Q (15128.060000 sec): 3 clusters Score: Raw -621529.620874 + Penalty 4166.615577 = -617363.005297 nChanged 3 SP:Iteration 60F (15128.280000 sec): 3 clusters Score: Raw -621531.624966 + Penalty 4166.615577 = -617365.009389 nChanged 7 SP:Iteration 61Q (15128.460000 sec): 3 clusters Score: Raw -621534.750300 + Penalty 4166.615577 = -617368.134723 nChanged 3 SP:Iteration 62Q (15128.650000 sec): 3 clusters Score: Raw -621535.952841 + Penalty 4166.615577 = -617369.337264 nChanged 4 SP:Iteration 63Q (15128.820000 sec): 3 clusters Score: Raw -621538.405835 + Penalty 4166.615577 = -617371.790259 nChanged 9 SP:Iteration 64Q (15129.020000 sec): 3 clusters Score: Raw -621542.729081 + Penalty 4166.615577 = -617376.113504 nChanged 10 SP:Iteration 65Q (15129.220000 sec): 3 clusters Score: Raw -621548.154691 + Penalty 4166.615577 = -617381.539114 nChanged 7 SP:Iteration 66Q (15129.430000 sec): 3 clusters Score: Raw -621553.333112 + Penalty 4166.615577 = -617386.717535 nChanged 6 SP:Iteration 67Q (15129.600000 sec): 3 clusters Score: Raw -621557.815421 + Penalty 4166.615577 = -617391.199844 nChanged 9 SP:Iteration 68Q (15129.780000 sec): 3 clusters Score: Raw -621562.747806 + Penalty 4166.615577 = -617396.132229 nChanged 8 SP:Iteration 69Q (15129.970000 sec): 3 clusters Score: Raw -621568.409863 + Penalty 4166.615577 = -617401.794286 nChanged 6 SP:Iteration 70Q (15130.240000 sec): 3 clusters Score: Raw -621572.047989 + Penalty 4166.615577 = -617405.432412 nChanged 5 SP:Iteration 71Q (15130.440000 sec): 3 clusters Score: Raw -621575.261445 + Penalty 4166.615577 = -617408.645868 nChanged 7 SP:Iteration 72Q (15130.640000 sec): 3 clusters Score: Raw -621578.234006 + Penalty 4166.615577 = -617411.618429 nChanged 2 SP:Iteration 73Q (15130.890000 sec): 3 clusters Score: Raw -621578.826816 + Penalty 4166.615577 = -617412.211240 nChanged 1 SP:Iteration 74Q (15131.080000 sec): 3 clusters Score: Raw -621579.651386 + Penalty 4166.615577 = -617413.035809 nChanged 4 SP:Iteration 75Q (15131.260000 sec): 3 clusters Score: Raw -621581.296249 + Penalty 4166.615577 = -617414.680672 nChanged 1 SP:Iteration 76Q (15131.430000 sec): 3 clusters Score: Raw -621581.555681 + Penalty 4166.615577 = -617414.940104 nChanged 0 SP:Iteration 77F (15131.620000 sec): 3 clusters Score: Raw -621581.555681 + Penalty 4166.615577 = -617414.940104 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 6 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15131.720000 sec): 2 clusters Score: Raw -32476.741408 + Penalty 1367.330329 = -31109.411079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15131.900000 sec): 3 clusters Score: Raw -32656.891634 + Penalty 2734.660658 = -29922.230976 nChanged 31 SP:Iteration 1F (15132.040000 sec): 3 clusters Score: Raw -32800.541939 + Penalty 2734.660658 = -30065.881281 nChanged 8 SP:Iteration 2Q (15132.260000 sec): 3 clusters Score: Raw -32851.669499 + Penalty 2734.660658 = -30117.008841 nChanged 4 SP:Iteration 3Q (15132.440000 sec): 3 clusters Score: Raw -32906.452270 + Penalty 2734.660658 = -30171.791612 nChanged 3 SP:Iteration 4Q (15132.590000 sec): 3 clusters Score: Raw -32919.976183 + Penalty 2734.660658 = -30185.315525 nChanged 2 SP:Iteration 5Q (15132.760000 sec): 3 clusters Score: Raw -32935.016245 + Penalty 2734.660658 = -30200.355587 nChanged 2 SP:Iteration 6Q (15132.920000 sec): 3 clusters Score: Raw -32952.884489 + Penalty 2734.660658 = -30218.223831 nChanged 2 SP:Iteration 7Q (15133.110000 sec): 3 clusters Score: Raw -32966.402710 + Penalty 2734.660658 = -30231.742052 nChanged 1 SP:Iteration 8Q (15133.290000 sec): 3 clusters Score: Raw -32971.134369 + Penalty 2734.660658 = -30236.473711 nChanged 0 SP:Iteration 9F (15133.450000 sec): 3 clusters Score: Raw -32971.134369 + Penalty 2734.660658 = -30236.473711 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 7 (9048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15133.610000 sec): 2 clusters Score: Raw -1259255.075064 + Penalty 2259.354156 = -1256995.720908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15133.860000 sec): 3 clusters Score: Raw -1254360.743417 + Penalty 4518.708313 = -1249842.035104 nChanged 3699 SP:Iteration 1F (15134.100000 sec): 3 clusters Score: Raw -1256401.567294 + Penalty 4518.708313 = -1251882.858981 nChanged 656 SP:Iteration 2F (15134.360000 sec): 3 clusters Score: Raw -1256762.286409 + Penalty 4518.708313 = -1252243.578096 nChanged 498 SP:Iteration 3F (15134.650000 sec): 3 clusters Score: Raw -1257013.264052 + Penalty 4518.708313 = -1252494.555739 nChanged 398 SP:Iteration 4Q (15134.880000 sec): 3 clusters Score: Raw -1257228.327525 + Penalty 4518.708313 = -1252709.619212 nChanged 359 SP:Iteration 5Q (15135.150000 sec): 3 clusters Score: Raw -1257419.919497 + Penalty 4518.708313 = -1252901.211184 nChanged 346 SP:Iteration 6Q (15135.370000 sec): 3 clusters Score: Raw -1257618.269663 + Penalty 4518.708313 = -1253099.561350 nChanged 376 SP:Iteration 7Q (15135.590000 sec): 3 clusters Score: Raw -1257850.512656 + Penalty 4518.708313 = -1253331.804344 nChanged 387 SP:Iteration 8Q (15135.820000 sec): 3 clusters Score: Raw -1258125.693318 + Penalty 4518.708313 = -1253606.985005 nChanged 341 SP:Iteration 9Q (15136.030000 sec): 3 clusters Score: Raw -1258353.875925 + Penalty 4518.708313 = -1253835.167612 nChanged 314 SP:Iteration 10Q (15136.310000 sec): 3 clusters Score: Raw -1258551.112140 + Penalty 4518.708313 = -1254032.403827 nChanged 271 SP:Iteration 11Q (15136.570000 sec): 3 clusters Score: Raw -1258748.059464 + Penalty 4518.708313 = -1254229.351151 nChanged 268 SP:Iteration 12Q (15136.800000 sec): 3 clusters Score: Raw -1258944.049206 + Penalty 4518.708313 = -1254425.340894 nChanged 250 SP:Iteration 13Q (15137.080000 sec): 3 clusters Score: Raw -1259125.227686 + Penalty 4518.708313 = -1254606.519373 nChanged 216 SP:Iteration 14Q (15137.290000 sec): 3 clusters Score: Raw -1259261.068737 + Penalty 4518.708313 = -1254742.360424 nChanged 175 SP:Iteration 15Q (15137.510000 sec): 3 clusters Score: Raw -1259366.186501 + Penalty 4518.708313 = -1254847.478188 nChanged 145 SP:Iteration 16Q (15137.840000 sec): 3 clusters Score: Raw -1259449.156994 + Penalty 4518.708313 = -1254930.448681 nChanged 116 SP:Iteration 17Q (15138.060000 sec): 3 clusters Score: Raw -1259516.740012 + Penalty 4518.708313 = -1254998.031699 nChanged 115 SP:Iteration 18Q (15138.280000 sec): 3 clusters Score: Raw -1259567.910971 + Penalty 4518.708313 = -1255049.202658 nChanged 78 SP:Iteration 19Q (15138.510000 sec): 3 clusters Score: Raw -1259612.392720 + Penalty 4518.708313 = -1255093.684407 nChanged 77 SP:Iteration 20F (15138.750000 sec): 3 clusters Score: Raw -1259645.837272 + Penalty 4518.708313 = -1255127.128959 nChanged 71 SP:Iteration 21Q (15138.960000 sec): 3 clusters Score: Raw -1259679.627399 + Penalty 4518.708313 = -1255160.919086 nChanged 61 SP:Iteration 22Q (15139.200000 sec): 3 clusters Score: Raw -1259706.886939 + Penalty 4518.708313 = -1255188.178627 nChanged 46 SP:Iteration 23Q (15139.480000 sec): 3 clusters Score: Raw -1259724.404063 + Penalty 4518.708313 = -1255205.695750 nChanged 38 SP:Iteration 24Q (15139.730000 sec): 3 clusters Score: Raw -1259738.887294 + Penalty 4518.708313 = -1255220.178981 nChanged 43 SP:Iteration 25Q (15139.950000 sec): 3 clusters Score: Raw -1259756.943641 + Penalty 4518.708313 = -1255238.235328 nChanged 37 SP:Iteration 26Q (15140.160000 sec): 3 clusters Score: Raw -1259770.505675 + Penalty 4518.708313 = -1255251.797362 nChanged 32 SP:Iteration 27Q (15140.370000 sec): 3 clusters Score: Raw -1259782.648738 + Penalty 4518.708313 = -1255263.940425 nChanged 31 SP:Iteration 28Q (15140.660000 sec): 3 clusters Score: Raw -1259796.084135 + Penalty 4518.708313 = -1255277.375823 nChanged 28 SP:Iteration 29Q (15140.910000 sec): 3 clusters Score: Raw -1259808.394391 + Penalty 4518.708313 = -1255289.686078 nChanged 22 SP:Iteration 30Q (15141.160000 sec): 3 clusters Score: Raw -1259818.017780 + Penalty 4518.708313 = -1255299.309467 nChanged 25 SP:Iteration 31Q (15141.430000 sec): 3 clusters Score: Raw -1259827.198818 + Penalty 4518.708313 = -1255308.490506 nChanged 25 SP:Iteration 32Q (15141.650000 sec): 3 clusters Score: Raw -1259835.990138 + Penalty 4518.708313 = -1255317.281826 nChanged 29 SP:Iteration 33Q (15141.910000 sec): 3 clusters Score: Raw -1259846.962781 + Penalty 4518.708313 = -1255328.254468 nChanged 27 SP:Iteration 34Q (15142.100000 sec): 3 clusters Score: Raw -1259861.046727 + Penalty 4518.708313 = -1255342.338414 nChanged 43 SP:Iteration 35Q (15142.340000 sec): 3 clusters Score: Raw -1259883.383670 + Penalty 4518.708313 = -1255364.675357 nChanged 41 SP:Iteration 36Q (15142.640000 sec): 3 clusters Score: Raw -1259906.217277 + Penalty 4518.708313 = -1255387.508964 nChanged 32 SP:Iteration 37Q (15142.860000 sec): 3 clusters Score: Raw -1259925.214481 + Penalty 4518.708313 = -1255406.506169 nChanged 36 SP:Iteration 38Q (15143.160000 sec): 3 clusters Score: Raw -1259941.944803 + Penalty 4518.708313 = -1255423.236490 nChanged 34 SP:Iteration 39Q (15143.420000 sec): 3 clusters Score: Raw -1259958.613747 + Penalty 4518.708313 = -1255439.905434 nChanged 25 SP:Iteration 40F (15143.650000 sec): 3 clusters Score: Raw -1259968.263560 + Penalty 4518.708313 = -1255449.555248 nChanged 23 SP:Iteration 41Q (15143.920000 sec): 3 clusters Score: Raw -1259981.042939 + Penalty 4518.708313 = -1255462.334626 nChanged 26 SP:Iteration 42Q (15144.130000 sec): 3 clusters Score: Raw -1259995.987448 + Penalty 4518.708313 = -1255477.279135 nChanged 24 SP:Iteration 43Q (15144.380000 sec): 3 clusters Score: Raw -1260007.608947 + Penalty 4518.708313 = -1255488.900634 nChanged 18 SP:Iteration 44Q (15144.640000 sec): 3 clusters Score: Raw -1260014.920689 + Penalty 4518.708313 = -1255496.212377 nChanged 20 SP:Iteration 45Q (15144.850000 sec): 3 clusters Score: Raw -1260021.927720 + Penalty 4518.708313 = -1255503.219408 nChanged 18 SP:Iteration 46Q (15145.100000 sec): 3 clusters Score: Raw -1260030.793129 + Penalty 4518.708313 = -1255512.084817 nChanged 22 SP:Iteration 47Q (15145.400000 sec): 3 clusters Score: Raw -1260040.987228 + Penalty 4518.708313 = -1255522.278915 nChanged 25 SP:Iteration 48Q (15145.620000 sec): 3 clusters Score: Raw -1260051.784146 + Penalty 4518.708313 = -1255533.075833 nChanged 32 SP:Iteration 49Q (15145.820000 sec): 3 clusters Score: Raw -1260066.291908 + Penalty 4518.708313 = -1255547.583595 nChanged 19 SP:Iteration 50Q (15146.090000 sec): 3 clusters Score: Raw -1260076.053810 + Penalty 4518.708313 = -1255557.345497 nChanged 21 SP:Iteration 51Q (15146.300000 sec): 3 clusters Score: Raw -1260083.949879 + Penalty 4518.708313 = -1255565.241566 nChanged 13 SP:Iteration 52Q (15146.610000 sec): 3 clusters Score: Raw -1260088.309732 + Penalty 4518.708313 = -1255569.601419 nChanged 9 SP:Iteration 53Q (15146.810000 sec): 3 clusters Score: Raw -1260091.577067 + Penalty 4518.708313 = -1255572.868755 nChanged 7 SP:Iteration 54Q (15147.040000 sec): 3 clusters Score: Raw -1260093.151568 + Penalty 4518.708313 = -1255574.443255 nChanged 6 SP:Iteration 55Q (15147.270000 sec): 3 clusters Score: Raw -1260095.189134 + Penalty 4518.708313 = -1255576.480822 nChanged 4 SP:Iteration 56Q (15147.510000 sec): 3 clusters Score: Raw -1260096.256121 + Penalty 4518.708313 = -1255577.547808 nChanged 7 SP:Iteration 57Q (15147.800000 sec): 3 clusters Score: Raw -1260098.909273 + Penalty 4518.708313 = -1255580.200961 nChanged 5 SP:Iteration 58Q (15148.010000 sec): 3 clusters Score: Raw -1260100.346121 + Penalty 4518.708313 = -1255581.637808 nChanged 7 SP:Iteration 59Q (15148.260000 sec): 3 clusters Score: Raw -1260102.532913 + Penalty 4518.708313 = -1255583.824600 nChanged 5 SP:Iteration 60F (15148.520000 sec): 3 clusters Score: Raw -1260103.885424 + Penalty 4518.708313 = -1255585.177111 nChanged 4 SP:Iteration 61Q (15148.730000 sec): 3 clusters Score: Raw -1260105.083044 + Penalty 4518.708313 = -1255586.374731 nChanged 7 SP:Iteration 62Q (15148.980000 sec): 3 clusters Score: Raw -1260107.468467 + Penalty 4518.708313 = -1255588.760154 nChanged 6 SP:Iteration 63Q (15149.210000 sec): 3 clusters Score: Raw -1260109.270165 + Penalty 4518.708313 = -1255590.561852 nChanged 2 SP:Iteration 64Q (15149.410000 sec): 3 clusters Score: Raw -1260109.781785 + Penalty 4518.708313 = -1255591.073472 nChanged 4 SP:Iteration 65Q (15149.650000 sec): 3 clusters Score: Raw -1260110.819037 + Penalty 4518.708313 = -1255592.110724 nChanged 2 SP:Iteration 66Q (15149.900000 sec): 3 clusters Score: Raw -1260111.954284 + Penalty 4518.708313 = -1255593.245972 nChanged 2 SP:Iteration 67Q (15150.180000 sec): 3 clusters Score: Raw -1260112.404413 + Penalty 4518.708313 = -1255593.696101 nChanged 1 SP:Iteration 68Q (15150.400000 sec): 3 clusters Score: Raw -1260112.632835 + Penalty 4518.708313 = -1255593.924523 nChanged 1 SP:Iteration 69Q (15150.640000 sec): 3 clusters Score: Raw -1260112.767437 + Penalty 4518.708313 = -1255594.059124 nChanged 0 SP:Iteration 70F (15150.930000 sec): 3 clusters Score: Raw -1260112.767437 + Penalty 4518.708313 = -1255594.059124 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 8 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15151.020000 sec): 2 clusters Score: Raw -30876.728224 + Penalty 1351.857536 = -29524.870688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15151.230000 sec): 3 clusters Score: Raw -31077.546783 + Penalty 2703.715073 = -28373.831710 nChanged 16 SP:Iteration 1F (15151.430000 sec): 3 clusters Score: Raw -31148.793775 + Penalty 2703.715073 = -28445.078702 nChanged 3 SP:Iteration 2Q (15151.630000 sec): 3 clusters Score: Raw -31179.822423 + Penalty 2703.715073 = -28476.107350 nChanged 1 SP:Iteration 3Q (15151.790000 sec): 3 clusters Score: Raw -31184.191296 + Penalty 2703.715073 = -28480.476223 nChanged 1 SP:Iteration 4Q (15152.020000 sec): 3 clusters Score: Raw -31188.360168 + Penalty 2703.715073 = -28484.645095 nChanged 0 SP:Iteration 5F (15152.140000 sec): 3 clusters Score: Raw -31188.360168 + Penalty 2703.715073 = -28484.645095 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 9 (3533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15152.270000 sec): 2 clusters Score: Raw -488104.463003 + Penalty 2026.135857 = -486078.327147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15152.450000 sec): 3 clusters Score: Raw -486507.301892 + Penalty 4052.271713 = -482455.030179 nChanged 1294 SP:Iteration 1F (15152.690000 sec): 3 clusters Score: Raw -487458.010609 + Penalty 4052.271713 = -483405.738896 nChanged 318 SP:Iteration 2F (15152.850000 sec): 3 clusters Score: Raw -487777.703185 + Penalty 4052.271713 = -483725.431472 nChanged 253 SP:Iteration 3F (15153.040000 sec): 3 clusters Score: Raw -488067.840127 + Penalty 4052.271713 = -484015.568414 nChanged 206 SP:Iteration 4F (15153.250000 sec): 3 clusters Score: Raw -488328.163805 + Penalty 4052.271713 = -484275.892092 nChanged 205 SP:Iteration 5F (15153.400000 sec): 3 clusters Score: Raw -488650.746002 + Penalty 4052.271713 = -484598.474289 nChanged 226 SP:Iteration 6F (15153.590000 sec): 3 clusters Score: Raw -489061.577614 + Penalty 4052.271713 = -485009.305901 nChanged 195 SP:Iteration 7F (15153.800000 sec): 3 clusters Score: Raw -489418.531354 + Penalty 4052.271713 = -485366.259641 nChanged 157 SP:Iteration 8Q (15153.970000 sec): 3 clusters Score: Raw -489647.964817 + Penalty 4052.271713 = -485595.693104 nChanged 94 SP:Iteration 9Q (15154.190000 sec): 3 clusters Score: Raw -489751.919221 + Penalty 4052.271713 = -485699.647508 nChanged 55 SP:Iteration 10Q (15154.390000 sec): 3 clusters Score: Raw -489814.121161 + Penalty 4052.271713 = -485761.849448 nChanged 55 SP:Iteration 11Q (15154.560000 sec): 3 clusters Score: Raw -489861.608522 + Penalty 4052.271713 = -485809.336809 nChanged 27 SP:Iteration 12Q (15154.780000 sec): 3 clusters Score: Raw -489883.536922 + Penalty 4052.271713 = -485831.265209 nChanged 27 SP:Iteration 13Q (15155.010000 sec): 3 clusters Score: Raw -489905.302478 + Penalty 4052.271713 = -485853.030765 nChanged 23 SP:Iteration 14Q (15155.180000 sec): 3 clusters Score: Raw -489924.303612 + Penalty 4052.271713 = -485872.031899 nChanged 13 SP:Iteration 15Q (15155.370000 sec): 3 clusters Score: Raw -489931.097017 + Penalty 4052.271713 = -485878.825304 nChanged 10 SP:Iteration 16Q (15155.570000 sec): 3 clusters Score: Raw -489934.972882 + Penalty 4052.271713 = -485882.701169 nChanged 7 SP:Iteration 17Q (15155.750000 sec): 3 clusters Score: Raw -489937.708061 + Penalty 4052.271713 = -485885.436348 nChanged 6 SP:Iteration 18Q (15155.990000 sec): 3 clusters Score: Raw -489939.865293 + Penalty 4052.271713 = -485887.593580 nChanged 7 SP:Iteration 19Q (15156.160000 sec): 3 clusters Score: Raw -489942.256683 + Penalty 4052.271713 = -485889.984970 nChanged 4 SP:Iteration 20F (15156.340000 sec): 3 clusters Score: Raw -489943.950172 + Penalty 4052.271713 = -485891.678459 nChanged 2 SP:Iteration 21Q (15156.520000 sec): 3 clusters Score: Raw -489944.712428 + Penalty 4052.271713 = -485892.440715 nChanged 2 SP:Iteration 22Q (15156.720000 sec): 3 clusters Score: Raw -489945.414530 + Penalty 4052.271713 = -485893.142817 nChanged 3 SP:Iteration 23Q (15156.910000 sec): 3 clusters Score: Raw -489946.673288 + Penalty 4052.271713 = -485894.401575 nChanged 1 SP:Iteration 24Q (15157.130000 sec): 3 clusters Score: Raw -489946.854113 + Penalty 4052.271713 = -485894.582400 nChanged 0 SP:Iteration 25F (15157.340000 sec): 3 clusters Score: Raw -489946.854113 + Penalty 4052.271713 = -485894.582400 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 10 (5523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15157.420000 sec): 2 clusters Score: Raw -796842.388225 + Penalty 2136.935765 = -794705.452461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15157.690000 sec): 3 clusters Score: Raw -794126.963179 + Penalty 4273.871529 = -789853.091649 nChanged 2160 SP:Iteration 1F (15157.850000 sec): 3 clusters Score: Raw -795310.501723 + Penalty 4273.871529 = -791036.630194 nChanged 361 SP:Iteration 2F (15158.060000 sec): 3 clusters Score: Raw -795527.940462 + Penalty 4273.871529 = -791254.068933 nChanged 270 SP:Iteration 3Q (15158.310000 sec): 3 clusters Score: Raw -795681.837367 + Penalty 4273.871529 = -791407.965838 nChanged 212 SP:Iteration 4Q (15158.500000 sec): 3 clusters Score: Raw -795792.998381 + Penalty 4273.871529 = -791519.126852 nChanged 167 SP:Iteration 5Q (15158.760000 sec): 3 clusters Score: Raw -795872.805858 + Penalty 4273.871529 = -791598.934329 nChanged 133 SP:Iteration 6Q (15158.980000 sec): 3 clusters Score: Raw -795930.420853 + Penalty 4273.871529 = -791656.549324 nChanged 128 SP:Iteration 7Q (15159.200000 sec): 3 clusters Score: Raw -795980.243557 + Penalty 4273.871529 = -791706.372028 nChanged 93 SP:Iteration 8Q (15159.450000 sec): 3 clusters Score: Raw -796019.518183 + Penalty 4273.871529 = -791745.646654 nChanged 90 SP:Iteration 9Q (15159.660000 sec): 3 clusters Score: Raw -796064.495517 + Penalty 4273.871529 = -791790.623988 nChanged 96 SP:Iteration 10Q (15159.840000 sec): 3 clusters Score: Raw -796103.514907 + Penalty 4273.871529 = -791829.643378 nChanged 94 SP:Iteration 11Q (15160.080000 sec): 3 clusters Score: Raw -796142.589560 + Penalty 4273.871529 = -791868.718030 nChanged 101 SP:Iteration 12Q (15160.270000 sec): 3 clusters Score: Raw -796187.615875 + Penalty 4273.871529 = -791913.744346 nChanged 98 SP:Iteration 13Q (15160.520000 sec): 3 clusters Score: Raw -796231.560038 + Penalty 4273.871529 = -791957.688509 nChanged 90 SP:Iteration 14Q (15160.750000 sec): 3 clusters Score: Raw -796278.776202 + Penalty 4273.871529 = -792004.904673 nChanged 112 SP:Iteration 15Q (15160.980000 sec): 3 clusters Score: Raw -796332.424845 + Penalty 4273.871529 = -792058.553316 nChanged 102 SP:Iteration 16Q (15161.210000 sec): 3 clusters Score: Raw -796386.802218 + Penalty 4273.871529 = -792112.930689 nChanged 111 SP:Iteration 17Q (15161.400000 sec): 3 clusters Score: Raw -796448.078773 + Penalty 4273.871529 = -792174.207243 nChanged 118 SP:Iteration 18Q (15161.610000 sec): 3 clusters Score: Raw -796522.922583 + Penalty 4273.871529 = -792249.051053 nChanged 135 SP:Iteration 19Q (15161.810000 sec): 3 clusters Score: Raw -796616.888816 + Penalty 4273.871529 = -792343.017287 nChanged 151 SP:Iteration 20F (15162.010000 sec): 3 clusters Score: Raw -796718.118454 + Penalty 4273.871529 = -792444.246925 nChanged 148 SP:Iteration 21Q (15162.240000 sec): 3 clusters Score: Raw -796828.078160 + Penalty 4273.871529 = -792554.206631 nChanged 157 SP:Iteration 22Q (15162.450000 sec): 3 clusters Score: Raw -796949.158063 + Penalty 4273.871529 = -792675.286534 nChanged 159 SP:Iteration 23Q (15162.690000 sec): 3 clusters Score: Raw -797055.582232 + Penalty 4273.871529 = -792781.710703 nChanged 132 SP:Iteration 24Q (15162.960000 sec): 3 clusters Score: Raw -797155.289281 + Penalty 4273.871529 = -792881.417752 nChanged 127 SP:Iteration 25Q (15163.210000 sec): 3 clusters Score: Raw -797235.588529 + Penalty 4273.871529 = -792961.717000 nChanged 100 SP:Iteration 26Q (15163.470000 sec): 3 clusters Score: Raw -797287.075223 + Penalty 4273.871529 = -793013.203693 nChanged 65 SP:Iteration 27Q (15163.700000 sec): 3 clusters Score: Raw -797317.172777 + Penalty 4273.871529 = -793043.301248 nChanged 58 SP:Iteration 28Q (15163.970000 sec): 3 clusters Score: Raw -797339.200458 + Penalty 4273.871529 = -793065.328929 nChanged 35 SP:Iteration 29Q (15164.180000 sec): 3 clusters Score: Raw -797352.394513 + Penalty 4273.871529 = -793078.522984 nChanged 25 SP:Iteration 30Q (15164.390000 sec): 3 clusters Score: Raw -797360.985093 + Penalty 4273.871529 = -793087.113564 nChanged 22 SP:Iteration 31Q (15164.590000 sec): 3 clusters Score: Raw -797368.026173 + Penalty 4273.871529 = -793094.154644 nChanged 15 SP:Iteration 32Q (15164.800000 sec): 3 clusters Score: Raw -797372.348798 + Penalty 4273.871529 = -793098.477269 nChanged 11 SP:Iteration 33Q (15165.000000 sec): 3 clusters Score: Raw -797376.189554 + Penalty 4273.871529 = -793102.318024 nChanged 13 SP:Iteration 34Q (15165.190000 sec): 3 clusters Score: Raw -797379.674953 + Penalty 4273.871529 = -793105.803424 nChanged 8 SP:Iteration 35Q (15165.480000 sec): 3 clusters Score: Raw -797383.375878 + Penalty 4273.871529 = -793109.504349 nChanged 14 SP:Iteration 36Q (15165.670000 sec): 3 clusters Score: Raw -797387.917425 + Penalty 4273.871529 = -793114.045896 nChanged 8 SP:Iteration 37Q (15165.890000 sec): 3 clusters Score: Raw -797391.422526 + Penalty 4273.871529 = -793117.550997 nChanged 5 SP:Iteration 38Q (15166.090000 sec): 3 clusters Score: Raw -797392.785609 + Penalty 4273.871529 = -793118.914080 nChanged 4 SP:Iteration 39Q (15166.310000 sec): 3 clusters Score: Raw -797393.595773 + Penalty 4273.871529 = -793119.724244 nChanged 1 SP:Iteration 40F (15166.520000 sec): 3 clusters Score: Raw -797393.699048 + Penalty 4273.871529 = -793119.827518 nChanged 2 SP:Iteration 41Q (15166.710000 sec): 3 clusters Score: Raw -797394.190693 + Penalty 4273.871529 = -793120.319164 nChanged 4 SP:Iteration 42Q (15166.930000 sec): 3 clusters Score: Raw -797394.798698 + Penalty 4273.871529 = -793120.927169 nChanged 3 SP:Iteration 43Q (15167.120000 sec): 3 clusters Score: Raw -797395.522430 + Penalty 4273.871529 = -793121.650901 nChanged 5 SP:Iteration 44Q (15167.340000 sec): 3 clusters Score: Raw -797397.466318 + Penalty 4273.871529 = -793123.594788 nChanged 6 SP:Iteration 45Q (15167.590000 sec): 3 clusters Score: Raw -797398.884389 + Penalty 4273.871529 = -793125.012860 nChanged 3 SP:Iteration 46Q (15167.750000 sec): 3 clusters Score: Raw -797399.538099 + Penalty 4273.871529 = -793125.666570 nChanged 2 SP:Iteration 47Q (15167.950000 sec): 3 clusters Score: Raw -797399.971257 + Penalty 4273.871529 = -793126.099728 nChanged 0 SP:Iteration 48F (15168.160000 sec): 3 clusters Score: Raw -797399.971257 + Penalty 4273.871529 = -793126.099728 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 11 (91705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15168.730000 sec): 2 clusters Score: Raw -13588373.618130 + Penalty 2833.730381 = -13585539.887749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15169.470000 sec): 3 clusters Score: Raw -13529819.490149 + Penalty 5667.460762 = -13524152.029387 nChanged 43254 SP:Iteration 1F (15170.200000 sec): 3 clusters Score: Raw -13554798.265109 + Penalty 5667.460762 = -13549130.804346 nChanged 3344 SP:Iteration 2Q (15170.960000 sec): 3 clusters Score: Raw -13555738.851526 + Penalty 5667.460762 = -13550071.390764 nChanged 3696 SP:Iteration 3Q (15171.740000 sec): 3 clusters Score: Raw -13556988.496667 + Penalty 5667.460762 = -13551321.035904 nChanged 4364 SP:Iteration 4Q (15172.530000 sec): 3 clusters Score: Raw -13558852.733863 + Penalty 5667.460762 = -13553185.273100 nChanged 5280 SP:Iteration 5F (15173.300000 sec): 3 clusters Score: Raw -13561650.719533 + Penalty 5667.460762 = -13555983.258770 nChanged 6184 SP:Iteration 6F (15174.070000 sec): 3 clusters Score: Raw -13565409.310621 + Penalty 5667.460762 = -13559741.849859 nChanged 6501 SP:Iteration 7F (15174.770000 sec): 3 clusters Score: Raw -13569662.977544 + Penalty 5667.460762 = -13563995.516781 nChanged 6143 SP:Iteration 8F (15175.560000 sec): 3 clusters Score: Raw -13573649.863137 + Penalty 5667.460762 = -13567982.402375 nChanged 5100 SP:Iteration 9F (15176.320000 sec): 3 clusters Score: Raw -13576924.014419 + Penalty 5667.460762 = -13571256.553656 nChanged 4282 SP:Iteration 10Q (15177.140000 sec): 3 clusters Score: Raw -13579788.490449 + Penalty 5667.460762 = -13574121.029687 nChanged 3599 SP:Iteration 11Q (15177.980000 sec): 3 clusters Score: Raw -13582327.055106 + Penalty 5667.460762 = -13576659.594343 nChanged 2893 SP:Iteration 12Q (15178.900000 sec): 3 clusters Score: Raw -13584452.775830 + Penalty 5667.460762 = -13578785.315068 nChanged 2057 SP:Iteration 13Q (15179.720000 sec): 3 clusters Score: Raw -13586054.339708 + Penalty 5667.460762 = -13580386.878945 nChanged 1437 SP:Iteration 14Q (15180.490000 sec): 3 clusters Score: Raw -13587244.100269 + Penalty 5667.460762 = -13581576.639506 nChanged 855 SP:Iteration 15Q (15181.290000 sec): 3 clusters Score: Raw -13587958.507302 + Penalty 5667.460762 = -13582291.046539 nChanged 503 SP:Iteration 16Q (15182.030000 sec): 3 clusters Score: Raw -13588353.886384 + Penalty 5667.460762 = -13582686.425621 nChanged 283 SP:Iteration 17Q (15182.720000 sec): 3 clusters Score: Raw -13588559.361606 + Penalty 5667.460762 = -13582891.900844 nChanged 193 SP:Iteration 18Q (15183.300000 sec): 3 clusters Score: Raw -13588706.112296 + Penalty 5667.460762 = -13583038.651534 nChanged 122 SP:Iteration 19Q (15183.960000 sec): 3 clusters Score: Raw -13588787.392758 + Penalty 5667.460762 = -13583119.931996 nChanged 76 SP:Iteration 20F (15184.690000 sec): 3 clusters Score: Raw -13588840.187432 + Penalty 5667.460762 = -13583172.726670 nChanged 73 SP:Iteration 21Q (15185.380000 sec): 3 clusters Score: Raw -13588884.987467 + Penalty 5667.460762 = -13583217.526705 nChanged 48 SP:Iteration 22Q (15186.040000 sec): 3 clusters Score: Raw -13588911.748673 + Penalty 5667.460762 = -13583244.287911 nChanged 28 SP:Iteration 23Q (15186.680000 sec): 3 clusters Score: Raw -13588926.693412 + Penalty 5667.460762 = -13583259.232649 nChanged 23 SP:Iteration 24Q (15187.270000 sec): 3 clusters Score: Raw -13588939.728012 + Penalty 5667.460762 = -13583272.267250 nChanged 21 SP:Iteration 25Q (15187.950000 sec): 3 clusters Score: Raw -13588953.480003 + Penalty 5667.460762 = -13583286.019241 nChanged 23 SP:Iteration 26Q (15188.570000 sec): 3 clusters Score: Raw -13588967.322413 + Penalty 5667.460762 = -13583299.861651 nChanged 27 SP:Iteration 27Q (15189.230000 sec): 3 clusters Score: Raw -13588982.598786 + Penalty 5667.460762 = -13583315.138024 nChanged 16 SP:Iteration 28Q (15189.840000 sec): 3 clusters Score: Raw -13588990.999202 + Penalty 5667.460762 = -13583323.538439 nChanged 12 SP:Iteration 29Q (15190.420000 sec): 3 clusters Score: Raw -13588998.792632 + Penalty 5667.460762 = -13583331.331870 nChanged 17 SP:Iteration 30Q (15191.050000 sec): 3 clusters Score: Raw -13589009.724488 + Penalty 5667.460762 = -13583342.263726 nChanged 19 SP:Iteration 31Q (15191.690000 sec): 3 clusters Score: Raw -13589019.714199 + Penalty 5667.460762 = -13583352.253436 nChanged 14 SP:Iteration 32Q (15192.310000 sec): 3 clusters Score: Raw -13589027.574051 + Penalty 5667.460762 = -13583360.113288 nChanged 9 SP:Iteration 33Q (15192.950000 sec): 3 clusters Score: Raw -13589031.988820 + Penalty 5667.460762 = -13583364.528057 nChanged 7 SP:Iteration 34Q (15193.620000 sec): 3 clusters Score: Raw -13589035.214028 + Penalty 5667.460762 = -13583367.753266 nChanged 5 SP:Iteration 35Q (15194.240000 sec): 3 clusters Score: Raw -13589037.186900 + Penalty 5667.460762 = -13583369.726138 nChanged 4 SP:Iteration 36Q (15194.830000 sec): 3 clusters Score: Raw -13589038.833514 + Penalty 5667.460762 = -13583371.372752 nChanged 2 SP:Iteration 37Q (15195.510000 sec): 3 clusters Score: Raw -13589039.581075 + Penalty 5667.460762 = -13583372.120312 nChanged 4 SP:Iteration 38Q (15196.160000 sec): 3 clusters Score: Raw -13589041.707641 + Penalty 5667.460762 = -13583374.246879 nChanged 0 SP:Iteration 39F (15196.860000 sec): 3 clusters Score: Raw -13589041.707641 + Penalty 5667.460762 = -13583374.246879 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 12 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15197.010000 sec): 2 clusters Score: Raw -50514.251446 + Penalty 1464.529738 = -49049.721708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15197.210000 sec): 3 clusters Score: Raw -50598.496608 + Penalty 2929.059477 = -47669.437131 nChanged 50 SP:Iteration 1F (15197.430000 sec): 3 clusters Score: Raw -50719.278464 + Penalty 2929.059477 = -47790.218987 nChanged 14 SP:Iteration 2Q (15197.610000 sec): 3 clusters Score: Raw -50760.158992 + Penalty 2929.059477 = -47831.099516 nChanged 4 SP:Iteration 3Q (15197.820000 sec): 3 clusters Score: Raw -50770.479286 + Penalty 2929.059477 = -47841.419809 nChanged 0 SP:Iteration 4F (15198.010000 sec): 3 clusters Score: Raw -50770.479286 + Penalty 2929.059477 = -47841.419809 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 13 (22647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15198.220000 sec): 2 clusters Score: Raw -3362657.434928 + Penalty 2486.890103 = -3360170.544825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15198.560000 sec): 3 clusters Score: Raw -3349354.139314 + Penalty 4973.780205 = -3344380.359109 nChanged 10054 SP:Iteration 1F (15198.960000 sec): 3 clusters Score: Raw -3354834.690074 + Penalty 4973.780205 = -3349860.909869 nChanged 1367 SP:Iteration 2F (15199.260000 sec): 3 clusters Score: Raw -3355469.832178 + Penalty 4973.780205 = -3350496.051973 nChanged 1362 SP:Iteration 3F (15199.550000 sec): 3 clusters Score: Raw -3356236.826951 + Penalty 4973.780205 = -3351263.046745 nChanged 1530 SP:Iteration 4F (15199.950000 sec): 3 clusters Score: Raw -3357242.212808 + Penalty 4973.780205 = -3352268.432603 nChanged 1596 SP:Iteration 5F (15200.290000 sec): 3 clusters Score: Raw -3358398.303331 + Penalty 4973.780205 = -3353424.523126 nChanged 1535 SP:Iteration 6F (15200.620000 sec): 3 clusters Score: Raw -3359496.031322 + Penalty 4973.780205 = -3354522.251117 nChanged 1281 SP:Iteration 7F (15201.030000 sec): 3 clusters Score: Raw -3360321.713347 + Penalty 4973.780205 = -3355347.933142 nChanged 976 SP:Iteration 8Q (15201.350000 sec): 3 clusters Score: Raw -3360885.868816 + Penalty 4973.780205 = -3355912.088611 nChanged 721 SP:Iteration 9Q (15201.710000 sec): 3 clusters Score: Raw -3361254.866881 + Penalty 4973.780205 = -3356281.086676 nChanged 539 SP:Iteration 10Q (15202.050000 sec): 3 clusters Score: Raw -3361501.813663 + Penalty 4973.780205 = -3356528.033457 nChanged 429 SP:Iteration 11Q (15202.410000 sec): 3 clusters Score: Raw -3361691.566267 + Penalty 4973.780205 = -3356717.786062 nChanged 345 SP:Iteration 12Q (15202.700000 sec): 3 clusters Score: Raw -3361861.178655 + Penalty 4973.780205 = -3356887.398450 nChanged 298 SP:Iteration 13Q (15203.050000 sec): 3 clusters Score: Raw -3362000.267742 + Penalty 4973.780205 = -3357026.487537 nChanged 260 SP:Iteration 14Q (15203.430000 sec): 3 clusters Score: Raw -3362129.304976 + Penalty 4973.780205 = -3357155.524770 nChanged 213 SP:Iteration 15Q (15203.730000 sec): 3 clusters Score: Raw -3362240.426933 + Penalty 4973.780205 = -3357266.646728 nChanged 193 SP:Iteration 16Q (15204.070000 sec): 3 clusters Score: Raw -3362333.999048 + Penalty 4973.780205 = -3357360.218843 nChanged 180 SP:Iteration 17Q (15204.380000 sec): 3 clusters Score: Raw -3362421.647641 + Penalty 4973.780205 = -3357447.867436 nChanged 151 SP:Iteration 18Q (15204.740000 sec): 3 clusters Score: Raw -3362503.665896 + Penalty 4973.780205 = -3357529.885691 nChanged 134 SP:Iteration 19Q (15205.110000 sec): 3 clusters Score: Raw -3362578.629841 + Penalty 4973.780205 = -3357604.849636 nChanged 113 SP:Iteration 20F (15205.470000 sec): 3 clusters Score: Raw -3362644.473903 + Penalty 4973.780205 = -3357670.693697 nChanged 91 SP:Iteration 21Q (15205.840000 sec): 3 clusters Score: Raw -3362699.700705 + Penalty 4973.780205 = -3357725.920500 nChanged 83 SP:Iteration 22Q (15206.160000 sec): 3 clusters Score: Raw -3362746.418917 + Penalty 4973.780205 = -3357772.638711 nChanged 64 SP:Iteration 23Q (15206.460000 sec): 3 clusters Score: Raw -3362784.756817 + Penalty 4973.780205 = -3357810.976612 nChanged 60 SP:Iteration 24Q (15206.820000 sec): 3 clusters Score: Raw -3362823.433346 + Penalty 4973.780205 = -3357849.653141 nChanged 48 SP:Iteration 25Q (15207.140000 sec): 3 clusters Score: Raw -3362855.595716 + Penalty 4973.780205 = -3357881.815511 nChanged 51 SP:Iteration 26Q (15207.470000 sec): 3 clusters Score: Raw -3362887.301431 + Penalty 4973.780205 = -3357913.521226 nChanged 39 SP:Iteration 27Q (15207.810000 sec): 3 clusters Score: Raw -3362908.992421 + Penalty 4973.780205 = -3357935.212216 nChanged 23 SP:Iteration 28Q (15208.130000 sec): 3 clusters Score: Raw -3362922.989760 + Penalty 4973.780205 = -3357949.209555 nChanged 21 SP:Iteration 29Q (15208.430000 sec): 3 clusters Score: Raw -3362935.991917 + Penalty 4973.780205 = -3357962.211712 nChanged 18 SP:Iteration 30Q (15208.730000 sec): 3 clusters Score: Raw -3362945.032939 + Penalty 4973.780205 = -3357971.252734 nChanged 15 SP:Iteration 31Q (15209.050000 sec): 3 clusters Score: Raw -3362952.795668 + Penalty 4973.780205 = -3357979.015463 nChanged 14 SP:Iteration 32Q (15209.360000 sec): 3 clusters Score: Raw -3362959.993504 + Penalty 4973.780205 = -3357986.213298 nChanged 12 SP:Iteration 33Q (15209.660000 sec): 3 clusters Score: Raw -3362966.321256 + Penalty 4973.780205 = -3357992.541050 nChanged 6 SP:Iteration 34Q (15210.010000 sec): 3 clusters Score: Raw -3362968.883135 + Penalty 4973.780205 = -3357995.102930 nChanged 4 SP:Iteration 35Q (15210.310000 sec): 3 clusters Score: Raw -3362970.672736 + Penalty 4973.780205 = -3357996.892531 nChanged 1 SP:Iteration 36Q (15210.640000 sec): 3 clusters Score: Raw -3362971.089537 + Penalty 4973.780205 = -3357997.309332 nChanged 1 SP:Iteration 37Q (15210.940000 sec): 3 clusters Score: Raw -3362971.549601 + Penalty 4973.780205 = -3357997.769396 nChanged 0 SP:Iteration 38F (15211.220000 sec): 3 clusters Score: Raw -3362971.549601 + Penalty 4973.780205 = -3357997.769396 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 14 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15211.350000 sec): 2 clusters Score: Raw -16565.174731 + Penalty 1221.958914 = -15343.215817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15211.540000 sec): 3 clusters Score: Raw -16976.101865 + Penalty 2443.917828 = -14532.184037 nChanged 9 SP:Iteration 1F (15211.710000 sec): 3 clusters Score: Raw -17040.779892 + Penalty 2443.917828 = -14596.862064 nChanged 5 SP:Iteration 2Q (15211.900000 sec): 3 clusters Score: Raw -17075.697644 + Penalty 2443.917828 = -14631.779817 nChanged 1 SP:Iteration 3Q (15212.070000 sec): 3 clusters Score: Raw -17082.201391 + Penalty 2443.917828 = -14638.283563 nChanged 1 SP:Iteration 4Q (15212.270000 sec): 3 clusters Score: Raw -17094.435139 + Penalty 2443.917828 = -14650.517311 nChanged 0 SP:Iteration 5F (15212.470000 sec): 3 clusters Score: Raw -17094.435139 + Penalty 2443.917828 = -14650.517311 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 15 (53398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15212.860000 sec): 2 clusters Score: Raw -7828408.658732 + Penalty 2699.611086 = -7825709.047646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15213.320000 sec): 3 clusters Score: Raw -7795123.880880 + Penalty 5399.222171 = -7789724.658709 nChanged 24648 SP:Iteration 1F (15213.830000 sec): 3 clusters Score: Raw -7808598.792994 + Penalty 5399.222171 = -7803199.570822 nChanged 2101 SP:Iteration 2Q (15214.400000 sec): 3 clusters Score: Raw -7809133.913112 + Penalty 5399.222171 = -7803734.690941 nChanged 1952 SP:Iteration 3Q (15214.930000 sec): 3 clusters Score: Raw -7809683.134569 + Penalty 5399.222171 = -7804283.912398 nChanged 1925 SP:Iteration 4Q (15215.380000 sec): 3 clusters Score: Raw -7810269.939599 + Penalty 5399.222171 = -7804870.717427 nChanged 2039 SP:Iteration 5Q (15215.960000 sec): 3 clusters Score: Raw -7810935.814911 + Penalty 5399.222171 = -7805536.592739 nChanged 2153 SP:Iteration 6Q (15216.500000 sec): 3 clusters Score: Raw -7811731.930951 + Penalty 5399.222171 = -7806332.708780 nChanged 2335 SP:Iteration 7Q (15217.090000 sec): 3 clusters Score: Raw -7812739.079807 + Penalty 5399.222171 = -7807339.857636 nChanged 2609 SP:Iteration 8Q (15217.640000 sec): 3 clusters Score: Raw -7814101.567777 + Penalty 5399.222171 = -7808702.345606 nChanged 2900 SP:Iteration 9F (15218.090000 sec): 3 clusters Score: Raw -7815931.299690 + Penalty 5399.222171 = -7810532.077519 nChanged 3175 SP:Iteration 10F (15218.650000 sec): 3 clusters Score: Raw -7818166.161886 + Penalty 5399.222171 = -7812766.939714 nChanged 3142 SP:Iteration 11F (15219.130000 sec): 3 clusters Score: Raw -7820600.211323 + Penalty 5399.222171 = -7815200.989152 nChanged 2902 SP:Iteration 12F (15219.640000 sec): 3 clusters Score: Raw -7822955.269405 + Penalty 5399.222171 = -7817556.047234 nChanged 2305 SP:Iteration 13Q (15220.130000 sec): 3 clusters Score: Raw -7824873.868490 + Penalty 5399.222171 = -7819474.646318 nChanged 1773 SP:Iteration 14Q (15220.650000 sec): 3 clusters Score: Raw -7826362.237123 + Penalty 5399.222171 = -7820963.014952 nChanged 1213 SP:Iteration 15Q (15221.110000 sec): 3 clusters Score: Raw -7827386.523113 + Penalty 5399.222171 = -7821987.300941 nChanged 722 SP:Iteration 16Q (15221.680000 sec): 3 clusters Score: Raw -7827978.701593 + Penalty 5399.222171 = -7822579.479422 nChanged 388 SP:Iteration 17Q (15222.130000 sec): 3 clusters Score: Raw -7828305.576684 + Penalty 5399.222171 = -7822906.354513 nChanged 177 SP:Iteration 18Q (15222.640000 sec): 3 clusters Score: Raw -7828473.985773 + Penalty 5399.222171 = -7823074.763602 nChanged 98 SP:Iteration 19Q (15223.080000 sec): 3 clusters Score: Raw -7828565.243988 + Penalty 5399.222171 = -7823166.021817 nChanged 57 SP:Iteration 20F (15223.600000 sec): 3 clusters Score: Raw -7828618.746001 + Penalty 5399.222171 = -7823219.523830 nChanged 40 SP:Iteration 21Q (15224.050000 sec): 3 clusters Score: Raw -7828665.531600 + Penalty 5399.222171 = -7823266.309429 nChanged 28 SP:Iteration 22Q (15224.500000 sec): 3 clusters Score: Raw -7828697.581694 + Penalty 5399.222171 = -7823298.359523 nChanged 18 SP:Iteration 23Q (15225.010000 sec): 3 clusters Score: Raw -7828722.005812 + Penalty 5399.222171 = -7823322.783640 nChanged 16 SP:Iteration 24Q (15225.520000 sec): 3 clusters Score: Raw -7828745.472747 + Penalty 5399.222171 = -7823346.250575 nChanged 13 SP:Iteration 25Q (15225.930000 sec): 3 clusters Score: Raw -7828760.563828 + Penalty 5399.222171 = -7823361.341657 nChanged 14 SP:Iteration 26Q (15226.420000 sec): 3 clusters Score: Raw -7828782.888168 + Penalty 5399.222171 = -7823383.665997 nChanged 8 SP:Iteration 27Q (15226.930000 sec): 3 clusters Score: Raw -7828792.636970 + Penalty 5399.222171 = -7823393.414798 nChanged 6 SP:Iteration 28Q (15227.400000 sec): 3 clusters Score: Raw -7828799.932151 + Penalty 5399.222171 = -7823400.709979 nChanged 1 SP:Iteration 29Q (15227.850000 sec): 3 clusters Score: Raw -7828800.661117 + Penalty 5399.222171 = -7823401.438946 nChanged 1 SP:Iteration 30Q (15228.280000 sec): 3 clusters Score: Raw -7828801.737976 + Penalty 5399.222171 = -7823402.515804 nChanged 1 SP:Iteration 31Q (15228.770000 sec): 3 clusters Score: Raw -7828802.782232 + Penalty 5399.222171 = -7823403.560061 nChanged 0 SP:Iteration 32F (15229.340000 sec): 3 clusters Score: Raw -7828802.782232 + Penalty 5399.222171 = -7823403.560061 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 16 (5349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15229.490000 sec): 2 clusters Score: Raw -766580.620215 + Penalty 2128.996897 = -764451.623318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15229.700000 sec): 3 clusters Score: Raw -763958.348320 + Penalty 4257.993794 = -759700.354527 nChanged 2105 SP:Iteration 1F (15230.010000 sec): 3 clusters Score: Raw -765169.278307 + Penalty 4257.993794 = -760911.284514 nChanged 388 SP:Iteration 2F (15230.240000 sec): 3 clusters Score: Raw -765385.874559 + Penalty 4257.993794 = -761127.880765 nChanged 256 SP:Iteration 3Q (15230.470000 sec): 3 clusters Score: Raw -765504.370867 + Penalty 4257.993794 = -761246.377073 nChanged 164 SP:Iteration 4Q (15230.660000 sec): 3 clusters Score: Raw -765579.820000 + Penalty 4257.993794 = -761321.826206 nChanged 118 SP:Iteration 5Q (15230.870000 sec): 3 clusters Score: Raw -765628.710416 + Penalty 4257.993794 = -761370.716622 nChanged 87 SP:Iteration 6Q (15231.050000 sec): 3 clusters Score: Raw -765656.122946 + Penalty 4257.993794 = -761398.129152 nChanged 55 SP:Iteration 7Q (15231.260000 sec): 3 clusters Score: Raw -765671.144929 + Penalty 4257.993794 = -761413.151135 nChanged 44 SP:Iteration 8Q (15231.460000 sec): 3 clusters Score: Raw -765682.953929 + Penalty 4257.993794 = -761424.960135 nChanged 30 SP:Iteration 9Q (15231.710000 sec): 3 clusters Score: Raw -765692.549401 + Penalty 4257.993794 = -761434.555608 nChanged 37 SP:Iteration 10Q (15231.920000 sec): 3 clusters Score: Raw -765703.426758 + Penalty 4257.993794 = -761445.432965 nChanged 30 SP:Iteration 11Q (15232.090000 sec): 3 clusters Score: Raw -765711.413378 + Penalty 4257.993794 = -761453.419584 nChanged 22 SP:Iteration 12Q (15232.270000 sec): 3 clusters Score: Raw -765717.364831 + Penalty 4257.993794 = -761459.371038 nChanged 19 SP:Iteration 13Q (15232.490000 sec): 3 clusters Score: Raw -765722.637021 + Penalty 4257.993794 = -761464.643227 nChanged 16 SP:Iteration 14Q (15232.720000 sec): 3 clusters Score: Raw -765726.453720 + Penalty 4257.993794 = -761468.459926 nChanged 14 SP:Iteration 15Q (15232.930000 sec): 3 clusters Score: Raw -765730.162682 + Penalty 4257.993794 = -761472.168889 nChanged 17 SP:Iteration 16Q (15233.120000 sec): 3 clusters Score: Raw -765735.217265 + Penalty 4257.993794 = -761477.223471 nChanged 22 SP:Iteration 17Q (15233.350000 sec): 3 clusters Score: Raw -765740.766359 + Penalty 4257.993794 = -761482.772565 nChanged 22 SP:Iteration 18Q (15233.520000 sec): 3 clusters Score: Raw -765746.628302 + Penalty 4257.993794 = -761488.634508 nChanged 20 SP:Iteration 19Q (15233.700000 sec): 3 clusters Score: Raw -765751.807035 + Penalty 4257.993794 = -761493.813242 nChanged 20 SP:Iteration 20F (15233.920000 sec): 3 clusters Score: Raw -765756.932299 + Penalty 4257.993794 = -761498.938506 nChanged 18 SP:Iteration 21Q (15234.100000 sec): 3 clusters Score: Raw -765761.465702 + Penalty 4257.993794 = -761503.471908 nChanged 16 SP:Iteration 22Q (15234.370000 sec): 3 clusters Score: Raw -765765.826523 + Penalty 4257.993794 = -761507.832729 nChanged 13 SP:Iteration 23Q (15234.570000 sec): 3 clusters Score: Raw -765768.592523 + Penalty 4257.993794 = -761510.598730 nChanged 14 SP:Iteration 24Q (15234.790000 sec): 3 clusters Score: Raw -765773.178566 + Penalty 4257.993794 = -761515.184772 nChanged 21 SP:Iteration 25Q (15234.970000 sec): 3 clusters Score: Raw -765779.683462 + Penalty 4257.993794 = -761521.689669 nChanged 20 SP:Iteration 26Q (15235.160000 sec): 3 clusters Score: Raw -765784.037777 + Penalty 4257.993794 = -761526.043983 nChanged 17 SP:Iteration 27Q (15235.370000 sec): 3 clusters Score: Raw -765788.712108 + Penalty 4257.993794 = -761530.718314 nChanged 21 SP:Iteration 28Q (15235.540000 sec): 3 clusters Score: Raw -765794.643803 + Penalty 4257.993794 = -761536.650009 nChanged 12 SP:Iteration 29Q (15235.750000 sec): 3 clusters Score: Raw -765797.272555 + Penalty 4257.993794 = -761539.278762 nChanged 11 SP:Iteration 30Q (15235.920000 sec): 3 clusters Score: Raw -765800.335413 + Penalty 4257.993794 = -761542.341620 nChanged 15 SP:Iteration 31Q (15236.080000 sec): 3 clusters Score: Raw -765804.911384 + Penalty 4257.993794 = -761546.917590 nChanged 12 SP:Iteration 32Q (15236.320000 sec): 3 clusters Score: Raw -765808.277824 + Penalty 4257.993794 = -761550.284030 nChanged 12 SP:Iteration 33Q (15236.540000 sec): 3 clusters Score: Raw -765811.248452 + Penalty 4257.993794 = -761553.254658 nChanged 13 SP:Iteration 34Q (15236.720000 sec): 3 clusters Score: Raw -765815.610435 + Penalty 4257.993794 = -761557.616641 nChanged 10 SP:Iteration 35Q (15236.970000 sec): 3 clusters Score: Raw -765819.130635 + Penalty 4257.993794 = -761561.136841 nChanged 7 SP:Iteration 36Q (15237.180000 sec): 3 clusters Score: Raw -765820.353565 + Penalty 4257.993794 = -761562.359771 nChanged 5 SP:Iteration 37Q (15237.480000 sec): 3 clusters Score: Raw -765821.693137 + Penalty 4257.993794 = -761563.699343 nChanged 6 SP:Iteration 38Q (15237.700000 sec): 3 clusters Score: Raw -765823.414440 + Penalty 4257.993794 = -761565.420647 nChanged 11 SP:Iteration 39Q (15237.910000 sec): 3 clusters Score: Raw -765827.161278 + Penalty 4257.993794 = -761569.167484 nChanged 12 SP:Iteration 40F (15238.150000 sec): 3 clusters Score: Raw -765830.874359 + Penalty 4257.993794 = -761572.880565 nChanged 16 SP:Iteration 41Q (15238.400000 sec): 3 clusters Score: Raw -765834.622687 + Penalty 4257.993794 = -761576.628893 nChanged 15 SP:Iteration 42Q (15238.590000 sec): 3 clusters Score: Raw -765838.486243 + Penalty 4257.993794 = -761580.492450 nChanged 9 SP:Iteration 43Q (15238.770000 sec): 3 clusters Score: Raw -765840.458270 + Penalty 4257.993794 = -761582.464476 nChanged 10 SP:Iteration 44Q (15239.000000 sec): 3 clusters Score: Raw -765842.226003 + Penalty 4257.993794 = -761584.232209 nChanged 6 SP:Iteration 45Q (15239.240000 sec): 3 clusters Score: Raw -765843.636580 + Penalty 4257.993794 = -761585.642786 nChanged 5 SP:Iteration 46Q (15239.450000 sec): 3 clusters Score: Raw -765844.862707 + Penalty 4257.993794 = -761586.868914 nChanged 5 SP:Iteration 47Q (15239.740000 sec): 3 clusters Score: Raw -765846.065514 + Penalty 4257.993794 = -761588.071720 nChanged 4 SP:Iteration 48Q (15239.940000 sec): 3 clusters Score: Raw -765846.573927 + Penalty 4257.993794 = -761588.580133 nChanged 3 SP:Iteration 49Q (15240.150000 sec): 3 clusters Score: Raw -765847.571263 + Penalty 4257.993794 = -761589.577469 nChanged 6 SP:Iteration 50Q (15240.370000 sec): 3 clusters Score: Raw -765849.243180 + Penalty 4257.993794 = -761591.249386 nChanged 5 SP:Iteration 51Q (15240.590000 sec): 3 clusters Score: Raw -765850.489606 + Penalty 4257.993794 = -761592.495812 nChanged 3 SP:Iteration 52Q (15240.800000 sec): 3 clusters Score: Raw -765850.810392 + Penalty 4257.993794 = -761592.816598 nChanged 2 SP:Iteration 53Q (15241.040000 sec): 3 clusters Score: Raw -765851.352565 + Penalty 4257.993794 = -761593.358771 nChanged 1 SP:Iteration 54Q (15241.230000 sec): 3 clusters Score: Raw -765851.707630 + Penalty 4257.993794 = -761593.713836 nChanged 3 SP:Iteration 55Q (15241.490000 sec): 3 clusters Score: Raw -765852.390422 + Penalty 4257.993794 = -761594.396628 nChanged 4 SP:Iteration 56Q (15241.740000 sec): 3 clusters Score: Raw -765853.778636 + Penalty 4257.993794 = -761595.784842 nChanged 4 SP:Iteration 57Q (15241.960000 sec): 3 clusters Score: Raw -765854.419212 + Penalty 4257.993794 = -761596.425419 nChanged 5 SP:Iteration 58Q (15242.210000 sec): 3 clusters Score: Raw -765855.400729 + Penalty 4257.993794 = -761597.406935 nChanged 1 SP:Iteration 59Q (15242.440000 sec): 3 clusters Score: Raw -765855.638117 + Penalty 4257.993794 = -761597.644324 nChanged 1 SP:Iteration 60F (15242.650000 sec): 3 clusters Score: Raw -765855.852463 + Penalty 4257.993794 = -761597.858669 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 17 (4392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15242.810000 sec): 2 clusters Score: Raw -628431.721114 + Penalty 2080.109916 = -626351.611198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15243.090000 sec): 3 clusters Score: Raw -626397.959441 + Penalty 4160.219832 = -622237.739609 nChanged 1649 SP:Iteration 1F (15243.310000 sec): 3 clusters Score: Raw -627366.185894 + Penalty 4160.219832 = -623205.966063 nChanged 315 SP:Iteration 2F (15243.560000 sec): 3 clusters Score: Raw -627571.687788 + Penalty 4160.219832 = -623411.467956 nChanged 232 SP:Iteration 3F (15243.810000 sec): 3 clusters Score: Raw -627722.555579 + Penalty 4160.219832 = -623562.335747 nChanged 198 SP:Iteration 4Q (15243.980000 sec): 3 clusters Score: Raw -627834.972069 + Penalty 4160.219832 = -623674.752238 nChanged 153 SP:Iteration 5Q (15244.210000 sec): 3 clusters Score: Raw -627914.460060 + Penalty 4160.219832 = -623754.240229 nChanged 107 SP:Iteration 6Q (15244.410000 sec): 3 clusters Score: Raw -627967.399670 + Penalty 4160.219832 = -623807.179838 nChanged 98 SP:Iteration 7Q (15244.650000 sec): 3 clusters Score: Raw -628018.912929 + Penalty 4160.219832 = -623858.693097 nChanged 86 SP:Iteration 8Q (15244.890000 sec): 3 clusters Score: Raw -628061.498872 + Penalty 4160.219832 = -623901.279041 nChanged 78 SP:Iteration 9Q (15245.120000 sec): 3 clusters Score: Raw -628099.567876 + Penalty 4160.219832 = -623939.348044 nChanged 71 SP:Iteration 10Q (15245.360000 sec): 3 clusters Score: Raw -628127.852157 + Penalty 4160.219832 = -623967.632326 nChanged 54 SP:Iteration 11Q (15245.550000 sec): 3 clusters Score: Raw -628150.014513 + Penalty 4160.219832 = -623989.794681 nChanged 57 SP:Iteration 12Q (15245.730000 sec): 3 clusters Score: Raw -628172.087395 + Penalty 4160.219832 = -624011.867563 nChanged 49 SP:Iteration 13Q (15245.990000 sec): 3 clusters Score: Raw -628193.840914 + Penalty 4160.219832 = -624033.621082 nChanged 48 SP:Iteration 14Q (15246.170000 sec): 3 clusters Score: Raw -628214.020184 + Penalty 4160.219832 = -624053.800352 nChanged 38 SP:Iteration 15Q (15246.410000 sec): 3 clusters Score: Raw -628227.346151 + Penalty 4160.219832 = -624067.126319 nChanged 37 SP:Iteration 16Q (15246.590000 sec): 3 clusters Score: Raw -628241.499206 + Penalty 4160.219832 = -624081.279374 nChanged 33 SP:Iteration 17Q (15246.810000 sec): 3 clusters Score: Raw -628252.542733 + Penalty 4160.219832 = -624092.322901 nChanged 21 SP:Iteration 18Q (15246.990000 sec): 3 clusters Score: Raw -628260.032518 + Penalty 4160.219832 = -624099.812686 nChanged 16 SP:Iteration 19Q (15247.170000 sec): 3 clusters Score: Raw -628266.649912 + Penalty 4160.219832 = -624106.430080 nChanged 19 SP:Iteration 20F (15247.400000 sec): 3 clusters Score: Raw -628273.020763 + Penalty 4160.219832 = -624112.800931 nChanged 17 SP:Iteration 21Q (15247.570000 sec): 3 clusters Score: Raw -628279.363766 + Penalty 4160.219832 = -624119.143934 nChanged 25 SP:Iteration 22Q (15247.810000 sec): 3 clusters Score: Raw -628288.776714 + Penalty 4160.219832 = -624128.556882 nChanged 18 SP:Iteration 23Q (15248.010000 sec): 3 clusters Score: Raw -628295.702296 + Penalty 4160.219832 = -624135.482464 nChanged 18 SP:Iteration 24Q (15248.230000 sec): 3 clusters Score: Raw -628301.536674 + Penalty 4160.219832 = -624141.316843 nChanged 18 SP:Iteration 25Q (15248.430000 sec): 3 clusters Score: Raw -628308.305461 + Penalty 4160.219832 = -624148.085630 nChanged 18 SP:Iteration 26Q (15248.630000 sec): 3 clusters Score: Raw -628314.616468 + Penalty 4160.219832 = -624154.396636 nChanged 22 SP:Iteration 27Q (15248.830000 sec): 3 clusters Score: Raw -628324.724771 + Penalty 4160.219832 = -624164.504939 nChanged 19 SP:Iteration 28Q (15248.990000 sec): 3 clusters Score: Raw -628332.429958 + Penalty 4160.219832 = -624172.210127 nChanged 21 SP:Iteration 29Q (15249.140000 sec): 3 clusters Score: Raw -628343.105453 + Penalty 4160.219832 = -624182.885621 nChanged 26 SP:Iteration 30Q (15249.380000 sec): 3 clusters Score: Raw -628353.359862 + Penalty 4160.219832 = -624193.140030 nChanged 22 SP:Iteration 31Q (15249.570000 sec): 3 clusters Score: Raw -628362.190502 + Penalty 4160.219832 = -624201.970670 nChanged 27 SP:Iteration 32Q (15249.750000 sec): 3 clusters Score: Raw -628374.212615 + Penalty 4160.219832 = -624213.992783 nChanged 25 SP:Iteration 33Q (15249.920000 sec): 3 clusters Score: Raw -628385.738499 + Penalty 4160.219832 = -624225.518667 nChanged 28 SP:Iteration 34Q (15250.110000 sec): 3 clusters Score: Raw -628399.453099 + Penalty 4160.219832 = -624239.233268 nChanged 34 SP:Iteration 35Q (15250.280000 sec): 3 clusters Score: Raw -628415.231131 + Penalty 4160.219832 = -624255.011299 nChanged 32 SP:Iteration 36Q (15250.470000 sec): 3 clusters Score: Raw -628434.478338 + Penalty 4160.219832 = -624274.258506 nChanged 46 SP:Iteration 37Q (15250.650000 sec): 3 clusters Score: Raw -628457.389501 + Penalty 4160.219832 = -624297.169669 nChanged 29 SP:Iteration 38Q (15250.850000 sec): 3 clusters Score: Raw -628470.030867 + Penalty 4160.219832 = -624309.811035 nChanged 27 SP:Iteration 39Q (15251.060000 sec): 3 clusters Score: Raw -628483.013932 + Penalty 4160.219832 = -624322.794100 nChanged 22 SP:Iteration 40F (15251.230000 sec): 3 clusters Score: Raw -628495.446536 + Penalty 4160.219832 = -624335.226705 nChanged 28 SP:Iteration 41Q (15251.450000 sec): 3 clusters Score: Raw -628509.125458 + Penalty 4160.219832 = -624348.905627 nChanged 23 SP:Iteration 42Q (15251.610000 sec): 3 clusters Score: Raw -628520.041709 + Penalty 4160.219832 = -624359.821877 nChanged 20 SP:Iteration 43Q (15251.830000 sec): 3 clusters Score: Raw -628529.403152 + Penalty 4160.219832 = -624369.183321 nChanged 21 SP:Iteration 44Q (15252.040000 sec): 3 clusters Score: Raw -628541.495423 + Penalty 4160.219832 = -624381.275592 nChanged 21 SP:Iteration 45Q (15252.250000 sec): 3 clusters Score: Raw -628551.711514 + Penalty 4160.219832 = -624391.491682 nChanged 25 SP:Iteration 46Q (15252.470000 sec): 3 clusters Score: Raw -628566.179683 + Penalty 4160.219832 = -624405.959851 nChanged 28 SP:Iteration 47Q (15252.680000 sec): 3 clusters Score: Raw -628583.486044 + Penalty 4160.219832 = -624423.266212 nChanged 24 SP:Iteration 48Q (15252.880000 sec): 3 clusters Score: Raw -628597.187186 + Penalty 4160.219832 = -624436.967355 nChanged 25 SP:Iteration 49Q (15253.080000 sec): 3 clusters Score: Raw -628612.634145 + Penalty 4160.219832 = -624452.414314 nChanged 22 SP:Iteration 50Q (15253.300000 sec): 3 clusters Score: Raw -628630.491074 + Penalty 4160.219832 = -624470.271242 nChanged 21 SP:Iteration 51Q (15253.500000 sec): 3 clusters Score: Raw -628641.363499 + Penalty 4160.219832 = -624481.143668 nChanged 15 SP:Iteration 52Q (15253.730000 sec): 3 clusters Score: Raw -628650.158381 + Penalty 4160.219832 = -624489.938549 nChanged 18 SP:Iteration 53Q (15253.930000 sec): 3 clusters Score: Raw -628660.868613 + Penalty 4160.219832 = -624500.648781 nChanged 11 SP:Iteration 54Q (15254.130000 sec): 3 clusters Score: Raw -628668.583717 + Penalty 4160.219832 = -624508.363886 nChanged 11 SP:Iteration 55Q (15254.360000 sec): 3 clusters Score: Raw -628675.296711 + Penalty 4160.219832 = -624515.076880 nChanged 9 SP:Iteration 56Q (15254.540000 sec): 3 clusters Score: Raw -628680.814462 + Penalty 4160.219832 = -624520.594630 nChanged 7 SP:Iteration 57Q (15254.760000 sec): 3 clusters Score: Raw -628685.535287 + Penalty 4160.219832 = -624525.315456 nChanged 6 SP:Iteration 58Q (15254.960000 sec): 3 clusters Score: Raw -628690.583389 + Penalty 4160.219832 = -624530.363557 nChanged 6 SP:Iteration 59Q (15255.190000 sec): 3 clusters Score: Raw -628693.364033 + Penalty 4160.219832 = -624533.144202 nChanged 3 SP:Iteration 60F (15255.420000 sec): 3 clusters Score: Raw -628694.967282 + Penalty 4160.219832 = -624534.747450 nChanged 2 SP:Iteration 61Q (15255.630000 sec): 3 clusters Score: Raw -628696.234831 + Penalty 4160.219832 = -624536.015000 nChanged 0 SP:Iteration 62F (15255.830000 sec): 3 clusters Score: Raw -628696.234831 + Penalty 4160.219832 = -624536.015000 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 18 (39380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15256.150000 sec): 2 clusters Score: Raw -5802930.730111 + Penalty 2624.091311 = -5800306.638800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15256.560000 sec): 3 clusters Score: Raw -5778876.620724 + Penalty 5248.182623 = -5773628.438101 nChanged 17973 SP:Iteration 1F (15256.990000 sec): 3 clusters Score: Raw -5788932.848952 + Penalty 5248.182623 = -5783684.666330 nChanged 1764 SP:Iteration 2Q (15257.470000 sec): 3 clusters Score: Raw -5789539.451144 + Penalty 5248.182623 = -5784291.268521 nChanged 1733 SP:Iteration 3Q (15257.920000 sec): 3 clusters Score: Raw -5790215.263592 + Penalty 5248.182623 = -5784967.080969 nChanged 1906 SP:Iteration 4Q (15258.450000 sec): 3 clusters Score: Raw -5791062.025986 + Penalty 5248.182623 = -5785813.843364 nChanged 2195 SP:Iteration 5F (15258.840000 sec): 3 clusters Score: Raw -5792277.864444 + Penalty 5248.182623 = -5787029.681821 nChanged 2565 SP:Iteration 6F (15259.370000 sec): 3 clusters Score: Raw -5793990.203224 + Penalty 5248.182623 = -5788742.020601 nChanged 2808 SP:Iteration 7F (15259.820000 sec): 3 clusters Score: Raw -5796232.203200 + Penalty 5248.182623 = -5790984.020577 nChanged 2736 SP:Iteration 8F (15260.280000 sec): 3 clusters Score: Raw -5798772.283500 + Penalty 5248.182623 = -5793524.100877 nChanged 2031 SP:Iteration 9F (15260.730000 sec): 3 clusters Score: Raw -5800895.042468 + Penalty 5248.182623 = -5795646.859845 nChanged 1225 SP:Iteration 10Q (15261.160000 sec): 3 clusters Score: Raw -5802333.433920 + Penalty 5248.182623 = -5797085.251297 nChanged 744 SP:Iteration 11Q (15261.590000 sec): 3 clusters Score: Raw -5802959.507095 + Penalty 5248.182623 = -5797711.324472 nChanged 465 SP:Iteration 12Q (15261.940000 sec): 3 clusters Score: Raw -5803197.347902 + Penalty 5248.182623 = -5797949.165279 nChanged 314 SP:Iteration 13Q (15262.380000 sec): 3 clusters Score: Raw -5803306.169310 + Penalty 5248.182623 = -5798057.986688 nChanged 171 SP:Iteration 14Q (15262.770000 sec): 3 clusters Score: Raw -5803351.945845 + Penalty 5248.182623 = -5798103.763222 nChanged 103 SP:Iteration 15Q (15263.210000 sec): 3 clusters Score: Raw -5803375.809881 + Penalty 5248.182623 = -5798127.627258 nChanged 89 SP:Iteration 16Q (15263.680000 sec): 3 clusters Score: Raw -5803394.625230 + Penalty 5248.182623 = -5798146.442607 nChanged 74 SP:Iteration 17Q (15264.100000 sec): 3 clusters Score: Raw -5803409.328637 + Penalty 5248.182623 = -5798161.146014 nChanged 61 SP:Iteration 18Q (15264.570000 sec): 3 clusters Score: Raw -5803422.357541 + Penalty 5248.182623 = -5798174.174918 nChanged 48 SP:Iteration 19Q (15265.030000 sec): 3 clusters Score: Raw -5803429.175318 + Penalty 5248.182623 = -5798180.992696 nChanged 37 SP:Iteration 20F (15265.450000 sec): 3 clusters Score: Raw -5803435.189703 + Penalty 5248.182623 = -5798187.007080 nChanged 39 SP:Iteration 21Q (15265.850000 sec): 3 clusters Score: Raw -5803441.566772 + Penalty 5248.182623 = -5798193.384149 nChanged 34 SP:Iteration 22Q (15266.270000 sec): 3 clusters Score: Raw -5803448.173955 + Penalty 5248.182623 = -5798199.991332 nChanged 44 SP:Iteration 23Q (15266.710000 sec): 3 clusters Score: Raw -5803458.149617 + Penalty 5248.182623 = -5798209.966994 nChanged 56 SP:Iteration 24Q (15267.130000 sec): 3 clusters Score: Raw -5803471.162687 + Penalty 5248.182623 = -5798222.980065 nChanged 55 SP:Iteration 25Q (15267.560000 sec): 3 clusters Score: Raw -5803483.593148 + Penalty 5248.182623 = -5798235.410525 nChanged 55 SP:Iteration 26Q (15267.980000 sec): 3 clusters Score: Raw -5803496.098819 + Penalty 5248.182623 = -5798247.916196 nChanged 50 SP:Iteration 27Q (15268.460000 sec): 3 clusters Score: Raw -5803505.977978 + Penalty 5248.182623 = -5798257.795355 nChanged 47 SP:Iteration 28Q (15268.890000 sec): 3 clusters Score: Raw -5803514.654810 + Penalty 5248.182623 = -5798266.472187 nChanged 34 SP:Iteration 29Q (15269.350000 sec): 3 clusters Score: Raw -5803520.423106 + Penalty 5248.182623 = -5798272.240483 nChanged 29 SP:Iteration 30Q (15269.770000 sec): 3 clusters Score: Raw -5803524.891411 + Penalty 5248.182623 = -5798276.708789 nChanged 32 SP:Iteration 31Q (15270.190000 sec): 3 clusters Score: Raw -5803529.569016 + Penalty 5248.182623 = -5798281.386394 nChanged 21 SP:Iteration 32Q (15270.630000 sec): 3 clusters Score: Raw -5803532.700170 + Penalty 5248.182623 = -5798284.517547 nChanged 19 SP:Iteration 33Q (15270.990000 sec): 3 clusters Score: Raw -5803535.560509 + Penalty 5248.182623 = -5798287.377886 nChanged 17 SP:Iteration 34Q (15271.410000 sec): 3 clusters Score: Raw -5803537.974691 + Penalty 5248.182623 = -5798289.792068 nChanged 14 SP:Iteration 35Q (15271.760000 sec): 3 clusters Score: Raw -5803539.748247 + Penalty 5248.182623 = -5798291.565624 nChanged 11 SP:Iteration 36Q (15272.150000 sec): 3 clusters Score: Raw -5803541.173149 + Penalty 5248.182623 = -5798292.990526 nChanged 6 SP:Iteration 37Q (15272.530000 sec): 3 clusters Score: Raw -5803541.789021 + Penalty 5248.182623 = -5798293.606398 nChanged 5 SP:Iteration 38Q (15272.910000 sec): 3 clusters Score: Raw -5803542.345435 + Penalty 5248.182623 = -5798294.162813 nChanged 3 SP:Iteration 39Q (15273.300000 sec): 3 clusters Score: Raw -5803542.694413 + Penalty 5248.182623 = -5798294.511790 nChanged 4 SP:Iteration 40F (15273.690000 sec): 3 clusters Score: Raw -5803543.020971 + Penalty 5248.182623 = -5798294.838348 nChanged 6 SP:Iteration 41Q (15274.090000 sec): 3 clusters Score: Raw -5803543.689491 + Penalty 5248.182623 = -5798295.506869 nChanged 5 SP:Iteration 42Q (15274.500000 sec): 3 clusters Score: Raw -5803544.232238 + Penalty 5248.182623 = -5798296.049615 nChanged 6 SP:Iteration 43Q (15274.930000 sec): 3 clusters Score: Raw -5803544.885498 + Penalty 5248.182623 = -5798296.702875 nChanged 4 SP:Iteration 44Q (15275.320000 sec): 3 clusters Score: Raw -5803545.332995 + Penalty 5248.182623 = -5798297.150373 nChanged 2 SP:Iteration 45Q (15275.750000 sec): 3 clusters Score: Raw -5803545.624135 + Penalty 5248.182623 = -5798297.441513 nChanged 1 SP:Iteration 46Q (15276.140000 sec): 3 clusters Score: Raw -5803545.765162 + Penalty 5248.182623 = -5798297.582539 nChanged 3 SP:Iteration 47Q (15276.560000 sec): 3 clusters Score: Raw -5803546.070198 + Penalty 5248.182623 = -5798297.887576 nChanged 4 SP:Iteration 48Q (15277.000000 sec): 3 clusters Score: Raw -5803546.508027 + Penalty 5248.182623 = -5798298.325404 nChanged 1 SP:Iteration 49Q (15277.370000 sec): 3 clusters Score: Raw -5803546.584207 + Penalty 5248.182623 = -5798298.401584 nChanged 1 SP:Iteration 50Q (15277.780000 sec): 3 clusters Score: Raw -5803546.674714 + Penalty 5248.182623 = -5798298.492091 nChanged 2 SP:Iteration 51Q (15278.190000 sec): 3 clusters Score: Raw -5803546.915410 + Penalty 5248.182623 = -5798298.732787 nChanged 1 SP:Iteration 52Q (15278.620000 sec): 3 clusters Score: Raw -5803547.031731 + Penalty 5248.182623 = -5798298.849109 nChanged 1 SP:Iteration 53Q (15279.060000 sec): 3 clusters Score: Raw -5803547.171173 + Penalty 5248.182623 = -5798298.988551 nChanged 1 SP:Iteration 54Q (15279.380000 sec): 3 clusters Score: Raw -5803547.298222 + Penalty 5248.182623 = -5798299.115600 nChanged 1 SP:Iteration 55Q (15279.800000 sec): 3 clusters Score: Raw -5803547.479942 + Penalty 5248.182623 = -5798299.297320 nChanged 3 SP:Iteration 56Q (15280.210000 sec): 3 clusters Score: Raw -5803547.756642 + Penalty 5248.182623 = -5798299.574020 nChanged 0 SP:Iteration 57F (15280.670000 sec): 3 clusters Score: Raw -5803547.756642 + Penalty 5248.182623 = -5798299.574020 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 19 (11462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15280.850000 sec): 2 clusters Score: Raw -1670213.795198 + Penalty 2318.004539 = -1667895.790659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15281.110000 sec): 3 clusters Score: Raw -1663914.631291 + Penalty 4636.009078 = -1659278.622214 nChanged 4829 SP:Iteration 1F (15281.380000 sec): 3 clusters Score: Raw -1666425.807326 + Penalty 4636.009078 = -1661789.798249 nChanged 715 SP:Iteration 2F (15281.690000 sec): 3 clusters Score: Raw -1666739.257980 + Penalty 4636.009078 = -1662103.248902 nChanged 559 SP:Iteration 3Q (15281.990000 sec): 3 clusters Score: Raw -1666979.314741 + Penalty 4636.009078 = -1662343.305663 nChanged 465 SP:Iteration 4Q (15282.290000 sec): 3 clusters Score: Raw -1667178.011164 + Penalty 4636.009078 = -1662542.002086 nChanged 412 SP:Iteration 5Q (15282.530000 sec): 3 clusters Score: Raw -1667370.208904 + Penalty 4636.009078 = -1662734.199826 nChanged 397 SP:Iteration 6Q (15282.790000 sec): 3 clusters Score: Raw -1667562.630656 + Penalty 4636.009078 = -1662926.621578 nChanged 418 SP:Iteration 7Q (15283.060000 sec): 3 clusters Score: Raw -1667785.839137 + Penalty 4636.009078 = -1663149.830060 nChanged 441 SP:Iteration 8Q (15283.340000 sec): 3 clusters Score: Raw -1668022.203676 + Penalty 4636.009078 = -1663386.194598 nChanged 452 SP:Iteration 9Q (15283.600000 sec): 3 clusters Score: Raw -1668291.257285 + Penalty 4636.009078 = -1663655.248208 nChanged 494 SP:Iteration 10Q (15283.910000 sec): 3 clusters Score: Raw -1668587.011553 + Penalty 4636.009078 = -1663951.002475 nChanged 476 SP:Iteration 11Q (15284.150000 sec): 3 clusters Score: Raw -1668881.363305 + Penalty 4636.009078 = -1664245.354227 nChanged 436 SP:Iteration 12Q (15284.400000 sec): 3 clusters Score: Raw -1669133.979912 + Penalty 4636.009078 = -1664497.970834 nChanged 395 SP:Iteration 13Q (15284.620000 sec): 3 clusters Score: Raw -1669349.438537 + Penalty 4636.009078 = -1664713.429460 nChanged 367 SP:Iteration 14Q (15284.870000 sec): 3 clusters Score: Raw -1669548.963581 + Penalty 4636.009078 = -1664912.954504 nChanged 302 SP:Iteration 15Q (15285.140000 sec): 3 clusters Score: Raw -1669700.920941 + Penalty 4636.009078 = -1665064.911864 nChanged 236 SP:Iteration 16Q (15285.410000 sec): 3 clusters Score: Raw -1669806.309105 + Penalty 4636.009078 = -1665170.300027 nChanged 183 SP:Iteration 17Q (15285.690000 sec): 3 clusters Score: Raw -1669880.450646 + Penalty 4636.009078 = -1665244.441569 nChanged 185 SP:Iteration 18Q (15286.010000 sec): 3 clusters Score: Raw -1669957.009532 + Penalty 4636.009078 = -1665321.000454 nChanged 156 SP:Iteration 19Q (15286.240000 sec): 3 clusters Score: Raw -1670021.280733 + Penalty 4636.009078 = -1665385.271655 nChanged 130 SP:Iteration 20F (15286.530000 sec): 3 clusters Score: Raw -1670070.220882 + Penalty 4636.009078 = -1665434.211804 nChanged 122 SP:Iteration 21Q (15286.800000 sec): 3 clusters Score: Raw -1670106.766506 + Penalty 4636.009078 = -1665470.757429 nChanged 94 SP:Iteration 22Q (15287.090000 sec): 3 clusters Score: Raw -1670136.720402 + Penalty 4636.009078 = -1665500.711324 nChanged 64 SP:Iteration 23Q (15287.370000 sec): 3 clusters Score: Raw -1670156.066310 + Penalty 4636.009078 = -1665520.057232 nChanged 65 SP:Iteration 24Q (15287.670000 sec): 3 clusters Score: Raw -1670175.233127 + Penalty 4636.009078 = -1665539.224049 nChanged 61 SP:Iteration 25Q (15287.900000 sec): 3 clusters Score: Raw -1670195.041573 + Penalty 4636.009078 = -1665559.032495 nChanged 60 SP:Iteration 26Q (15288.140000 sec): 3 clusters Score: Raw -1670214.359545 + Penalty 4636.009078 = -1665578.350467 nChanged 66 SP:Iteration 27Q (15288.360000 sec): 3 clusters Score: Raw -1670235.098843 + Penalty 4636.009078 = -1665599.089765 nChanged 56 SP:Iteration 28Q (15288.620000 sec): 3 clusters Score: Raw -1670249.216865 + Penalty 4636.009078 = -1665613.207787 nChanged 52 SP:Iteration 29Q (15288.870000 sec): 3 clusters Score: Raw -1670263.282696 + Penalty 4636.009078 = -1665627.273619 nChanged 50 SP:Iteration 30Q (15289.110000 sec): 3 clusters Score: Raw -1670278.848889 + Penalty 4636.009078 = -1665642.839812 nChanged 51 SP:Iteration 31Q (15289.360000 sec): 3 clusters Score: Raw -1670293.540494 + Penalty 4636.009078 = -1665657.531417 nChanged 38 SP:Iteration 32Q (15289.610000 sec): 3 clusters Score: Raw -1670304.592130 + Penalty 4636.009078 = -1665668.583052 nChanged 39 SP:Iteration 33Q (15289.800000 sec): 3 clusters Score: Raw -1670313.870003 + Penalty 4636.009078 = -1665677.860925 nChanged 28 SP:Iteration 34Q (15290.070000 sec): 3 clusters Score: Raw -1670321.063130 + Penalty 4636.009078 = -1665685.054052 nChanged 36 SP:Iteration 35Q (15290.270000 sec): 3 clusters Score: Raw -1670328.579330 + Penalty 4636.009078 = -1665692.570252 nChanged 24 SP:Iteration 36Q (15290.530000 sec): 3 clusters Score: Raw -1670333.268100 + Penalty 4636.009078 = -1665697.259023 nChanged 24 SP:Iteration 37Q (15290.770000 sec): 3 clusters Score: Raw -1670341.304892 + Penalty 4636.009078 = -1665705.295814 nChanged 28 SP:Iteration 38Q (15291.030000 sec): 3 clusters Score: Raw -1670348.090305 + Penalty 4636.009078 = -1665712.081227 nChanged 26 SP:Iteration 39Q (15291.310000 sec): 3 clusters Score: Raw -1670354.870893 + Penalty 4636.009078 = -1665718.861816 nChanged 25 SP:Iteration 40F (15291.590000 sec): 3 clusters Score: Raw -1670362.124868 + Penalty 4636.009078 = -1665726.115791 nChanged 32 SP:Iteration 41Q (15291.810000 sec): 3 clusters Score: Raw -1670372.372916 + Penalty 4636.009078 = -1665736.363839 nChanged 24 SP:Iteration 42Q (15292.080000 sec): 3 clusters Score: Raw -1670379.325554 + Penalty 4636.009078 = -1665743.316476 nChanged 33 SP:Iteration 43Q (15292.390000 sec): 3 clusters Score: Raw -1670387.415199 + Penalty 4636.009078 = -1665751.406121 nChanged 26 SP:Iteration 44Q (15292.680000 sec): 3 clusters Score: Raw -1670394.346775 + Penalty 4636.009078 = -1665758.337697 nChanged 19 SP:Iteration 45Q (15292.900000 sec): 3 clusters Score: Raw -1670398.475164 + Penalty 4636.009078 = -1665762.466087 nChanged 21 SP:Iteration 46Q (15293.170000 sec): 3 clusters Score: Raw -1670403.473486 + Penalty 4636.009078 = -1665767.464408 nChanged 21 SP:Iteration 47Q (15293.420000 sec): 3 clusters Score: Raw -1670409.687957 + Penalty 4636.009078 = -1665773.678879 nChanged 30 SP:Iteration 48Q (15293.670000 sec): 3 clusters Score: Raw -1670417.131136 + Penalty 4636.009078 = -1665781.122059 nChanged 25 SP:Iteration 49Q (15293.990000 sec): 3 clusters Score: Raw -1670423.893762 + Penalty 4636.009078 = -1665787.884684 nChanged 26 SP:Iteration 50Q (15294.290000 sec): 3 clusters Score: Raw -1670430.602106 + Penalty 4636.009078 = -1665794.593028 nChanged 14 SP:Iteration 51Q (15294.550000 sec): 3 clusters Score: Raw -1670434.433761 + Penalty 4636.009078 = -1665798.424683 nChanged 19 SP:Iteration 52Q (15294.810000 sec): 3 clusters Score: Raw -1670439.522712 + Penalty 4636.009078 = -1665803.513634 nChanged 26 SP:Iteration 53Q (15295.110000 sec): 3 clusters Score: Raw -1670445.541132 + Penalty 4636.009078 = -1665809.532055 nChanged 16 SP:Iteration 54Q (15295.390000 sec): 3 clusters Score: Raw -1670448.772271 + Penalty 4636.009078 = -1665812.763194 nChanged 17 SP:Iteration 55Q (15295.620000 sec): 3 clusters Score: Raw -1670453.296084 + Penalty 4636.009078 = -1665817.287006 nChanged 13 SP:Iteration 56Q (15295.900000 sec): 3 clusters Score: Raw -1670455.959490 + Penalty 4636.009078 = -1665819.950413 nChanged 6 SP:Iteration 57Q (15296.210000 sec): 3 clusters Score: Raw -1670458.102606 + Penalty 4636.009078 = -1665822.093528 nChanged 9 SP:Iteration 58Q (15296.450000 sec): 3 clusters Score: Raw -1670459.566307 + Penalty 4636.009078 = -1665823.557230 nChanged 8 SP:Iteration 59Q (15296.690000 sec): 3 clusters Score: Raw -1670462.070191 + Penalty 4636.009078 = -1665826.061114 nChanged 9 SP:Iteration 60F (15296.950000 sec): 3 clusters Score: Raw -1670464.914548 + Penalty 4636.009078 = -1665828.905471 nChanged 14 SP:Iteration 61Q (15297.210000 sec): 3 clusters Score: Raw -1670467.056819 + Penalty 4636.009078 = -1665831.047742 nChanged 7 SP:Iteration 62Q (15297.450000 sec): 3 clusters Score: Raw -1670469.168103 + Penalty 4636.009078 = -1665833.159025 nChanged 8 SP:Iteration 63Q (15297.710000 sec): 3 clusters Score: Raw -1670471.525077 + Penalty 4636.009078 = -1665835.515999 nChanged 8 SP:Iteration 64Q (15297.940000 sec): 3 clusters Score: Raw -1670473.662194 + Penalty 4636.009078 = -1665837.653116 nChanged 9 SP:Iteration 65Q (15298.190000 sec): 3 clusters Score: Raw -1670475.781386 + Penalty 4636.009078 = -1665839.772309 nChanged 8 SP:Iteration 66Q (15298.500000 sec): 3 clusters Score: Raw -1670477.281766 + Penalty 4636.009078 = -1665841.272688 nChanged 4 SP:Iteration 67Q (15298.770000 sec): 3 clusters Score: Raw -1670478.182694 + Penalty 4636.009078 = -1665842.173617 nChanged 4 SP:Iteration 68Q (15299.070000 sec): 3 clusters Score: Raw -1670479.637682 + Penalty 4636.009078 = -1665843.628605 nChanged 8 SP:Iteration 69Q (15299.340000 sec): 3 clusters Score: Raw -1670481.355767 + Penalty 4636.009078 = -1665845.346690 nChanged 3 SP:Iteration 70Q (15299.570000 sec): 3 clusters Score: Raw -1670481.964093 + Penalty 4636.009078 = -1665845.955015 nChanged 4 SP:Iteration 71Q (15299.810000 sec): 3 clusters Score: Raw -1670482.682613 + Penalty 4636.009078 = -1665846.673536 nChanged 2 SP:Iteration 72Q (15300.040000 sec): 3 clusters Score: Raw -1670482.945129 + Penalty 4636.009078 = -1665846.936051 nChanged 0 SP:Iteration 73F (15300.310000 sec): 3 clusters Score: Raw -1670482.945129 + Penalty 4636.009078 = -1665846.936051 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 20 (1662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15300.450000 sec): 2 clusters Score: Raw -238349.668538 + Penalty 1839.112690 = -236510.555848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15300.610000 sec): 3 clusters Score: Raw -237800.131524 + Penalty 3678.225380 = -234121.906144 nChanged 473 SP:Iteration 1F (15300.780000 sec): 3 clusters Score: Raw -238203.573419 + Penalty 3678.225380 = -234525.348039 nChanged 134 SP:Iteration 2F (15300.930000 sec): 3 clusters Score: Raw -238342.915431 + Penalty 3678.225380 = -234664.690051 nChanged 68 SP:Iteration 3Q (15301.100000 sec): 3 clusters Score: Raw -238413.025056 + Penalty 3678.225380 = -234734.799676 nChanged 37 SP:Iteration 4Q (15301.270000 sec): 3 clusters Score: Raw -238441.931725 + Penalty 3678.225380 = -234763.706345 nChanged 23 SP:Iteration 5Q (15301.440000 sec): 3 clusters Score: Raw -238459.116383 + Penalty 3678.225380 = -234780.891003 nChanged 19 SP:Iteration 6Q (15301.630000 sec): 3 clusters Score: Raw -238476.534753 + Penalty 3678.225380 = -234798.309374 nChanged 20 SP:Iteration 7Q (15301.790000 sec): 3 clusters Score: Raw -238492.176770 + Penalty 3678.225380 = -234813.951391 nChanged 17 SP:Iteration 8Q (15302.040000 sec): 3 clusters Score: Raw -238505.300023 + Penalty 3678.225380 = -234827.074643 nChanged 12 SP:Iteration 9Q (15302.200000 sec): 3 clusters Score: Raw -238516.075065 + Penalty 3678.225380 = -234837.849685 nChanged 10 SP:Iteration 10Q (15302.370000 sec): 3 clusters Score: Raw -238527.018470 + Penalty 3678.225380 = -234848.793090 nChanged 10 SP:Iteration 11Q (15302.550000 sec): 3 clusters Score: Raw -238531.772018 + Penalty 3678.225380 = -234853.546638 nChanged 5 SP:Iteration 12Q (15302.730000 sec): 3 clusters Score: Raw -238534.645122 + Penalty 3678.225380 = -234856.419742 nChanged 5 SP:Iteration 13Q (15302.930000 sec): 3 clusters Score: Raw -238538.933281 + Penalty 3678.225380 = -234860.707901 nChanged 6 SP:Iteration 14Q (15303.080000 sec): 3 clusters Score: Raw -238542.222370 + Penalty 3678.225380 = -234863.996991 nChanged 2 SP:Iteration 15Q (15303.300000 sec): 3 clusters Score: Raw -238542.777607 + Penalty 3678.225380 = -234864.552227 nChanged 1 SP:Iteration 16Q (15303.440000 sec): 3 clusters Score: Raw -238542.905318 + Penalty 3678.225380 = -234864.679939 nChanged 0 SP:Iteration 17F (15303.630000 sec): 3 clusters Score: Raw -238542.905318 + Penalty 3678.225380 = -234864.679939 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 21 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15303.690000 sec): 2 clusters Score: Raw -31520.503292 + Penalty 1358.162961 = -30162.340331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15303.840000 sec): 3 clusters Score: Raw -31768.087067 + Penalty 2716.325922 = -29051.761145 nChanged 16 SP:Iteration 1F (15304.000000 sec): 3 clusters Score: Raw -31883.299288 + Penalty 2716.325922 = -29166.973366 nChanged 9 SP:Iteration 2Q (15304.130000 sec): 3 clusters Score: Raw -31921.311504 + Penalty 2716.325922 = -29204.985583 nChanged 4 SP:Iteration 3Q (15304.290000 sec): 3 clusters Score: Raw -31937.471521 + Penalty 2716.325922 = -29221.145599 nChanged 1 SP:Iteration 4Q (15304.450000 sec): 3 clusters Score: Raw -31941.258110 + Penalty 2716.325922 = -29224.932188 nChanged 0 SP:Iteration 5F (15304.610000 sec): 3 clusters Score: Raw -31941.258110 + Penalty 2716.325922 = -29224.932188 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 22 (5352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15304.720000 sec): 2 clusters Score: Raw -747916.411361 + Penalty 2129.135949 = -745787.275412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15304.950000 sec): 3 clusters Score: Raw -745291.296446 + Penalty 4258.271898 = -741033.024547 nChanged 2126 SP:Iteration 1F (15305.210000 sec): 3 clusters Score: Raw -746469.473346 + Penalty 4258.271898 = -742211.201447 nChanged 410 SP:Iteration 2F (15305.430000 sec): 3 clusters Score: Raw -746773.171852 + Penalty 4258.271898 = -742514.899953 nChanged 320 SP:Iteration 3F (15305.620000 sec): 3 clusters Score: Raw -747011.952620 + Penalty 4258.271898 = -742753.680721 nChanged 266 SP:Iteration 4Q (15305.870000 sec): 3 clusters Score: Raw -747238.478341 + Penalty 4258.271898 = -742980.206443 nChanged 276 SP:Iteration 5F (15306.100000 sec): 3 clusters Score: Raw -747491.697907 + Penalty 4258.271898 = -743233.426009 nChanged 269 SP:Iteration 6F (15306.330000 sec): 3 clusters Score: Raw -747742.234378 + Penalty 4258.271898 = -743483.962480 nChanged 263 SP:Iteration 7Q (15306.580000 sec): 3 clusters Score: Raw -747998.441358 + Penalty 4258.271898 = -743740.169460 nChanged 247 SP:Iteration 8Q (15306.800000 sec): 3 clusters Score: Raw -748252.769236 + Penalty 4258.271898 = -743994.497338 nChanged 237 SP:Iteration 9Q (15307.000000 sec): 3 clusters Score: Raw -748499.474614 + Penalty 4258.271898 = -744241.202716 nChanged 213 SP:Iteration 10Q (15307.210000 sec): 3 clusters Score: Raw -748692.705438 + Penalty 4258.271898 = -744434.433539 nChanged 194 SP:Iteration 11Q (15307.430000 sec): 3 clusters Score: Raw -748877.450805 + Penalty 4258.271898 = -744619.178906 nChanged 182 SP:Iteration 12Q (15307.700000 sec): 3 clusters Score: Raw -749055.601414 + Penalty 4258.271898 = -744797.329515 nChanged 142 SP:Iteration 13Q (15307.900000 sec): 3 clusters Score: Raw -749176.606255 + Penalty 4258.271898 = -744918.334356 nChanged 105 SP:Iteration 14Q (15308.100000 sec): 3 clusters Score: Raw -749269.938455 + Penalty 4258.271898 = -745011.666556 nChanged 94 SP:Iteration 15Q (15308.330000 sec): 3 clusters Score: Raw -749338.917231 + Penalty 4258.271898 = -745080.645333 nChanged 67 SP:Iteration 16Q (15308.580000 sec): 3 clusters Score: Raw -749386.367284 + Penalty 4258.271898 = -745128.095386 nChanged 55 SP:Iteration 17Q (15308.800000 sec): 3 clusters Score: Raw -749416.043114 + Penalty 4258.271898 = -745157.771216 nChanged 43 SP:Iteration 18Q (15309.040000 sec): 3 clusters Score: Raw -749437.924082 + Penalty 4258.271898 = -745179.652184 nChanged 33 SP:Iteration 19Q (15309.270000 sec): 3 clusters Score: Raw -749457.118441 + Penalty 4258.271898 = -745198.846542 nChanged 31 SP:Iteration 20F (15309.480000 sec): 3 clusters Score: Raw -749472.578278 + Penalty 4258.271898 = -745214.306379 nChanged 27 SP:Iteration 21Q (15309.730000 sec): 3 clusters Score: Raw -749488.386033 + Penalty 4258.271898 = -745230.114134 nChanged 18 SP:Iteration 22Q (15309.960000 sec): 3 clusters Score: Raw -749497.713628 + Penalty 4258.271898 = -745239.441730 nChanged 17 SP:Iteration 23Q (15310.170000 sec): 3 clusters Score: Raw -749506.628605 + Penalty 4258.271898 = -745248.356706 nChanged 12 SP:Iteration 24Q (15310.390000 sec): 3 clusters Score: Raw -749513.757122 + Penalty 4258.271898 = -745255.485224 nChanged 9 SP:Iteration 25Q (15310.660000 sec): 3 clusters Score: Raw -749519.391506 + Penalty 4258.271898 = -745261.119607 nChanged 12 SP:Iteration 26Q (15310.860000 sec): 3 clusters Score: Raw -749527.311661 + Penalty 4258.271898 = -745269.039762 nChanged 14 SP:Iteration 27Q (15311.090000 sec): 3 clusters Score: Raw -749535.767939 + Penalty 4258.271898 = -745277.496040 nChanged 11 SP:Iteration 28Q (15311.370000 sec): 3 clusters Score: Raw -749539.497429 + Penalty 4258.271898 = -745281.225531 nChanged 5 SP:Iteration 29Q (15311.560000 sec): 3 clusters Score: Raw -749541.375266 + Penalty 4258.271898 = -745283.103367 nChanged 3 SP:Iteration 30Q (15311.770000 sec): 3 clusters Score: Raw -749542.690660 + Penalty 4258.271898 = -745284.418762 nChanged 2 SP:Iteration 31Q (15312.020000 sec): 3 clusters Score: Raw -749543.594357 + Penalty 4258.271898 = -745285.322458 nChanged 2 SP:Iteration 32Q (15312.250000 sec): 3 clusters Score: Raw -749544.325802 + Penalty 4258.271898 = -745286.053904 nChanged 3 SP:Iteration 33Q (15312.420000 sec): 3 clusters Score: Raw -749549.072001 + Penalty 4258.271898 = -745290.800102 nChanged 3 SP:Iteration 34Q (15312.680000 sec): 3 clusters Score: Raw -749551.152359 + Penalty 4258.271898 = -745292.880461 nChanged 6 SP:Iteration 35Q (15312.860000 sec): 3 clusters Score: Raw -749554.060801 + Penalty 4258.271898 = -745295.788903 nChanged 5 SP:Iteration 36Q (15313.150000 sec): 3 clusters Score: Raw -749556.995830 + Penalty 4258.271898 = -745298.723932 nChanged 8 SP:Iteration 37Q (15313.320000 sec): 3 clusters Score: Raw -749563.368699 + Penalty 4258.271898 = -745305.096801 nChanged 11 SP:Iteration 38Q (15313.540000 sec): 3 clusters Score: Raw -749572.879752 + Penalty 4258.271898 = -745314.607853 nChanged 11 SP:Iteration 39Q (15313.720000 sec): 3 clusters Score: Raw -749579.291791 + Penalty 4258.271898 = -745321.019892 nChanged 9 SP:Iteration 40F (15313.940000 sec): 3 clusters Score: Raw -749588.529054 + Penalty 4258.271898 = -745330.257155 nChanged 14 SP:Iteration 41Q (15314.130000 sec): 3 clusters Score: Raw -749600.614833 + Penalty 4258.271898 = -745342.342934 nChanged 15 SP:Iteration 42Q (15314.360000 sec): 3 clusters Score: Raw -749610.550546 + Penalty 4258.271898 = -745352.278647 nChanged 14 SP:Iteration 43Q (15314.600000 sec): 3 clusters Score: Raw -749621.768242 + Penalty 4258.271898 = -745363.496344 nChanged 16 SP:Iteration 44Q (15314.800000 sec): 3 clusters Score: Raw -749632.558453 + Penalty 4258.271898 = -745374.286555 nChanged 12 SP:Iteration 45Q (15314.990000 sec): 3 clusters Score: Raw -749640.151715 + Penalty 4258.271898 = -745381.879816 nChanged 11 SP:Iteration 46Q (15315.190000 sec): 3 clusters Score: Raw -749646.479723 + Penalty 4258.271898 = -745388.207825 nChanged 3 SP:Iteration 47Q (15315.440000 sec): 3 clusters Score: Raw -749647.738954 + Penalty 4258.271898 = -745389.467055 nChanged 1 SP:Iteration 48Q (15315.660000 sec): 3 clusters Score: Raw -749648.066604 + Penalty 4258.271898 = -745389.794705 nChanged 0 SP:Iteration 49F (15315.820000 sec): 3 clusters Score: Raw -749648.066604 + Penalty 4258.271898 = -745389.794705 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 23 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15315.910000 sec): 2 clusters Score: Raw -57253.767883 + Penalty 1503.241316 = -55750.526567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15316.100000 sec): 3 clusters Score: Raw -57384.544213 + Penalty 3006.482632 = -54378.061581 nChanged 88 SP:Iteration 1F (15316.210000 sec): 3 clusters Score: Raw -57589.539433 + Penalty 3006.482632 = -54583.056801 nChanged 24 SP:Iteration 2F (15316.400000 sec): 3 clusters Score: Raw -57633.000059 + Penalty 3006.482632 = -54626.517427 nChanged 9 SP:Iteration 3Q (15316.640000 sec): 3 clusters Score: Raw -57646.356802 + Penalty 3006.482632 = -54639.874170 nChanged 4 SP:Iteration 4Q (15316.770000 sec): 3 clusters Score: Raw -57651.523623 + Penalty 3006.482632 = -54645.040991 nChanged 0 SP:Iteration 5F (15317.000000 sec): 3 clusters Score: Raw -57651.523623 + Penalty 3006.482632 = -54645.040991 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 24 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15317.060000 sec): 2 clusters Score: Raw -85727.362687 + Penalty 1590.130930 = -84137.231757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15317.320000 sec): 3 clusters Score: Raw -85725.816725 + Penalty 3180.261861 = -82545.554864 nChanged 126 SP:Iteration 1F (15317.500000 sec): 3 clusters Score: Raw -85926.072141 + Penalty 3180.261861 = -82745.810280 nChanged 35 SP:Iteration 2F (15317.710000 sec): 3 clusters Score: Raw -86005.100321 + Penalty 3180.261861 = -82824.838461 nChanged 23 SP:Iteration 3Q (15317.900000 sec): 3 clusters Score: Raw -86061.866944 + Penalty 3180.261861 = -82881.605083 nChanged 13 SP:Iteration 4Q (15318.100000 sec): 3 clusters Score: Raw -86090.679303 + Penalty 3180.261861 = -82910.417442 nChanged 5 SP:Iteration 5Q (15318.350000 sec): 3 clusters Score: Raw -86098.961752 + Penalty 3180.261861 = -82918.699891 nChanged 4 SP:Iteration 6Q (15318.540000 sec): 3 clusters Score: Raw -86105.423329 + Penalty 3180.261861 = -82925.161468 nChanged 3 SP:Iteration 7Q (15318.750000 sec): 3 clusters Score: Raw -86116.974336 + Penalty 3180.261861 = -82936.712475 nChanged 2 SP:Iteration 8Q (15318.920000 sec): 3 clusters Score: Raw -86120.849879 + Penalty 3180.261861 = -82940.588019 nChanged 2 SP:Iteration 9Q (15319.160000 sec): 3 clusters Score: Raw -86125.011415 + Penalty 3180.261861 = -82944.749555 nChanged 0 SP:Iteration 10F (15319.370000 sec): 3 clusters Score: Raw -86125.011415 + Penalty 3180.261861 = -82944.749555 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 25 (14099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15319.600000 sec): 2 clusters Score: Raw -1970770.048282 + Penalty 2369.357070 = -1968400.691212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15319.900000 sec): 3 clusters Score: Raw -1962860.243870 + Penalty 4738.714139 = -1958121.529731 nChanged 6081 SP:Iteration 1F (15320.160000 sec): 3 clusters Score: Raw -1966086.420901 + Penalty 4738.714139 = -1961347.706761 nChanged 842 SP:Iteration 2F (15320.430000 sec): 3 clusters Score: Raw -1966432.254308 + Penalty 4738.714139 = -1961693.540168 nChanged 716 SP:Iteration 3F (15320.690000 sec): 3 clusters Score: Raw -1966719.821649 + Penalty 4738.714139 = -1961981.107510 nChanged 611 SP:Iteration 4Q (15321.020000 sec): 3 clusters Score: Raw -1966971.271334 + Penalty 4738.714139 = -1962232.557195 nChanged 549 SP:Iteration 5Q (15321.270000 sec): 3 clusters Score: Raw -1967198.368200 + Penalty 4738.714139 = -1962459.654061 nChanged 546 SP:Iteration 6Q (15321.510000 sec): 3 clusters Score: Raw -1967435.913572 + Penalty 4738.714139 = -1962697.199433 nChanged 538 SP:Iteration 7Q (15321.820000 sec): 3 clusters Score: Raw -1967689.008927 + Penalty 4738.714139 = -1962950.294788 nChanged 516 SP:Iteration 8Q (15322.140000 sec): 3 clusters Score: Raw -1967965.471635 + Penalty 4738.714139 = -1963226.757496 nChanged 565 SP:Iteration 9Q (15322.360000 sec): 3 clusters Score: Raw -1968303.467423 + Penalty 4738.714139 = -1963564.753284 nChanged 575 SP:Iteration 10Q (15322.760000 sec): 3 clusters Score: Raw -1968683.649060 + Penalty 4738.714139 = -1963944.934921 nChanged 610 SP:Iteration 11Q (15323.000000 sec): 3 clusters Score: Raw -1969126.707037 + Penalty 4738.714139 = -1964387.992897 nChanged 624 SP:Iteration 12Q (15323.210000 sec): 3 clusters Score: Raw -1969576.817053 + Penalty 4738.714139 = -1964838.102913 nChanged 563 SP:Iteration 13Q (15323.540000 sec): 3 clusters Score: Raw -1969893.796251 + Penalty 4738.714139 = -1965155.082112 nChanged 414 SP:Iteration 14Q (15323.830000 sec): 3 clusters Score: Raw -1970130.093062 + Penalty 4738.714139 = -1965391.378923 nChanged 382 SP:Iteration 15Q (15324.200000 sec): 3 clusters Score: Raw -1970326.423541 + Penalty 4738.714139 = -1965587.709402 nChanged 333 SP:Iteration 16Q (15324.530000 sec): 3 clusters Score: Raw -1970465.527797 + Penalty 4738.714139 = -1965726.813658 nChanged 266 SP:Iteration 17Q (15324.790000 sec): 3 clusters Score: Raw -1970570.093446 + Penalty 4738.714139 = -1965831.379307 nChanged 231 SP:Iteration 18Q (15325.100000 sec): 3 clusters Score: Raw -1970658.121621 + Penalty 4738.714139 = -1965919.407482 nChanged 199 SP:Iteration 19Q (15325.380000 sec): 3 clusters Score: Raw -1970735.000280 + Penalty 4738.714139 = -1965996.286141 nChanged 184 SP:Iteration 20F (15325.610000 sec): 3 clusters Score: Raw -1970798.921547 + Penalty 4738.714139 = -1966060.207408 nChanged 190 SP:Iteration 21Q (15325.930000 sec): 3 clusters Score: Raw -1970866.316730 + Penalty 4738.714139 = -1966127.602591 nChanged 166 SP:Iteration 22Q (15326.260000 sec): 3 clusters Score: Raw -1970915.058881 + Penalty 4738.714139 = -1966176.344742 nChanged 124 SP:Iteration 23Q (15326.580000 sec): 3 clusters Score: Raw -1970949.422208 + Penalty 4738.714139 = -1966210.708068 nChanged 114 SP:Iteration 24Q (15326.900000 sec): 3 clusters Score: Raw -1970983.962873 + Penalty 4738.714139 = -1966245.248733 nChanged 121 SP:Iteration 25Q (15327.190000 sec): 3 clusters Score: Raw -1971017.252421 + Penalty 4738.714139 = -1966278.538282 nChanged 110 SP:Iteration 26Q (15327.470000 sec): 3 clusters Score: Raw -1971046.514540 + Penalty 4738.714139 = -1966307.800401 nChanged 98 SP:Iteration 27Q (15327.780000 sec): 3 clusters Score: Raw -1971072.615544 + Penalty 4738.714139 = -1966333.901405 nChanged 94 SP:Iteration 28Q (15328.060000 sec): 3 clusters Score: Raw -1971093.456600 + Penalty 4738.714139 = -1966354.742460 nChanged 92 SP:Iteration 29Q (15328.370000 sec): 3 clusters Score: Raw -1971116.598492 + Penalty 4738.714139 = -1966377.884353 nChanged 105 SP:Iteration 30Q (15328.610000 sec): 3 clusters Score: Raw -1971144.720427 + Penalty 4738.714139 = -1966406.006288 nChanged 95 SP:Iteration 31Q (15328.950000 sec): 3 clusters Score: Raw -1971169.647260 + Penalty 4738.714139 = -1966430.933121 nChanged 103 SP:Iteration 32Q (15329.280000 sec): 3 clusters Score: Raw -1971200.721525 + Penalty 4738.714139 = -1966462.007386 nChanged 104 SP:Iteration 33Q (15329.550000 sec): 3 clusters Score: Raw -1971235.211111 + Penalty 4738.714139 = -1966496.496972 nChanged 89 SP:Iteration 34Q (15329.890000 sec): 3 clusters Score: Raw -1971255.969118 + Penalty 4738.714139 = -1966517.254979 nChanged 77 SP:Iteration 35Q (15330.250000 sec): 3 clusters Score: Raw -1971271.141761 + Penalty 4738.714139 = -1966532.427621 nChanged 72 SP:Iteration 36Q (15330.560000 sec): 3 clusters Score: Raw -1971289.162069 + Penalty 4738.714139 = -1966550.447930 nChanged 91 SP:Iteration 37Q (15330.850000 sec): 3 clusters Score: Raw -1971316.691916 + Penalty 4738.714139 = -1966577.977777 nChanged 121 SP:Iteration 38Q (15331.090000 sec): 3 clusters Score: Raw -1971356.402767 + Penalty 4738.714139 = -1966617.688628 nChanged 124 SP:Iteration 39Q (15331.400000 sec): 3 clusters Score: Raw -1971396.576478 + Penalty 4738.714139 = -1966657.862339 nChanged 131 SP:Iteration 40F (15331.710000 sec): 3 clusters Score: Raw -1971436.007469 + Penalty 4738.714139 = -1966697.293330 nChanged 129 SP:Iteration 41Q (15332.000000 sec): 3 clusters Score: Raw -1971471.852720 + Penalty 4738.714139 = -1966733.138580 nChanged 109 SP:Iteration 42Q (15332.310000 sec): 3 clusters Score: Raw -1971500.640686 + Penalty 4738.714139 = -1966761.926547 nChanged 105 SP:Iteration 43Q (15332.570000 sec): 3 clusters Score: Raw -1971528.788292 + Penalty 4738.714139 = -1966790.074153 nChanged 103 SP:Iteration 44Q (15332.870000 sec): 3 clusters Score: Raw -1971555.422351 + Penalty 4738.714139 = -1966816.708212 nChanged 102 SP:Iteration 45Q (15333.090000 sec): 3 clusters Score: Raw -1971583.352704 + Penalty 4738.714139 = -1966844.638565 nChanged 113 SP:Iteration 46Q (15333.350000 sec): 3 clusters Score: Raw -1971612.586406 + Penalty 4738.714139 = -1966873.872267 nChanged 85 SP:Iteration 47Q (15333.670000 sec): 3 clusters Score: Raw -1971633.240569 + Penalty 4738.714139 = -1966894.526429 nChanged 80 SP:Iteration 48Q (15334.000000 sec): 3 clusters Score: Raw -1971651.068110 + Penalty 4738.714139 = -1966912.353971 nChanged 69 SP:Iteration 49Q (15334.270000 sec): 3 clusters Score: Raw -1971667.985735 + Penalty 4738.714139 = -1966929.271595 nChanged 73 SP:Iteration 50Q (15334.610000 sec): 3 clusters Score: Raw -1971683.382976 + Penalty 4738.714139 = -1966944.668837 nChanged 58 SP:Iteration 51Q (15334.890000 sec): 3 clusters Score: Raw -1971692.226243 + Penalty 4738.714139 = -1966953.512104 nChanged 41 SP:Iteration 52Q (15335.210000 sec): 3 clusters Score: Raw -1971699.007117 + Penalty 4738.714139 = -1966960.292977 nChanged 35 SP:Iteration 53Q (15335.560000 sec): 3 clusters Score: Raw -1971704.373289 + Penalty 4738.714139 = -1966965.659150 nChanged 30 SP:Iteration 54Q (15335.850000 sec): 3 clusters Score: Raw -1971709.290357 + Penalty 4738.714139 = -1966970.576218 nChanged 22 SP:Iteration 55Q (15336.100000 sec): 3 clusters Score: Raw -1971712.088844 + Penalty 4738.714139 = -1966973.374705 nChanged 14 SP:Iteration 56Q (15336.370000 sec): 3 clusters Score: Raw -1971713.972603 + Penalty 4738.714139 = -1966975.258463 nChanged 14 SP:Iteration 57Q (15336.690000 sec): 3 clusters Score: Raw -1971715.744677 + Penalty 4738.714139 = -1966977.030537 nChanged 16 SP:Iteration 58Q (15336.990000 sec): 3 clusters Score: Raw -1971717.691452 + Penalty 4738.714139 = -1966978.977313 nChanged 11 SP:Iteration 59Q (15337.280000 sec): 3 clusters Score: Raw -1971719.067038 + Penalty 4738.714139 = -1966980.352899 nChanged 4 SP:Iteration 60F (15337.550000 sec): 3 clusters Score: Raw -1971719.472748 + Penalty 4738.714139 = -1966980.758609 nChanged 3 SP:Iteration 61Q (15337.880000 sec): 3 clusters Score: Raw -1971719.719534 + Penalty 4738.714139 = -1966981.005394 nChanged 0 SP:Iteration 62F (15338.130000 sec): 3 clusters Score: Raw -1971719.719534 + Penalty 4738.714139 = -1966981.005394 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 26 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15338.280000 sec): 2 clusters Score: Raw -24540.520727 + Penalty 1305.147167 = -23235.373560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15338.440000 sec): 3 clusters Score: Raw -24749.870153 + Penalty 2610.294334 = -22139.575819 nChanged 13 SP:Iteration 1F (15338.620000 sec): 3 clusters Score: Raw -24934.192043 + Penalty 2610.294334 = -22323.897710 nChanged 5 SP:Iteration 2Q (15338.820000 sec): 3 clusters Score: Raw -24959.093998 + Penalty 2610.294334 = -22348.799664 nChanged 3 SP:Iteration 3Q (15339.090000 sec): 3 clusters Score: Raw -24971.458826 + Penalty 2610.294334 = -22361.164492 nChanged 1 SP:Iteration 4Q (15339.280000 sec): 3 clusters Score: Raw -24977.154129 + Penalty 2610.294334 = -22366.859795 nChanged 0 SP:Iteration 5F (15339.430000 sec): 3 clusters Score: Raw -24977.154129 + Penalty 2610.294334 = -22366.859795 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 27 (12481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15339.570000 sec): 2 clusters Score: Raw -1780507.591501 + Penalty 2339.126766 = -1778168.464735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15339.840000 sec): 3 clusters Score: Raw -1773548.329911 + Penalty 4678.253532 = -1768870.076379 nChanged 5327 SP:Iteration 1F (15340.100000 sec): 3 clusters Score: Raw -1776424.966005 + Penalty 4678.253532 = -1771746.712473 nChanged 800 SP:Iteration 2F (15340.400000 sec): 3 clusters Score: Raw -1776777.047110 + Penalty 4678.253532 = -1772098.793578 nChanged 648 SP:Iteration 3F (15340.640000 sec): 3 clusters Score: Raw -1777069.246188 + Penalty 4678.253532 = -1772390.992656 nChanged 563 SP:Iteration 4Q (15340.980000 sec): 3 clusters Score: Raw -1777299.689913 + Penalty 4678.253532 = -1772621.436380 nChanged 468 SP:Iteration 5Q (15341.280000 sec): 3 clusters Score: Raw -1777471.529724 + Penalty 4678.253532 = -1772793.276192 nChanged 408 SP:Iteration 6Q (15341.540000 sec): 3 clusters Score: Raw -1777619.515120 + Penalty 4678.253532 = -1772941.261588 nChanged 358 SP:Iteration 7Q (15341.800000 sec): 3 clusters Score: Raw -1777760.077083 + Penalty 4678.253532 = -1773081.823551 nChanged 362 SP:Iteration 8Q (15342.060000 sec): 3 clusters Score: Raw -1777895.133920 + Penalty 4678.253532 = -1773216.880387 nChanged 335 SP:Iteration 9Q (15342.340000 sec): 3 clusters Score: Raw -1778020.401109 + Penalty 4678.253532 = -1773342.147576 nChanged 323 SP:Iteration 10Q (15342.600000 sec): 3 clusters Score: Raw -1778138.987050 + Penalty 4678.253532 = -1773460.733517 nChanged 309 SP:Iteration 11Q (15342.880000 sec): 3 clusters Score: Raw -1778254.972584 + Penalty 4678.253532 = -1773576.719051 nChanged 293 SP:Iteration 12Q (15343.200000 sec): 3 clusters Score: Raw -1778365.937933 + Penalty 4678.253532 = -1773687.684401 nChanged 297 SP:Iteration 13Q (15343.480000 sec): 3 clusters Score: Raw -1778478.268129 + Penalty 4678.253532 = -1773800.014597 nChanged 300 SP:Iteration 14Q (15343.760000 sec): 3 clusters Score: Raw -1778595.003430 + Penalty 4678.253532 = -1773916.749897 nChanged 302 SP:Iteration 15Q (15344.070000 sec): 3 clusters Score: Raw -1778714.469303 + Penalty 4678.253532 = -1774036.215771 nChanged 297 SP:Iteration 16Q (15344.330000 sec): 3 clusters Score: Raw -1778836.308719 + Penalty 4678.253532 = -1774158.055186 nChanged 287 SP:Iteration 17Q (15344.670000 sec): 3 clusters Score: Raw -1778946.666580 + Penalty 4678.253532 = -1774268.413048 nChanged 246 SP:Iteration 18Q (15344.910000 sec): 3 clusters Score: Raw -1779044.201325 + Penalty 4678.253532 = -1774365.947793 nChanged 275 SP:Iteration 19Q (15345.200000 sec): 3 clusters Score: Raw -1779157.870225 + Penalty 4678.253532 = -1774479.616693 nChanged 259 SP:Iteration 20F (15345.510000 sec): 3 clusters Score: Raw -1779255.454989 + Penalty 4678.253532 = -1774577.201456 nChanged 257 SP:Iteration 21Q (15345.770000 sec): 3 clusters Score: Raw -1779359.117177 + Penalty 4678.253532 = -1774680.863644 nChanged 261 SP:Iteration 22Q (15346.040000 sec): 3 clusters Score: Raw -1779468.271858 + Penalty 4678.253532 = -1774790.018326 nChanged 267 SP:Iteration 23Q (15346.340000 sec): 3 clusters Score: Raw -1779592.490589 + Penalty 4678.253532 = -1774914.237057 nChanged 276 SP:Iteration 24Q (15346.610000 sec): 3 clusters Score: Raw -1779740.892808 + Penalty 4678.253532 = -1775062.639276 nChanged 271 SP:Iteration 25Q (15346.890000 sec): 3 clusters Score: Raw -1779877.019691 + Penalty 4678.253532 = -1775198.766158 nChanged 279 SP:Iteration 26Q (15347.220000 sec): 3 clusters Score: Raw -1780019.912328 + Penalty 4678.253532 = -1775341.658795 nChanged 265 SP:Iteration 27Q (15347.450000 sec): 3 clusters Score: Raw -1780146.422508 + Penalty 4678.253532 = -1775468.168975 nChanged 222 SP:Iteration 28Q (15347.640000 sec): 3 clusters Score: Raw -1780254.832177 + Penalty 4678.253532 = -1775576.578644 nChanged 196 SP:Iteration 29Q (15347.860000 sec): 3 clusters Score: Raw -1780340.041631 + Penalty 4678.253532 = -1775661.788099 nChanged 170 SP:Iteration 30Q (15348.080000 sec): 3 clusters Score: Raw -1780402.210517 + Penalty 4678.253532 = -1775723.956985 nChanged 146 SP:Iteration 31Q (15348.330000 sec): 3 clusters Score: Raw -1780447.874004 + Penalty 4678.253532 = -1775769.620472 nChanged 102 SP:Iteration 32Q (15348.640000 sec): 3 clusters Score: Raw -1780479.491877 + Penalty 4678.253532 = -1775801.238344 nChanged 84 SP:Iteration 33Q (15348.920000 sec): 3 clusters Score: Raw -1780501.081182 + Penalty 4678.253532 = -1775822.827649 nChanged 77 SP:Iteration 34Q (15349.150000 sec): 3 clusters Score: Raw -1780518.570757 + Penalty 4678.253532 = -1775840.317224 nChanged 58 SP:Iteration 35Q (15349.400000 sec): 3 clusters Score: Raw -1780532.057847 + Penalty 4678.253532 = -1775853.804314 nChanged 49 SP:Iteration 36Q (15349.680000 sec): 3 clusters Score: Raw -1780541.335031 + Penalty 4678.253532 = -1775863.081498 nChanged 41 SP:Iteration 37Q (15349.920000 sec): 3 clusters Score: Raw -1780548.917772 + Penalty 4678.253532 = -1775870.664240 nChanged 30 SP:Iteration 38Q (15350.170000 sec): 3 clusters Score: Raw -1780552.871877 + Penalty 4678.253532 = -1775874.618345 nChanged 16 SP:Iteration 39Q (15350.440000 sec): 3 clusters Score: Raw -1780555.303937 + Penalty 4678.253532 = -1775877.050405 nChanged 10 SP:Iteration 40F (15350.680000 sec): 3 clusters Score: Raw -1780556.813748 + Penalty 4678.253532 = -1775878.560216 nChanged 8 SP:Iteration 41Q (15350.900000 sec): 3 clusters Score: Raw -1780557.811743 + Penalty 4678.253532 = -1775879.558211 nChanged 10 SP:Iteration 42Q (15351.240000 sec): 3 clusters Score: Raw -1780559.281160 + Penalty 4678.253532 = -1775881.027628 nChanged 10 SP:Iteration 43Q (15351.480000 sec): 3 clusters Score: Raw -1780560.582698 + Penalty 4678.253532 = -1775882.329165 nChanged 11 SP:Iteration 44Q (15351.770000 sec): 3 clusters Score: Raw -1780562.414302 + Penalty 4678.253532 = -1775884.160770 nChanged 9 SP:Iteration 45Q (15351.990000 sec): 3 clusters Score: Raw -1780563.844841 + Penalty 4678.253532 = -1775885.591308 nChanged 14 SP:Iteration 46Q (15352.280000 sec): 3 clusters Score: Raw -1780566.158173 + Penalty 4678.253532 = -1775887.904641 nChanged 16 SP:Iteration 47Q (15352.560000 sec): 3 clusters Score: Raw -1780568.657802 + Penalty 4678.253532 = -1775890.404269 nChanged 14 SP:Iteration 48Q (15352.790000 sec): 3 clusters Score: Raw -1780570.323501 + Penalty 4678.253532 = -1775892.069969 nChanged 13 SP:Iteration 49Q (15353.100000 sec): 3 clusters Score: Raw -1780572.062704 + Penalty 4678.253532 = -1775893.809172 nChanged 14 SP:Iteration 50Q (15353.390000 sec): 3 clusters Score: Raw -1780574.027276 + Penalty 4678.253532 = -1775895.773744 nChanged 14 SP:Iteration 51Q (15353.630000 sec): 3 clusters Score: Raw -1780575.629909 + Penalty 4678.253532 = -1775897.376376 nChanged 4 SP:Iteration 52Q (15353.880000 sec): 3 clusters Score: Raw -1780576.111632 + Penalty 4678.253532 = -1775897.858100 nChanged 2 SP:Iteration 53Q (15354.160000 sec): 3 clusters Score: Raw -1780576.450028 + Penalty 4678.253532 = -1775898.196495 nChanged 2 SP:Iteration 54Q (15354.410000 sec): 3 clusters Score: Raw -1780576.671495 + Penalty 4678.253532 = -1775898.417963 nChanged 4 SP:Iteration 55Q (15354.630000 sec): 3 clusters Score: Raw -1780577.163385 + Penalty 4678.253532 = -1775898.909852 nChanged 3 SP:Iteration 56Q (15354.940000 sec): 3 clusters Score: Raw -1780577.564815 + Penalty 4678.253532 = -1775899.311283 nChanged 2 SP:Iteration 57Q (15355.180000 sec): 3 clusters Score: Raw -1780577.746387 + Penalty 4678.253532 = -1775899.492855 nChanged 1 SP:Iteration 58Q (15355.460000 sec): 3 clusters Score: Raw -1780577.804609 + Penalty 4678.253532 = -1775899.551076 nChanged 1 SP:Iteration 59Q (15355.660000 sec): 3 clusters Score: Raw -1780577.925772 + Penalty 4678.253532 = -1775899.672240 nChanged 0 SP:Iteration 60F (15355.930000 sec): 3 clusters Score: Raw -1780577.925772 + Penalty 4678.253532 = -1775899.672240 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 28 (120914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15356.630000 sec): 2 clusters Score: Raw -17712743.335861 + Penalty 2902.303037 = -17709841.032824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15357.470000 sec): 3 clusters Score: Raw -17634518.074377 + Penalty 5804.606075 = -17628713.468302 nChanged 57595 SP:Iteration 1F (15358.360000 sec): 3 clusters Score: Raw -17667702.542817 + Penalty 5804.606075 = -17661897.936742 nChanged 3897 SP:Iteration 2Q (15359.280000 sec): 3 clusters Score: Raw -17668621.699974 + Penalty 5804.606075 = -17662817.093899 nChanged 4188 SP:Iteration 3Q (15360.160000 sec): 3 clusters Score: Raw -17669723.257130 + Penalty 5804.606075 = -17663918.651056 nChanged 4554 SP:Iteration 4Q (15361.050000 sec): 3 clusters Score: Raw -17671173.240790 + Penalty 5804.606075 = -17665368.634715 nChanged 5304 SP:Iteration 5Q (15361.890000 sec): 3 clusters Score: Raw -17673244.108340 + Penalty 5804.606075 = -17667439.502265 nChanged 6190 SP:Iteration 6F (15362.720000 sec): 3 clusters Score: Raw -17676243.096269 + Penalty 5804.606075 = -17670438.490194 nChanged 7288 SP:Iteration 7F (15363.570000 sec): 3 clusters Score: Raw -17680399.631723 + Penalty 5804.606075 = -17674595.025648 nChanged 7824 SP:Iteration 8F (15364.410000 sec): 3 clusters Score: Raw -17685373.492308 + Penalty 5804.606075 = -17679568.886234 nChanged 7699 SP:Iteration 9F (15365.260000 sec): 3 clusters Score: Raw -17690441.978424 + Penalty 5804.606075 = -17684637.372350 nChanged 6933 SP:Iteration 10F (15366.200000 sec): 3 clusters Score: Raw -17695315.009726 + Penalty 5804.606075 = -17689510.403652 nChanged 6417 SP:Iteration 11F (15367.020000 sec): 3 clusters Score: Raw -17700083.027650 + Penalty 5804.606075 = -17694278.421575 nChanged 5699 SP:Iteration 12Q (15367.920000 sec): 3 clusters Score: Raw -17704553.797611 + Penalty 5804.606075 = -17698749.191537 nChanged 4524 SP:Iteration 13Q (15368.850000 sec): 3 clusters Score: Raw -17708223.155388 + Penalty 5804.606075 = -17702418.549313 nChanged 2989 SP:Iteration 14Q (15369.750000 sec): 3 clusters Score: Raw -17710629.473095 + Penalty 5804.606075 = -17704824.867021 nChanged 1683 SP:Iteration 15Q (15370.630000 sec): 3 clusters Score: Raw -17711946.073195 + Penalty 5804.606075 = -17706141.467121 nChanged 794 SP:Iteration 16Q (15371.550000 sec): 3 clusters Score: Raw -17712534.643129 + Penalty 5804.606075 = -17706730.037055 nChanged 374 SP:Iteration 17Q (15372.390000 sec): 3 clusters Score: Raw -17712818.959596 + Penalty 5804.606075 = -17707014.353522 nChanged 188 SP:Iteration 18Q (15373.240000 sec): 3 clusters Score: Raw -17712967.639389 + Penalty 5804.606075 = -17707163.033315 nChanged 112 SP:Iteration 19Q (15373.980000 sec): 3 clusters Score: Raw -17713063.107855 + Penalty 5804.606075 = -17707258.501780 nChanged 60 SP:Iteration 20F (15374.850000 sec): 3 clusters Score: Raw -17713117.155842 + Penalty 5804.606075 = -17707312.549767 nChanged 37 SP:Iteration 21Q (15375.570000 sec): 3 clusters Score: Raw -17713146.082308 + Penalty 5804.606075 = -17707341.476233 nChanged 30 SP:Iteration 22Q (15376.350000 sec): 3 clusters Score: Raw -17713169.170631 + Penalty 5804.606075 = -17707364.564557 nChanged 22 SP:Iteration 23Q (15377.120000 sec): 3 clusters Score: Raw -17713190.454028 + Penalty 5804.606075 = -17707385.847954 nChanged 14 SP:Iteration 24Q (15377.830000 sec): 3 clusters Score: Raw -17713202.187103 + Penalty 5804.606075 = -17707397.581028 nChanged 11 SP:Iteration 25Q (15378.630000 sec): 3 clusters Score: Raw -17713211.197283 + Penalty 5804.606075 = -17707406.591209 nChanged 7 SP:Iteration 26Q (15379.360000 sec): 3 clusters Score: Raw -17713216.874464 + Penalty 5804.606075 = -17707412.268389 nChanged 6 SP:Iteration 27Q (15380.140000 sec): 3 clusters Score: Raw -17713221.657986 + Penalty 5804.606075 = -17707417.051911 nChanged 6 SP:Iteration 28Q (15380.950000 sec): 3 clusters Score: Raw -17713226.330850 + Penalty 5804.606075 = -17707421.724775 nChanged 2 SP:Iteration 29Q (15381.690000 sec): 3 clusters Score: Raw -17713228.742091 + Penalty 5804.606075 = -17707424.136016 nChanged 2 SP:Iteration 30Q (15382.500000 sec): 3 clusters Score: Raw -17713230.000113 + Penalty 5804.606075 = -17707425.394038 nChanged 1 SP:Iteration 31Q (15383.290000 sec): 3 clusters Score: Raw -17713231.165519 + Penalty 5804.606075 = -17707426.559444 nChanged 1 SP:Iteration 32Q (15384.040000 sec): 3 clusters Score: Raw -17713231.740174 + Penalty 5804.606075 = -17707427.134099 nChanged 1 SP:Iteration 33Q (15384.850000 sec): 3 clusters Score: Raw -17713232.340682 + Penalty 5804.606075 = -17707427.734607 nChanged 0 SP:Iteration 34F (15385.730000 sec): 3 clusters Score: Raw -17713232.340682 + Penalty 5804.606075 = -17707427.734607 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 29 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15385.890000 sec): 2 clusters Score: Raw -13660.115567 + Penalty 1151.808943 = -12508.306624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15386.090000 sec): 3 clusters Score: Raw -14066.362644 + Penalty 2303.617886 = -11762.744758 nChanged 3 SP:Iteration 1Q (15386.210000 sec): 3 clusters Score: Raw -14090.755049 + Penalty 2303.617886 = -11787.137163 nChanged 0 SP:Iteration 2F (15386.360000 sec): 3 clusters Score: Raw -14090.755049 + Penalty 2303.617886 = -11787.137163 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 30 (2919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15386.510000 sec): 2 clusters Score: Raw -374662.116327 + Penalty 1978.791100 = -372683.325227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15386.690000 sec): 3 clusters Score: Raw -373487.911734 + Penalty 3957.582200 = -369530.329534 nChanged 1079 SP:Iteration 1F (15386.930000 sec): 3 clusters Score: Raw -374380.010892 + Penalty 3957.582200 = -370422.428692 nChanged 278 SP:Iteration 2F (15387.140000 sec): 3 clusters Score: Raw -374712.057518 + Penalty 3957.582200 = -370754.475318 nChanged 201 SP:Iteration 3F (15387.350000 sec): 3 clusters Score: Raw -374967.452532 + Penalty 3957.582200 = -371009.870332 nChanged 163 SP:Iteration 4F (15387.610000 sec): 3 clusters Score: Raw -375173.031517 + Penalty 3957.582200 = -371215.449317 nChanged 128 SP:Iteration 5Q (15387.790000 sec): 3 clusters Score: Raw -375291.975275 + Penalty 3957.582200 = -371334.393075 nChanged 89 SP:Iteration 6Q (15387.980000 sec): 3 clusters Score: Raw -375366.550739 + Penalty 3957.582200 = -371408.968539 nChanged 61 SP:Iteration 7Q (15388.150000 sec): 3 clusters Score: Raw -375415.134843 + Penalty 3957.582200 = -371457.552643 nChanged 54 SP:Iteration 8Q (15388.350000 sec): 3 clusters Score: Raw -375453.130966 + Penalty 3957.582200 = -371495.548766 nChanged 38 SP:Iteration 9Q (15388.550000 sec): 3 clusters Score: Raw -375477.021097 + Penalty 3957.582200 = -371519.438897 nChanged 32 SP:Iteration 10Q (15388.710000 sec): 3 clusters Score: Raw -375491.641251 + Penalty 3957.582200 = -371534.059051 nChanged 16 SP:Iteration 11Q (15388.940000 sec): 3 clusters Score: Raw -375502.418157 + Penalty 3957.582200 = -371544.835957 nChanged 7 SP:Iteration 12Q (15389.150000 sec): 3 clusters Score: Raw -375505.509893 + Penalty 3957.582200 = -371547.927693 nChanged 8 SP:Iteration 13Q (15389.340000 sec): 3 clusters Score: Raw -375510.153446 + Penalty 3957.582200 = -371552.571246 nChanged 8 SP:Iteration 14Q (15389.480000 sec): 3 clusters Score: Raw -375514.492495 + Penalty 3957.582200 = -371556.910295 nChanged 5 SP:Iteration 15Q (15389.620000 sec): 3 clusters Score: Raw -375516.272314 + Penalty 3957.582200 = -371558.690114 nChanged 3 SP:Iteration 16Q (15389.760000 sec): 3 clusters Score: Raw -375517.450743 + Penalty 3957.582200 = -371559.868543 nChanged 4 SP:Iteration 17Q (15389.960000 sec): 3 clusters Score: Raw -375519.310179 + Penalty 3957.582200 = -371561.727979 nChanged 4 SP:Iteration 18Q (15390.120000 sec): 3 clusters Score: Raw -375521.143195 + Penalty 3957.582200 = -371563.560995 nChanged 7 SP:Iteration 19Q (15390.250000 sec): 3 clusters Score: Raw -375525.178494 + Penalty 3957.582200 = -371567.596294 nChanged 7 SP:Iteration 20F (15390.440000 sec): 3 clusters Score: Raw -375528.229918 + Penalty 3957.582200 = -371570.647718 nChanged 4 SP:Iteration 21Q (15390.590000 sec): 3 clusters Score: Raw -375530.169875 + Penalty 3957.582200 = -371572.587675 nChanged 3 SP:Iteration 22Q (15390.760000 sec): 3 clusters Score: Raw -375532.278636 + Penalty 3957.582200 = -371574.696436 nChanged 4 SP:Iteration 23Q (15390.920000 sec): 3 clusters Score: Raw -375533.710092 + Penalty 3957.582200 = -371576.127892 nChanged 1 SP:Iteration 24Q (15391.110000 sec): 3 clusters Score: Raw -375533.988928 + Penalty 3957.582200 = -371576.406728 nChanged 1 SP:Iteration 25Q (15391.250000 sec): 3 clusters Score: Raw -375534.437688 + Penalty 3957.582200 = -371576.855488 nChanged 1 SP:Iteration 26Q (15391.390000 sec): 3 clusters Score: Raw -375534.878465 + Penalty 3957.582200 = -371577.296265 nChanged 2 SP:Iteration 27Q (15391.540000 sec): 3 clusters Score: Raw -375535.942220 + Penalty 3957.582200 = -371578.360020 nChanged 5 SP:Iteration 28Q (15391.720000 sec): 3 clusters Score: Raw -375537.946905 + Penalty 3957.582200 = -371580.364705 nChanged 3 SP:Iteration 29Q (15391.870000 sec): 3 clusters Score: Raw -375539.112890 + Penalty 3957.582200 = -371581.530690 nChanged 4 SP:Iteration 30Q (15392.060000 sec): 3 clusters Score: Raw -375541.653737 + Penalty 3957.582200 = -371584.071537 nChanged 2 SP:Iteration 31Q (15392.230000 sec): 3 clusters Score: Raw -375543.274187 + Penalty 3957.582200 = -371585.691987 nChanged 5 SP:Iteration 32Q (15392.420000 sec): 3 clusters Score: Raw -375544.945558 + Penalty 3957.582200 = -371587.363358 nChanged 3 SP:Iteration 33Q (15392.690000 sec): 3 clusters Score: Raw -375546.430903 + Penalty 3957.582200 = -371588.848703 nChanged 0 SP:Iteration 34F (15392.900000 sec): 3 clusters Score: Raw -375546.430903 + Penalty 3957.582200 = -371588.848703 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 31 (29890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15393.170000 sec): 2 clusters Score: Raw -4415696.548899 + Penalty 2555.709255 = -4413140.839644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15393.500000 sec): 3 clusters Score: Raw -4397741.930024 + Penalty 5111.418511 = -4392630.511513 nChanged 13548 SP:Iteration 1F (15393.880000 sec): 3 clusters Score: Raw -4405091.660159 + Penalty 5111.418511 = -4399980.241649 nChanged 1604 SP:Iteration 2F (15394.320000 sec): 3 clusters Score: Raw -4405737.163922 + Penalty 5111.418511 = -4400625.745411 nChanged 1590 SP:Iteration 3F (15394.680000 sec): 3 clusters Score: Raw -4406441.478522 + Penalty 5111.418511 = -4401330.060012 nChanged 1669 SP:Iteration 4F (15395.050000 sec): 3 clusters Score: Raw -4407330.988441 + Penalty 5111.418511 = -4402219.569930 nChanged 1853 SP:Iteration 5F (15395.380000 sec): 3 clusters Score: Raw -4408461.705223 + Penalty 5111.418511 = -4403350.286712 nChanged 1943 SP:Iteration 6F (15395.740000 sec): 3 clusters Score: Raw -4409780.387603 + Penalty 5111.418511 = -4404668.969093 nChanged 1924 SP:Iteration 7F (15396.110000 sec): 3 clusters Score: Raw -4411075.786847 + Penalty 5111.418511 = -4405964.368337 nChanged 1646 SP:Iteration 8F (15396.480000 sec): 3 clusters Score: Raw -4412139.723823 + Penalty 5111.418511 = -4407028.305312 nChanged 1296 SP:Iteration 9Q (15396.890000 sec): 3 clusters Score: Raw -4412921.523725 + Penalty 5111.418511 = -4407810.105214 nChanged 988 SP:Iteration 10Q (15397.290000 sec): 3 clusters Score: Raw -4413522.620126 + Penalty 5111.418511 = -4408411.201615 nChanged 783 SP:Iteration 11Q (15397.680000 sec): 3 clusters Score: Raw -4414019.282461 + Penalty 5111.418511 = -4408907.863950 nChanged 650 SP:Iteration 12Q (15398.040000 sec): 3 clusters Score: Raw -4414461.934232 + Penalty 5111.418511 = -4409350.515721 nChanged 535 SP:Iteration 13Q (15398.380000 sec): 3 clusters Score: Raw -4414799.016008 + Penalty 5111.418511 = -4409687.597498 nChanged 411 SP:Iteration 14Q (15398.770000 sec): 3 clusters Score: Raw -4415032.991278 + Penalty 5111.418511 = -4409921.572767 nChanged 335 SP:Iteration 15Q (15399.100000 sec): 3 clusters Score: Raw -4415213.704283 + Penalty 5111.418511 = -4410102.285772 nChanged 281 SP:Iteration 16Q (15399.520000 sec): 3 clusters Score: Raw -4415375.778062 + Penalty 5111.418511 = -4410264.359552 nChanged 236 SP:Iteration 17Q (15399.930000 sec): 3 clusters Score: Raw -4415493.945592 + Penalty 5111.418511 = -4410382.527082 nChanged 192 SP:Iteration 18Q (15400.310000 sec): 3 clusters Score: Raw -4415592.234318 + Penalty 5111.418511 = -4410480.815808 nChanged 152 SP:Iteration 19Q (15400.650000 sec): 3 clusters Score: Raw -4415657.172662 + Penalty 5111.418511 = -4410545.754151 nChanged 133 SP:Iteration 20F (15401.000000 sec): 3 clusters Score: Raw -4415716.112704 + Penalty 5111.418511 = -4410604.694194 nChanged 121 SP:Iteration 21Q (15401.410000 sec): 3 clusters Score: Raw -4415761.969401 + Penalty 5111.418511 = -4410650.550890 nChanged 94 SP:Iteration 22Q (15401.770000 sec): 3 clusters Score: Raw -4415796.195435 + Penalty 5111.418511 = -4410684.776924 nChanged 96 SP:Iteration 23Q (15402.120000 sec): 3 clusters Score: Raw -4415832.324674 + Penalty 5111.418511 = -4410720.906164 nChanged 87 SP:Iteration 24Q (15402.440000 sec): 3 clusters Score: Raw -4415866.093398 + Penalty 5111.418511 = -4410754.674887 nChanged 73 SP:Iteration 25Q (15402.790000 sec): 3 clusters Score: Raw -4415896.600877 + Penalty 5111.418511 = -4410785.182367 nChanged 68 SP:Iteration 26Q (15403.190000 sec): 3 clusters Score: Raw -4415919.633146 + Penalty 5111.418511 = -4410808.214636 nChanged 57 SP:Iteration 27Q (15403.560000 sec): 3 clusters Score: Raw -4415941.382295 + Penalty 5111.418511 = -4410829.963784 nChanged 65 SP:Iteration 28Q (15403.930000 sec): 3 clusters Score: Raw -4415962.412517 + Penalty 5111.418511 = -4410850.994006 nChanged 43 SP:Iteration 29Q (15404.310000 sec): 3 clusters Score: Raw -4415975.174690 + Penalty 5111.418511 = -4410863.756179 nChanged 34 SP:Iteration 30Q (15404.670000 sec): 3 clusters Score: Raw -4415984.157304 + Penalty 5111.418511 = -4410872.738793 nChanged 26 SP:Iteration 31Q (15405.120000 sec): 3 clusters Score: Raw -4415990.503618 + Penalty 5111.418511 = -4410879.085107 nChanged 26 SP:Iteration 32Q (15405.470000 sec): 3 clusters Score: Raw -4415997.797422 + Penalty 5111.418511 = -4410886.378912 nChanged 17 SP:Iteration 33Q (15405.910000 sec): 3 clusters Score: Raw -4416002.894820 + Penalty 5111.418511 = -4410891.476310 nChanged 18 SP:Iteration 34Q (15406.370000 sec): 3 clusters Score: Raw -4416008.948066 + Penalty 5111.418511 = -4410897.529555 nChanged 21 SP:Iteration 35Q (15406.710000 sec): 3 clusters Score: Raw -4416015.306457 + Penalty 5111.418511 = -4410903.887946 nChanged 12 SP:Iteration 36Q (15407.070000 sec): 3 clusters Score: Raw -4416018.781772 + Penalty 5111.418511 = -4410907.363262 nChanged 9 SP:Iteration 37Q (15407.360000 sec): 3 clusters Score: Raw -4416021.302464 + Penalty 5111.418511 = -4410909.883954 nChanged 8 SP:Iteration 38Q (15407.710000 sec): 3 clusters Score: Raw -4416023.388199 + Penalty 5111.418511 = -4410911.969688 nChanged 6 SP:Iteration 39Q (15408.050000 sec): 3 clusters Score: Raw -4416025.561802 + Penalty 5111.418511 = -4410914.143291 nChanged 8 SP:Iteration 40F (15408.450000 sec): 3 clusters Score: Raw -4416028.364025 + Penalty 5111.418511 = -4410916.945514 nChanged 13 SP:Iteration 41Q (15408.840000 sec): 3 clusters Score: Raw -4416031.165403 + Penalty 5111.418511 = -4410919.746893 nChanged 7 SP:Iteration 42Q (15409.250000 sec): 3 clusters Score: Raw -4416032.421329 + Penalty 5111.418511 = -4410921.002818 nChanged 3 SP:Iteration 43Q (15409.570000 sec): 3 clusters Score: Raw -4416033.024940 + Penalty 5111.418511 = -4410921.606429 nChanged 4 SP:Iteration 44Q (15409.950000 sec): 3 clusters Score: Raw -4416034.019381 + Penalty 5111.418511 = -4410922.600871 nChanged 4 SP:Iteration 45Q (15410.320000 sec): 3 clusters Score: Raw -4416034.836044 + Penalty 5111.418511 = -4410923.417534 nChanged 6 SP:Iteration 46Q (15410.680000 sec): 3 clusters Score: Raw -4416035.993955 + Penalty 5111.418511 = -4410924.575445 nChanged 4 SP:Iteration 47Q (15411.040000 sec): 3 clusters Score: Raw -4416037.006633 + Penalty 5111.418511 = -4410925.588122 nChanged 4 SP:Iteration 48Q (15411.410000 sec): 3 clusters Score: Raw -4416037.943804 + Penalty 5111.418511 = -4410926.525294 nChanged 7 SP:Iteration 49Q (15411.780000 sec): 3 clusters Score: Raw -4416039.507632 + Penalty 5111.418511 = -4410928.089121 nChanged 5 SP:Iteration 50Q (15412.130000 sec): 3 clusters Score: Raw -4416041.044690 + Penalty 5111.418511 = -4410929.626179 nChanged 8 SP:Iteration 51Q (15412.550000 sec): 3 clusters Score: Raw -4416043.337251 + Penalty 5111.418511 = -4410931.918740 nChanged 5 SP:Iteration 52Q (15412.840000 sec): 3 clusters Score: Raw -4416044.408346 + Penalty 5111.418511 = -4410932.989835 nChanged 3 SP:Iteration 53Q (15413.270000 sec): 3 clusters Score: Raw -4416044.834883 + Penalty 5111.418511 = -4410933.416372 nChanged 3 SP:Iteration 54Q (15413.620000 sec): 3 clusters Score: Raw -4416045.566951 + Penalty 5111.418511 = -4410934.148441 nChanged 4 SP:Iteration 55Q (15413.940000 sec): 3 clusters Score: Raw -4416046.450052 + Penalty 5111.418511 = -4410935.031542 nChanged 5 SP:Iteration 56Q (15414.300000 sec): 3 clusters Score: Raw -4416047.198607 + Penalty 5111.418511 = -4410935.780096 nChanged 4 SP:Iteration 57Q (15414.670000 sec): 3 clusters Score: Raw -4416048.173535 + Penalty 5111.418511 = -4410936.755025 nChanged 1 SP:Iteration 58Q (15415.090000 sec): 3 clusters Score: Raw -4416048.488232 + Penalty 5111.418511 = -4410937.069722 nChanged 2 SP:Iteration 59Q (15415.490000 sec): 3 clusters Score: Raw -4416048.755489 + Penalty 5111.418511 = -4410937.336978 nChanged 0 SP:Iteration 60F (15415.850000 sec): 3 clusters Score: Raw -4416048.755489 + Penalty 5111.418511 = -4410937.336978 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 32 (9045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15416.030000 sec): 2 clusters Score: Raw -1288826.807142 + Penalty 2259.271915 = -1286567.535227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15416.280000 sec): 3 clusters Score: Raw -1283978.097210 + Penalty 4518.543829 = -1279459.553380 nChanged 3714 SP:Iteration 1F (15416.540000 sec): 3 clusters Score: Raw -1285933.601382 + Penalty 4518.543829 = -1281415.057553 nChanged 625 SP:Iteration 2F (15416.810000 sec): 3 clusters Score: Raw -1286255.487925 + Penalty 4518.543829 = -1281736.944095 nChanged 503 SP:Iteration 3F (15417.070000 sec): 3 clusters Score: Raw -1286524.144862 + Penalty 4518.543829 = -1282005.601032 nChanged 442 SP:Iteration 4Q (15417.280000 sec): 3 clusters Score: Raw -1286766.389239 + Penalty 4518.543829 = -1282247.845410 nChanged 421 SP:Iteration 5Q (15417.570000 sec): 3 clusters Score: Raw -1286998.322907 + Penalty 4518.543829 = -1282479.779078 nChanged 407 SP:Iteration 6Q (15417.800000 sec): 3 clusters Score: Raw -1287222.260462 + Penalty 4518.543829 = -1282703.716633 nChanged 398 SP:Iteration 7Q (15418.030000 sec): 3 clusters Score: Raw -1287449.036542 + Penalty 4518.543829 = -1282930.492713 nChanged 428 SP:Iteration 8Q (15418.280000 sec): 3 clusters Score: Raw -1287732.905306 + Penalty 4518.543829 = -1283214.361476 nChanged 401 SP:Iteration 9Q (15418.550000 sec): 3 clusters Score: Raw -1288010.273069 + Penalty 4518.543829 = -1283491.729240 nChanged 364 SP:Iteration 10Q (15418.850000 sec): 3 clusters Score: Raw -1288270.924274 + Penalty 4518.543829 = -1283752.380445 nChanged 336 SP:Iteration 11Q (15419.070000 sec): 3 clusters Score: Raw -1288500.425743 + Penalty 4518.543829 = -1283981.881914 nChanged 294 SP:Iteration 12Q (15419.320000 sec): 3 clusters Score: Raw -1288698.900653 + Penalty 4518.543829 = -1284180.356824 nChanged 216 SP:Iteration 13Q (15419.600000 sec): 3 clusters Score: Raw -1288820.969356 + Penalty 4518.543829 = -1284302.425527 nChanged 177 SP:Iteration 14Q (15419.860000 sec): 3 clusters Score: Raw -1288922.152003 + Penalty 4518.543829 = -1284403.608173 nChanged 151 SP:Iteration 15Q (15420.130000 sec): 3 clusters Score: Raw -1289005.358041 + Penalty 4518.543829 = -1284486.814212 nChanged 126 SP:Iteration 16Q (15420.340000 sec): 3 clusters Score: Raw -1289077.747738 + Penalty 4518.543829 = -1284559.203908 nChanged 96 SP:Iteration 17Q (15420.560000 sec): 3 clusters Score: Raw -1289139.152062 + Penalty 4518.543829 = -1284620.608232 nChanged 78 SP:Iteration 18Q (15420.820000 sec): 3 clusters Score: Raw -1289179.285672 + Penalty 4518.543829 = -1284660.741843 nChanged 52 SP:Iteration 19Q (15421.070000 sec): 3 clusters Score: Raw -1289200.101531 + Penalty 4518.543829 = -1284681.557702 nChanged 39 SP:Iteration 20F (15421.300000 sec): 3 clusters Score: Raw -1289214.144514 + Penalty 4518.543829 = -1284695.600685 nChanged 27 SP:Iteration 21Q (15421.600000 sec): 3 clusters Score: Raw -1289223.838982 + Penalty 4518.543829 = -1284705.295153 nChanged 25 SP:Iteration 22Q (15421.830000 sec): 3 clusters Score: Raw -1289232.699788 + Penalty 4518.543829 = -1284714.155959 nChanged 22 SP:Iteration 23Q (15422.070000 sec): 3 clusters Score: Raw -1289238.489077 + Penalty 4518.543829 = -1284719.945248 nChanged 16 SP:Iteration 24Q (15422.310000 sec): 3 clusters Score: Raw -1289243.392681 + Penalty 4518.543829 = -1284724.848851 nChanged 22 SP:Iteration 25Q (15422.550000 sec): 3 clusters Score: Raw -1289249.194259 + Penalty 4518.543829 = -1284730.650430 nChanged 16 SP:Iteration 26Q (15422.840000 sec): 3 clusters Score: Raw -1289253.135531 + Penalty 4518.543829 = -1284734.591702 nChanged 20 SP:Iteration 27Q (15423.100000 sec): 3 clusters Score: Raw -1289259.193045 + Penalty 4518.543829 = -1284740.649216 nChanged 15 SP:Iteration 28Q (15423.330000 sec): 3 clusters Score: Raw -1289263.940095 + Penalty 4518.543829 = -1284745.396266 nChanged 20 SP:Iteration 29Q (15423.510000 sec): 3 clusters Score: Raw -1289269.652084 + Penalty 4518.543829 = -1284751.108255 nChanged 17 SP:Iteration 30Q (15423.730000 sec): 3 clusters Score: Raw -1289274.889051 + Penalty 4518.543829 = -1284756.345221 nChanged 10 SP:Iteration 31Q (15423.970000 sec): 3 clusters Score: Raw -1289277.908664 + Penalty 4518.543829 = -1284759.364835 nChanged 14 SP:Iteration 32Q (15424.180000 sec): 3 clusters Score: Raw -1289282.037391 + Penalty 4518.543829 = -1284763.493562 nChanged 15 SP:Iteration 33Q (15424.420000 sec): 3 clusters Score: Raw -1289286.703450 + Penalty 4518.543829 = -1284768.159621 nChanged 20 SP:Iteration 34Q (15424.650000 sec): 3 clusters Score: Raw -1289292.395738 + Penalty 4518.543829 = -1284773.851908 nChanged 17 SP:Iteration 35Q (15424.930000 sec): 3 clusters Score: Raw -1289297.543962 + Penalty 4518.543829 = -1284779.000133 nChanged 14 SP:Iteration 36Q (15425.200000 sec): 3 clusters Score: Raw -1289301.501911 + Penalty 4518.543829 = -1284782.958082 nChanged 16 SP:Iteration 37Q (15425.420000 sec): 3 clusters Score: Raw -1289306.668063 + Penalty 4518.543829 = -1284788.124234 nChanged 13 SP:Iteration 38Q (15425.640000 sec): 3 clusters Score: Raw -1289310.458649 + Penalty 4518.543829 = -1284791.914820 nChanged 11 SP:Iteration 39Q (15425.890000 sec): 3 clusters Score: Raw -1289312.882253 + Penalty 4518.543829 = -1284794.338423 nChanged 6 SP:Iteration 40F (15426.100000 sec): 3 clusters Score: Raw -1289314.428749 + Penalty 4518.543829 = -1284795.884920 nChanged 4 SP:Iteration 41Q (15426.360000 sec): 3 clusters Score: Raw -1289316.215927 + Penalty 4518.543829 = -1284797.672098 nChanged 6 SP:Iteration 42Q (15426.590000 sec): 3 clusters Score: Raw -1289319.132228 + Penalty 4518.543829 = -1284800.588399 nChanged 10 SP:Iteration 43Q (15426.800000 sec): 3 clusters Score: Raw -1289322.202992 + Penalty 4518.543829 = -1284803.659162 nChanged 9 SP:Iteration 44Q (15427.080000 sec): 3 clusters Score: Raw -1289325.710077 + Penalty 4518.543829 = -1284807.166248 nChanged 5 SP:Iteration 45Q (15427.320000 sec): 3 clusters Score: Raw -1289327.218835 + Penalty 4518.543829 = -1284808.675006 nChanged 7 SP:Iteration 46Q (15427.510000 sec): 3 clusters Score: Raw -1289329.369390 + Penalty 4518.543829 = -1284810.825561 nChanged 4 SP:Iteration 47Q (15427.770000 sec): 3 clusters Score: Raw -1289330.487276 + Penalty 4518.543829 = -1284811.943447 nChanged 4 SP:Iteration 48Q (15428.010000 sec): 3 clusters Score: Raw -1289331.777322 + Penalty 4518.543829 = -1284813.233492 nChanged 2 SP:Iteration 49Q (15428.310000 sec): 3 clusters Score: Raw -1289332.303688 + Penalty 4518.543829 = -1284813.759859 nChanged 2 SP:Iteration 50Q (15428.590000 sec): 3 clusters Score: Raw -1289333.131466 + Penalty 4518.543829 = -1284814.587637 nChanged 3 SP:Iteration 51Q (15428.850000 sec): 3 clusters Score: Raw -1289334.223749 + Penalty 4518.543829 = -1284815.679920 nChanged 4 SP:Iteration 52Q (15429.060000 sec): 3 clusters Score: Raw -1289335.674532 + Penalty 4518.543829 = -1284817.130703 nChanged 2 SP:Iteration 53Q (15429.290000 sec): 3 clusters Score: Raw -1289336.643825 + Penalty 4518.543829 = -1284818.099996 nChanged 1 SP:Iteration 54Q (15429.530000 sec): 3 clusters Score: Raw -1289336.726147 + Penalty 4518.543829 = -1284818.182317 nChanged 0 SP:Iteration 55F (15429.790000 sec): 3 clusters Score: Raw -1289336.726147 + Penalty 4518.543829 = -1284818.182317 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 33 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15429.890000 sec): 2 clusters Score: Raw -30644.896035 + Penalty 1346.477716 = -29298.418319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15430.130000 sec): 3 clusters Score: Raw -30850.550001 + Penalty 2692.955432 = -28157.594569 nChanged 23 SP:Iteration 1F (15430.330000 sec): 3 clusters Score: Raw -30988.295450 + Penalty 2692.955432 = -28295.340018 nChanged 7 SP:Iteration 2Q (15430.540000 sec): 3 clusters Score: Raw -31029.055617 + Penalty 2692.955432 = -28336.100185 nChanged 3 SP:Iteration 3Q (15430.730000 sec): 3 clusters Score: Raw -31054.687751 + Penalty 2692.955432 = -28361.732319 nChanged 1 SP:Iteration 4Q (15430.910000 sec): 3 clusters Score: Raw -31058.369889 + Penalty 2692.955432 = -28365.414457 nChanged 0 SP:Iteration 5F (15431.110000 sec): 3 clusters Score: Raw -31058.369889 + Penalty 2692.955432 = -28365.414457 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 34 (8963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15431.250000 sec): 2 clusters Score: Raw -1266834.451807 + Penalty 2257.013347 = -1264577.438459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15431.530000 sec): 3 clusters Score: Raw -1262139.791427 + Penalty 4514.026695 = -1257625.764732 nChanged 3665 SP:Iteration 1F (15431.810000 sec): 3 clusters Score: Raw -1264201.036442 + Penalty 4514.026695 = -1259687.009748 nChanged 648 SP:Iteration 2F (15432.070000 sec): 3 clusters Score: Raw -1264627.921723 + Penalty 4514.026695 = -1260113.895028 nChanged 586 SP:Iteration 3F (15432.310000 sec): 3 clusters Score: Raw -1265074.846141 + Penalty 4514.026695 = -1260560.819447 nChanged 573 SP:Iteration 4F (15432.620000 sec): 3 clusters Score: Raw -1265532.099945 + Penalty 4514.026695 = -1261018.073250 nChanged 549 SP:Iteration 5F (15432.870000 sec): 3 clusters Score: Raw -1265996.240353 + Penalty 4514.026695 = -1261482.213658 nChanged 543 SP:Iteration 6F (15433.150000 sec): 3 clusters Score: Raw -1266396.496748 + Penalty 4514.026695 = -1261882.470054 nChanged 448 SP:Iteration 7Q (15433.460000 sec): 3 clusters Score: Raw -1266707.696536 + Penalty 4514.026695 = -1262193.669841 nChanged 352 SP:Iteration 8Q (15433.750000 sec): 3 clusters Score: Raw -1266904.297155 + Penalty 4514.026695 = -1262390.270460 nChanged 266 SP:Iteration 9Q (15433.960000 sec): 3 clusters Score: Raw -1267047.457304 + Penalty 4514.026695 = -1262533.430610 nChanged 213 SP:Iteration 10Q (15434.230000 sec): 3 clusters Score: Raw -1267143.357246 + Penalty 4514.026695 = -1262629.330551 nChanged 181 SP:Iteration 11Q (15434.440000 sec): 3 clusters Score: Raw -1267223.664420 + Penalty 4514.026695 = -1262709.637726 nChanged 152 SP:Iteration 12Q (15434.700000 sec): 3 clusters Score: Raw -1267284.066511 + Penalty 4514.026695 = -1262770.039816 nChanged 118 SP:Iteration 13Q (15434.970000 sec): 3 clusters Score: Raw -1267324.339387 + Penalty 4514.026695 = -1262810.312692 nChanged 88 SP:Iteration 14Q (15435.220000 sec): 3 clusters Score: Raw -1267350.213340 + Penalty 4514.026695 = -1262836.186646 nChanged 68 SP:Iteration 15Q (15435.520000 sec): 3 clusters Score: Raw -1267365.956782 + Penalty 4514.026695 = -1262851.930087 nChanged 49 SP:Iteration 16Q (15435.810000 sec): 3 clusters Score: Raw -1267375.594475 + Penalty 4514.026695 = -1262861.567780 nChanged 31 SP:Iteration 17Q (15436.020000 sec): 3 clusters Score: Raw -1267383.143228 + Penalty 4514.026695 = -1262869.116533 nChanged 35 SP:Iteration 18Q (15436.300000 sec): 3 clusters Score: Raw -1267389.645557 + Penalty 4514.026695 = -1262875.618863 nChanged 24 SP:Iteration 19Q (15436.510000 sec): 3 clusters Score: Raw -1267394.509031 + Penalty 4514.026695 = -1262880.482337 nChanged 35 SP:Iteration 20F (15436.720000 sec): 3 clusters Score: Raw -1267403.367262 + Penalty 4514.026695 = -1262889.340568 nChanged 38 SP:Iteration 21Q (15436.990000 sec): 3 clusters Score: Raw -1267413.590600 + Penalty 4514.026695 = -1262899.563906 nChanged 33 SP:Iteration 22Q (15437.250000 sec): 3 clusters Score: Raw -1267420.541118 + Penalty 4514.026695 = -1262906.514424 nChanged 28 SP:Iteration 23Q (15437.430000 sec): 3 clusters Score: Raw -1267427.086680 + Penalty 4514.026695 = -1262913.059985 nChanged 33 SP:Iteration 24Q (15437.710000 sec): 3 clusters Score: Raw -1267433.774017 + Penalty 4514.026695 = -1262919.747323 nChanged 28 SP:Iteration 25Q (15437.890000 sec): 3 clusters Score: Raw -1267439.719269 + Penalty 4514.026695 = -1262925.692574 nChanged 27 SP:Iteration 26Q (15438.140000 sec): 3 clusters Score: Raw -1267445.871518 + Penalty 4514.026695 = -1262931.844824 nChanged 22 SP:Iteration 27Q (15438.420000 sec): 3 clusters Score: Raw -1267452.571927 + Penalty 4514.026695 = -1262938.545233 nChanged 30 SP:Iteration 28Q (15438.640000 sec): 3 clusters Score: Raw -1267460.588644 + Penalty 4514.026695 = -1262946.561950 nChanged 32 SP:Iteration 29Q (15438.900000 sec): 3 clusters Score: Raw -1267467.935723 + Penalty 4514.026695 = -1262953.909028 nChanged 30 SP:Iteration 30Q (15439.140000 sec): 3 clusters Score: Raw -1267475.353999 + Penalty 4514.026695 = -1262961.327305 nChanged 23 SP:Iteration 31Q (15439.430000 sec): 3 clusters Score: Raw -1267480.646263 + Penalty 4514.026695 = -1262966.619568 nChanged 20 SP:Iteration 32Q (15439.700000 sec): 3 clusters Score: Raw -1267485.678895 + Penalty 4514.026695 = -1262971.652200 nChanged 16 SP:Iteration 33Q (15439.980000 sec): 3 clusters Score: Raw -1267489.605216 + Penalty 4514.026695 = -1262975.578521 nChanged 21 SP:Iteration 34Q (15440.210000 sec): 3 clusters Score: Raw -1267493.317960 + Penalty 4514.026695 = -1262979.291266 nChanged 14 SP:Iteration 35Q (15440.460000 sec): 3 clusters Score: Raw -1267495.886655 + Penalty 4514.026695 = -1262981.859960 nChanged 13 SP:Iteration 36Q (15440.700000 sec): 3 clusters Score: Raw -1267498.121384 + Penalty 4514.026695 = -1262984.094690 nChanged 6 SP:Iteration 37Q (15440.990000 sec): 3 clusters Score: Raw -1267499.059813 + Penalty 4514.026695 = -1262985.033119 nChanged 8 SP:Iteration 38Q (15441.250000 sec): 3 clusters Score: Raw -1267500.796733 + Penalty 4514.026695 = -1262986.770038 nChanged 6 SP:Iteration 39Q (15441.480000 sec): 3 clusters Score: Raw -1267503.021812 + Penalty 4514.026695 = -1262988.995117 nChanged 12 SP:Iteration 40F (15441.750000 sec): 3 clusters Score: Raw -1267505.656376 + Penalty 4514.026695 = -1262991.629682 nChanged 10 SP:Iteration 41Q (15441.990000 sec): 3 clusters Score: Raw -1267508.096214 + Penalty 4514.026695 = -1262994.069519 nChanged 10 SP:Iteration 42Q (15442.210000 sec): 3 clusters Score: Raw -1267510.165995 + Penalty 4514.026695 = -1262996.139300 nChanged 13 SP:Iteration 43Q (15442.430000 sec): 3 clusters Score: Raw -1267512.499831 + Penalty 4514.026695 = -1262998.473137 nChanged 14 SP:Iteration 44Q (15442.640000 sec): 3 clusters Score: Raw -1267514.665046 + Penalty 4514.026695 = -1263000.638352 nChanged 8 SP:Iteration 45Q (15442.890000 sec): 3 clusters Score: Raw -1267516.148823 + Penalty 4514.026695 = -1263002.122128 nChanged 6 SP:Iteration 46Q (15443.070000 sec): 3 clusters Score: Raw -1267517.436931 + Penalty 4514.026695 = -1263003.410237 nChanged 9 SP:Iteration 47Q (15443.330000 sec): 3 clusters Score: Raw -1267519.377520 + Penalty 4514.026695 = -1263005.350826 nChanged 8 SP:Iteration 48Q (15443.500000 sec): 3 clusters Score: Raw -1267520.753765 + Penalty 4514.026695 = -1263006.727070 nChanged 5 SP:Iteration 49Q (15443.760000 sec): 3 clusters Score: Raw -1267521.497794 + Penalty 4514.026695 = -1263007.471099 nChanged 3 SP:Iteration 50Q (15444.010000 sec): 3 clusters Score: Raw -1267521.922190 + Penalty 4514.026695 = -1263007.895495 nChanged 2 SP:Iteration 51Q (15444.280000 sec): 3 clusters Score: Raw -1267522.139803 + Penalty 4514.026695 = -1263008.113109 nChanged 3 SP:Iteration 52Q (15444.510000 sec): 3 clusters Score: Raw -1267522.450299 + Penalty 4514.026695 = -1263008.423605 nChanged 1 SP:Iteration 53Q (15444.770000 sec): 3 clusters Score: Raw -1267522.558132 + Penalty 4514.026695 = -1263008.531437 nChanged 0 SP:Iteration 54F (15445.010000 sec): 3 clusters Score: Raw -1267522.558132 + Penalty 4514.026695 = -1263008.531437 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 35 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15445.140000 sec): 2 clusters Score: Raw -39930.633669 + Penalty 1417.822870 = -38512.810799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15445.290000 sec): 3 clusters Score: Raw -40086.422349 + Penalty 2835.645740 = -37250.776609 nChanged 39 SP:Iteration 1F (15445.450000 sec): 3 clusters Score: Raw -40209.558200 + Penalty 2835.645740 = -37373.912460 nChanged 9 SP:Iteration 2Q (15445.640000 sec): 3 clusters Score: Raw -40244.982557 + Penalty 2835.645740 = -37409.336817 nChanged 5 SP:Iteration 3Q (15445.760000 sec): 3 clusters Score: Raw -40268.448130 + Penalty 2835.645740 = -37432.802390 nChanged 2 SP:Iteration 4Q (15445.990000 sec): 3 clusters Score: Raw -40276.046343 + Penalty 2835.645740 = -37440.400603 nChanged 0 SP:Iteration 5F (15446.180000 sec): 3 clusters Score: Raw -40276.046343 + Penalty 2835.645740 = -37440.400603 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 36 (1159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15446.270000 sec): 2 clusters Score: Raw -163621.275542 + Penalty 1749.717585 = -161871.557957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15446.470000 sec): 3 clusters Score: Raw -163321.751846 + Penalty 3499.435170 = -159822.316676 nChanged 325 SP:Iteration 1F (15446.600000 sec): 3 clusters Score: Raw -163618.305025 + Penalty 3499.435170 = -160118.869855 nChanged 73 SP:Iteration 2F (15446.760000 sec): 3 clusters Score: Raw -163713.851353 + Penalty 3499.435170 = -160214.416182 nChanged 61 SP:Iteration 3F (15446.950000 sec): 3 clusters Score: Raw -163815.410803 + Penalty 3499.435170 = -160315.975633 nChanged 61 SP:Iteration 4F (15447.110000 sec): 3 clusters Score: Raw -163914.267102 + Penalty 3499.435170 = -160414.831932 nChanged 62 SP:Iteration 5F (15447.250000 sec): 3 clusters Score: Raw -164036.622999 + Penalty 3499.435170 = -160537.187828 nChanged 66 SP:Iteration 6F (15447.420000 sec): 3 clusters Score: Raw -164162.737009 + Penalty 3499.435170 = -160663.301838 nChanged 50 SP:Iteration 7Q (15447.570000 sec): 3 clusters Score: Raw -164270.598618 + Penalty 3499.435170 = -160771.163447 nChanged 43 SP:Iteration 8Q (15447.710000 sec): 3 clusters Score: Raw -164391.785927 + Penalty 3499.435170 = -160892.350757 nChanged 37 SP:Iteration 9Q (15447.850000 sec): 3 clusters Score: Raw -164499.006811 + Penalty 3499.435170 = -160999.571641 nChanged 30 SP:Iteration 10Q (15448.030000 sec): 3 clusters Score: Raw -164563.463525 + Penalty 3499.435170 = -161064.028355 nChanged 22 SP:Iteration 11Q (15448.220000 sec): 3 clusters Score: Raw -164609.608459 + Penalty 3499.435170 = -161110.173289 nChanged 18 SP:Iteration 12Q (15448.350000 sec): 3 clusters Score: Raw -164641.419937 + Penalty 3499.435170 = -161141.984766 nChanged 12 SP:Iteration 13Q (15448.570000 sec): 3 clusters Score: Raw -164659.733530 + Penalty 3499.435170 = -161160.298360 nChanged 8 SP:Iteration 14Q (15448.750000 sec): 3 clusters Score: Raw -164675.141203 + Penalty 3499.435170 = -161175.706033 nChanged 9 SP:Iteration 15Q (15448.930000 sec): 3 clusters Score: Raw -164688.029691 + Penalty 3499.435170 = -161188.594520 nChanged 8 SP:Iteration 16Q (15449.150000 sec): 3 clusters Score: Raw -164701.305989 + Penalty 3499.435170 = -161201.870819 nChanged 6 SP:Iteration 17Q (15449.350000 sec): 3 clusters Score: Raw -164710.199886 + Penalty 3499.435170 = -161210.764716 nChanged 3 SP:Iteration 18Q (15449.470000 sec): 3 clusters Score: Raw -164712.563601 + Penalty 3499.435170 = -161213.128431 nChanged 1 SP:Iteration 19Q (15449.670000 sec): 3 clusters Score: Raw -164713.844544 + Penalty 3499.435170 = -161214.409374 nChanged 1 SP:Iteration 20F (15449.850000 sec): 3 clusters Score: Raw -164715.187202 + Penalty 3499.435170 = -161215.752031 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 37 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15449.900000 sec): 2 clusters Score: Raw -9711.481460 + Penalty 1089.823390 = -8621.658070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15450.050000 sec): 3 clusters Score: Raw -10355.621936 + Penalty 2179.646781 = -8175.975155 nChanged 2 SP:Iteration 1Q (15450.230000 sec): 3 clusters Score: Raw -10373.323127 + Penalty 2179.646781 = -8193.676346 nChanged 0 SP:Iteration 2F (15450.410000 sec): 3 clusters Score: Raw -10373.323127 + Penalty 2179.646781 = -8193.676346 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 38 (6578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15450.600000 sec): 2 clusters Score: Raw -928296.031483 + Penalty 2180.288535 = -926115.742948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15450.820000 sec): 3 clusters Score: Raw -924954.639512 + Penalty 4360.577069 = -920594.062443 nChanged 2602 SP:Iteration 1F (15451.050000 sec): 3 clusters Score: Raw -926438.674321 + Penalty 4360.577069 = -922078.097252 nChanged 494 SP:Iteration 2F (15451.310000 sec): 3 clusters Score: Raw -926709.588474 + Penalty 4360.577069 = -922349.011405 nChanged 335 SP:Iteration 3F (15451.540000 sec): 3 clusters Score: Raw -926871.530600 + Penalty 4360.577069 = -922510.953531 nChanged 217 SP:Iteration 4Q (15451.770000 sec): 3 clusters Score: Raw -926955.960730 + Penalty 4360.577069 = -922595.383661 nChanged 156 SP:Iteration 5Q (15452.040000 sec): 3 clusters Score: Raw -927015.592927 + Penalty 4360.577069 = -922655.015858 nChanged 137 SP:Iteration 6Q (15452.310000 sec): 3 clusters Score: Raw -927074.629376 + Penalty 4360.577069 = -922714.052306 nChanged 148 SP:Iteration 7Q (15452.530000 sec): 3 clusters Score: Raw -927131.172364 + Penalty 4360.577069 = -922770.595295 nChanged 142 SP:Iteration 8Q (15452.730000 sec): 3 clusters Score: Raw -927185.198890 + Penalty 4360.577069 = -922824.621821 nChanged 139 SP:Iteration 9Q (15453.010000 sec): 3 clusters Score: Raw -927245.110163 + Penalty 4360.577069 = -922884.533094 nChanged 155 SP:Iteration 10Q (15453.310000 sec): 3 clusters Score: Raw -927314.057729 + Penalty 4360.577069 = -922953.480660 nChanged 154 SP:Iteration 11Q (15453.530000 sec): 3 clusters Score: Raw -927383.904256 + Penalty 4360.577069 = -923023.327186 nChanged 172 SP:Iteration 12Q (15453.740000 sec): 3 clusters Score: Raw -927467.203948 + Penalty 4360.577069 = -923106.626879 nChanged 179 SP:Iteration 13Q (15453.970000 sec): 3 clusters Score: Raw -927570.271224 + Penalty 4360.577069 = -923209.694155 nChanged 193 SP:Iteration 14Q (15454.210000 sec): 3 clusters Score: Raw -927684.199162 + Penalty 4360.577069 = -923323.622093 nChanged 196 SP:Iteration 15Q (15454.480000 sec): 3 clusters Score: Raw -927808.727578 + Penalty 4360.577069 = -923448.150509 nChanged 184 SP:Iteration 16Q (15454.720000 sec): 3 clusters Score: Raw -927926.590082 + Penalty 4360.577069 = -923566.013013 nChanged 162 SP:Iteration 17Q (15454.900000 sec): 3 clusters Score: Raw -928053.193718 + Penalty 4360.577069 = -923692.616648 nChanged 170 SP:Iteration 18Q (15455.120000 sec): 3 clusters Score: Raw -928177.338212 + Penalty 4360.577069 = -923816.761143 nChanged 129 SP:Iteration 19Q (15455.350000 sec): 3 clusters Score: Raw -928277.568303 + Penalty 4360.577069 = -923916.991233 nChanged 111 SP:Iteration 20F (15455.600000 sec): 3 clusters Score: Raw -928371.723835 + Penalty 4360.577069 = -924011.146766 nChanged 91 SP:Iteration 21Q (15455.790000 sec): 3 clusters Score: Raw -928447.335941 + Penalty 4360.577069 = -924086.758871 nChanged 83 SP:Iteration 22Q (15455.990000 sec): 3 clusters Score: Raw -928522.226086 + Penalty 4360.577069 = -924161.649017 nChanged 68 SP:Iteration 23Q (15456.230000 sec): 3 clusters Score: Raw -928582.529017 + Penalty 4360.577069 = -924221.951948 nChanged 49 SP:Iteration 24Q (15456.440000 sec): 3 clusters Score: Raw -928625.699998 + Penalty 4360.577069 = -924265.122929 nChanged 39 SP:Iteration 25Q (15456.680000 sec): 3 clusters Score: Raw -928658.022895 + Penalty 4360.577069 = -924297.445826 nChanged 29 SP:Iteration 26Q (15456.930000 sec): 3 clusters Score: Raw -928679.369915 + Penalty 4360.577069 = -924318.792846 nChanged 14 SP:Iteration 27Q (15457.100000 sec): 3 clusters Score: Raw -928688.836832 + Penalty 4360.577069 = -924328.259762 nChanged 12 SP:Iteration 28Q (15457.330000 sec): 3 clusters Score: Raw -928701.153706 + Penalty 4360.577069 = -924340.576637 nChanged 20 SP:Iteration 29Q (15457.530000 sec): 3 clusters Score: Raw -928714.963379 + Penalty 4360.577069 = -924354.386310 nChanged 14 SP:Iteration 30Q (15457.770000 sec): 3 clusters Score: Raw -928725.242508 + Penalty 4360.577069 = -924364.665439 nChanged 11 SP:Iteration 31Q (15457.970000 sec): 3 clusters Score: Raw -928734.129222 + Penalty 4360.577069 = -924373.552153 nChanged 13 SP:Iteration 32Q (15458.150000 sec): 3 clusters Score: Raw -928745.637834 + Penalty 4360.577069 = -924385.060765 nChanged 9 SP:Iteration 33Q (15458.410000 sec): 3 clusters Score: Raw -928752.886933 + Penalty 4360.577069 = -924392.309864 nChanged 8 SP:Iteration 34Q (15458.650000 sec): 3 clusters Score: Raw -928759.400867 + Penalty 4360.577069 = -924398.823797 nChanged 5 SP:Iteration 35Q (15458.870000 sec): 3 clusters Score: Raw -928763.952454 + Penalty 4360.577069 = -924403.375384 nChanged 3 SP:Iteration 36Q (15459.070000 sec): 3 clusters Score: Raw -928765.850913 + Penalty 4360.577069 = -924405.273844 nChanged 4 SP:Iteration 37Q (15459.330000 sec): 3 clusters Score: Raw -928768.223721 + Penalty 4360.577069 = -924407.646652 nChanged 5 SP:Iteration 38Q (15459.550000 sec): 3 clusters Score: Raw -928773.235276 + Penalty 4360.577069 = -924412.658206 nChanged 3 SP:Iteration 39Q (15459.770000 sec): 3 clusters Score: Raw -928775.246058 + Penalty 4360.577069 = -924414.668989 nChanged 1 SP:Iteration 40F (15459.980000 sec): 3 clusters Score: Raw -928776.325232 + Penalty 4360.577069 = -924415.748163 nChanged 2 SP:Iteration 41Q (15460.180000 sec): 3 clusters Score: Raw -928778.016069 + Penalty 4360.577069 = -924417.439000 nChanged 0 SP:Iteration 42F (15460.450000 sec): 3 clusters Score: Raw -928778.016069 + Penalty 4360.577069 = -924417.439000 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 39 (4378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15460.520000 sec): 2 clusters Score: Raw -614357.053292 + Penalty 2079.318125 = -612277.735167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15460.740000 sec): 3 clusters Score: Raw -612278.339135 + Penalty 4158.636250 = -608119.702885 nChanged 1650 SP:Iteration 1F (15460.940000 sec): 3 clusters Score: Raw -613277.327547 + Penalty 4158.636250 = -609118.691297 nChanged 337 SP:Iteration 2F (15461.130000 sec): 3 clusters Score: Raw -613528.320725 + Penalty 4158.636250 = -609369.684475 nChanged 258 SP:Iteration 3F (15461.330000 sec): 3 clusters Score: Raw -613715.582066 + Penalty 4158.636250 = -609556.945816 nChanged 221 SP:Iteration 4F (15461.560000 sec): 3 clusters Score: Raw -613865.864779 + Penalty 4158.636250 = -609707.228529 nChanged 181 SP:Iteration 5Q (15461.780000 sec): 3 clusters Score: Raw -613983.904556 + Penalty 4158.636250 = -609825.268306 nChanged 129 SP:Iteration 6Q (15461.970000 sec): 3 clusters Score: Raw -614074.276732 + Penalty 4158.636250 = -609915.640482 nChanged 124 SP:Iteration 7Q (15462.170000 sec): 3 clusters Score: Raw -614157.438182 + Penalty 4158.636250 = -609998.801932 nChanged 122 SP:Iteration 8Q (15462.390000 sec): 3 clusters Score: Raw -614239.292270 + Penalty 4158.636250 = -610080.656021 nChanged 116 SP:Iteration 9Q (15462.650000 sec): 3 clusters Score: Raw -614314.324439 + Penalty 4158.636250 = -610155.688190 nChanged 110 SP:Iteration 10Q (15462.840000 sec): 3 clusters Score: Raw -614383.518677 + Penalty 4158.636250 = -610224.882427 nChanged 90 SP:Iteration 11Q (15463.090000 sec): 3 clusters Score: Raw -614432.520162 + Penalty 4158.636250 = -610273.883912 nChanged 73 SP:Iteration 12Q (15463.390000 sec): 3 clusters Score: Raw -614469.581834 + Penalty 4158.636250 = -610310.945584 nChanged 65 SP:Iteration 13Q (15463.630000 sec): 3 clusters Score: Raw -614511.409707 + Penalty 4158.636250 = -610352.773457 nChanged 69 SP:Iteration 14Q (15463.860000 sec): 3 clusters Score: Raw -614549.117157 + Penalty 4158.636250 = -610390.480907 nChanged 66 SP:Iteration 15Q (15464.080000 sec): 3 clusters Score: Raw -614587.460746 + Penalty 4158.636250 = -610428.824496 nChanged 55 SP:Iteration 16Q (15464.310000 sec): 3 clusters Score: Raw -614615.842512 + Penalty 4158.636250 = -610457.206263 nChanged 61 SP:Iteration 17Q (15464.530000 sec): 3 clusters Score: Raw -614645.509727 + Penalty 4158.636250 = -610486.873477 nChanged 59 SP:Iteration 18Q (15464.750000 sec): 3 clusters Score: Raw -614680.275441 + Penalty 4158.636250 = -610521.639191 nChanged 59 SP:Iteration 19Q (15465.050000 sec): 3 clusters Score: Raw -614716.480471 + Penalty 4158.636250 = -610557.844221 nChanged 64 SP:Iteration 20F (15465.260000 sec): 3 clusters Score: Raw -614751.067079 + Penalty 4158.636250 = -610592.430830 nChanged 48 SP:Iteration 21Q (15465.500000 sec): 3 clusters Score: Raw -614776.528552 + Penalty 4158.636250 = -610617.892302 nChanged 41 SP:Iteration 22Q (15465.680000 sec): 3 clusters Score: Raw -614796.420220 + Penalty 4158.636250 = -610637.783970 nChanged 38 SP:Iteration 23Q (15465.880000 sec): 3 clusters Score: Raw -614816.532285 + Penalty 4158.636250 = -610657.896035 nChanged 42 SP:Iteration 24Q (15466.080000 sec): 3 clusters Score: Raw -614837.153336 + Penalty 4158.636250 = -610678.517086 nChanged 29 SP:Iteration 25Q (15466.270000 sec): 3 clusters Score: Raw -614849.377050 + Penalty 4158.636250 = -610690.740800 nChanged 31 SP:Iteration 26Q (15466.460000 sec): 3 clusters Score: Raw -614864.798645 + Penalty 4158.636250 = -610706.162395 nChanged 37 SP:Iteration 27Q (15466.630000 sec): 3 clusters Score: Raw -614884.243890 + Penalty 4158.636250 = -610725.607640 nChanged 42 SP:Iteration 28Q (15466.800000 sec): 3 clusters Score: Raw -614905.736666 + Penalty 4158.636250 = -610747.100416 nChanged 43 SP:Iteration 29Q (15467.020000 sec): 3 clusters Score: Raw -614927.081566 + Penalty 4158.636250 = -610768.445316 nChanged 42 SP:Iteration 30Q (15467.220000 sec): 3 clusters Score: Raw -614950.654684 + Penalty 4158.636250 = -610792.018434 nChanged 47 SP:Iteration 31Q (15467.410000 sec): 3 clusters Score: Raw -614979.948420 + Penalty 4158.636250 = -610821.312170 nChanged 50 SP:Iteration 32Q (15467.650000 sec): 3 clusters Score: Raw -615016.333497 + Penalty 4158.636250 = -610857.697247 nChanged 60 SP:Iteration 33Q (15467.860000 sec): 3 clusters Score: Raw -615067.799224 + Penalty 4158.636250 = -610909.162974 nChanged 70 SP:Iteration 34Q (15468.020000 sec): 3 clusters Score: Raw -615143.142170 + Penalty 4158.636250 = -610984.505920 nChanged 94 SP:Iteration 35Q (15468.240000 sec): 3 clusters Score: Raw -615258.573770 + Penalty 4158.636250 = -611099.937520 nChanged 93 SP:Iteration 36Q (15468.410000 sec): 3 clusters Score: Raw -615397.836344 + Penalty 4158.636250 = -611239.200095 nChanged 97 SP:Iteration 37Q (15468.620000 sec): 3 clusters Score: Raw -615543.850912 + Penalty 4158.636250 = -611385.214662 nChanged 80 SP:Iteration 38Q (15468.840000 sec): 3 clusters Score: Raw -615637.017217 + Penalty 4158.636250 = -611478.380967 nChanged 63 SP:Iteration 39Q (15469.020000 sec): 3 clusters Score: Raw -615691.243797 + Penalty 4158.636250 = -611532.607547 nChanged 40 SP:Iteration 40F (15469.250000 sec): 3 clusters Score: Raw -615714.530255 + Penalty 4158.636250 = -611555.894005 nChanged 29 SP:Iteration 41Q (15469.460000 sec): 3 clusters Score: Raw -615731.183586 + Penalty 4158.636250 = -611572.547336 nChanged 18 SP:Iteration 42Q (15469.650000 sec): 3 clusters Score: Raw -615739.971521 + Penalty 4158.636250 = -611581.335271 nChanged 15 SP:Iteration 43Q (15469.870000 sec): 3 clusters Score: Raw -615746.505124 + Penalty 4158.636250 = -611587.868874 nChanged 9 SP:Iteration 44Q (15470.100000 sec): 3 clusters Score: Raw -615752.651575 + Penalty 4158.636250 = -611594.015325 nChanged 10 SP:Iteration 45Q (15470.280000 sec): 3 clusters Score: Raw -615759.611082 + Penalty 4158.636250 = -611600.974832 nChanged 14 SP:Iteration 46Q (15470.540000 sec): 3 clusters Score: Raw -615773.239530 + Penalty 4158.636250 = -611614.603280 nChanged 24 SP:Iteration 47Q (15470.770000 sec): 3 clusters Score: Raw -615789.923707 + Penalty 4158.636250 = -611631.287457 nChanged 18 SP:Iteration 48Q (15470.960000 sec): 3 clusters Score: Raw -615802.187742 + Penalty 4158.636250 = -611643.551492 nChanged 10 SP:Iteration 49Q (15471.180000 sec): 3 clusters Score: Raw -615810.728939 + Penalty 4158.636250 = -611652.092689 nChanged 14 SP:Iteration 50Q (15471.430000 sec): 3 clusters Score: Raw -615820.256718 + Penalty 4158.636250 = -611661.620468 nChanged 13 SP:Iteration 51Q (15471.620000 sec): 3 clusters Score: Raw -615827.153865 + Penalty 4158.636250 = -611668.517615 nChanged 11 SP:Iteration 52Q (15471.860000 sec): 3 clusters Score: Raw -615835.190780 + Penalty 4158.636250 = -611676.554530 nChanged 11 SP:Iteration 53Q (15472.060000 sec): 3 clusters Score: Raw -615842.701374 + Penalty 4158.636250 = -611684.065124 nChanged 15 SP:Iteration 54Q (15472.290000 sec): 3 clusters Score: Raw -615852.880424 + Penalty 4158.636250 = -611694.244174 nChanged 19 SP:Iteration 55Q (15472.470000 sec): 3 clusters Score: Raw -615870.549121 + Penalty 4158.636250 = -611711.912871 nChanged 21 SP:Iteration 56Q (15472.610000 sec): 3 clusters Score: Raw -615889.940056 + Penalty 4158.636250 = -611731.303806 nChanged 16 SP:Iteration 57Q (15472.800000 sec): 3 clusters Score: Raw -615903.463199 + Penalty 4158.636250 = -611744.826949 nChanged 18 SP:Iteration 58Q (15472.970000 sec): 3 clusters Score: Raw -615915.642274 + Penalty 4158.636250 = -611757.006024 nChanged 16 SP:Iteration 59Q (15473.160000 sec): 3 clusters Score: Raw -615927.588263 + Penalty 4158.636250 = -611768.952013 nChanged 13 SP:Iteration 60F (15473.360000 sec): 3 clusters Score: Raw -615939.574181 + Penalty 4158.636250 = -611780.937931 nChanged 10 SP:Iteration 61Q (15473.560000 sec): 3 clusters Score: Raw -615944.503069 + Penalty 4158.636250 = -611785.866819 nChanged 5 SP:Iteration 62Q (15473.780000 sec): 3 clusters Score: Raw -615947.009940 + Penalty 4158.636250 = -611788.373690 nChanged 5 SP:Iteration 63Q (15473.960000 sec): 3 clusters Score: Raw -615950.244093 + Penalty 4158.636250 = -611791.607843 nChanged 3 SP:Iteration 64Q (15474.150000 sec): 3 clusters Score: Raw -615952.134235 + Penalty 4158.636250 = -611793.497986 nChanged 3 SP:Iteration 65Q (15474.350000 sec): 3 clusters Score: Raw -615954.006514 + Penalty 4158.636250 = -611795.370264 nChanged 6 SP:Iteration 66Q (15474.550000 sec): 3 clusters Score: Raw -615957.330808 + Penalty 4158.636250 = -611798.694558 nChanged 5 SP:Iteration 67Q (15474.760000 sec): 3 clusters Score: Raw -615958.848832 + Penalty 4158.636250 = -611800.212582 nChanged 3 SP:Iteration 68Q (15475.020000 sec): 3 clusters Score: Raw -615959.653451 + Penalty 4158.636250 = -611801.017201 nChanged 2 SP:Iteration 69Q (15475.200000 sec): 3 clusters Score: Raw -615960.234237 + Penalty 4158.636250 = -611801.597987 nChanged 1 SP:Iteration 70Q (15475.460000 sec): 3 clusters Score: Raw -615960.684352 + Penalty 4158.636250 = -611802.048102 nChanged 0 SP:Iteration 71F (15475.620000 sec): 3 clusters Score: Raw -615960.684352 + Penalty 4158.636250 = -611802.048102 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 40 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15475.760000 sec): 2 clusters Score: Raw -40321.026060 + Penalty 1406.130469 = -38914.895591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15475.940000 sec): 3 clusters Score: Raw -40446.622770 + Penalty 2812.260938 = -37634.361832 nChanged 23 SP:Iteration 1F (15476.160000 sec): 3 clusters Score: Raw -40513.452022 + Penalty 2812.260938 = -37701.191084 nChanged 8 SP:Iteration 2Q (15476.360000 sec): 3 clusters Score: Raw -40546.226810 + Penalty 2812.260938 = -37733.965872 nChanged 2 SP:Iteration 3Q (15476.530000 sec): 3 clusters Score: Raw -40550.455723 + Penalty 2812.260938 = -37738.194785 nChanged 0 SP:Iteration 4F (15476.690000 sec): 3 clusters Score: Raw -40550.455723 + Penalty 2812.260938 = -37738.194785 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 41 (3489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15476.840000 sec): 2 clusters Score: Raw -494582.552437 + Penalty 2023.027869 = -492559.524568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15477.020000 sec): 3 clusters Score: Raw -492986.236389 + Penalty 4046.055739 = -488940.180650 nChanged 1224 SP:Iteration 1F (15477.210000 sec): 3 clusters Score: Raw -493751.592070 + Penalty 4046.055739 = -489705.536331 nChanged 296 SP:Iteration 2F (15477.390000 sec): 3 clusters Score: Raw -493965.633563 + Penalty 4046.055739 = -489919.577824 nChanged 195 SP:Iteration 3F (15477.570000 sec): 3 clusters Score: Raw -494092.619089 + Penalty 4046.055739 = -490046.563350 nChanged 130 SP:Iteration 4Q (15477.780000 sec): 3 clusters Score: Raw -494181.012131 + Penalty 4046.055739 = -490134.956393 nChanged 87 SP:Iteration 5Q (15477.960000 sec): 3 clusters Score: Raw -494246.487093 + Penalty 4046.055739 = -490200.431355 nChanged 97 SP:Iteration 6Q (15478.130000 sec): 3 clusters Score: Raw -494329.574750 + Penalty 4046.055739 = -490283.519011 nChanged 107 SP:Iteration 7Q (15478.320000 sec): 3 clusters Score: Raw -494410.590872 + Penalty 4046.055739 = -490364.535133 nChanged 108 SP:Iteration 8Q (15478.500000 sec): 3 clusters Score: Raw -494482.529330 + Penalty 4046.055739 = -490436.473592 nChanged 100 SP:Iteration 9Q (15478.700000 sec): 3 clusters Score: Raw -494552.820842 + Penalty 4046.055739 = -490506.765103 nChanged 102 SP:Iteration 10Q (15478.920000 sec): 3 clusters Score: Raw -494619.672821 + Penalty 4046.055739 = -490573.617082 nChanged 85 SP:Iteration 11Q (15479.090000 sec): 3 clusters Score: Raw -494684.204744 + Penalty 4046.055739 = -490638.149005 nChanged 87 SP:Iteration 12Q (15479.280000 sec): 3 clusters Score: Raw -494749.549586 + Penalty 4046.055739 = -490703.493847 nChanged 94 SP:Iteration 13Q (15479.500000 sec): 3 clusters Score: Raw -494818.460769 + Penalty 4046.055739 = -490772.405030 nChanged 93 SP:Iteration 14Q (15479.760000 sec): 3 clusters Score: Raw -494887.292064 + Penalty 4046.055739 = -490841.236326 nChanged 99 SP:Iteration 15Q (15479.950000 sec): 3 clusters Score: Raw -494958.936294 + Penalty 4046.055739 = -490912.880555 nChanged 85 SP:Iteration 16Q (15480.140000 sec): 3 clusters Score: Raw -495021.938053 + Penalty 4046.055739 = -490975.882314 nChanged 70 SP:Iteration 17Q (15480.320000 sec): 3 clusters Score: Raw -495080.898736 + Penalty 4046.055739 = -491034.842997 nChanged 76 SP:Iteration 18Q (15480.490000 sec): 3 clusters Score: Raw -495146.155483 + Penalty 4046.055739 = -491100.099744 nChanged 68 SP:Iteration 19Q (15480.740000 sec): 3 clusters Score: Raw -495197.817284 + Penalty 4046.055739 = -491151.761545 nChanged 55 SP:Iteration 20F (15480.950000 sec): 3 clusters Score: Raw -495228.166135 + Penalty 4046.055739 = -491182.110396 nChanged 36 SP:Iteration 21Q (15481.140000 sec): 3 clusters Score: Raw -495247.608325 + Penalty 4046.055739 = -491201.552586 nChanged 27 SP:Iteration 22Q (15481.380000 sec): 3 clusters Score: Raw -495262.265782 + Penalty 4046.055739 = -491216.210043 nChanged 21 SP:Iteration 23Q (15481.570000 sec): 3 clusters Score: Raw -495275.288829 + Penalty 4046.055739 = -491229.233090 nChanged 18 SP:Iteration 24Q (15481.760000 sec): 3 clusters Score: Raw -495285.434379 + Penalty 4046.055739 = -491239.378640 nChanged 15 SP:Iteration 25Q (15481.930000 sec): 3 clusters Score: Raw -495295.031073 + Penalty 4046.055739 = -491248.975335 nChanged 22 SP:Iteration 26Q (15482.130000 sec): 3 clusters Score: Raw -495305.363460 + Penalty 4046.055739 = -491259.307721 nChanged 10 SP:Iteration 27Q (15482.340000 sec): 3 clusters Score: Raw -495309.637565 + Penalty 4046.055739 = -491263.581826 nChanged 6 SP:Iteration 28Q (15482.580000 sec): 3 clusters Score: Raw -495312.238596 + Penalty 4046.055739 = -491266.182857 nChanged 4 SP:Iteration 29Q (15482.820000 sec): 3 clusters Score: Raw -495315.216562 + Penalty 4046.055739 = -491269.160823 nChanged 6 SP:Iteration 30Q (15482.980000 sec): 3 clusters Score: Raw -495317.434092 + Penalty 4046.055739 = -491271.378353 nChanged 1 SP:Iteration 31Q (15483.170000 sec): 3 clusters Score: Raw -495318.228673 + Penalty 4046.055739 = -491272.172934 nChanged 2 SP:Iteration 32Q (15483.380000 sec): 3 clusters Score: Raw -495320.627714 + Penalty 4046.055739 = -491274.571975 nChanged 3 SP:Iteration 33Q (15483.590000 sec): 3 clusters Score: Raw -495321.930132 + Penalty 4046.055739 = -491275.874393 nChanged 2 SP:Iteration 34Q (15483.790000 sec): 3 clusters Score: Raw -495322.800461 + Penalty 4046.055739 = -491276.744722 nChanged 3 SP:Iteration 35Q (15483.940000 sec): 3 clusters Score: Raw -495323.799023 + Penalty 4046.055739 = -491277.743284 nChanged 2 SP:Iteration 36Q (15484.130000 sec): 3 clusters Score: Raw -495324.277754 + Penalty 4046.055739 = -491278.222015 nChanged 1 SP:Iteration 37Q (15484.320000 sec): 3 clusters Score: Raw -495324.433102 + Penalty 4046.055739 = -491278.377363 nChanged 0 SP:Iteration 38F (15484.460000 sec): 3 clusters Score: Raw -495324.433102 + Penalty 4046.055739 = -491278.377363 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 42 (1176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15484.540000 sec): 2 clusters Score: Raw -171158.992318 + Penalty 1753.328784 = -169405.663534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15484.690000 sec): 3 clusters Score: Raw -170878.041604 + Penalty 3506.657568 = -167371.384036 nChanged 300 SP:Iteration 1F (15484.890000 sec): 3 clusters Score: Raw -171280.729023 + Penalty 3506.657568 = -167774.071456 nChanged 92 SP:Iteration 2F (15485.040000 sec): 3 clusters Score: Raw -171433.352599 + Penalty 3506.657568 = -167926.695031 nChanged 50 SP:Iteration 3Q (15485.180000 sec): 3 clusters Score: Raw -171509.023595 + Penalty 3506.657568 = -168002.366027 nChanged 35 SP:Iteration 4Q (15485.330000 sec): 3 clusters Score: Raw -171570.965745 + Penalty 3506.657568 = -168064.308177 nChanged 35 SP:Iteration 5Q (15485.510000 sec): 3 clusters Score: Raw -171632.524826 + Penalty 3506.657568 = -168125.867258 nChanged 26 SP:Iteration 6Q (15485.660000 sec): 3 clusters Score: Raw -171675.833604 + Penalty 3506.657568 = -168169.176036 nChanged 26 SP:Iteration 7Q (15485.810000 sec): 3 clusters Score: Raw -171713.702736 + Penalty 3506.657568 = -168207.045168 nChanged 14 SP:Iteration 8Q (15486.000000 sec): 3 clusters Score: Raw -171732.950321 + Penalty 3506.657568 = -168226.292753 nChanged 12 SP:Iteration 9Q (15486.140000 sec): 3 clusters Score: Raw -171756.286298 + Penalty 3506.657568 = -168249.628731 nChanged 24 SP:Iteration 10Q (15486.350000 sec): 3 clusters Score: Raw -171798.416265 + Penalty 3506.657568 = -168291.758697 nChanged 13 SP:Iteration 11Q (15486.540000 sec): 3 clusters Score: Raw -171818.675502 + Penalty 3506.657568 = -168312.017934 nChanged 9 SP:Iteration 12Q (15486.700000 sec): 3 clusters Score: Raw -171833.451099 + Penalty 3506.657568 = -168326.793531 nChanged 7 SP:Iteration 13Q (15486.860000 sec): 3 clusters Score: Raw -171839.330787 + Penalty 3506.657568 = -168332.673219 nChanged 2 SP:Iteration 14Q (15487.020000 sec): 3 clusters Score: Raw -171840.490826 + Penalty 3506.657568 = -168333.833258 nChanged 1 SP:Iteration 15Q (15487.180000 sec): 3 clusters Score: Raw -171841.577096 + Penalty 3506.657568 = -168334.919528 nChanged 0 SP:Iteration 16F (15487.340000 sec): 3 clusters Score: Raw -171841.577096 + Penalty 3506.657568 = -168334.919528 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 43 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15487.460000 sec): 2 clusters Score: Raw -22029.888366 + Penalty 1321.313290 = -20708.575076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15487.640000 sec): 3 clusters Score: Raw -22440.929814 + Penalty 2642.626580 = -19798.303234 nChanged 33 SP:Iteration 1F (15487.900000 sec): 3 clusters Score: Raw -22545.982566 + Penalty 2642.626580 = -19903.355986 nChanged 8 SP:Iteration 2Q (15488.090000 sec): 3 clusters Score: Raw -22599.334227 + Penalty 2642.626580 = -19956.707647 nChanged 5 SP:Iteration 3Q (15488.250000 sec): 3 clusters Score: Raw -22617.316451 + Penalty 2642.626580 = -19974.689871 nChanged 5 SP:Iteration 4Q (15488.450000 sec): 3 clusters Score: Raw -22642.957255 + Penalty 2642.626580 = -20000.330675 nChanged 6 SP:Iteration 5Q (15488.640000 sec): 3 clusters Score: Raw -22672.364034 + Penalty 2642.626580 = -20029.737454 nChanged 3 SP:Iteration 6Q (15488.830000 sec): 3 clusters Score: Raw -22687.682962 + Penalty 2642.626580 = -20045.056383 nChanged 2 SP:Iteration 7Q (15489.050000 sec): 3 clusters Score: Raw -22693.966818 + Penalty 2642.626580 = -20051.340238 nChanged 1 SP:Iteration 8Q (15489.250000 sec): 3 clusters Score: Raw -22696.294254 + Penalty 2642.626580 = -20053.667674 nChanged 1 SP:Iteration 9Q (15489.460000 sec): 3 clusters Score: Raw -22701.637671 + Penalty 2642.626580 = -20059.011091 nChanged 0 SP:Iteration 10F (15489.630000 sec): 3 clusters Score: Raw -22701.637671 + Penalty 2642.626580 = -20059.011091 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 44 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15489.720000 sec): 2 clusters Score: Raw -51094.903366 + Penalty 1485.883208 = -49609.020159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15489.990000 sec): 3 clusters Score: Raw -51271.281081 + Penalty 2971.766415 = -48299.514666 nChanged 62 SP:Iteration 1F (15490.160000 sec): 3 clusters Score: Raw -51495.043375 + Penalty 2971.766415 = -48523.276960 nChanged 27 SP:Iteration 2F (15490.320000 sec): 3 clusters Score: Raw -51627.008067 + Penalty 2971.766415 = -48655.241651 nChanged 11 SP:Iteration 3Q (15490.490000 sec): 3 clusters Score: Raw -51661.216694 + Penalty 2971.766415 = -48689.450278 nChanged 8 SP:Iteration 4Q (15490.670000 sec): 3 clusters Score: Raw -51682.145511 + Penalty 2971.766415 = -48710.379096 nChanged 4 SP:Iteration 5Q (15490.880000 sec): 3 clusters Score: Raw -51692.275880 + Penalty 2971.766415 = -48720.509464 nChanged 2 SP:Iteration 6Q (15491.060000 sec): 3 clusters Score: Raw -51700.828248 + Penalty 2971.766415 = -48729.061833 nChanged 2 SP:Iteration 7Q (15491.260000 sec): 3 clusters Score: Raw -51704.874637 + Penalty 2971.766415 = -48733.108221 nChanged 3 SP:Iteration 8Q (15491.420000 sec): 3 clusters Score: Raw -51713.103064 + Penalty 2971.766415 = -48741.336648 nChanged 3 SP:Iteration 9Q (15491.600000 sec): 3 clusters Score: Raw -51718.839979 + Penalty 2971.766415 = -48747.073563 nChanged 1 SP:Iteration 10Q (15491.800000 sec): 3 clusters Score: Raw -51720.667409 + Penalty 2971.766415 = -48748.900994 nChanged 1 SP:Iteration 11Q (15492.000000 sec): 3 clusters Score: Raw -51721.773285 + Penalty 2971.766415 = -48750.006870 nChanged 1 SP:Iteration 12Q (15492.190000 sec): 3 clusters Score: Raw -51726.881447 + Penalty 2971.766415 = -48755.115032 nChanged 3 SP:Iteration 13Q (15492.380000 sec): 3 clusters Score: Raw -51744.941093 + Penalty 2971.766415 = -48773.174677 nChanged 1 SP:Iteration 14Q (15492.580000 sec): 3 clusters Score: Raw -51749.354239 + Penalty 2971.766415 = -48777.587824 nChanged 0 SP:Iteration 15F (15492.750000 sec): 3 clusters Score: Raw -51749.354239 + Penalty 2971.766415 = -48777.587824 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 45 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15492.840000 sec): 2 clusters Score: Raw -54922.336506 + Penalty 1477.047668 = -53445.288838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15493.040000 sec): 3 clusters Score: Raw -54987.202761 + Penalty 2954.095335 = -52033.107426 nChanged 55 SP:Iteration 1F (15493.240000 sec): 3 clusters Score: Raw -55118.031825 + Penalty 2954.095335 = -52163.936489 nChanged 5 SP:Iteration 2Q (15493.430000 sec): 3 clusters Score: Raw -55140.059707 + Penalty 2954.095335 = -52185.964372 nChanged 3 SP:Iteration 3Q (15493.620000 sec): 3 clusters Score: Raw -55149.835156 + Penalty 2954.095335 = -52195.739820 nChanged 1 SP:Iteration 4Q (15493.800000 sec): 3 clusters Score: Raw -55152.039184 + Penalty 2954.095335 = -52197.943849 nChanged 0 SP:Iteration 5F (15493.950000 sec): 3 clusters Score: Raw -55152.039184 + Penalty 2954.095335 = -52197.943849 nChanged 0 Memory request: 0.00 GB would take us to total of 3.81 GB. Trying to split cluster 46 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15494.040000 sec): 2 clusters Score: Raw -65213.064952 + Penalty 1525.877708 = -63687.187243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15494.190000 sec): 3 clusters Score: Raw -65232.589027 + Penalty 3051.755417 = -62180.833610 nChanged 76 SP:Iteration 1F (15494.350000 sec): 3 clusters Score: Raw -65418.839012 + Penalty 3051.755417 = -62367.083595 nChanged 20 SP:Iteration 2Q (15494.570000 sec): 3 clusters Score: Raw -65480.382439 + Penalty 3051.755417 = -62428.627022 nChanged 11 SP:Iteration 3Q (15494.750000 sec): 3 clusters Score: Raw -65500.749212 + Penalty 3051.755417 = -62448.993796 nChanged 1 SP:Iteration 4Q (15494.860000 sec): 3 clusters Score: Raw -65504.374768 + Penalty 3051.755417 = -62452.619351 nChanged 2 SP:Iteration 5Q (15495.050000 sec): 3 clusters Score: Raw -65509.966756 + Penalty 3051.755417 = -62458.211340 nChanged 0 SP:Iteration 6F (15495.230000 sec): 3 clusters Score: Raw -65509.966756 + Penalty 3051.755417 = -62458.211340 nChanged 0 ------ Evaluating fit on full set of 1526915 points ------ Score: Raw -216571614.744579 + Penalty 162435.773144 = -216409178.971435 Time taken for this iteration:7591.140000 seconds. 21->47 Clusters: Score -216409178.971435, best is -216384382.988765 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 17039 (time per iteration =307.614618 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 504917861400.000000 (time per metric unit =10.380788ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 15147535842000.000000 (time per metric unit=346.026280ps) That took 5241.445471 seconds.