warning: commands will be executed using /bin/sh job 5775 at Fri Jul 31 09:54:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150323/YutaMouse32-150323 ElecNo 3 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 6.90 and 10.34 GB of RAM. Memory request: 3.45 GB would take us to total of 3.45 GB. ---------------------------------------------------------- Loaded 1850465 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.15 GB would take us to total of 4.60 GB. ------ Running on subset of 616821 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 17 (799 points): Lose 102.333985 but Gain 3306.418869 Iteration 0F (56.220000 sec): 19 clusters Score: Raw -77219516.325032 + Penalty 59515.539634 = -77160000.785398 nChanged 583859 Deleting Class 7 (996 points): Lose 1842.279677 but Gain 3306.418869 Iteration 1F (78.350000 sec): 18 clusters Score: Raw -85235277.730809 + Penalty 56209.120765 = -85179068.610044 nChanged 165899 Iteration 2F (100.850000 sec): 18 clusters Score: Raw -86035663.837195 + Penalty 56209.120765 = -85979454.716430 nChanged 97622 Iteration 3F (123.200000 sec): 18 clusters Score: Raw -86393296.730162 + Penalty 56209.120765 = -86337087.609396 nChanged 96775 Iteration 4F (144.690000 sec): 18 clusters Score: Raw -86629090.989406 + Penalty 56209.120765 = -86572881.868640 nChanged 72631 Iteration 5F (167.280000 sec): 18 clusters Score: Raw -86764911.530815 + Penalty 56209.120765 = -86708702.410050 nChanged 49904 Iteration 6F (190.570000 sec): 18 clusters Score: Raw -86859989.105738 + Penalty 56209.120765 = -86803779.984972 nChanged 32678 Iteration 7F (214.660000 sec): 18 clusters Score: Raw -86929927.320533 + Penalty 56209.120765 = -86873718.199768 nChanged 20510 Iteration 8Q (227.730000 sec): 18 clusters Score: Raw -86963642.910931 + Penalty 56209.120765 = -86907433.790166 nChanged 12827 Iteration 9Q (243.370000 sec): 18 clusters Score: Raw -86975193.530764 + Penalty 56209.120765 = -86918984.409999 nChanged 7989 Iteration 10Q (255.530000 sec): 18 clusters Score: Raw -86979369.426054 + Penalty 56209.120765 = -86923160.305289 nChanged 5301 Iteration 11Q (268.940000 sec): 18 clusters Score: Raw -86981628.585121 + Penalty 56209.120765 = -86925419.464356 nChanged 3850 Iteration 12Q (282.450000 sec): 18 clusters Score: Raw -86983070.648232 + Penalty 56209.120765 = -86926861.527467 nChanged 3052 Iteration 13Q (295.690000 sec): 18 clusters Score: Raw -86984001.116329 + Penalty 56209.120765 = -86927791.995564 nChanged 2580 Iteration 14Q (310.850000 sec): 18 clusters Score: Raw -86984925.910667 + Penalty 56209.120765 = -86928716.789902 nChanged 2327 Iteration 15Q (323.390000 sec): 18 clusters Score: Raw -86985871.885550 + Penalty 56209.120765 = -86929662.764785 nChanged 2128 Iteration 16Q (337.430000 sec): 18 clusters Score: Raw -86986881.806705 + Penalty 56209.120765 = -86930672.685940 nChanged 2107 Iteration 17Q (351.030000 sec): 18 clusters Score: Raw -86987922.320732 + Penalty 56209.120765 = -86931713.199967 nChanged 2008 Iteration 18Q (365.740000 sec): 18 clusters Score: Raw -86989119.529280 + Penalty 56209.120765 = -86932910.408515 nChanged 1978 Iteration 19Q (381.260000 sec): 18 clusters Score: Raw -86990865.690064 + Penalty 56209.120765 = -86934656.569299 nChanged 1914 Writing temp clu file Because OldScore, -86932910.408515, is greater than current (better) Score,-86934656.569299 Compute initial score before splitting: Score: Raw -86990865.690064 + Penalty 56209.120765 = -86934656.569299 Memory request: 0.01 GB would take us to total of 4.61 GB. Trying to split cluster 1 (5457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.490000 sec): 2 clusters Score: Raw -758166.957023 + Penalty 2133.954308 = -756033.002715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.670000 sec): 3 clusters Score: Raw -755574.712349 + Penalty 4267.908616 = -751306.803734 nChanged 2122 SP:Iteration 1F (381.880000 sec): 3 clusters Score: Raw -757233.480905 + Penalty 4267.908616 = -752965.572290 nChanged 631 SP:Iteration 2F (382.100000 sec): 3 clusters Score: Raw -758102.492052 + Penalty 4267.908616 = -753834.583437 nChanged 581 SP:Iteration 3F (382.330000 sec): 3 clusters Score: Raw -758855.844771 + Penalty 4267.908616 = -754587.936155 nChanged 441 SP:Iteration 4F (382.580000 sec): 3 clusters Score: Raw -759313.343206 + Penalty 4267.908616 = -755045.434591 nChanged 306 SP:Iteration 5F (382.810000 sec): 3 clusters Score: Raw -759546.205741 + Penalty 4267.908616 = -755278.297126 nChanged 201 SP:Iteration 6Q (383.010000 sec): 3 clusters Score: Raw -759696.881881 + Penalty 4267.908616 = -755428.973266 nChanged 128 SP:Iteration 7Q (383.220000 sec): 3 clusters Score: Raw -759777.422417 + Penalty 4267.908616 = -755509.513801 nChanged 100 SP:Iteration 8Q (383.460000 sec): 3 clusters Score: Raw -759827.353875 + Penalty 4267.908616 = -755559.445259 nChanged 66 SP:Iteration 9Q (383.610000 sec): 3 clusters Score: Raw -759861.090656 + Penalty 4267.908616 = -755593.182041 nChanged 50 SP:Iteration 10Q (383.830000 sec): 3 clusters Score: Raw -759882.401053 + Penalty 4267.908616 = -755614.492438 nChanged 29 SP:Iteration 11Q (384.070000 sec): 3 clusters Score: Raw -759895.684201 + Penalty 4267.908616 = -755627.775585 nChanged 24 SP:Iteration 12Q (384.270000 sec): 3 clusters Score: Raw -759904.027663 + Penalty 4267.908616 = -755636.119047 nChanged 20 SP:Iteration 13Q (384.470000 sec): 3 clusters Score: Raw -759912.896546 + Penalty 4267.908616 = -755644.987930 nChanged 21 SP:Iteration 14Q (384.670000 sec): 3 clusters Score: Raw -759921.202314 + Penalty 4267.908616 = -755653.293699 nChanged 17 SP:Iteration 15Q (384.850000 sec): 3 clusters Score: Raw -759926.844283 + Penalty 4267.908616 = -755658.935667 nChanged 16 SP:Iteration 16Q (385.110000 sec): 3 clusters Score: Raw -759931.143479 + Penalty 4267.908616 = -755663.234864 nChanged 15 SP:Iteration 17Q (385.310000 sec): 3 clusters Score: Raw -759936.466412 + Penalty 4267.908616 = -755668.557796 nChanged 10 SP:Iteration 18Q (385.580000 sec): 3 clusters Score: Raw -759939.480182 + Penalty 4267.908616 = -755671.571567 nChanged 10 SP:Iteration 19Q (385.730000 sec): 3 clusters Score: Raw -759943.857780 + Penalty 4267.908616 = -755675.949164 nChanged 10 SP:Iteration 20F (385.940000 sec): 3 clusters Score: Raw -759946.427995 + Penalty 4267.908616 = -755678.519379 nChanged 5 SP:Iteration 21Q (386.130000 sec): 3 clusters Score: Raw -759947.754238 + Penalty 4267.908616 = -755679.845623 nChanged 3 SP:Iteration 22Q (386.350000 sec): 3 clusters Score: Raw -759948.455390 + Penalty 4267.908616 = -755680.546774 nChanged 0 SP:Iteration 23F (386.540000 sec): 3 clusters Score: Raw -759948.455390 + Penalty 4267.908616 = -755680.546774 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 2 (17499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.790000 sec): 2 clusters Score: Raw -2390501.112535 + Penalty 2422.934956 = -2388078.177579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.050000 sec): 3 clusters Score: Raw -2380469.023684 + Penalty 4845.869912 = -2375623.153772 nChanged 7636 SP:Iteration 1F (387.340000 sec): 3 clusters Score: Raw -2385717.062364 + Penalty 4845.869912 = -2380871.192452 nChanged 1827 SP:Iteration 2F (387.600000 sec): 3 clusters Score: Raw -2388754.303454 + Penalty 4845.869912 = -2383908.433543 nChanged 2179 SP:Iteration 3F (387.880000 sec): 3 clusters Score: Raw -2392813.922121 + Penalty 4845.869912 = -2387968.052209 nChanged 1921 SP:Iteration 4F (388.200000 sec): 3 clusters Score: Raw -2395574.784802 + Penalty 4845.869912 = -2390728.914890 nChanged 1248 SP:Iteration 5F (388.460000 sec): 3 clusters Score: Raw -2397080.860618 + Penalty 4845.869912 = -2392234.990707 nChanged 735 SP:Iteration 6Q (388.720000 sec): 3 clusters Score: Raw -2397876.257338 + Penalty 4845.869912 = -2393030.387426 nChanged 521 SP:Iteration 7Q (388.990000 sec): 3 clusters Score: Raw -2398409.282180 + Penalty 4845.869912 = -2393563.412268 nChanged 417 SP:Iteration 8Q (389.320000 sec): 3 clusters Score: Raw -2398807.926411 + Penalty 4845.869912 = -2393962.056500 nChanged 376 SP:Iteration 9Q (389.640000 sec): 3 clusters Score: Raw -2399149.847522 + Penalty 4845.869912 = -2394303.977610 nChanged 373 SP:Iteration 10Q (389.900000 sec): 3 clusters Score: Raw -2399534.730133 + Penalty 4845.869912 = -2394688.860221 nChanged 370 SP:Iteration 11Q (390.200000 sec): 3 clusters Score: Raw -2399972.414311 + Penalty 4845.869912 = -2395126.544400 nChanged 419 SP:Iteration 12Q (390.480000 sec): 3 clusters Score: Raw -2400571.391222 + Penalty 4845.869912 = -2395725.521311 nChanged 446 SP:Iteration 13Q (390.820000 sec): 3 clusters Score: Raw -2401691.152951 + Penalty 4845.869912 = -2396845.283039 nChanged 410 SP:Iteration 14Q (391.100000 sec): 3 clusters Score: Raw -2402832.629650 + Penalty 4845.869912 = -2397986.759738 nChanged 227 SP:Iteration 15Q (391.350000 sec): 3 clusters Score: Raw -2403086.126732 + Penalty 4845.869912 = -2398240.256820 nChanged 94 SP:Iteration 16Q (391.660000 sec): 3 clusters Score: Raw -2403114.022789 + Penalty 4845.869912 = -2398268.152878 nChanged 38 SP:Iteration 17Q (391.990000 sec): 3 clusters Score: Raw -2403120.461208 + Penalty 4845.869912 = -2398274.591296 nChanged 13 SP:Iteration 18Q (392.240000 sec): 3 clusters Score: Raw -2403122.164118 + Penalty 4845.869912 = -2398276.294206 nChanged 5 SP:Iteration 19Q (392.480000 sec): 3 clusters Score: Raw -2403122.605126 + Penalty 4845.869912 = -2398276.735214 nChanged 2 SP:Iteration 20F (392.760000 sec): 3 clusters Score: Raw -2403122.771676 + Penalty 4845.869912 = -2398276.901764 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 3 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (392.850000 sec): 2 clusters Score: Raw -150266.145000 + Penalty 1732.209647 = -148533.935353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.060000 sec): 3 clusters Score: Raw -150045.295114 + Penalty 3464.419295 = -146580.875819 nChanged 276 SP:Iteration 1F (393.260000 sec): 3 clusters Score: Raw -150446.408626 + Penalty 3464.419295 = -146981.989331 nChanged 81 SP:Iteration 2F (393.420000 sec): 3 clusters Score: Raw -150612.126195 + Penalty 3464.419295 = -147147.706900 nChanged 42 SP:Iteration 3Q (393.590000 sec): 3 clusters Score: Raw -150679.194022 + Penalty 3464.419295 = -147214.774727 nChanged 32 SP:Iteration 4Q (393.770000 sec): 3 clusters Score: Raw -150743.890724 + Penalty 3464.419295 = -147279.471429 nChanged 29 SP:Iteration 5Q (393.970000 sec): 3 clusters Score: Raw -150792.242775 + Penalty 3464.419295 = -147327.823480 nChanged 24 SP:Iteration 6Q (394.200000 sec): 3 clusters Score: Raw -150831.869603 + Penalty 3464.419295 = -147367.450308 nChanged 22 SP:Iteration 7Q (394.360000 sec): 3 clusters Score: Raw -150853.676227 + Penalty 3464.419295 = -147389.256933 nChanged 9 SP:Iteration 8Q (394.530000 sec): 3 clusters Score: Raw -150868.566281 + Penalty 3464.419295 = -147404.146987 nChanged 3 SP:Iteration 9Q (394.710000 sec): 3 clusters Score: Raw -150872.582606 + Penalty 3464.419295 = -147408.163311 nChanged 3 SP:Iteration 10Q (394.940000 sec): 3 clusters Score: Raw -150878.770546 + Penalty 3464.419295 = -147414.351251 nChanged 6 SP:Iteration 11Q (395.120000 sec): 3 clusters Score: Raw -150899.262344 + Penalty 3464.419295 = -147434.843049 nChanged 11 SP:Iteration 12Q (395.300000 sec): 3 clusters Score: Raw -150926.768652 + Penalty 3464.419295 = -147462.349357 nChanged 13 SP:Iteration 13Q (395.480000 sec): 3 clusters Score: Raw -150961.145158 + Penalty 3464.419295 = -147496.725863 nChanged 18 SP:Iteration 14Q (395.700000 sec): 3 clusters Score: Raw -151105.141860 + Penalty 3464.419295 = -147640.722566 nChanged 30 SP:Iteration 15Q (395.910000 sec): 3 clusters Score: Raw -151214.462993 + Penalty 3464.419295 = -147750.043698 nChanged 27 SP:Iteration 16Q (396.110000 sec): 3 clusters Score: Raw -151268.690776 + Penalty 3464.419295 = -147804.271482 nChanged 17 SP:Iteration 17Q (396.330000 sec): 3 clusters Score: Raw -151288.450257 + Penalty 3464.419295 = -147824.030962 nChanged 12 SP:Iteration 18Q (396.540000 sec): 3 clusters Score: Raw -151305.126026 + Penalty 3464.419295 = -147840.706731 nChanged 13 SP:Iteration 19Q (396.730000 sec): 3 clusters Score: Raw -151327.959606 + Penalty 3464.419295 = -147863.540311 nChanged 15 SP:Iteration 20F (396.910000 sec): 3 clusters Score: Raw -151351.871517 + Penalty 3464.419295 = -147887.452222 nChanged 14 SP:Iteration 21Q (397.110000 sec): 3 clusters Score: Raw -151367.505103 + Penalty 3464.419295 = -147903.085809 nChanged 10 SP:Iteration 22Q (397.300000 sec): 3 clusters Score: Raw -151383.364524 + Penalty 3464.419295 = -147918.945230 nChanged 12 SP:Iteration 23Q (397.510000 sec): 3 clusters Score: Raw -151400.885872 + Penalty 3464.419295 = -147936.466578 nChanged 9 SP:Iteration 24Q (397.720000 sec): 3 clusters Score: Raw -151413.762083 + Penalty 3464.419295 = -147949.342789 nChanged 11 SP:Iteration 25Q (397.880000 sec): 3 clusters Score: Raw -151438.576196 + Penalty 3464.419295 = -147974.156902 nChanged 14 SP:Iteration 26Q (398.040000 sec): 3 clusters Score: Raw -151462.491120 + Penalty 3464.419295 = -147998.071825 nChanged 14 SP:Iteration 27Q (398.260000 sec): 3 clusters Score: Raw -151495.252498 + Penalty 3464.419295 = -148030.833203 nChanged 17 SP:Iteration 28Q (398.440000 sec): 3 clusters Score: Raw -151525.333870 + Penalty 3464.419295 = -148060.914576 nChanged 14 SP:Iteration 29Q (398.600000 sec): 3 clusters Score: Raw -151556.986061 + Penalty 3464.419295 = -148092.566766 nChanged 12 SP:Iteration 30Q (398.780000 sec): 3 clusters Score: Raw -151576.065764 + Penalty 3464.419295 = -148111.646469 nChanged 11 SP:Iteration 31Q (398.920000 sec): 3 clusters Score: Raw -151591.573352 + Penalty 3464.419295 = -148127.154057 nChanged 6 SP:Iteration 32Q (399.060000 sec): 3 clusters Score: Raw -151601.364689 + Penalty 3464.419295 = -148136.945394 nChanged 2 SP:Iteration 33Q (399.210000 sec): 3 clusters Score: Raw -151605.173675 + Penalty 3464.419295 = -148140.754380 nChanged 2 SP:Iteration 34Q (399.350000 sec): 3 clusters Score: Raw -151608.610226 + Penalty 3464.419295 = -148144.190931 nChanged 3 SP:Iteration 35Q (399.500000 sec): 3 clusters Score: Raw -151611.688873 + Penalty 3464.419295 = -148147.269578 nChanged 1 SP:Iteration 36Q (399.640000 sec): 3 clusters Score: Raw -151612.884960 + Penalty 3464.419295 = -148148.465666 nChanged 1 SP:Iteration 37Q (399.780000 sec): 3 clusters Score: Raw -151613.879752 + Penalty 3464.419295 = -148149.460457 nChanged 0 SP:Iteration 38F (399.930000 sec): 3 clusters Score: Raw -151613.879752 + Penalty 3464.419295 = -148149.460457 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 4 (194324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (401.310000 sec): 2 clusters Score: Raw -28048921.794935 + Penalty 3019.965973 = -28045901.828962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (402.710000 sec): 3 clusters Score: Raw -27921900.955010 + Penalty 6039.931945 = -27915861.023064 nChanged 93663 SP:Iteration 1F (403.990000 sec): 3 clusters Score: Raw -27977139.793817 + Penalty 6039.931945 = -27971099.861872 nChanged 6740 SP:Iteration 2Q (405.340000 sec): 3 clusters Score: Raw -27979626.352121 + Penalty 6039.931945 = -27973586.420176 nChanged 8027 SP:Iteration 3Q (406.550000 sec): 3 clusters Score: Raw -27983627.302857 + Penalty 6039.931945 = -27977587.370912 nChanged 9935 SP:Iteration 4F (407.700000 sec): 3 clusters Score: Raw -27989714.572613 + Penalty 6039.931945 = -27983674.640668 nChanged 11752 SP:Iteration 5F (408.870000 sec): 3 clusters Score: Raw -27997792.087625 + Penalty 6039.931945 = -27991752.155679 nChanged 12875 SP:Iteration 6F (410.190000 sec): 3 clusters Score: Raw -28006406.755568 + Penalty 6039.931945 = -28000366.823623 nChanged 12741 SP:Iteration 7F (411.360000 sec): 3 clusters Score: Raw -28013751.560371 + Penalty 6039.931945 = -28007711.628426 nChanged 11160 SP:Iteration 8F (412.640000 sec): 3 clusters Score: Raw -28019113.329191 + Penalty 6039.931945 = -28013073.397245 nChanged 9102 SP:Iteration 9Q (413.930000 sec): 3 clusters Score: Raw -28022710.749729 + Penalty 6039.931945 = -28016670.817783 nChanged 7067 SP:Iteration 10Q (415.140000 sec): 3 clusters Score: Raw -28025026.745227 + Penalty 6039.931945 = -28018986.813282 nChanged 5405 SP:Iteration 11Q (416.450000 sec): 3 clusters Score: Raw -28026504.289346 + Penalty 6039.931945 = -28020464.357400 nChanged 4325 SP:Iteration 12Q (417.700000 sec): 3 clusters Score: Raw -28027489.237700 + Penalty 6039.931945 = -28021449.305754 nChanged 3495 SP:Iteration 13Q (418.860000 sec): 3 clusters Score: Raw -28028198.274232 + Penalty 6039.931945 = -28022158.342287 nChanged 2881 SP:Iteration 14Q (420.070000 sec): 3 clusters Score: Raw -28028752.662576 + Penalty 6039.931945 = -28022712.730631 nChanged 2623 SP:Iteration 15Q (421.490000 sec): 3 clusters Score: Raw -28029226.619504 + Penalty 6039.931945 = -28023186.687559 nChanged 2343 SP:Iteration 16Q (422.930000 sec): 3 clusters Score: Raw -28029641.468027 + Penalty 6039.931945 = -28023601.536081 nChanged 2322 SP:Iteration 17Q (424.280000 sec): 3 clusters Score: Raw -28030058.189786 + Penalty 6039.931945 = -28024018.257841 nChanged 2305 SP:Iteration 18Q (425.500000 sec): 3 clusters Score: Raw -28030504.344717 + Penalty 6039.931945 = -28024464.412771 nChanged 2511 SP:Iteration 19Q (426.700000 sec): 3 clusters Score: Raw -28031002.838317 + Penalty 6039.931945 = -28024962.906371 nChanged 2699 SP:Iteration 20F (427.990000 sec): 3 clusters Score: Raw -28031574.551801 + Penalty 6039.931945 = -28025534.619855 nChanged 2897 SP:Iteration 21Q (429.230000 sec): 3 clusters Score: Raw -28032244.139807 + Penalty 6039.931945 = -28026204.207861 nChanged 3141 SP:Iteration 22Q (430.380000 sec): 3 clusters Score: Raw -28033027.123757 + Penalty 6039.931945 = -28026987.191811 nChanged 3356 SP:Iteration 23Q (431.730000 sec): 3 clusters Score: Raw -28033947.143532 + Penalty 6039.931945 = -28027907.211587 nChanged 3628 SP:Iteration 24Q (433.160000 sec): 3 clusters Score: Raw -28035033.438388 + Penalty 6039.931945 = -28028993.506443 nChanged 3850 SP:Iteration 25Q (434.440000 sec): 3 clusters Score: Raw -28036313.601973 + Penalty 6039.931945 = -28030273.670028 nChanged 4073 SP:Iteration 26Q (435.640000 sec): 3 clusters Score: Raw -28037816.903219 + Penalty 6039.931945 = -28031776.971274 nChanged 4112 SP:Iteration 27Q (436.860000 sec): 3 clusters Score: Raw -28039472.074394 + Penalty 6039.931945 = -28033432.142448 nChanged 4201 SP:Iteration 28Q (438.070000 sec): 3 clusters Score: Raw -28041354.032410 + Penalty 6039.931945 = -28035314.100464 nChanged 4130 SP:Iteration 29Q (439.240000 sec): 3 clusters Score: Raw -28043429.976878 + Penalty 6039.931945 = -28037390.044933 nChanged 4007 SP:Iteration 30Q (440.500000 sec): 3 clusters Score: Raw -28045595.314827 + Penalty 6039.931945 = -28039555.382882 nChanged 3633 SP:Iteration 31Q (441.720000 sec): 3 clusters Score: Raw -28047651.546382 + Penalty 6039.931945 = -28041611.614437 nChanged 3154 SP:Iteration 32Q (442.980000 sec): 3 clusters Score: Raw -28049441.498472 + Penalty 6039.931945 = -28043401.566526 nChanged 2696 SP:Iteration 33Q (444.280000 sec): 3 clusters Score: Raw -28050916.908566 + Penalty 6039.931945 = -28044876.976621 nChanged 2164 SP:Iteration 34Q (445.440000 sec): 3 clusters Score: Raw -28051997.773972 + Penalty 6039.931945 = -28045957.842027 nChanged 1635 SP:Iteration 35Q (446.540000 sec): 3 clusters Score: Raw -28052658.441410 + Penalty 6039.931945 = -28046618.509464 nChanged 1182 SP:Iteration 36Q (447.630000 sec): 3 clusters Score: Raw -28053045.197729 + Penalty 6039.931945 = -28047005.265784 nChanged 886 SP:Iteration 37Q (448.760000 sec): 3 clusters Score: Raw -28053282.392289 + Penalty 6039.931945 = -28047242.460343 nChanged 657 SP:Iteration 38Q (449.910000 sec): 3 clusters Score: Raw -28053430.912985 + Penalty 6039.931945 = -28047390.981040 nChanged 526 SP:Iteration 39Q (451.040000 sec): 3 clusters Score: Raw -28053534.969973 + Penalty 6039.931945 = -28047495.038028 nChanged 393 SP:Iteration 40F (452.420000 sec): 3 clusters Score: Raw -28053600.256503 + Penalty 6039.931945 = -28047560.324558 nChanged 288 SP:Iteration 41Q (453.560000 sec): 3 clusters Score: Raw -28053646.167601 + Penalty 6039.931945 = -28047606.235656 nChanged 261 SP:Iteration 42Q (454.780000 sec): 3 clusters Score: Raw -28053679.019009 + Penalty 6039.931945 = -28047639.087063 nChanged 187 SP:Iteration 43Q (455.860000 sec): 3 clusters Score: Raw -28053697.050095 + Penalty 6039.931945 = -28047657.118150 nChanged 136 SP:Iteration 44Q (456.990000 sec): 3 clusters Score: Raw -28053709.612058 + Penalty 6039.931945 = -28047669.680112 nChanged 105 SP:Iteration 45Q (458.150000 sec): 3 clusters Score: Raw -28053719.293070 + Penalty 6039.931945 = -28047679.361125 nChanged 92 SP:Iteration 46Q (459.260000 sec): 3 clusters Score: Raw -28053727.427179 + Penalty 6039.931945 = -28047687.495234 nChanged 77 SP:Iteration 47Q (460.380000 sec): 3 clusters Score: Raw -28053734.529790 + Penalty 6039.931945 = -28047694.597845 nChanged 69 SP:Iteration 48Q (461.590000 sec): 3 clusters Score: Raw -28053740.348047 + Penalty 6039.931945 = -28047700.416101 nChanged 65 SP:Iteration 49Q (462.860000 sec): 3 clusters Score: Raw -28053745.591399 + Penalty 6039.931945 = -28047705.659454 nChanged 43 SP:Iteration 50Q (463.950000 sec): 3 clusters Score: Raw -28053748.812971 + Penalty 6039.931945 = -28047708.881025 nChanged 41 SP:Iteration 51Q (464.980000 sec): 3 clusters Score: Raw -28053751.337334 + Penalty 6039.931945 = -28047711.405389 nChanged 28 SP:Iteration 52Q (466.110000 sec): 3 clusters Score: Raw -28053752.908521 + Penalty 6039.931945 = -28047712.976576 nChanged 24 SP:Iteration 53Q (467.320000 sec): 3 clusters Score: Raw -28053754.563618 + Penalty 6039.931945 = -28047714.631673 nChanged 24 SP:Iteration 54Q (468.350000 sec): 3 clusters Score: Raw -28053756.494590 + Penalty 6039.931945 = -28047716.562645 nChanged 24 SP:Iteration 55Q (469.460000 sec): 3 clusters Score: Raw -28053758.533821 + Penalty 6039.931945 = -28047718.601876 nChanged 17 SP:Iteration 56Q (470.560000 sec): 3 clusters Score: Raw -28053759.688234 + Penalty 6039.931945 = -28047719.756289 nChanged 9 SP:Iteration 57Q (471.680000 sec): 3 clusters Score: Raw -28053760.177370 + Penalty 6039.931945 = -28047720.245424 nChanged 9 SP:Iteration 58Q (472.720000 sec): 3 clusters Score: Raw -28053760.679902 + Penalty 6039.931945 = -28047720.747956 nChanged 4 SP:Iteration 59Q (473.840000 sec): 3 clusters Score: Raw -28053760.810319 + Penalty 6039.931945 = -28047720.878373 nChanged 3 SP:Iteration 60F (475.100000 sec): 3 clusters Score: Raw -28053760.945537 + Penalty 6039.931945 = -28047721.013591 nChanged 2 SP:Iteration 61Q (476.250000 sec): 3 clusters Score: Raw -28053761.014057 + Penalty 6039.931945 = -28047721.082112 nChanged 2 SP:Iteration 62Q (477.390000 sec): 3 clusters Score: Raw -28053761.086588 + Penalty 6039.931945 = -28047721.154642 nChanged 0 SP:Iteration 63F (478.500000 sec): 3 clusters Score: Raw -28053761.086588 + Penalty 6039.931945 = -28047721.154642 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 5 (22339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.740000 sec): 2 clusters Score: Raw -3256773.696922 + Penalty 2483.494149 = -3254290.202773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.080000 sec): 3 clusters Score: Raw -3243743.908867 + Penalty 4966.988297 = -3238776.920570 nChanged 9947 SP:Iteration 1F (479.400000 sec): 3 clusters Score: Raw -3249545.580726 + Penalty 4966.988297 = -3244578.592429 nChanged 1609 SP:Iteration 2F (479.700000 sec): 3 clusters Score: Raw -3250767.796957 + Penalty 4966.988297 = -3245800.808660 nChanged 1888 SP:Iteration 3F (480.030000 sec): 3 clusters Score: Raw -3252522.431656 + Penalty 4966.988297 = -3247555.443358 nChanged 2039 SP:Iteration 4F (480.340000 sec): 3 clusters Score: Raw -3254249.177062 + Penalty 4966.988297 = -3249282.188765 nChanged 1787 SP:Iteration 5F (480.640000 sec): 3 clusters Score: Raw -3255564.057965 + Penalty 4966.988297 = -3250597.069668 nChanged 1308 SP:Iteration 6F (480.870000 sec): 3 clusters Score: Raw -3256307.005289 + Penalty 4966.988297 = -3251340.016991 nChanged 850 SP:Iteration 7Q (481.180000 sec): 3 clusters Score: Raw -3256680.360054 + Penalty 4966.988297 = -3251713.371756 nChanged 587 SP:Iteration 8Q (481.500000 sec): 3 clusters Score: Raw -3256914.170184 + Penalty 4966.988297 = -3251947.181887 nChanged 466 SP:Iteration 9Q (481.810000 sec): 3 clusters Score: Raw -3257088.433708 + Penalty 4966.988297 = -3252121.445411 nChanged 422 SP:Iteration 10Q (482.090000 sec): 3 clusters Score: Raw -3257248.214083 + Penalty 4966.988297 = -3252281.225786 nChanged 395 SP:Iteration 11Q (482.380000 sec): 3 clusters Score: Raw -3257407.057462 + Penalty 4966.988297 = -3252440.069165 nChanged 372 SP:Iteration 12Q (482.710000 sec): 3 clusters Score: Raw -3257546.225892 + Penalty 4966.988297 = -3252579.237594 nChanged 292 SP:Iteration 13Q (483.020000 sec): 3 clusters Score: Raw -3257649.504211 + Penalty 4966.988297 = -3252682.515913 nChanged 255 SP:Iteration 14Q (483.320000 sec): 3 clusters Score: Raw -3257740.093577 + Penalty 4966.988297 = -3252773.105279 nChanged 219 SP:Iteration 15Q (483.610000 sec): 3 clusters Score: Raw -3257808.857625 + Penalty 4966.988297 = -3252841.869328 nChanged 177 SP:Iteration 16Q (483.900000 sec): 3 clusters Score: Raw -3257862.511897 + Penalty 4966.988297 = -3252895.523599 nChanged 159 SP:Iteration 17Q (484.230000 sec): 3 clusters Score: Raw -3257911.061646 + Penalty 4966.988297 = -3252944.073349 nChanged 139 SP:Iteration 18Q (484.520000 sec): 3 clusters Score: Raw -3257956.209905 + Penalty 4966.988297 = -3252989.221608 nChanged 118 SP:Iteration 19Q (484.820000 sec): 3 clusters Score: Raw -3257990.354609 + Penalty 4966.988297 = -3253023.366312 nChanged 93 SP:Iteration 20F (485.110000 sec): 3 clusters Score: Raw -3258015.062112 + Penalty 4966.988297 = -3253048.073815 nChanged 81 SP:Iteration 21Q (485.440000 sec): 3 clusters Score: Raw -3258038.907298 + Penalty 4966.988297 = -3253071.919000 nChanged 78 SP:Iteration 22Q (485.810000 sec): 3 clusters Score: Raw -3258060.614915 + Penalty 4966.988297 = -3253093.626618 nChanged 80 SP:Iteration 23Q (486.110000 sec): 3 clusters Score: Raw -3258081.333334 + Penalty 4966.988297 = -3253114.345036 nChanged 78 SP:Iteration 24Q (486.390000 sec): 3 clusters Score: Raw -3258103.969628 + Penalty 4966.988297 = -3253136.981331 nChanged 68 SP:Iteration 25Q (486.750000 sec): 3 clusters Score: Raw -3258122.146096 + Penalty 4966.988297 = -3253155.157799 nChanged 50 SP:Iteration 26Q (487.030000 sec): 3 clusters Score: Raw -3258134.449001 + Penalty 4966.988297 = -3253167.460704 nChanged 34 SP:Iteration 27Q (487.360000 sec): 3 clusters Score: Raw -3258143.132086 + Penalty 4966.988297 = -3253176.143789 nChanged 32 SP:Iteration 28Q (487.680000 sec): 3 clusters Score: Raw -3258153.198092 + Penalty 4966.988297 = -3253186.209795 nChanged 34 SP:Iteration 29Q (487.970000 sec): 3 clusters Score: Raw -3258161.941971 + Penalty 4966.988297 = -3253194.953674 nChanged 29 SP:Iteration 30Q (488.250000 sec): 3 clusters Score: Raw -3258169.452227 + Penalty 4966.988297 = -3253202.463930 nChanged 27 SP:Iteration 31Q (488.540000 sec): 3 clusters Score: Raw -3258179.168404 + Penalty 4966.988297 = -3253212.180107 nChanged 28 SP:Iteration 32Q (488.810000 sec): 3 clusters Score: Raw -3258187.616023 + Penalty 4966.988297 = -3253220.627726 nChanged 23 SP:Iteration 33Q (489.120000 sec): 3 clusters Score: Raw -3258192.725001 + Penalty 4966.988297 = -3253225.736704 nChanged 14 SP:Iteration 34Q (489.410000 sec): 3 clusters Score: Raw -3258195.460536 + Penalty 4966.988297 = -3253228.472239 nChanged 13 SP:Iteration 35Q (489.700000 sec): 3 clusters Score: Raw -3258198.179635 + Penalty 4966.988297 = -3253231.191338 nChanged 9 SP:Iteration 36Q (489.980000 sec): 3 clusters Score: Raw -3258200.262923 + Penalty 4966.988297 = -3253233.274626 nChanged 7 SP:Iteration 37Q (490.250000 sec): 3 clusters Score: Raw -3258201.944714 + Penalty 4966.988297 = -3253234.956417 nChanged 10 SP:Iteration 38Q (490.550000 sec): 3 clusters Score: Raw -3258204.333438 + Penalty 4966.988297 = -3253237.345141 nChanged 7 SP:Iteration 39Q (490.800000 sec): 3 clusters Score: Raw -3258205.878896 + Penalty 4966.988297 = -3253238.890599 nChanged 7 SP:Iteration 40F (491.180000 sec): 3 clusters Score: Raw -3258207.159698 + Penalty 4966.988297 = -3253240.171401 nChanged 5 SP:Iteration 41Q (491.470000 sec): 3 clusters Score: Raw -3258208.395595 + Penalty 4966.988297 = -3253241.407298 nChanged 12 SP:Iteration 42Q (491.780000 sec): 3 clusters Score: Raw -3258210.689783 + Penalty 4966.988297 = -3253243.701486 nChanged 10 SP:Iteration 43Q (492.100000 sec): 3 clusters Score: Raw -3258212.640826 + Penalty 4966.988297 = -3253245.652529 nChanged 8 SP:Iteration 44Q (492.410000 sec): 3 clusters Score: Raw -3258214.306775 + Penalty 4966.988297 = -3253247.318478 nChanged 7 SP:Iteration 45Q (492.710000 sec): 3 clusters Score: Raw -3258216.020719 + Penalty 4966.988297 = -3253249.032422 nChanged 3 SP:Iteration 46Q (493.040000 sec): 3 clusters Score: Raw -3258216.992025 + Penalty 4966.988297 = -3253250.003728 nChanged 3 SP:Iteration 47Q (493.360000 sec): 3 clusters Score: Raw -3258217.498978 + Penalty 4966.988297 = -3253250.510681 nChanged 1 SP:Iteration 48Q (493.620000 sec): 3 clusters Score: Raw -3258217.741696 + Penalty 4966.988297 = -3253250.753399 nChanged 1 SP:Iteration 49Q (493.940000 sec): 3 clusters Score: Raw -3258217.930793 + Penalty 4966.988297 = -3253250.942495 nChanged 3 SP:Iteration 50Q (494.210000 sec): 3 clusters Score: Raw -3258218.672954 + Penalty 4966.988297 = -3253251.684657 nChanged 2 SP:Iteration 51Q (494.530000 sec): 3 clusters Score: Raw -3258219.454025 + Penalty 4966.988297 = -3253252.465728 nChanged 2 SP:Iteration 52Q (494.890000 sec): 3 clusters Score: Raw -3258219.865616 + Penalty 4966.988297 = -3253252.877319 nChanged 3 SP:Iteration 53Q (495.180000 sec): 3 clusters Score: Raw -3258220.406591 + Penalty 4966.988297 = -3253253.418294 nChanged 2 SP:Iteration 54Q (495.490000 sec): 3 clusters Score: Raw -3258220.619453 + Penalty 4966.988297 = -3253253.631156 nChanged 1 SP:Iteration 55Q (495.820000 sec): 3 clusters Score: Raw -3258220.893667 + Penalty 4966.988297 = -3253253.905370 nChanged 2 SP:Iteration 56Q (496.110000 sec): 3 clusters Score: Raw -3258221.185317 + Penalty 4966.988297 = -3253254.197020 nChanged 0 SP:Iteration 57F (496.450000 sec): 3 clusters Score: Raw -3258221.185317 + Penalty 4966.988297 = -3253254.197020 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 6 (2107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.520000 sec): 2 clusters Score: Raw -245120.615168 + Penalty 1897.949063 = -243222.666106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.700000 sec): 3 clusters Score: Raw -244813.696674 + Penalty 3795.898125 = -241017.798548 nChanged 784 SP:Iteration 1F (496.890000 sec): 3 clusters Score: Raw -248987.535989 + Penalty 3795.898125 = -245191.637864 nChanged 367 SP:Iteration 2F (497.030000 sec): 3 clusters Score: Raw -251080.559167 + Penalty 3795.898125 = -247284.661041 nChanged 208 SP:Iteration 3F (497.200000 sec): 3 clusters Score: Raw -251503.611151 + Penalty 3795.898125 = -247707.713026 nChanged 102 SP:Iteration 4Q (497.380000 sec): 3 clusters Score: Raw -251782.886588 + Penalty 3795.898125 = -247986.988463 nChanged 46 SP:Iteration 5Q (497.540000 sec): 3 clusters Score: Raw -251932.855950 + Penalty 3795.898125 = -248136.957825 nChanged 28 SP:Iteration 6Q (497.760000 sec): 3 clusters Score: Raw -251991.712950 + Penalty 3795.898125 = -248195.814825 nChanged 10 SP:Iteration 7Q (497.940000 sec): 3 clusters Score: Raw -251999.927948 + Penalty 3795.898125 = -248204.029823 nChanged 6 SP:Iteration 8Q (498.100000 sec): 3 clusters Score: Raw -252003.972823 + Penalty 3795.898125 = -248208.074698 nChanged 7 SP:Iteration 9Q (498.300000 sec): 3 clusters Score: Raw -252008.089937 + Penalty 3795.898125 = -248212.191812 nChanged 5 SP:Iteration 10Q (498.510000 sec): 3 clusters Score: Raw -252012.072333 + Penalty 3795.898125 = -248216.174208 nChanged 6 SP:Iteration 11Q (498.670000 sec): 3 clusters Score: Raw -252018.471479 + Penalty 3795.898125 = -248222.573354 nChanged 7 SP:Iteration 12Q (498.860000 sec): 3 clusters Score: Raw -252025.414046 + Penalty 3795.898125 = -248229.515921 nChanged 13 SP:Iteration 13Q (499.000000 sec): 3 clusters Score: Raw -252042.036413 + Penalty 3795.898125 = -248246.138288 nChanged 11 SP:Iteration 14Q (499.200000 sec): 3 clusters Score: Raw -252053.702505 + Penalty 3795.898125 = -248257.804380 nChanged 7 SP:Iteration 15Q (499.400000 sec): 3 clusters Score: Raw -252063.601028 + Penalty 3795.898125 = -248267.702902 nChanged 7 SP:Iteration 16Q (499.580000 sec): 3 clusters Score: Raw -252072.235875 + Penalty 3795.898125 = -248276.337750 nChanged 12 SP:Iteration 17Q (499.760000 sec): 3 clusters Score: Raw -252084.885057 + Penalty 3795.898125 = -248288.986931 nChanged 7 SP:Iteration 18Q (499.920000 sec): 3 clusters Score: Raw -252100.488810 + Penalty 3795.898125 = -248304.590684 nChanged 4 SP:Iteration 19Q (500.110000 sec): 3 clusters Score: Raw -252102.399860 + Penalty 3795.898125 = -248306.501735 nChanged 3 SP:Iteration 20F (500.280000 sec): 3 clusters Score: Raw -252103.578664 + Penalty 3795.898125 = -248307.680539 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 8 (140060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.000000 sec): 2 clusters Score: Raw -20085317.953485 + Penalty 2938.756893 = -20082379.196592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.960000 sec): 3 clusters Score: Raw -19994183.525942 + Penalty 5877.513786 = -19988306.012156 nChanged 67308 SP:Iteration 1F (502.950000 sec): 3 clusters Score: Raw -20035691.135472 + Penalty 5877.513786 = -20029813.621686 nChanged 8247 SP:Iteration 2F (503.860000 sec): 3 clusters Score: Raw -20042852.327209 + Penalty 5877.513786 = -20036974.813423 nChanged 11192 SP:Iteration 3F (504.870000 sec): 3 clusters Score: Raw -20054280.417320 + Penalty 5877.513786 = -20048402.903534 nChanged 13308 SP:Iteration 4F (505.780000 sec): 3 clusters Score: Raw -20068760.063501 + Penalty 5877.513786 = -20062882.549715 nChanged 13422 SP:Iteration 5F (506.700000 sec): 3 clusters Score: Raw -20083047.802042 + Penalty 5877.513786 = -20077170.288256 nChanged 11091 SP:Iteration 6F (507.650000 sec): 3 clusters Score: Raw -20094518.822636 + Penalty 5877.513786 = -20088641.308850 nChanged 8003 SP:Iteration 7F (508.590000 sec): 3 clusters Score: Raw -20102800.741485 + Penalty 5877.513786 = -20096923.227699 nChanged 5872 SP:Iteration 8Q (509.640000 sec): 3 clusters Score: Raw -20108114.255170 + Penalty 5877.513786 = -20102236.741384 nChanged 4742 SP:Iteration 9Q (510.740000 sec): 3 clusters Score: Raw -20112743.026118 + Penalty 5877.513786 = -20106865.512332 nChanged 4394 SP:Iteration 10Q (511.810000 sec): 3 clusters Score: Raw -20118388.003882 + Penalty 5877.513786 = -20112510.490096 nChanged 4337 SP:Iteration 11Q (512.890000 sec): 3 clusters Score: Raw -20125443.947223 + Penalty 5877.513786 = -20119566.433437 nChanged 3932 SP:Iteration 12Q (513.900000 sec): 3 clusters Score: Raw -20132246.769452 + Penalty 5877.513786 = -20126369.255666 nChanged 3351 SP:Iteration 13Q (514.770000 sec): 3 clusters Score: Raw -20136097.724226 + Penalty 5877.513786 = -20130220.210441 nChanged 2717 SP:Iteration 14Q (515.660000 sec): 3 clusters Score: Raw -20138570.024695 + Penalty 5877.513786 = -20132692.510909 nChanged 2616 SP:Iteration 15Q (516.450000 sec): 3 clusters Score: Raw -20142283.097707 + Penalty 5877.513786 = -20136405.583921 nChanged 3053 SP:Iteration 16Q (517.280000 sec): 3 clusters Score: Raw -20148272.273946 + Penalty 5877.513786 = -20142394.760160 nChanged 2510 SP:Iteration 17Q (518.050000 sec): 3 clusters Score: Raw -20152007.736325 + Penalty 5877.513786 = -20146130.222539 nChanged 1154 SP:Iteration 18Q (518.790000 sec): 3 clusters Score: Raw -20152551.348962 + Penalty 5877.513786 = -20146673.835176 nChanged 374 SP:Iteration 19Q (519.660000 sec): 3 clusters Score: Raw -20152602.128196 + Penalty 5877.513786 = -20146724.614410 nChanged 175 SP:Iteration 20F (520.580000 sec): 3 clusters Score: Raw -20152658.497339 + Penalty 5877.513786 = -20146780.983554 nChanged 131 SP:Iteration 21Q (521.470000 sec): 3 clusters Score: Raw -20152664.042340 + Penalty 5877.513786 = -20146786.528554 nChanged 35 SP:Iteration 22Q (522.300000 sec): 3 clusters Score: Raw -20152664.828276 + Penalty 5877.513786 = -20146787.314490 nChanged 9 SP:Iteration 23Q (523.160000 sec): 3 clusters Score: Raw -20152664.983563 + Penalty 5877.513786 = -20146787.469777 nChanged 3 SP:Iteration 24Q (524.030000 sec): 3 clusters Score: Raw -20152665.025947 + Penalty 5877.513786 = -20146787.512162 nChanged 0 SP:Iteration 25F (524.900000 sec): 3 clusters Score: Raw -20152665.025947 + Penalty 5877.513786 = -20146787.512162 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 9 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.030000 sec): 2 clusters Score: Raw -114501.274685 + Penalty 1707.352690 = -112793.921995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (525.210000 sec): 3 clusters Score: Raw -114468.490312 + Penalty 3414.705379 = -111053.784933 nChanged 305 SP:Iteration 1F (525.390000 sec): 3 clusters Score: Raw -116222.105922 + Penalty 3414.705379 = -112807.400543 nChanged 131 SP:Iteration 2F (525.590000 sec): 3 clusters Score: Raw -117718.510310 + Penalty 3414.705379 = -114303.804931 nChanged 83 SP:Iteration 3F (525.710000 sec): 3 clusters Score: Raw -118226.964783 + Penalty 3414.705379 = -114812.259404 nChanged 72 SP:Iteration 4F (525.910000 sec): 3 clusters Score: Raw -118641.264184 + Penalty 3414.705379 = -115226.558804 nChanged 56 SP:Iteration 5F (526.080000 sec): 3 clusters Score: Raw -119010.518082 + Penalty 3414.705379 = -115595.812702 nChanged 54 SP:Iteration 6F (526.210000 sec): 3 clusters Score: Raw -119527.685321 + Penalty 3414.705379 = -116112.979941 nChanged 54 SP:Iteration 7F (526.380000 sec): 3 clusters Score: Raw -120319.958351 + Penalty 3414.705379 = -116905.252972 nChanged 27 SP:Iteration 8Q (526.540000 sec): 3 clusters Score: Raw -121452.743973 + Penalty 3414.705379 = -118038.038593 nChanged 11 SP:Iteration 9Q (526.740000 sec): 3 clusters Score: Raw -121622.741018 + Penalty 3414.705379 = -118208.035639 nChanged 5 SP:Iteration 10Q (526.880000 sec): 3 clusters Score: Raw -121685.423005 + Penalty 3414.705379 = -118270.717626 nChanged 0 SP:Iteration 11F (527.040000 sec): 3 clusters Score: Raw -121685.423005 + Penalty 3414.705379 = -118270.717626 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 10 (175320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.990000 sec): 2 clusters Score: Raw -25501790.920316 + Penalty 2994.443302 = -25498796.477013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (529.200000 sec): 3 clusters Score: Raw -25387349.595163 + Penalty 5988.886605 = -25381360.708559 nChanged 84218 SP:Iteration 1F (530.330000 sec): 3 clusters Score: Raw -25440668.578757 + Penalty 5988.886605 = -25434679.692153 nChanged 10985 SP:Iteration 2F (531.510000 sec): 3 clusters Score: Raw -25453632.420534 + Penalty 5988.886605 = -25447643.533929 nChanged 19064 SP:Iteration 3F (532.630000 sec): 3 clusters Score: Raw -25501874.007031 + Penalty 5988.886605 = -25495885.120427 nChanged 26835 SP:Iteration 4F (533.890000 sec): 3 clusters Score: Raw -25588862.001225 + Penalty 5988.886605 = -25582873.114620 nChanged 19751 SP:Iteration 5F (535.080000 sec): 3 clusters Score: Raw -25621816.425163 + Penalty 5988.886605 = -25615827.538558 nChanged 5895 SP:Iteration 6Q (536.100000 sec): 3 clusters Score: Raw -25642534.448889 + Penalty 5988.886605 = -25636545.562284 nChanged 1847 SP:Iteration 7Q (536.990000 sec): 3 clusters Score: Raw -25651267.579093 + Penalty 5988.886605 = -25645278.692488 nChanged 611 SP:Iteration 8Q (537.880000 sec): 3 clusters Score: Raw -25652370.678508 + Penalty 5988.886605 = -25646381.791903 nChanged 190 SP:Iteration 9Q (538.900000 sec): 3 clusters Score: Raw -25652465.143626 + Penalty 5988.886605 = -25646476.257021 nChanged 49 SP:Iteration 10Q (539.920000 sec): 3 clusters Score: Raw -25652472.351241 + Penalty 5988.886605 = -25646483.464636 nChanged 17 SP:Iteration 11Q (540.980000 sec): 3 clusters Score: Raw -25652473.238506 + Penalty 5988.886605 = -25646484.351901 nChanged 1 SP:Iteration 12Q (542.280000 sec): 3 clusters Score: Raw -25652473.263133 + Penalty 5988.886605 = -25646484.376529 nChanged 1 SP:Iteration 13Q (543.460000 sec): 3 clusters Score: Raw -25652473.301340 + Penalty 5988.886605 = -25646484.414735 nChanged 0 SP:Iteration 14F (544.660000 sec): 3 clusters Score: Raw -25652473.301340 + Penalty 5988.886605 = -25646484.414735 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 11 (4600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.830000 sec): 2 clusters Score: Raw -629006.889186 + Penalty 2091.585272 = -626915.303914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.030000 sec): 3 clusters Score: Raw -627481.972935 + Penalty 4183.170545 = -623298.802390 nChanged 1920 SP:Iteration 1F (545.230000 sec): 3 clusters Score: Raw -634076.605958 + Penalty 4183.170545 = -629893.435413 nChanged 984 SP:Iteration 2F (545.460000 sec): 3 clusters Score: Raw -636397.383428 + Penalty 4183.170545 = -632214.212883 nChanged 229 SP:Iteration 3Q (545.700000 sec): 3 clusters Score: Raw -636760.535384 + Penalty 4183.170545 = -632577.364839 nChanged 46 SP:Iteration 4Q (545.890000 sec): 3 clusters Score: Raw -636799.728577 + Penalty 4183.170545 = -632616.558032 nChanged 8 SP:Iteration 5Q (546.100000 sec): 3 clusters Score: Raw -636803.282939 + Penalty 4183.170545 = -632620.112394 nChanged 4 SP:Iteration 6Q (546.280000 sec): 3 clusters Score: Raw -636806.979533 + Penalty 4183.170545 = -632623.808988 nChanged 1 SP:Iteration 7Q (546.460000 sec): 3 clusters Score: Raw -636808.789017 + Penalty 4183.170545 = -632625.618472 nChanged 1 SP:Iteration 8Q (546.650000 sec): 3 clusters Score: Raw -636809.530481 + Penalty 4183.170545 = -632626.359936 nChanged 1 SP:Iteration 9Q (546.860000 sec): 3 clusters Score: Raw -636809.959381 + Penalty 4183.170545 = -632626.788836 nChanged 0 SP:Iteration 10F (547.030000 sec): 3 clusters Score: Raw -636809.959381 + Penalty 4183.170545 = -632626.788836 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 12 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.160000 sec): 2 clusters Score: Raw -52499.531406 + Penalty 1508.390290 = -50991.141116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.340000 sec): 3 clusters Score: Raw -52593.945521 + Penalty 3016.780580 = -49577.164942 nChanged 69 SP:Iteration 1F (547.490000 sec): 3 clusters Score: Raw -52853.059748 + Penalty 3016.780580 = -49836.279169 nChanged 32 SP:Iteration 2F (547.680000 sec): 3 clusters Score: Raw -53059.274941 + Penalty 3016.780580 = -50042.494361 nChanged 29 SP:Iteration 3F (547.840000 sec): 3 clusters Score: Raw -53224.412077 + Penalty 3016.780580 = -50207.631498 nChanged 29 SP:Iteration 4F (547.990000 sec): 3 clusters Score: Raw -53442.734247 + Penalty 3016.780580 = -50425.953667 nChanged 22 SP:Iteration 5F (548.160000 sec): 3 clusters Score: Raw -53646.066530 + Penalty 3016.780580 = -50629.285950 nChanged 19 SP:Iteration 6Q (548.330000 sec): 3 clusters Score: Raw -53824.249375 + Penalty 3016.780580 = -50807.468795 nChanged 11 SP:Iteration 7Q (548.490000 sec): 3 clusters Score: Raw -53885.476498 + Penalty 3016.780580 = -50868.695919 nChanged 1 SP:Iteration 8Q (548.670000 sec): 3 clusters Score: Raw -53887.098293 + Penalty 3016.780580 = -50870.317713 nChanged 1 SP:Iteration 9Q (548.840000 sec): 3 clusters Score: Raw -53889.266549 + Penalty 3016.780580 = -50872.485969 nChanged 0 SP:Iteration 10F (549.030000 sec): 3 clusters Score: Raw -53889.266549 + Penalty 3016.780580 = -50872.485969 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 13 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (549.110000 sec): 2 clusters Score: Raw -74567.044584 + Penalty 1620.739835 = -72946.304749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (549.310000 sec): 3 clusters Score: Raw -74777.039510 + Penalty 3241.479670 = -71535.559840 nChanged 200 SP:Iteration 1F (549.470000 sec): 3 clusters Score: Raw -75422.259053 + Penalty 3241.479670 = -72180.779383 nChanged 72 SP:Iteration 2F (549.660000 sec): 3 clusters Score: Raw -76099.441871 + Penalty 3241.479670 = -72857.962201 nChanged 45 SP:Iteration 3F (549.780000 sec): 3 clusters Score: Raw -76593.408217 + Penalty 3241.479670 = -73351.928547 nChanged 51 SP:Iteration 4F (549.910000 sec): 3 clusters Score: Raw -77255.706519 + Penalty 3241.479670 = -74014.226849 nChanged 56 SP:Iteration 5F (550.100000 sec): 3 clusters Score: Raw -77954.116769 + Penalty 3241.479670 = -74712.637099 nChanged 25 SP:Iteration 6Q (550.330000 sec): 3 clusters Score: Raw -78339.240590 + Penalty 3241.479670 = -75097.760919 nChanged 13 SP:Iteration 7Q (550.510000 sec): 3 clusters Score: Raw -78487.904166 + Penalty 3241.479670 = -75246.424496 nChanged 13 SP:Iteration 8Q (550.660000 sec): 3 clusters Score: Raw -78568.740285 + Penalty 3241.479670 = -75327.260614 nChanged 5 SP:Iteration 9Q (550.820000 sec): 3 clusters Score: Raw -78597.428829 + Penalty 3241.479670 = -75355.949159 nChanged 0 SP:Iteration 10F (550.990000 sec): 3 clusters Score: Raw -78597.615902 + Penalty 3241.479670 = -75356.136231 nChanged 1 SP:Iteration 11Q (551.220000 sec): 3 clusters Score: Raw -78602.106619 + Penalty 3241.479670 = -75360.626948 nChanged 0 SP:Iteration 12F (551.380000 sec): 3 clusters Score: Raw -78602.106619 + Penalty 3241.479670 = -75360.626948 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 4.61 GB. Trying to split cluster 14 (7491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.520000 sec): 2 clusters Score: Raw -1037695.351379 + Penalty 2212.521480 = -1035482.829899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.710000 sec): 3 clusters Score: Raw -1033890.571401 + Penalty 4425.042959 = -1029465.528442 nChanged 3069 SP:Iteration 1F (551.960000 sec): 3 clusters Score: Raw -1036424.929653 + Penalty 4425.042959 = -1031999.886694 nChanged 920 SP:Iteration 2F (552.180000 sec): 3 clusters Score: Raw -1037588.303342 + Penalty 4425.042959 = -1033163.260382 nChanged 883 SP:Iteration 3F (552.430000 sec): 3 clusters Score: Raw -1039002.907208 + Penalty 4425.042959 = -1034577.864249 nChanged 767 SP:Iteration 4F (552.600000 sec): 3 clusters Score: Raw -1040287.157822 + Penalty 4425.042959 = -1035862.114863 nChanged 526 SP:Iteration 5F (552.830000 sec): 3 clusters Score: Raw -1041064.355861 + Penalty 4425.042959 = -1036639.312902 nChanged 286 SP:Iteration 6Q (553.020000 sec): 3 clusters Score: Raw -1041507.078700 + Penalty 4425.042959 = -1037082.035741 nChanged 230 SP:Iteration 7Q (553.230000 sec): 3 clusters Score: Raw -1041839.905511 + Penalty 4425.042959 = -1037414.862552 nChanged 183 SP:Iteration 8Q (553.470000 sec): 3 clusters Score: Raw -1042090.650168 + Penalty 4425.042959 = -1037665.607209 nChanged 151 SP:Iteration 9Q (553.690000 sec): 3 clusters Score: Raw -1042230.619657 + Penalty 4425.042959 = -1037805.576698 nChanged 92 SP:Iteration 10Q (553.900000 sec): 3 clusters Score: Raw -1042286.368961 + Penalty 4425.042959 = -1037861.326001 nChanged 71 SP:Iteration 11Q (554.120000 sec): 3 clusters Score: Raw -1042319.236452 + Penalty 4425.042959 = -1037894.193493 nChanged 52 SP:Iteration 12Q (554.330000 sec): 3 clusters Score: Raw -1042339.859804 + Penalty 4425.042959 = -1037914.816845 nChanged 33 SP:Iteration 13Q (554.550000 sec): 3 clusters Score: Raw -1042351.775591 + Penalty 4425.042959 = -1037926.732632 nChanged 31 SP:Iteration 14Q (554.750000 sec): 3 clusters Score: Raw -1042361.445812 + Penalty 4425.042959 = -1037936.402852 nChanged 32 SP:Iteration 15Q (555.010000 sec): 3 clusters Score: Raw -1042371.011212 + Penalty 4425.042959 = -1037945.968253 nChanged 26 SP:Iteration 16Q (555.190000 sec): 3 clusters Score: Raw -1042377.951995 + Penalty 4425.042959 = -1037952.909036 nChanged 22 SP:Iteration 17Q (555.450000 sec): 3 clusters Score: Raw -1042383.911309 + Penalty 4425.042959 = -1037958.868350 nChanged 16 SP:Iteration 18Q (555.660000 sec): 3 clusters Score: Raw -1042388.465634 + Penalty 4425.042959 = -1037963.422675 nChanged 16 SP:Iteration 19Q (555.860000 sec): 3 clusters Score: Raw -1042392.908778 + Penalty 4425.042959 = -1037967.865819 nChanged 14 SP:Iteration 20F (556.080000 sec): 3 clusters Score: Raw -1042399.101381 + Penalty 4425.042959 = -1037974.058422 nChanged 10 SP:Iteration 21Q (556.290000 sec): 3 clusters Score: Raw -1042402.164521 + Penalty 4425.042959 = -1037977.121562 nChanged 12 SP:Iteration 22Q (556.530000 sec): 3 clusters Score: Raw -1042405.046651 + Penalty 4425.042959 = -1037980.003692 nChanged 8 SP:Iteration 23Q (556.760000 sec): 3 clusters Score: Raw -1042406.788676 + Penalty 4425.042959 = -1037981.745717 nChanged 4 SP:Iteration 24Q (556.970000 sec): 3 clusters Score: Raw -1042407.462351 + Penalty 4425.042959 = -1037982.419391 nChanged 2 SP:Iteration 25Q (557.150000 sec): 3 clusters Score: Raw -1042408.059246 + Penalty 4425.042959 = -1037983.016287 nChanged 2 SP:Iteration 26Q (557.390000 sec): 3 clusters Score: Raw -1042408.423322 + Penalty 4425.042959 = -1037983.380363 nChanged 0 SP:Iteration 27F (557.630000 sec): 3 clusters Score: Raw -1042408.423322 + Penalty 4425.042959 = -1037983.380363 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 4.61 GB. Trying to split cluster 15 (10370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.740000 sec): 2 clusters Score: Raw -1499442.763615 + Penalty 2293.174731 = -1497149.588884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (557.990000 sec): 3 clusters Score: Raw -1493831.957367 + Penalty 4586.349461 = -1489245.607906 nChanged 4250 SP:Iteration 1F (558.200000 sec): 3 clusters Score: Raw -1496151.407144 + Penalty 4586.349461 = -1491565.057682 nChanged 685 SP:Iteration 2F (558.400000 sec): 3 clusters Score: Raw -1496500.923273 + Penalty 4586.349461 = -1491914.573812 nChanged 554 SP:Iteration 3F (558.610000 sec): 3 clusters Score: Raw -1496788.528818 + Penalty 4586.349461 = -1492202.179357 nChanged 503 SP:Iteration 4Q (558.850000 sec): 3 clusters Score: Raw -1497069.363064 + Penalty 4586.349461 = -1492483.013602 nChanged 465 SP:Iteration 5Q (559.070000 sec): 3 clusters Score: Raw -1497325.233726 + Penalty 4586.349461 = -1492738.884265 nChanged 450 SP:Iteration 6Q (559.270000 sec): 3 clusters Score: Raw -1497607.157696 + Penalty 4586.349461 = -1493020.808234 nChanged 415 SP:Iteration 7Q (559.450000 sec): 3 clusters Score: Raw -1497882.380999 + Penalty 4586.349461 = -1493296.031538 nChanged 434 SP:Iteration 8Q (559.640000 sec): 3 clusters Score: Raw -1498214.740103 + Penalty 4586.349461 = -1493628.390641 nChanged 461 SP:Iteration 9Q (559.840000 sec): 3 clusters Score: Raw -1498593.483788 + Penalty 4586.349461 = -1494007.134327 nChanged 471 SP:Iteration 10Q (560.040000 sec): 3 clusters Score: Raw -1498969.018555 + Penalty 4586.349461 = -1494382.669094 nChanged 405 SP:Iteration 11Q (560.280000 sec): 3 clusters Score: Raw -1499247.282627 + Penalty 4586.349461 = -1494660.933166 nChanged 354 SP:Iteration 12Q (560.440000 sec): 3 clusters Score: Raw -1499461.986176 + Penalty 4586.349461 = -1494875.636714 nChanged 277 SP:Iteration 13Q (560.690000 sec): 3 clusters Score: Raw -1499621.470803 + Penalty 4586.349461 = -1495035.121341 nChanged 217 SP:Iteration 14Q (560.950000 sec): 3 clusters Score: Raw -1499741.111707 + Penalty 4586.349461 = -1495154.762246 nChanged 164 SP:Iteration 15Q (561.180000 sec): 3 clusters Score: Raw -1499806.109400 + Penalty 4586.349461 = -1495219.759939 nChanged 124 SP:Iteration 16Q (561.410000 sec): 3 clusters Score: Raw -1499859.445831 + Penalty 4586.349461 = -1495273.096369 nChanged 114 SP:Iteration 17Q (561.650000 sec): 3 clusters Score: Raw -1499907.566036 + Penalty 4586.349461 = -1495321.216575 nChanged 99 SP:Iteration 18Q (561.900000 sec): 3 clusters Score: Raw -1499945.418120 + Penalty 4586.349461 = -1495359.068658 nChanged 91 SP:Iteration 19Q (562.120000 sec): 3 clusters Score: Raw -1499975.037022 + Penalty 4586.349461 = -1495388.687560 nChanged 70 SP:Iteration 20F (562.360000 sec): 3 clusters Score: Raw -1499997.936755 + Penalty 4586.349461 = -1495411.587293 nChanged 75 SP:Iteration 21Q (562.570000 sec): 3 clusters Score: Raw -1500018.056400 + Penalty 4586.349461 = -1495431.706938 nChanged 53 SP:Iteration 22Q (562.820000 sec): 3 clusters Score: Raw -1500033.529814 + Penalty 4586.349461 = -1495447.180353 nChanged 53 SP:Iteration 23Q (563.040000 sec): 3 clusters Score: Raw -1500047.662547 + Penalty 4586.349461 = -1495461.313085 nChanged 49 SP:Iteration 24Q (563.270000 sec): 3 clusters Score: Raw -1500058.057841 + Penalty 4586.349461 = -1495471.708379 nChanged 31 SP:Iteration 25Q (563.510000 sec): 3 clusters Score: Raw -1500063.892948 + Penalty 4586.349461 = -1495477.543487 nChanged 30 SP:Iteration 26Q (563.710000 sec): 3 clusters Score: Raw -1500069.859630 + Penalty 4586.349461 = -1495483.510169 nChanged 20 SP:Iteration 27Q (563.940000 sec): 3 clusters Score: Raw -1500073.193934 + Penalty 4586.349461 = -1495486.844473 nChanged 23 SP:Iteration 28Q (564.190000 sec): 3 clusters Score: Raw -1500077.569902 + Penalty 4586.349461 = -1495491.220440 nChanged 22 SP:Iteration 29Q (564.430000 sec): 3 clusters Score: Raw -1500082.542505 + Penalty 4586.349461 = -1495496.193044 nChanged 29 SP:Iteration 30Q (564.670000 sec): 3 clusters Score: Raw -1500087.830237 + Penalty 4586.349461 = -1495501.480775 nChanged 21 SP:Iteration 31Q (564.910000 sec): 3 clusters Score: Raw -1500091.642609 + Penalty 4586.349461 = -1495505.293148 nChanged 20 SP:Iteration 32Q (565.150000 sec): 3 clusters Score: Raw -1500095.704008 + Penalty 4586.349461 = -1495509.354547 nChanged 12 SP:Iteration 33Q (565.310000 sec): 3 clusters Score: Raw -1500097.962238 + Penalty 4586.349461 = -1495511.612776 nChanged 17 SP:Iteration 34Q (565.530000 sec): 3 clusters Score: Raw -1500102.203458 + Penalty 4586.349461 = -1495515.853996 nChanged 21 SP:Iteration 35Q (565.780000 sec): 3 clusters Score: Raw -1500106.706687 + Penalty 4586.349461 = -1495520.357226 nChanged 17 SP:Iteration 36Q (566.010000 sec): 3 clusters Score: Raw -1500110.324835 + Penalty 4586.349461 = -1495523.975373 nChanged 15 SP:Iteration 37Q (566.220000 sec): 3 clusters Score: Raw -1500113.552319 + Penalty 4586.349461 = -1495527.202858 nChanged 16 SP:Iteration 38Q (566.490000 sec): 3 clusters Score: Raw -1500117.321683 + Penalty 4586.349461 = -1495530.972222 nChanged 18 SP:Iteration 39Q (566.680000 sec): 3 clusters Score: Raw -1500121.136882 + Penalty 4586.349461 = -1495534.787421 nChanged 18 SP:Iteration 40F (566.900000 sec): 3 clusters Score: Raw -1500124.548046 + Penalty 4586.349461 = -1495538.198585 nChanged 12 SP:Iteration 41Q (567.190000 sec): 3 clusters Score: Raw -1500126.792092 + Penalty 4586.349461 = -1495540.442631 nChanged 14 SP:Iteration 42Q (567.410000 sec): 3 clusters Score: Raw -1500129.731241 + Penalty 4586.349461 = -1495543.381780 nChanged 17 SP:Iteration 43Q (567.640000 sec): 3 clusters Score: Raw -1500132.917067 + Penalty 4586.349461 = -1495546.567606 nChanged 15 SP:Iteration 44Q (567.910000 sec): 3 clusters Score: Raw -1500135.042243 + Penalty 4586.349461 = -1495548.692782 nChanged 4 SP:Iteration 45Q (568.110000 sec): 3 clusters Score: Raw -1500135.680561 + Penalty 4586.349461 = -1495549.331099 nChanged 5 SP:Iteration 46Q (568.340000 sec): 3 clusters Score: Raw -1500136.829472 + Penalty 4586.349461 = -1495550.480011 nChanged 3 SP:Iteration 47Q (568.590000 sec): 3 clusters Score: Raw -1500137.268195 + Penalty 4586.349461 = -1495550.918734 nChanged 5 SP:Iteration 48Q (568.790000 sec): 3 clusters Score: Raw -1500138.023975 + Penalty 4586.349461 = -1495551.674513 nChanged 7 SP:Iteration 49Q (569.020000 sec): 3 clusters Score: Raw -1500138.907607 + Penalty 4586.349461 = -1495552.558146 nChanged 4 SP:Iteration 50Q (569.240000 sec): 3 clusters Score: Raw -1500139.674467 + Penalty 4586.349461 = -1495553.325006 nChanged 4 SP:Iteration 51Q (569.500000 sec): 3 clusters Score: Raw -1500140.232033 + Penalty 4586.349461 = -1495553.882571 nChanged 2 SP:Iteration 52Q (569.750000 sec): 3 clusters Score: Raw -1500140.461493 + Penalty 4586.349461 = -1495554.112032 nChanged 2 SP:Iteration 53Q (569.990000 sec): 3 clusters Score: Raw -1500140.729428 + Penalty 4586.349461 = -1495554.379967 nChanged 1 SP:Iteration 54Q (570.220000 sec): 3 clusters Score: Raw -1500140.885752 + Penalty 4586.349461 = -1495554.536291 nChanged 0 SP:Iteration 55F (570.460000 sec): 3 clusters Score: Raw -1500140.885752 + Penalty 4586.349461 = -1495554.536291 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 16 (13284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (570.610000 sec): 2 clusters Score: Raw -1789397.704279 + Penalty 2354.590264 = -1787043.114014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (570.870000 sec): 3 clusters Score: Raw -1782033.340862 + Penalty 4709.180529 = -1777324.160333 nChanged 5710 SP:Iteration 1F (571.090000 sec): 3 clusters Score: Raw -1785749.672149 + Penalty 4709.180529 = -1781040.491620 nChanged 1303 SP:Iteration 2F (571.350000 sec): 3 clusters Score: Raw -1787118.763782 + Penalty 4709.180529 = -1782409.583253 nChanged 1258 SP:Iteration 3F (571.670000 sec): 3 clusters Score: Raw -1788383.986092 + Penalty 4709.180529 = -1783674.805563 nChanged 1042 SP:Iteration 4F (571.940000 sec): 3 clusters Score: Raw -1789332.856660 + Penalty 4709.180529 = -1784623.676131 nChanged 879 SP:Iteration 5F (572.180000 sec): 3 clusters Score: Raw -1790078.280348 + Penalty 4709.180529 = -1785369.099819 nChanged 739 SP:Iteration 6F (572.460000 sec): 3 clusters Score: Raw -1790666.571417 + Penalty 4709.180529 = -1785957.390888 nChanged 562 SP:Iteration 7Q (572.700000 sec): 3 clusters Score: Raw -1791045.283271 + Penalty 4709.180529 = -1786336.102742 nChanged 422 SP:Iteration 8Q (572.980000 sec): 3 clusters Score: Raw -1791298.900854 + Penalty 4709.180529 = -1786589.720326 nChanged 314 SP:Iteration 9Q (573.180000 sec): 3 clusters Score: Raw -1791474.903929 + Penalty 4709.180529 = -1786765.723400 nChanged 272 SP:Iteration 10Q (573.460000 sec): 3 clusters Score: Raw -1791620.337279 + Penalty 4709.180529 = -1786911.156750 nChanged 234 SP:Iteration 11Q (573.710000 sec): 3 clusters Score: Raw -1791735.448153 + Penalty 4709.180529 = -1787026.267624 nChanged 220 SP:Iteration 12Q (573.920000 sec): 3 clusters Score: Raw -1791849.936363 + Penalty 4709.180529 = -1787140.755834 nChanged 217 SP:Iteration 13Q (574.180000 sec): 3 clusters Score: Raw -1791982.007890 + Penalty 4709.180529 = -1787272.827361 nChanged 225 SP:Iteration 14Q (574.470000 sec): 3 clusters Score: Raw -1792151.656319 + Penalty 4709.180529 = -1787442.475790 nChanged 263 SP:Iteration 15Q (574.770000 sec): 3 clusters Score: Raw -1792351.411886 + Penalty 4709.180529 = -1787642.231357 nChanged 256 SP:Iteration 16Q (575.030000 sec): 3 clusters Score: Raw -1792578.015639 + Penalty 4709.180529 = -1787868.835110 nChanged 279 SP:Iteration 17Q (575.310000 sec): 3 clusters Score: Raw -1792840.826500 + Penalty 4709.180529 = -1788131.645971 nChanged 282 SP:Iteration 18Q (575.580000 sec): 3 clusters Score: Raw -1793125.355159 + Penalty 4709.180529 = -1788416.174630 nChanged 267 SP:Iteration 19Q (575.860000 sec): 3 clusters Score: Raw -1793392.035251 + Penalty 4709.180529 = -1788682.854722 nChanged 271 SP:Iteration 20F (576.140000 sec): 3 clusters Score: Raw -1793866.779170 + Penalty 4709.180529 = -1789157.598641 nChanged 284 SP:Iteration 21Q (576.380000 sec): 3 clusters Score: Raw -1794580.637750 + Penalty 4709.180529 = -1789871.457221 nChanged 231 SP:Iteration 22Q (576.580000 sec): 3 clusters Score: Raw -1794877.307672 + Penalty 4709.180529 = -1790168.127143 nChanged 163 SP:Iteration 23Q (576.830000 sec): 3 clusters Score: Raw -1794990.039550 + Penalty 4709.180529 = -1790280.859021 nChanged 121 SP:Iteration 24Q (577.070000 sec): 3 clusters Score: Raw -1795052.797476 + Penalty 4709.180529 = -1790343.616947 nChanged 76 SP:Iteration 25Q (577.300000 sec): 3 clusters Score: Raw -1795091.309757 + Penalty 4709.180529 = -1790382.129228 nChanged 54 SP:Iteration 26Q (577.500000 sec): 3 clusters Score: Raw -1795123.561061 + Penalty 4709.180529 = -1790414.380532 nChanged 45 SP:Iteration 27Q (577.790000 sec): 3 clusters Score: Raw -1795141.143631 + Penalty 4709.180529 = -1790431.963102 nChanged 27 SP:Iteration 28Q (578.050000 sec): 3 clusters Score: Raw -1795148.094040 + Penalty 4709.180529 = -1790438.913511 nChanged 18 SP:Iteration 29Q (578.340000 sec): 3 clusters Score: Raw -1795153.027363 + Penalty 4709.180529 = -1790443.846834 nChanged 20 SP:Iteration 30Q (578.560000 sec): 3 clusters Score: Raw -1795157.400840 + Penalty 4709.180529 = -1790448.220311 nChanged 11 SP:Iteration 31Q (578.800000 sec): 3 clusters Score: Raw -1795159.996935 + Penalty 4709.180529 = -1790450.816406 nChanged 13 SP:Iteration 32Q (579.060000 sec): 3 clusters Score: Raw -1795162.315505 + Penalty 4709.180529 = -1790453.134976 nChanged 10 SP:Iteration 33Q (579.350000 sec): 3 clusters Score: Raw -1795163.847508 + Penalty 4709.180529 = -1790454.666979 nChanged 11 SP:Iteration 34Q (579.590000 sec): 3 clusters Score: Raw -1795165.179071 + Penalty 4709.180529 = -1790455.998542 nChanged 9 SP:Iteration 35Q (579.880000 sec): 3 clusters Score: Raw -1795166.517376 + Penalty 4709.180529 = -1790457.336847 nChanged 8 SP:Iteration 36Q (580.080000 sec): 3 clusters Score: Raw -1795167.848466 + Penalty 4709.180529 = -1790458.667937 nChanged 10 SP:Iteration 37Q (580.330000 sec): 3 clusters Score: Raw -1795169.418957 + Penalty 4709.180529 = -1790460.238428 nChanged 9 SP:Iteration 38Q (580.590000 sec): 3 clusters Score: Raw -1795170.425836 + Penalty 4709.180529 = -1790461.245308 nChanged 12 SP:Iteration 39Q (580.810000 sec): 3 clusters Score: Raw -1795172.076412 + Penalty 4709.180529 = -1790462.895883 nChanged 7 SP:Iteration 40F (581.060000 sec): 3 clusters Score: Raw -1795172.787052 + Penalty 4709.180529 = -1790463.606523 nChanged 2 SP:Iteration 41Q (581.300000 sec): 3 clusters Score: Raw -1795172.985420 + Penalty 4709.180529 = -1790463.804891 nChanged 1 SP:Iteration 42Q (581.570000 sec): 3 clusters Score: Raw -1795173.044029 + Penalty 4709.180529 = -1790463.863500 nChanged 0 SP:Iteration 43F (581.790000 sec): 3 clusters Score: Raw -1795173.044029 + Penalty 4709.180529 = -1790463.863500 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 4.61 GB. Trying to split cluster 18 (3594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.910000 sec): 2 clusters Score: Raw -462813.296002 + Penalty 2030.381225 = -460782.914778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (582.100000 sec): 3 clusters Score: Raw -461321.938434 + Penalty 4060.762449 = -457261.175985 nChanged 1330 SP:Iteration 1F (582.320000 sec): 3 clusters Score: Raw -462494.489038 + Penalty 4060.762449 = -458433.726589 nChanged 401 SP:Iteration 2F (582.490000 sec): 3 clusters Score: Raw -463275.459660 + Penalty 4060.762449 = -459214.697211 nChanged 365 SP:Iteration 3F (582.700000 sec): 3 clusters Score: Raw -464392.263601 + Penalty 4060.762449 = -460331.501152 nChanged 362 SP:Iteration 4F (582.910000 sec): 3 clusters Score: Raw -465089.497768 + Penalty 4060.762449 = -461028.735319 nChanged 240 SP:Iteration 5F (583.090000 sec): 3 clusters Score: Raw -465433.436242 + Penalty 4060.762449 = -461372.673793 nChanged 162 SP:Iteration 6Q (583.280000 sec): 3 clusters Score: Raw -465623.592275 + Penalty 4060.762449 = -461562.829826 nChanged 115 SP:Iteration 7Q (583.460000 sec): 3 clusters Score: Raw -465739.981716 + Penalty 4060.762449 = -461679.219267 nChanged 81 SP:Iteration 8Q (583.660000 sec): 3 clusters Score: Raw -465814.899510 + Penalty 4060.762449 = -461754.137060 nChanged 59 SP:Iteration 9Q (583.850000 sec): 3 clusters Score: Raw -465861.559482 + Penalty 4060.762449 = -461800.797033 nChanged 37 SP:Iteration 10Q (584.040000 sec): 3 clusters Score: Raw -465884.791126 + Penalty 4060.762449 = -461824.028676 nChanged 29 SP:Iteration 11Q (584.260000 sec): 3 clusters Score: Raw -465914.829363 + Penalty 4060.762449 = -461854.066914 nChanged 34 SP:Iteration 12Q (584.450000 sec): 3 clusters Score: Raw -465945.330205 + Penalty 4060.762449 = -461884.567756 nChanged 28 SP:Iteration 13Q (584.630000 sec): 3 clusters Score: Raw -465975.382949 + Penalty 4060.762449 = -461914.620500 nChanged 17 SP:Iteration 14Q (584.850000 sec): 3 clusters Score: Raw -465993.256212 + Penalty 4060.762449 = -461932.493762 nChanged 18 SP:Iteration 15Q (585.040000 sec): 3 clusters Score: Raw -466007.730028 + Penalty 4060.762449 = -461946.967579 nChanged 8 SP:Iteration 16Q (585.200000 sec): 3 clusters Score: Raw -466014.019376 + Penalty 4060.762449 = -461953.256927 nChanged 4 SP:Iteration 17Q (585.410000 sec): 3 clusters Score: Raw -466017.667463 + Penalty 4060.762449 = -461956.905013 nChanged 8 SP:Iteration 18Q (585.600000 sec): 3 clusters Score: Raw -466021.077244 + Penalty 4060.762449 = -461960.314794 nChanged 4 SP:Iteration 19Q (585.780000 sec): 3 clusters Score: Raw -466023.186306 + Penalty 4060.762449 = -461962.423857 nChanged 0 SP:Iteration 20F (586.000000 sec): 3 clusters Score: Raw -466023.186306 + Penalty 4060.762449 = -461962.423857 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 4.61 GB. Trying to split cluster 19 (13877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.120000 sec): 2 clusters Score: Raw -1980675.152691 + Penalty 2365.421042 = -1978309.731649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.440000 sec): 3 clusters Score: Raw -1972995.384713 + Penalty 4730.842084 = -1968264.542629 nChanged 5964 SP:Iteration 1F (586.680000 sec): 3 clusters Score: Raw -1977281.665034 + Penalty 4730.842084 = -1972550.822950 nChanged 1455 SP:Iteration 2F (586.960000 sec): 3 clusters Score: Raw -1979646.772857 + Penalty 4730.842084 = -1974915.930773 nChanged 1506 SP:Iteration 3F (587.250000 sec): 3 clusters Score: Raw -1981781.025741 + Penalty 4730.842084 = -1977050.183657 nChanged 1375 SP:Iteration 4F (587.480000 sec): 3 clusters Score: Raw -1983422.574350 + Penalty 4730.842084 = -1978691.732267 nChanged 1047 SP:Iteration 5F (587.780000 sec): 3 clusters Score: Raw -1984455.580146 + Penalty 4730.842084 = -1979724.738062 nChanged 676 SP:Iteration 6Q (588.010000 sec): 3 clusters Score: Raw -1985034.141290 + Penalty 4730.842084 = -1980303.299206 nChanged 432 SP:Iteration 7Q (588.300000 sec): 3 clusters Score: Raw -1985442.302293 + Penalty 4730.842084 = -1980711.460209 nChanged 304 SP:Iteration 8Q (588.540000 sec): 3 clusters Score: Raw -1985696.765492 + Penalty 4730.842084 = -1980965.923408 nChanged 198 SP:Iteration 9Q (588.780000 sec): 3 clusters Score: Raw -1985868.300092 + Penalty 4730.842084 = -1981137.458008 nChanged 175 SP:Iteration 10Q (589.000000 sec): 3 clusters Score: Raw -1985983.718873 + Penalty 4730.842084 = -1981252.876789 nChanged 119 SP:Iteration 11Q (589.310000 sec): 3 clusters Score: Raw -1986047.957556 + Penalty 4730.842084 = -1981317.115472 nChanged 77 SP:Iteration 12Q (589.540000 sec): 3 clusters Score: Raw -1986078.730298 + Penalty 4730.842084 = -1981347.888214 nChanged 63 SP:Iteration 13Q (589.760000 sec): 3 clusters Score: Raw -1986100.369031 + Penalty 4730.842084 = -1981369.526947 nChanged 52 SP:Iteration 14Q (590.020000 sec): 3 clusters Score: Raw -1986115.166298 + Penalty 4730.842084 = -1981384.324214 nChanged 38 SP:Iteration 15Q (590.280000 sec): 3 clusters Score: Raw -1986126.760385 + Penalty 4730.842084 = -1981395.918301 nChanged 40 SP:Iteration 16Q (590.580000 sec): 3 clusters Score: Raw -1986139.267623 + Penalty 4730.842084 = -1981408.425539 nChanged 41 SP:Iteration 17Q (590.820000 sec): 3 clusters Score: Raw -1986153.571742 + Penalty 4730.842084 = -1981422.729658 nChanged 41 SP:Iteration 18Q (591.100000 sec): 3 clusters Score: Raw -1986171.290671 + Penalty 4730.842084 = -1981440.448587 nChanged 42 SP:Iteration 19Q (591.360000 sec): 3 clusters Score: Raw -1986190.324914 + Penalty 4730.842084 = -1981459.482830 nChanged 28 SP:Iteration 20F (591.580000 sec): 3 clusters Score: Raw -1986200.707760 + Penalty 4730.842084 = -1981469.865676 nChanged 30 SP:Iteration 21Q (591.780000 sec): 3 clusters Score: Raw -1986220.118186 + Penalty 4730.842084 = -1981489.276102 nChanged 35 SP:Iteration 22Q (592.040000 sec): 3 clusters Score: Raw -1986247.471150 + Penalty 4730.842084 = -1981516.629066 nChanged 35 SP:Iteration 23Q (592.310000 sec): 3 clusters Score: Raw -1986271.115596 + Penalty 4730.842084 = -1981540.273512 nChanged 41 SP:Iteration 24Q (592.530000 sec): 3 clusters Score: Raw -1986294.281533 + Penalty 4730.842084 = -1981563.439449 nChanged 39 SP:Iteration 25Q (592.830000 sec): 3 clusters Score: Raw -1986317.067990 + Penalty 4730.842084 = -1981586.225906 nChanged 44 SP:Iteration 26Q (593.090000 sec): 3 clusters Score: Raw -1986338.663424 + Penalty 4730.842084 = -1981607.821341 nChanged 34 SP:Iteration 27Q (593.290000 sec): 3 clusters Score: Raw -1986348.356746 + Penalty 4730.842084 = -1981617.514662 nChanged 21 SP:Iteration 28Q (593.550000 sec): 3 clusters Score: Raw -1986354.499729 + Penalty 4730.842084 = -1981623.657645 nChanged 17 SP:Iteration 29Q (593.790000 sec): 3 clusters Score: Raw -1986360.355137 + Penalty 4730.842084 = -1981629.513053 nChanged 18 SP:Iteration 30Q (593.970000 sec): 3 clusters Score: Raw -1986369.358582 + Penalty 4730.842084 = -1981638.516498 nChanged 21 SP:Iteration 31Q (594.210000 sec): 3 clusters Score: Raw -1986375.335448 + Penalty 4730.842084 = -1981644.493365 nChanged 13 SP:Iteration 32Q (594.430000 sec): 3 clusters Score: Raw -1986377.918679 + Penalty 4730.842084 = -1981647.076595 nChanged 16 SP:Iteration 33Q (594.690000 sec): 3 clusters Score: Raw -1986380.766487 + Penalty 4730.842084 = -1981649.924403 nChanged 9 SP:Iteration 34Q (594.930000 sec): 3 clusters Score: Raw -1986382.450901 + Penalty 4730.842084 = -1981651.608817 nChanged 4 SP:Iteration 35Q (595.190000 sec): 3 clusters Score: Raw -1986383.002338 + Penalty 4730.842084 = -1981652.160254 nChanged 1 SP:Iteration 36Q (595.450000 sec): 3 clusters Score: Raw -1986383.372740 + Penalty 4730.842084 = -1981652.530656 nChanged 5 SP:Iteration 37Q (595.700000 sec): 3 clusters Score: Raw -1986384.454632 + Penalty 4730.842084 = -1981653.612548 nChanged 3 SP:Iteration 38Q (595.990000 sec): 3 clusters Score: Raw -1986385.130950 + Penalty 4730.842084 = -1981654.288866 nChanged 3 SP:Iteration 39Q (596.190000 sec): 3 clusters Score: Raw -1986385.414578 + Penalty 4730.842084 = -1981654.572494 nChanged 2 SP:Iteration 40F (596.450000 sec): 3 clusters Score: Raw -1986385.597916 + Penalty 4730.842084 = -1981654.755832 nChanged 3 SP:Iteration 41Q (596.700000 sec): 3 clusters Score: Raw -1986386.159362 + Penalty 4730.842084 = -1981655.317278 nChanged 4 SP:Iteration 42Q (596.970000 sec): 3 clusters Score: Raw -1986386.698704 + Penalty 4730.842084 = -1981655.856620 nChanged 1 SP:Iteration 43Q (597.240000 sec): 3 clusters Score: Raw -1986386.736724 + Penalty 4730.842084 = -1981655.894640 nChanged 0 SP:Iteration 44F (597.480000 sec): 3 clusters Score: Raw -1986386.736724 + Penalty 4730.842084 = -1981655.894640 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Iteration 20F (635.340000 sec): 30 clusters Score: Raw -87301057.671867 + Penalty 95886.147188 = -87205171.524679 nChanged 21247 Iteration 21Q (657.730000 sec): 30 clusters Score: Raw -87319917.205035 + Penalty 95886.147188 = -87224031.057847 nChanged 10825 Iteration 22Q (680.480000 sec): 30 clusters Score: Raw -87326654.624024 + Penalty 95886.147188 = -87230768.476837 nChanged 7650 Iteration 23Q (702.890000 sec): 30 clusters Score: Raw -87330614.654331 + Penalty 95886.147188 = -87234728.507144 nChanged 5709 Iteration 24Q (723.370000 sec): 30 clusters Score: Raw -87332987.701000 + Penalty 95886.147188 = -87237101.553812 nChanged 4303 Iteration 25Q (744.410000 sec): 30 clusters Score: Raw -87334502.518251 + Penalty 95886.147188 = -87238616.371063 nChanged 3409 Iteration 26Q (765.350000 sec): 30 clusters Score: Raw -87335478.064589 + Penalty 95886.147188 = -87239591.917402 nChanged 2652 Iteration 27Q (786.610000 sec): 30 clusters Score: Raw -87336085.988958 + Penalty 95886.147188 = -87240199.841770 nChanged 2204 Iteration 28Q (807.350000 sec): 30 clusters Score: Raw -87336562.998342 + Penalty 95886.147188 = -87240676.851154 nChanged 1830 Iteration 29Q (827.300000 sec): 30 clusters Score: Raw -87336912.716867 + Penalty 95886.147188 = -87241026.569679 nChanged 1440 Iteration 30Q (847.130000 sec): 30 clusters Score: Raw -87337206.320025 + Penalty 95886.147188 = -87241320.172837 nChanged 1232 Iteration 31Q (865.980000 sec): 30 clusters Score: Raw -87337497.607218 + Penalty 95886.147188 = -87241611.460030 nChanged 1129 Iteration 32Q (884.390000 sec): 30 clusters Score: Raw -87337756.985020 + Penalty 95886.147188 = -87241870.837832 nChanged 1001 Iteration 33Q (902.800000 sec): 30 clusters Score: Raw -87337992.190721 + Penalty 95886.147188 = -87242106.043533 nChanged 896 Iteration 34Q (922.380000 sec): 30 clusters Score: Raw -87338192.657135 + Penalty 95886.147188 = -87242306.509947 nChanged 771 Iteration 35Q (944.160000 sec): 30 clusters Score: Raw -87338419.253442 + Penalty 95886.147188 = -87242533.106254 nChanged 650 Iteration 36Q (967.330000 sec): 30 clusters Score: Raw -87338719.675579 + Penalty 95886.147188 = -87242833.528391 nChanged 536 Iteration 37Q (987.100000 sec): 30 clusters Score: Raw -87338939.598025 + Penalty 95886.147188 = -87243053.450837 nChanged 429 Iteration 38Q (1006.970000 sec): 30 clusters Score: Raw -87339034.639641 + Penalty 95886.147188 = -87243148.492453 nChanged 361 Iteration 39Q (1026.090000 sec): 30 clusters Score: Raw -87339092.675725 + Penalty 95886.147188 = -87243206.528537 nChanged 307 Iteration 40F (1063.710000 sec): 30 clusters Score: Raw -87341950.776393 + Penalty 95886.147188 = -87246064.629205 nChanged 474 Iteration 41Q (1084.830000 sec): 30 clusters Score: Raw -87344272.613198 + Penalty 95886.147188 = -87248386.466011 nChanged 598 Iteration 42Q (1104.670000 sec): 30 clusters Score: Raw -87344533.943061 + Penalty 95886.147188 = -87248647.795873 nChanged 621 Iteration 43Q (1124.500000 sec): 30 clusters Score: Raw -87344731.424781 + Penalty 95886.147188 = -87248845.277594 nChanged 641 Iteration 44Q (1144.370000 sec): 30 clusters Score: Raw -87344879.726328 + Penalty 95886.147188 = -87248993.579141 nChanged 589 Iteration 45Q (1163.090000 sec): 30 clusters Score: Raw -87344979.033387 + Penalty 95886.147188 = -87249092.886200 nChanged 522 Iteration 46Q (1184.360000 sec): 30 clusters Score: Raw -87345048.008382 + Penalty 95886.147188 = -87249161.861195 nChanged 431 Iteration 47Q (1204.570000 sec): 30 clusters Score: Raw -87345092.000765 + Penalty 95886.147188 = -87249205.853577 nChanged 351 Iteration 48Q (1224.350000 sec): 30 clusters Score: Raw -87345129.069833 + Penalty 95886.147188 = -87249242.922645 nChanged 312 Iteration 49Q (1244.990000 sec): 30 clusters Score: Raw -87345169.401388 + Penalty 95886.147188 = -87249283.254200 nChanged 282 Iteration 50Q (1264.790000 sec): 30 clusters Score: Raw -87345204.358116 + Penalty 95886.147188 = -87249318.210928 nChanged 248 Iteration 51Q (1284.100000 sec): 30 clusters Score: Raw -87345234.027184 + Penalty 95886.147188 = -87249347.879996 nChanged 238 Iteration 52Q (1305.100000 sec): 30 clusters Score: Raw -87345262.370715 + Penalty 95886.147188 = -87249376.223527 nChanged 222 Iteration 53Q (1326.630000 sec): 30 clusters Score: Raw -87345337.035533 + Penalty 95886.147188 = -87249450.888346 nChanged 188 Iteration 54Q (1348.960000 sec): 30 clusters Score: Raw -87345373.296764 + Penalty 95886.147188 = -87249487.149576 nChanged 195 Iteration 55Q (1371.680000 sec): 30 clusters Score: Raw -87345408.636143 + Penalty 95886.147188 = -87249522.488956 nChanged 219 Iteration 56Q (1391.190000 sec): 30 clusters Score: Raw -87345442.317758 + Penalty 95886.147188 = -87249556.170570 nChanged 228 Iteration 57Q (1413.790000 sec): 30 clusters Score: Raw -87345471.088496 + Penalty 95886.147188 = -87249584.941308 nChanged 216 Iteration 58Q (1437.790000 sec): 30 clusters Score: Raw -87345502.733483 + Penalty 95886.147188 = -87249616.586296 nChanged 215 Writing temp clu file Because OldScore, -87249584.941308, is greater than current (better) Score,-87249616.586296 Compute initial score before splitting: Score: Raw -87345502.733483 + Penalty 95886.147188 = -87249616.586296 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 1 (3057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.070000 sec): 2 clusters Score: Raw -429687.909936 + Penalty 1990.246952 = -427697.662984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.220000 sec): 3 clusters Score: Raw -428411.920764 + Penalty 3980.493904 = -424431.426860 nChanged 1074 SP:Iteration 1F (1438.460000 sec): 3 clusters Score: Raw -429073.436347 + Penalty 3980.493904 = -425092.942443 nChanged 220 SP:Iteration 2F (1438.600000 sec): 3 clusters Score: Raw -429210.362371 + Penalty 3980.493904 = -425229.868467 nChanged 140 SP:Iteration 3Q (1438.820000 sec): 3 clusters Score: Raw -429305.287070 + Penalty 3980.493904 = -425324.793167 nChanged 94 SP:Iteration 4Q (1439.020000 sec): 3 clusters Score: Raw -429361.722582 + Penalty 3980.493904 = -425381.228678 nChanged 91 SP:Iteration 5Q (1439.200000 sec): 3 clusters Score: Raw -429408.227218 + Penalty 3980.493904 = -425427.733315 nChanged 54 SP:Iteration 6Q (1439.400000 sec): 3 clusters Score: Raw -429440.157512 + Penalty 3980.493904 = -425459.663608 nChanged 52 SP:Iteration 7Q (1439.560000 sec): 3 clusters Score: Raw -429472.203802 + Penalty 3980.493904 = -425491.709898 nChanged 51 SP:Iteration 8Q (1439.790000 sec): 3 clusters Score: Raw -429494.992204 + Penalty 3980.493904 = -425514.498301 nChanged 43 SP:Iteration 9Q (1440.040000 sec): 3 clusters Score: Raw -429515.853720 + Penalty 3980.493904 = -425535.359817 nChanged 40 SP:Iteration 10Q (1440.230000 sec): 3 clusters Score: Raw -429540.024911 + Penalty 3980.493904 = -425559.531007 nChanged 41 SP:Iteration 11Q (1440.400000 sec): 3 clusters Score: Raw -429563.284795 + Penalty 3980.493904 = -425582.790892 nChanged 44 SP:Iteration 12Q (1440.530000 sec): 3 clusters Score: Raw -429584.409471 + Penalty 3980.493904 = -425603.915567 nChanged 39 SP:Iteration 13Q (1440.780000 sec): 3 clusters Score: Raw -429610.038140 + Penalty 3980.493904 = -425629.544237 nChanged 54 SP:Iteration 14Q (1440.990000 sec): 3 clusters Score: Raw -429646.121575 + Penalty 3980.493904 = -425665.627671 nChanged 49 SP:Iteration 15Q (1441.190000 sec): 3 clusters Score: Raw -429671.667220 + Penalty 3980.493904 = -425691.173316 nChanged 48 SP:Iteration 16Q (1441.350000 sec): 3 clusters Score: Raw -429699.322387 + Penalty 3980.493904 = -425718.828484 nChanged 51 SP:Iteration 17Q (1441.610000 sec): 3 clusters Score: Raw -429735.362982 + Penalty 3980.493904 = -425754.869078 nChanged 55 SP:Iteration 18Q (1441.830000 sec): 3 clusters Score: Raw -429772.083946 + Penalty 3980.493904 = -425791.590042 nChanged 51 SP:Iteration 19Q (1441.990000 sec): 3 clusters Score: Raw -429807.369061 + Penalty 3980.493904 = -425826.875157 nChanged 49 SP:Iteration 20F (1442.190000 sec): 3 clusters Score: Raw -429839.504828 + Penalty 3980.493904 = -425859.010924 nChanged 39 SP:Iteration 21Q (1442.400000 sec): 3 clusters Score: Raw -429863.782509 + Penalty 3980.493904 = -425883.288605 nChanged 32 SP:Iteration 22Q (1442.550000 sec): 3 clusters Score: Raw -429887.589713 + Penalty 3980.493904 = -425907.095809 nChanged 33 SP:Iteration 23Q (1442.710000 sec): 3 clusters Score: Raw -429909.333029 + Penalty 3980.493904 = -425928.839125 nChanged 39 SP:Iteration 24Q (1442.860000 sec): 3 clusters Score: Raw -429946.544105 + Penalty 3980.493904 = -425966.050201 nChanged 37 SP:Iteration 25Q (1443.010000 sec): 3 clusters Score: Raw -429989.479231 + Penalty 3980.493904 = -426008.985327 nChanged 51 SP:Iteration 26Q (1443.190000 sec): 3 clusters Score: Raw -430077.603209 + Penalty 3980.493904 = -426097.109306 nChanged 73 SP:Iteration 27Q (1443.400000 sec): 3 clusters Score: Raw -430174.798371 + Penalty 3980.493904 = -426194.304467 nChanged 64 SP:Iteration 28Q (1443.600000 sec): 3 clusters Score: Raw -430238.466477 + Penalty 3980.493904 = -426257.972573 nChanged 60 SP:Iteration 29Q (1443.750000 sec): 3 clusters Score: Raw -430293.472030 + Penalty 3980.493904 = -426312.978126 nChanged 52 SP:Iteration 30Q (1443.930000 sec): 3 clusters Score: Raw -430327.490726 + Penalty 3980.493904 = -426346.996822 nChanged 37 SP:Iteration 31Q (1444.110000 sec): 3 clusters Score: Raw -430355.457027 + Penalty 3980.493904 = -426374.963123 nChanged 29 SP:Iteration 32Q (1444.350000 sec): 3 clusters Score: Raw -430378.433691 + Penalty 3980.493904 = -426397.939787 nChanged 27 SP:Iteration 33Q (1444.590000 sec): 3 clusters Score: Raw -430400.736043 + Penalty 3980.493904 = -426420.242139 nChanged 30 SP:Iteration 34Q (1444.770000 sec): 3 clusters Score: Raw -430419.075622 + Penalty 3980.493904 = -426438.581719 nChanged 21 SP:Iteration 35Q (1444.970000 sec): 3 clusters Score: Raw -430430.342349 + Penalty 3980.493904 = -426449.848446 nChanged 10 SP:Iteration 36Q (1445.180000 sec): 3 clusters Score: Raw -430437.782690 + Penalty 3980.493904 = -426457.288787 nChanged 8 SP:Iteration 37Q (1445.330000 sec): 3 clusters Score: Raw -430443.288826 + Penalty 3980.493904 = -426462.794923 nChanged 11 SP:Iteration 38Q (1445.550000 sec): 3 clusters Score: Raw -430448.414085 + Penalty 3980.493904 = -426467.920182 nChanged 8 SP:Iteration 39Q (1445.730000 sec): 3 clusters Score: Raw -430452.227014 + Penalty 3980.493904 = -426471.733111 nChanged 6 SP:Iteration 40F (1445.910000 sec): 3 clusters Score: Raw -430456.073330 + Penalty 3980.493904 = -426475.579426 nChanged 5 SP:Iteration 41Q (1446.140000 sec): 3 clusters Score: Raw -430458.082503 + Penalty 3980.493904 = -426477.588599 nChanged 3 SP:Iteration 42Q (1446.310000 sec): 3 clusters Score: Raw -430458.899816 + Penalty 3980.493904 = -426478.405912 nChanged 1 SP:Iteration 43Q (1446.530000 sec): 3 clusters Score: Raw -430459.111941 + Penalty 3980.493904 = -426478.618038 nChanged 0 SP:Iteration 44F (1446.730000 sec): 3 clusters Score: Raw -430459.111941 + Penalty 3980.493904 = -426478.618038 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 2 (6992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1446.860000 sec): 2 clusters Score: Raw -986350.157091 + Penalty 2195.425435 = -984154.731656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1447.120000 sec): 3 clusters Score: Raw -982831.815033 + Penalty 4390.850871 = -978440.964162 nChanged 2797 SP:Iteration 1F (1447.320000 sec): 3 clusters Score: Raw -984660.536099 + Penalty 4390.850871 = -980269.685228 nChanged 605 SP:Iteration 2F (1447.560000 sec): 3 clusters Score: Raw -985257.343505 + Penalty 4390.850871 = -980866.492634 nChanged 550 SP:Iteration 3F (1447.830000 sec): 3 clusters Score: Raw -985864.857451 + Penalty 4390.850871 = -981474.006580 nChanged 603 SP:Iteration 4F (1448.040000 sec): 3 clusters Score: Raw -986586.901746 + Penalty 4390.850871 = -982196.050875 nChanged 624 SP:Iteration 5F (1448.270000 sec): 3 clusters Score: Raw -987507.153027 + Penalty 4390.850871 = -983116.302156 nChanged 553 SP:Iteration 6F (1448.480000 sec): 3 clusters Score: Raw -988371.617442 + Penalty 4390.850871 = -983980.766571 nChanged 410 SP:Iteration 7F (1448.720000 sec): 3 clusters Score: Raw -989003.570284 + Penalty 4390.850871 = -984612.719413 nChanged 252 SP:Iteration 8Q (1448.910000 sec): 3 clusters Score: Raw -989431.558261 + Penalty 4390.850871 = -985040.707390 nChanged 110 SP:Iteration 9Q (1449.130000 sec): 3 clusters Score: Raw -989607.649655 + Penalty 4390.850871 = -985216.798784 nChanged 62 SP:Iteration 10Q (1449.270000 sec): 3 clusters Score: Raw -989668.270404 + Penalty 4390.850871 = -985277.419533 nChanged 29 SP:Iteration 11Q (1449.520000 sec): 3 clusters Score: Raw -989686.780844 + Penalty 4390.850871 = -985295.929973 nChanged 15 SP:Iteration 12Q (1449.730000 sec): 3 clusters Score: Raw -989696.603821 + Penalty 4390.850871 = -985305.752950 nChanged 12 SP:Iteration 13Q (1449.920000 sec): 3 clusters Score: Raw -989702.980714 + Penalty 4390.850871 = -985312.129843 nChanged 5 SP:Iteration 14Q (1450.160000 sec): 3 clusters Score: Raw -989704.536058 + Penalty 4390.850871 = -985313.685187 nChanged 4 SP:Iteration 15Q (1450.370000 sec): 3 clusters Score: Raw -989705.617077 + Penalty 4390.850871 = -985314.766206 nChanged 3 SP:Iteration 16Q (1450.520000 sec): 3 clusters Score: Raw -989706.757272 + Penalty 4390.850871 = -985315.906401 nChanged 4 SP:Iteration 17Q (1450.710000 sec): 3 clusters Score: Raw -989707.972570 + Penalty 4390.850871 = -985317.121699 nChanged 1 SP:Iteration 18Q (1450.950000 sec): 3 clusters Score: Raw -989708.083003 + Penalty 4390.850871 = -985317.232132 nChanged 0 SP:Iteration 19F (1451.070000 sec): 3 clusters Score: Raw -989708.083003 + Penalty 4390.850871 = -985317.232132 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 4.61 GB. Trying to split cluster 3 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1451.150000 sec): 2 clusters Score: Raw -146319.169015 + Penalty 1725.459348 = -144593.709667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1451.290000 sec): 3 clusters Score: Raw -146096.489038 + Penalty 3450.918696 = -142645.570342 nChanged 285 SP:Iteration 1F (1451.440000 sec): 3 clusters Score: Raw -146494.846440 + Penalty 3450.918696 = -143043.927744 nChanged 92 SP:Iteration 2F (1451.610000 sec): 3 clusters Score: Raw -146738.747311 + Penalty 3450.918696 = -143287.828616 nChanged 60 SP:Iteration 3F (1451.780000 sec): 3 clusters Score: Raw -146938.765494 + Penalty 3450.918696 = -143487.846798 nChanged 48 SP:Iteration 4Q (1451.920000 sec): 3 clusters Score: Raw -147079.852418 + Penalty 3450.918696 = -143628.933722 nChanged 43 SP:Iteration 5Q (1452.130000 sec): 3 clusters Score: Raw -147154.113159 + Penalty 3450.918696 = -143703.194463 nChanged 32 SP:Iteration 6Q (1452.310000 sec): 3 clusters Score: Raw -147192.874505 + Penalty 3450.918696 = -143741.955809 nChanged 32 SP:Iteration 7Q (1452.480000 sec): 3 clusters Score: Raw -147235.726287 + Penalty 3450.918696 = -143784.807591 nChanged 24 SP:Iteration 8Q (1452.670000 sec): 3 clusters Score: Raw -147281.025079 + Penalty 3450.918696 = -143830.106383 nChanged 27 SP:Iteration 9Q (1452.790000 sec): 3 clusters Score: Raw -147329.931858 + Penalty 3450.918696 = -143879.013162 nChanged 23 SP:Iteration 10Q (1452.930000 sec): 3 clusters Score: Raw -147375.555207 + Penalty 3450.918696 = -143924.636511 nChanged 17 SP:Iteration 11Q (1453.070000 sec): 3 clusters Score: Raw -147394.753596 + Penalty 3450.918696 = -143943.834900 nChanged 14 SP:Iteration 12Q (1453.210000 sec): 3 clusters Score: Raw -147411.531043 + Penalty 3450.918696 = -143960.612347 nChanged 11 SP:Iteration 13Q (1453.360000 sec): 3 clusters Score: Raw -147425.124431 + Penalty 3450.918696 = -143974.205735 nChanged 12 SP:Iteration 14Q (1453.550000 sec): 3 clusters Score: Raw -147444.499419 + Penalty 3450.918696 = -143993.580723 nChanged 11 SP:Iteration 15Q (1453.660000 sec): 3 clusters Score: Raw -147460.137918 + Penalty 3450.918696 = -144009.219222 nChanged 8 SP:Iteration 16Q (1453.790000 sec): 3 clusters Score: Raw -147480.624204 + Penalty 3450.918696 = -144029.705508 nChanged 9 SP:Iteration 17Q (1453.950000 sec): 3 clusters Score: Raw -147498.036097 + Penalty 3450.918696 = -144047.117401 nChanged 7 SP:Iteration 18Q (1454.160000 sec): 3 clusters Score: Raw -147509.324500 + Penalty 3450.918696 = -144058.405805 nChanged 4 SP:Iteration 19Q (1454.340000 sec): 3 clusters Score: Raw -147515.304502 + Penalty 3450.918696 = -144064.385806 nChanged 3 SP:Iteration 20F (1454.510000 sec): 3 clusters Score: Raw -147518.348078 + Penalty 3450.918696 = -144067.429383 nChanged 2 SP:Iteration 21Q (1454.680000 sec): 3 clusters Score: Raw -147519.390947 + Penalty 3450.918696 = -144068.472252 nChanged 1 SP:Iteration 22Q (1454.920000 sec): 3 clusters Score: Raw -147520.451227 + Penalty 3450.918696 = -144069.532531 nChanged 0 SP:Iteration 23F (1455.060000 sec): 3 clusters Score: Raw -147520.451227 + Penalty 3450.918696 = -144069.532531 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 4 (9488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.190000 sec): 2 clusters Score: Raw -1432603.925584 + Penalty 2271.130214 = -1430332.795370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.350000 sec): 3 clusters Score: Raw -1427526.574927 + Penalty 4542.260428 = -1422984.314499 nChanged 3860 SP:Iteration 1F (1455.580000 sec): 3 clusters Score: Raw -1429615.076953 + Penalty 4542.260428 = -1425072.816525 nChanged 623 SP:Iteration 2F (1455.790000 sec): 3 clusters Score: Raw -1429995.600930 + Penalty 4542.260428 = -1425453.340502 nChanged 570 SP:Iteration 3F (1456.060000 sec): 3 clusters Score: Raw -1430445.800082 + Penalty 4542.260428 = -1425903.539654 nChanged 624 SP:Iteration 4F (1456.300000 sec): 3 clusters Score: Raw -1431127.662267 + Penalty 4542.260428 = -1426585.401838 nChanged 766 SP:Iteration 5F (1456.590000 sec): 3 clusters Score: Raw -1432161.757669 + Penalty 4542.260428 = -1427619.497241 nChanged 874 SP:Iteration 6F (1456.800000 sec): 3 clusters Score: Raw -1433187.780790 + Penalty 4542.260428 = -1428645.520361 nChanged 760 SP:Iteration 7F (1457.060000 sec): 3 clusters Score: Raw -1433881.842890 + Penalty 4542.260428 = -1429339.582462 nChanged 517 SP:Iteration 8F (1457.260000 sec): 3 clusters Score: Raw -1434267.638638 + Penalty 4542.260428 = -1429725.378210 nChanged 366 SP:Iteration 9Q (1457.540000 sec): 3 clusters Score: Raw -1434544.654058 + Penalty 4542.260428 = -1430002.393630 nChanged 292 SP:Iteration 10Q (1457.770000 sec): 3 clusters Score: Raw -1434774.689997 + Penalty 4542.260428 = -1430232.429569 nChanged 219 SP:Iteration 11Q (1458.010000 sec): 3 clusters Score: Raw -1434939.005513 + Penalty 4542.260428 = -1430396.745085 nChanged 176 SP:Iteration 12Q (1458.200000 sec): 3 clusters Score: Raw -1435088.356255 + Penalty 4542.260428 = -1430546.095827 nChanged 157 SP:Iteration 13Q (1458.460000 sec): 3 clusters Score: Raw -1435220.333885 + Penalty 4542.260428 = -1430678.073457 nChanged 121 SP:Iteration 14Q (1458.680000 sec): 3 clusters Score: Raw -1435313.664294 + Penalty 4542.260428 = -1430771.403866 nChanged 114 SP:Iteration 15Q (1458.900000 sec): 3 clusters Score: Raw -1435398.477656 + Penalty 4542.260428 = -1430856.217228 nChanged 81 SP:Iteration 16Q (1459.150000 sec): 3 clusters Score: Raw -1435461.513640 + Penalty 4542.260428 = -1430919.253212 nChanged 62 SP:Iteration 17Q (1459.360000 sec): 3 clusters Score: Raw -1435498.533346 + Penalty 4542.260428 = -1430956.272918 nChanged 49 SP:Iteration 18Q (1459.590000 sec): 3 clusters Score: Raw -1435528.587400 + Penalty 4542.260428 = -1430986.326972 nChanged 37 SP:Iteration 19Q (1459.780000 sec): 3 clusters Score: Raw -1435545.969427 + Penalty 4542.260428 = -1431003.708999 nChanged 22 SP:Iteration 20F (1460.020000 sec): 3 clusters Score: Raw -1435555.243057 + Penalty 4542.260428 = -1431012.982629 nChanged 19 SP:Iteration 21Q (1460.290000 sec): 3 clusters Score: Raw -1435563.242074 + Penalty 4542.260428 = -1431020.981646 nChanged 12 SP:Iteration 22Q (1460.490000 sec): 3 clusters Score: Raw -1435568.865107 + Penalty 4542.260428 = -1431026.604679 nChanged 8 SP:Iteration 23Q (1460.720000 sec): 3 clusters Score: Raw -1435571.957000 + Penalty 4542.260428 = -1431029.696572 nChanged 6 SP:Iteration 24Q (1460.940000 sec): 3 clusters Score: Raw -1435573.826783 + Penalty 4542.260428 = -1431031.566355 nChanged 3 SP:Iteration 25Q (1461.210000 sec): 3 clusters Score: Raw -1435574.515063 + Penalty 4542.260428 = -1431032.254634 nChanged 1 SP:Iteration 26Q (1461.410000 sec): 3 clusters Score: Raw -1435575.244599 + Penalty 4542.260428 = -1431032.984171 nChanged 2 SP:Iteration 27Q (1461.610000 sec): 3 clusters Score: Raw -1435575.789625 + Penalty 4542.260428 = -1431033.529197 nChanged 3 SP:Iteration 28Q (1461.870000 sec): 3 clusters Score: Raw -1435576.421390 + Penalty 4542.260428 = -1431034.160962 nChanged 1 SP:Iteration 29Q (1462.140000 sec): 3 clusters Score: Raw -1435576.912900 + Penalty 4542.260428 = -1431034.652472 nChanged 1 SP:Iteration 30Q (1462.360000 sec): 3 clusters Score: Raw -1435577.301321 + Penalty 4542.260428 = -1431035.040893 nChanged 3 SP:Iteration 31Q (1462.570000 sec): 3 clusters Score: Raw -1435577.880529 + Penalty 4542.260428 = -1431035.620101 nChanged 1 SP:Iteration 32Q (1462.880000 sec): 3 clusters Score: Raw -1435578.127383 + Penalty 4542.260428 = -1431035.866955 nChanged 1 SP:Iteration 33Q (1463.120000 sec): 3 clusters Score: Raw -1435578.378696 + Penalty 4542.260428 = -1431036.118268 nChanged 2 SP:Iteration 34Q (1463.400000 sec): 3 clusters Score: Raw -1435579.051852 + Penalty 4542.260428 = -1431036.791424 nChanged 6 SP:Iteration 35Q (1463.600000 sec): 3 clusters Score: Raw -1435580.559811 + Penalty 4542.260428 = -1431038.299383 nChanged 4 SP:Iteration 36Q (1463.860000 sec): 3 clusters Score: Raw -1435581.791605 + Penalty 4542.260428 = -1431039.531177 nChanged 3 SP:Iteration 37Q (1464.110000 sec): 3 clusters Score: Raw -1435582.317150 + Penalty 4542.260428 = -1431040.056721 nChanged 1 SP:Iteration 38Q (1464.370000 sec): 3 clusters Score: Raw -1435582.484412 + Penalty 4542.260428 = -1431040.223984 nChanged 0 SP:Iteration 39F (1464.580000 sec): 3 clusters Score: Raw -1435582.484412 + Penalty 4542.260428 = -1431040.223984 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 4.61 GB. Trying to split cluster 5 (21401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1464.790000 sec): 2 clusters Score: Raw -3127903.813058 + Penalty 2472.855846 = -3125430.957212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.150000 sec): 3 clusters Score: Raw -3115459.487516 + Penalty 4945.711693 = -3110513.775823 nChanged 9402 SP:Iteration 1F (1465.440000 sec): 3 clusters Score: Raw -3120441.311094 + Penalty 4945.711693 = -3115495.599402 nChanged 1110 SP:Iteration 2F (1465.770000 sec): 3 clusters Score: Raw -3120876.363147 + Penalty 4945.711693 = -3115930.651455 nChanged 988 SP:Iteration 3Q (1466.060000 sec): 3 clusters Score: Raw -3121261.977069 + Penalty 4945.711693 = -3116316.265376 nChanged 932 SP:Iteration 4Q (1466.380000 sec): 3 clusters Score: Raw -3121621.945626 + Penalty 4945.711693 = -3116676.233934 nChanged 907 SP:Iteration 5Q (1466.680000 sec): 3 clusters Score: Raw -3122028.344737 + Penalty 4945.711693 = -3117082.633045 nChanged 957 SP:Iteration 6Q (1466.990000 sec): 3 clusters Score: Raw -3122492.756461 + Penalty 4945.711693 = -3117547.044768 nChanged 994 SP:Iteration 7Q (1467.310000 sec): 3 clusters Score: Raw -3122994.840130 + Penalty 4945.711693 = -3118049.128437 nChanged 953 SP:Iteration 8Q (1467.660000 sec): 3 clusters Score: Raw -3123504.950450 + Penalty 4945.711693 = -3118559.238757 nChanged 958 SP:Iteration 9Q (1467.940000 sec): 3 clusters Score: Raw -3124037.396785 + Penalty 4945.711693 = -3119091.685092 nChanged 965 SP:Iteration 10Q (1468.320000 sec): 3 clusters Score: Raw -3124625.109051 + Penalty 4945.711693 = -3119679.397358 nChanged 898 SP:Iteration 11Q (1468.670000 sec): 3 clusters Score: Raw -3125188.828079 + Penalty 4945.711693 = -3120243.116386 nChanged 828 SP:Iteration 12Q (1468.950000 sec): 3 clusters Score: Raw -3125706.357881 + Penalty 4945.711693 = -3120760.646188 nChanged 728 SP:Iteration 13Q (1469.280000 sec): 3 clusters Score: Raw -3126162.791654 + Penalty 4945.711693 = -3121217.079961 nChanged 643 SP:Iteration 14Q (1469.520000 sec): 3 clusters Score: Raw -3126586.285800 + Penalty 4945.711693 = -3121640.574107 nChanged 544 SP:Iteration 15Q (1469.850000 sec): 3 clusters Score: Raw -3126951.685500 + Penalty 4945.711693 = -3122005.973808 nChanged 460 SP:Iteration 16Q (1470.170000 sec): 3 clusters Score: Raw -3127255.087629 + Penalty 4945.711693 = -3122309.375936 nChanged 355 SP:Iteration 17Q (1470.500000 sec): 3 clusters Score: Raw -3127488.819341 + Penalty 4945.711693 = -3122543.107648 nChanged 296 SP:Iteration 18Q (1470.750000 sec): 3 clusters Score: Raw -3127665.652464 + Penalty 4945.711693 = -3122719.940772 nChanged 226 SP:Iteration 19Q (1471.060000 sec): 3 clusters Score: Raw -3127804.097617 + Penalty 4945.711693 = -3122858.385924 nChanged 196 SP:Iteration 20F (1471.390000 sec): 3 clusters Score: Raw -3127941.953596 + Penalty 4945.711693 = -3122996.241903 nChanged 159 SP:Iteration 21Q (1471.630000 sec): 3 clusters Score: Raw -3128042.044154 + Penalty 4945.711693 = -3123096.332461 nChanged 121 SP:Iteration 22Q (1471.870000 sec): 3 clusters Score: Raw -3128104.240737 + Penalty 4945.711693 = -3123158.529044 nChanged 88 SP:Iteration 23Q (1472.180000 sec): 3 clusters Score: Raw -3128153.894519 + Penalty 4945.711693 = -3123208.182826 nChanged 71 SP:Iteration 24Q (1472.420000 sec): 3 clusters Score: Raw -3128191.933533 + Penalty 4945.711693 = -3123246.221840 nChanged 58 SP:Iteration 25Q (1472.670000 sec): 3 clusters Score: Raw -3128218.229144 + Penalty 4945.711693 = -3123272.517451 nChanged 34 SP:Iteration 26Q (1472.950000 sec): 3 clusters Score: Raw -3128233.098148 + Penalty 4945.711693 = -3123287.386455 nChanged 24 SP:Iteration 27Q (1473.280000 sec): 3 clusters Score: Raw -3128243.114559 + Penalty 4945.711693 = -3123297.402867 nChanged 22 SP:Iteration 28Q (1473.550000 sec): 3 clusters Score: Raw -3128256.354702 + Penalty 4945.711693 = -3123310.643009 nChanged 33 SP:Iteration 29Q (1473.830000 sec): 3 clusters Score: Raw -3128274.509305 + Penalty 4945.711693 = -3123328.797612 nChanged 28 SP:Iteration 30Q (1474.130000 sec): 3 clusters Score: Raw -3128286.737154 + Penalty 4945.711693 = -3123341.025462 nChanged 24 SP:Iteration 31Q (1474.430000 sec): 3 clusters Score: Raw -3128298.603546 + Penalty 4945.711693 = -3123352.891853 nChanged 17 SP:Iteration 32Q (1474.750000 sec): 3 clusters Score: Raw -3128307.377033 + Penalty 4945.711693 = -3123361.665340 nChanged 20 SP:Iteration 33Q (1474.980000 sec): 3 clusters Score: Raw -3128316.595525 + Penalty 4945.711693 = -3123370.883832 nChanged 22 SP:Iteration 34Q (1475.250000 sec): 3 clusters Score: Raw -3128325.741291 + Penalty 4945.711693 = -3123380.029598 nChanged 13 SP:Iteration 35Q (1475.530000 sec): 3 clusters Score: Raw -3128331.036352 + Penalty 4945.711693 = -3123385.324660 nChanged 9 SP:Iteration 36Q (1475.840000 sec): 3 clusters Score: Raw -3128335.832308 + Penalty 4945.711693 = -3123390.120615 nChanged 15 SP:Iteration 37Q (1476.180000 sec): 3 clusters Score: Raw -3128340.828937 + Penalty 4945.711693 = -3123395.117244 nChanged 13 SP:Iteration 38Q (1476.470000 sec): 3 clusters Score: Raw -3128345.288789 + Penalty 4945.711693 = -3123399.577097 nChanged 10 SP:Iteration 39Q (1476.760000 sec): 3 clusters Score: Raw -3128348.591372 + Penalty 4945.711693 = -3123402.879679 nChanged 2 SP:Iteration 40F (1477.060000 sec): 3 clusters Score: Raw -3128349.909324 + Penalty 4945.711693 = -3123404.197632 nChanged 3 SP:Iteration 41Q (1477.440000 sec): 3 clusters Score: Raw -3128350.959498 + Penalty 4945.711693 = -3123405.247805 nChanged 2 SP:Iteration 42Q (1477.740000 sec): 3 clusters Score: Raw -3128352.056718 + Penalty 4945.711693 = -3123406.345025 nChanged 4 SP:Iteration 43Q (1478.020000 sec): 3 clusters Score: Raw -3128353.650298 + Penalty 4945.711693 = -3123407.938605 nChanged 2 SP:Iteration 44Q (1478.300000 sec): 3 clusters Score: Raw -3128354.927455 + Penalty 4945.711693 = -3123409.215762 nChanged 5 SP:Iteration 45Q (1478.620000 sec): 3 clusters Score: Raw -3128356.893005 + Penalty 4945.711693 = -3123411.181312 nChanged 4 SP:Iteration 46Q (1478.880000 sec): 3 clusters Score: Raw -3128358.439488 + Penalty 4945.711693 = -3123412.727795 nChanged 4 SP:Iteration 47Q (1479.190000 sec): 3 clusters Score: Raw -3128361.452767 + Penalty 4945.711693 = -3123415.741074 nChanged 3 SP:Iteration 48Q (1479.500000 sec): 3 clusters Score: Raw -3128363.361294 + Penalty 4945.711693 = -3123417.649601 nChanged 5 SP:Iteration 49Q (1479.780000 sec): 3 clusters Score: Raw -3128365.091918 + Penalty 4945.711693 = -3123419.380225 nChanged 2 SP:Iteration 50Q (1480.070000 sec): 3 clusters Score: Raw -3128365.790301 + Penalty 4945.711693 = -3123420.078608 nChanged 0 SP:Iteration 51F (1480.410000 sec): 3 clusters Score: Raw -3128365.790301 + Penalty 4945.711693 = -3123420.078608 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 6 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1480.570000 sec): 2 clusters Score: Raw -136305.307708 + Penalty 1736.534677 = -134568.773032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1480.790000 sec): 3 clusters Score: Raw -136208.189140 + Penalty 3473.069353 = -132735.119787 nChanged 319 SP:Iteration 1F (1480.980000 sec): 3 clusters Score: Raw -137126.177824 + Penalty 3473.069353 = -133653.108471 nChanged 209 SP:Iteration 2F (1481.200000 sec): 3 clusters Score: Raw -139024.502134 + Penalty 3473.069353 = -135551.432781 nChanged 168 SP:Iteration 3F (1481.380000 sec): 3 clusters Score: Raw -141151.959810 + Penalty 3473.069353 = -137678.890457 nChanged 40 SP:Iteration 4Q (1481.580000 sec): 3 clusters Score: Raw -142040.964321 + Penalty 3473.069353 = -138567.894968 nChanged 22 SP:Iteration 5Q (1481.780000 sec): 3 clusters Score: Raw -142239.184940 + Penalty 3473.069353 = -138766.115586 nChanged 2 SP:Iteration 6Q (1481.910000 sec): 3 clusters Score: Raw -142242.356932 + Penalty 3473.069353 = -138769.287579 nChanged 0 SP:Iteration 7F (1482.150000 sec): 3 clusters Score: Raw -142242.356932 + Penalty 3473.069353 = -138769.287579 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 4.61 GB. Trying to split cluster 7 (14127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1482.290000 sec): 2 clusters Score: Raw -1951966.913223 + Penalty 2369.849098 = -1949597.064125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1482.530000 sec): 3 clusters Score: Raw -1944006.018190 + Penalty 4739.698197 = -1939266.319993 nChanged 6123 SP:Iteration 1F (1482.790000 sec): 3 clusters Score: Raw -1947328.379784 + Penalty 4739.698197 = -1942588.681587 nChanged 915 SP:Iteration 2F (1483.090000 sec): 3 clusters Score: Raw -1947779.906123 + Penalty 4739.698197 = -1943040.207926 nChanged 835 SP:Iteration 3F (1483.390000 sec): 3 clusters Score: Raw -1948245.913693 + Penalty 4739.698197 = -1943506.215496 nChanged 801 SP:Iteration 4F (1483.650000 sec): 3 clusters Score: Raw -1948778.709479 + Penalty 4739.698197 = -1944039.011282 nChanged 851 SP:Iteration 5F (1483.890000 sec): 3 clusters Score: Raw -1949434.721237 + Penalty 4739.698197 = -1944695.023040 nChanged 912 SP:Iteration 6F (1484.210000 sec): 3 clusters Score: Raw -1950265.326577 + Penalty 4739.698197 = -1945525.628380 nChanged 980 SP:Iteration 7F (1484.490000 sec): 3 clusters Score: Raw -1951313.567627 + Penalty 4739.698197 = -1946573.869430 nChanged 972 SP:Iteration 8F (1484.770000 sec): 3 clusters Score: Raw -1952389.602604 + Penalty 4739.698197 = -1947649.904407 nChanged 827 SP:Iteration 9F (1485.050000 sec): 3 clusters Score: Raw -1953098.212066 + Penalty 4739.698197 = -1948358.513869 nChanged 585 SP:Iteration 10Q (1485.330000 sec): 3 clusters Score: Raw -1953552.137250 + Penalty 4739.698197 = -1948812.439053 nChanged 454 SP:Iteration 11Q (1485.660000 sec): 3 clusters Score: Raw -1953824.435758 + Penalty 4739.698197 = -1949084.737562 nChanged 292 SP:Iteration 12Q (1485.950000 sec): 3 clusters Score: Raw -1953975.755809 + Penalty 4739.698197 = -1949236.057612 nChanged 240 SP:Iteration 13Q (1486.190000 sec): 3 clusters Score: Raw -1954095.177531 + Penalty 4739.698197 = -1949355.479335 nChanged 212 SP:Iteration 14Q (1486.460000 sec): 3 clusters Score: Raw -1954186.754394 + Penalty 4739.698197 = -1949447.056197 nChanged 164 SP:Iteration 15Q (1486.770000 sec): 3 clusters Score: Raw -1954241.794597 + Penalty 4739.698197 = -1949502.096400 nChanged 135 SP:Iteration 16Q (1487.050000 sec): 3 clusters Score: Raw -1954285.210055 + Penalty 4739.698197 = -1949545.511858 nChanged 87 SP:Iteration 17Q (1487.300000 sec): 3 clusters Score: Raw -1954312.200762 + Penalty 4739.698197 = -1949572.502565 nChanged 71 SP:Iteration 18Q (1487.610000 sec): 3 clusters Score: Raw -1954331.395532 + Penalty 4739.698197 = -1949591.697335 nChanged 50 SP:Iteration 19Q (1487.860000 sec): 3 clusters Score: Raw -1954340.294874 + Penalty 4739.698197 = -1949600.596678 nChanged 38 SP:Iteration 20F (1488.110000 sec): 3 clusters Score: Raw -1954347.453114 + Penalty 4739.698197 = -1949607.754918 nChanged 30 SP:Iteration 21Q (1488.360000 sec): 3 clusters Score: Raw -1954352.398390 + Penalty 4739.698197 = -1949612.700193 nChanged 17 SP:Iteration 22Q (1488.620000 sec): 3 clusters Score: Raw -1954354.476576 + Penalty 4739.698197 = -1949614.778379 nChanged 13 SP:Iteration 23Q (1488.870000 sec): 3 clusters Score: Raw -1954356.072037 + Penalty 4739.698197 = -1949616.373840 nChanged 10 SP:Iteration 24Q (1489.110000 sec): 3 clusters Score: Raw -1954357.158982 + Penalty 4739.698197 = -1949617.460785 nChanged 7 SP:Iteration 25Q (1489.370000 sec): 3 clusters Score: Raw -1954357.655160 + Penalty 4739.698197 = -1949617.956963 nChanged 5 SP:Iteration 26Q (1489.600000 sec): 3 clusters Score: Raw -1954358.051746 + Penalty 4739.698197 = -1949618.353549 nChanged 5 SP:Iteration 27Q (1489.860000 sec): 3 clusters Score: Raw -1954358.465138 + Penalty 4739.698197 = -1949618.766941 nChanged 2 SP:Iteration 28Q (1490.140000 sec): 3 clusters Score: Raw -1954358.639729 + Penalty 4739.698197 = -1949618.941532 nChanged 3 SP:Iteration 29Q (1490.370000 sec): 3 clusters Score: Raw -1954358.880694 + Penalty 4739.698197 = -1949619.182497 nChanged 3 SP:Iteration 30Q (1490.610000 sec): 3 clusters Score: Raw -1954359.214478 + Penalty 4739.698197 = -1949619.516281 nChanged 2 SP:Iteration 31Q (1490.820000 sec): 3 clusters Score: Raw -1954359.413012 + Penalty 4739.698197 = -1949619.714815 nChanged 4 SP:Iteration 32Q (1491.150000 sec): 3 clusters Score: Raw -1954359.722165 + Penalty 4739.698197 = -1949620.023968 nChanged 4 SP:Iteration 33Q (1491.340000 sec): 3 clusters Score: Raw -1954360.010214 + Penalty 4739.698197 = -1949620.312017 nChanged 2 SP:Iteration 34Q (1491.620000 sec): 3 clusters Score: Raw -1954360.219560 + Penalty 4739.698197 = -1949620.521363 nChanged 3 SP:Iteration 35Q (1491.860000 sec): 3 clusters Score: Raw -1954360.534653 + Penalty 4739.698197 = -1949620.836456 nChanged 1 SP:Iteration 36Q (1492.110000 sec): 3 clusters Score: Raw -1954360.574460 + Penalty 4739.698197 = -1949620.876263 nChanged 0 SP:Iteration 37F (1492.350000 sec): 3 clusters Score: Raw -1954360.574460 + Penalty 4739.698197 = -1949620.876263 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 4.61 GB. Trying to split cluster 8 (60935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.770000 sec): 2 clusters Score: Raw -8861468.648738 + Penalty 2732.355624 = -8858736.293114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.420000 sec): 3 clusters Score: Raw -8823190.299930 + Penalty 5464.711249 = -8817725.588681 nChanged 28533 SP:Iteration 1F (1493.970000 sec): 3 clusters Score: Raw -8839378.682394 + Penalty 5464.711249 = -8833913.971146 nChanged 2861 SP:Iteration 2Q (1494.580000 sec): 3 clusters Score: Raw -8840642.320031 + Penalty 5464.711249 = -8835177.608782 nChanged 3273 SP:Iteration 3F (1495.180000 sec): 3 clusters Score: Raw -8842661.178145 + Penalty 5464.711249 = -8837196.466896 nChanged 4056 SP:Iteration 4F (1495.680000 sec): 3 clusters Score: Raw -8845919.272566 + Penalty 5464.711249 = -8840454.561317 nChanged 4838 SP:Iteration 5F (1496.170000 sec): 3 clusters Score: Raw -8850609.239116 + Penalty 5464.711249 = -8845144.527867 nChanged 5150 SP:Iteration 6F (1496.650000 sec): 3 clusters Score: Raw -8855915.351143 + Penalty 5464.711249 = -8850450.639895 nChanged 4585 SP:Iteration 7F (1497.220000 sec): 3 clusters Score: Raw -8860630.497601 + Penalty 5464.711249 = -8855165.786352 nChanged 3590 SP:Iteration 8F (1497.690000 sec): 3 clusters Score: Raw -8864194.781522 + Penalty 5464.711249 = -8858730.070274 nChanged 2520 SP:Iteration 9Q (1498.200000 sec): 3 clusters Score: Raw -8867011.656453 + Penalty 5464.711249 = -8861546.945204 nChanged 1742 SP:Iteration 10Q (1498.760000 sec): 3 clusters Score: Raw -8869119.876836 + Penalty 5464.711249 = -8863655.165587 nChanged 1165 SP:Iteration 11Q (1499.240000 sec): 3 clusters Score: Raw -8870144.248248 + Penalty 5464.711249 = -8864679.536999 nChanged 704 SP:Iteration 12Q (1499.770000 sec): 3 clusters Score: Raw -8870631.337015 + Penalty 5464.711249 = -8865166.625767 nChanged 478 SP:Iteration 13Q (1500.230000 sec): 3 clusters Score: Raw -8870962.755453 + Penalty 5464.711249 = -8865498.044204 nChanged 326 SP:Iteration 14Q (1500.770000 sec): 3 clusters Score: Raw -8871114.552140 + Penalty 5464.711249 = -8865649.840892 nChanged 192 SP:Iteration 15Q (1501.240000 sec): 3 clusters Score: Raw -8871173.525499 + Penalty 5464.711249 = -8865708.814250 nChanged 121 SP:Iteration 16Q (1501.760000 sec): 3 clusters Score: Raw -8871197.089576 + Penalty 5464.711249 = -8865732.378327 nChanged 76 SP:Iteration 17Q (1502.230000 sec): 3 clusters Score: Raw -8871208.346857 + Penalty 5464.711249 = -8865743.635608 nChanged 63 SP:Iteration 18Q (1502.730000 sec): 3 clusters Score: Raw -8871215.617412 + Penalty 5464.711249 = -8865750.906163 nChanged 40 SP:Iteration 19Q (1503.220000 sec): 3 clusters Score: Raw -8871219.213892 + Penalty 5464.711249 = -8865754.502643 nChanged 30 SP:Iteration 20F (1503.730000 sec): 3 clusters Score: Raw -8871283.518039 + Penalty 5464.711249 = -8865818.806790 nChanged 56 SP:Iteration 21Q (1504.210000 sec): 3 clusters Score: Raw -8871305.303551 + Penalty 5464.711249 = -8865840.592303 nChanged 58 SP:Iteration 22Q (1504.700000 sec): 3 clusters Score: Raw -8871313.424676 + Penalty 5464.711249 = -8865848.713427 nChanged 55 SP:Iteration 23Q (1505.270000 sec): 3 clusters Score: Raw -8871318.437097 + Penalty 5464.711249 = -8865853.725848 nChanged 36 SP:Iteration 24Q (1505.740000 sec): 3 clusters Score: Raw -8871321.623467 + Penalty 5464.711249 = -8865856.912218 nChanged 40 SP:Iteration 25Q (1506.230000 sec): 3 clusters Score: Raw -8871324.388856 + Penalty 5464.711249 = -8865859.677607 nChanged 16 SP:Iteration 26Q (1506.790000 sec): 3 clusters Score: Raw -8871325.475147 + Penalty 5464.711249 = -8865860.763898 nChanged 13 SP:Iteration 27Q (1507.310000 sec): 3 clusters Score: Raw -8871326.107915 + Penalty 5464.711249 = -8865861.396666 nChanged 8 SP:Iteration 28Q (1507.860000 sec): 3 clusters Score: Raw -8871326.482229 + Penalty 5464.711249 = -8865861.770981 nChanged 6 SP:Iteration 29Q (1508.390000 sec): 3 clusters Score: Raw -8871326.683934 + Penalty 5464.711249 = -8865861.972686 nChanged 0 SP:Iteration 30F (1508.930000 sec): 3 clusters Score: Raw -8871326.683934 + Penalty 5464.711249 = -8865861.972686 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 4.61 GB. Trying to split cluster 9 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1509.040000 sec): 2 clusters Score: Raw -81764.784425 + Penalty 1607.431128 = -80157.353297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1509.250000 sec): 3 clusters Score: Raw -81873.949448 + Penalty 3214.862256 = -78659.087192 nChanged 158 SP:Iteration 1F (1509.490000 sec): 3 clusters Score: Raw -82613.518940 + Penalty 3214.862256 = -79398.656684 nChanged 75 SP:Iteration 2F (1509.700000 sec): 3 clusters Score: Raw -83266.199810 + Penalty 3214.862256 = -80051.337553 nChanged 54 SP:Iteration 3F (1509.840000 sec): 3 clusters Score: Raw -83831.938833 + Penalty 3214.862256 = -80617.076577 nChanged 41 SP:Iteration 4F (1510.080000 sec): 3 clusters Score: Raw -84401.903619 + Penalty 3214.862256 = -81187.041362 nChanged 18 SP:Iteration 5Q (1510.240000 sec): 3 clusters Score: Raw -84967.272074 + Penalty 3214.862256 = -81752.409818 nChanged 7 SP:Iteration 6Q (1510.420000 sec): 3 clusters Score: Raw -85248.038241 + Penalty 3214.862256 = -82033.175985 nChanged 0 SP:Iteration 7F (1510.630000 sec): 3 clusters Score: Raw -85248.038241 + Penalty 3214.862256 = -82033.175985 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 4.61 GB. Trying to split cluster 10 (51093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.990000 sec): 2 clusters Score: Raw -7480444.271531 + Penalty 2688.667890 = -7477755.603641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.520000 sec): 3 clusters Score: Raw -7448934.336402 + Penalty 5377.335779 = -7443557.000623 nChanged 23522 SP:Iteration 1F (1512.020000 sec): 3 clusters Score: Raw -7462066.591238 + Penalty 5377.335779 = -7456689.255459 nChanged 2144 SP:Iteration 2Q (1512.530000 sec): 3 clusters Score: Raw -7462790.079449 + Penalty 5377.335779 = -7457412.743670 nChanged 2138 SP:Iteration 3Q (1513.010000 sec): 3 clusters Score: Raw -7463567.706118 + Penalty 5377.335779 = -7458190.370339 nChanged 2255 SP:Iteration 4Q (1513.450000 sec): 3 clusters Score: Raw -7464467.615399 + Penalty 5377.335779 = -7459090.279620 nChanged 2380 SP:Iteration 5Q (1514.010000 sec): 3 clusters Score: Raw -7465522.177543 + Penalty 5377.335779 = -7460144.841764 nChanged 2628 SP:Iteration 6F (1514.520000 sec): 3 clusters Score: Raw -7466771.959643 + Penalty 5377.335779 = -7461394.623864 nChanged 2820 SP:Iteration 7F (1514.970000 sec): 3 clusters Score: Raw -7468234.599401 + Penalty 5377.335779 = -7462857.263622 nChanged 2976 SP:Iteration 8F (1515.460000 sec): 3 clusters Score: Raw -7469796.476855 + Penalty 5377.335779 = -7464419.141076 nChanged 2901 SP:Iteration 9F (1515.950000 sec): 3 clusters Score: Raw -7471292.800514 + Penalty 5377.335779 = -7465915.464735 nChanged 2496 SP:Iteration 10Q (1516.390000 sec): 3 clusters Score: Raw -7472479.939262 + Penalty 5377.335779 = -7467102.603483 nChanged 2197 SP:Iteration 11Q (1516.890000 sec): 3 clusters Score: Raw -7473430.517055 + Penalty 5377.335779 = -7468053.181276 nChanged 1819 SP:Iteration 12Q (1517.390000 sec): 3 clusters Score: Raw -7474195.077982 + Penalty 5377.335779 = -7468817.742203 nChanged 1612 SP:Iteration 13Q (1517.870000 sec): 3 clusters Score: Raw -7474874.529123 + Penalty 5377.335779 = -7469497.193344 nChanged 1513 SP:Iteration 14Q (1518.350000 sec): 3 clusters Score: Raw -7475545.149271 + Penalty 5377.335779 = -7470167.813492 nChanged 1470 SP:Iteration 15Q (1518.810000 sec): 3 clusters Score: Raw -7476223.804655 + Penalty 5377.335779 = -7470846.468875 nChanged 1401 SP:Iteration 16Q (1519.310000 sec): 3 clusters Score: Raw -7476909.405399 + Penalty 5377.335779 = -7471532.069620 nChanged 1322 SP:Iteration 17Q (1519.840000 sec): 3 clusters Score: Raw -7477637.452564 + Penalty 5377.335779 = -7472260.116785 nChanged 1220 SP:Iteration 18Q (1520.280000 sec): 3 clusters Score: Raw -7478352.252758 + Penalty 5377.335779 = -7472974.916979 nChanged 1003 SP:Iteration 19Q (1520.810000 sec): 3 clusters Score: Raw -7478970.215737 + Penalty 5377.335779 = -7473592.879958 nChanged 786 SP:Iteration 20F (1521.280000 sec): 3 clusters Score: Raw -7479465.556623 + Penalty 5377.335779 = -7474088.220843 nChanged 631 SP:Iteration 21Q (1521.710000 sec): 3 clusters Score: Raw -7479858.066702 + Penalty 5377.335779 = -7474480.730923 nChanged 450 SP:Iteration 22Q (1522.190000 sec): 3 clusters Score: Raw -7480132.514682 + Penalty 5377.335779 = -7474755.178903 nChanged 324 SP:Iteration 23Q (1522.690000 sec): 3 clusters Score: Raw -7480342.116780 + Penalty 5377.335779 = -7474964.781001 nChanged 256 SP:Iteration 24Q (1523.180000 sec): 3 clusters Score: Raw -7480518.909751 + Penalty 5377.335779 = -7475141.573972 nChanged 177 SP:Iteration 25Q (1523.630000 sec): 3 clusters Score: Raw -7480634.252516 + Penalty 5377.335779 = -7475256.916736 nChanged 128 SP:Iteration 26Q (1524.040000 sec): 3 clusters Score: Raw -7480705.526891 + Penalty 5377.335779 = -7475328.191112 nChanged 72 SP:Iteration 27Q (1524.430000 sec): 3 clusters Score: Raw -7480747.308546 + Penalty 5377.335779 = -7475369.972767 nChanged 48 SP:Iteration 28Q (1524.930000 sec): 3 clusters Score: Raw -7480780.359573 + Penalty 5377.335779 = -7475403.023794 nChanged 38 SP:Iteration 29Q (1525.350000 sec): 3 clusters Score: Raw -7480805.397463 + Penalty 5377.335779 = -7475428.061683 nChanged 42 SP:Iteration 30Q (1525.850000 sec): 3 clusters Score: Raw -7480837.714650 + Penalty 5377.335779 = -7475460.378871 nChanged 35 SP:Iteration 31Q (1526.350000 sec): 3 clusters Score: Raw -7480857.837660 + Penalty 5377.335779 = -7475480.501881 nChanged 23 SP:Iteration 32Q (1526.740000 sec): 3 clusters Score: Raw -7480873.075133 + Penalty 5377.335779 = -7475495.739354 nChanged 21 SP:Iteration 33Q (1527.140000 sec): 3 clusters Score: Raw -7480885.973299 + Penalty 5377.335779 = -7475508.637520 nChanged 18 SP:Iteration 34Q (1527.570000 sec): 3 clusters Score: Raw -7480898.431691 + Penalty 5377.335779 = -7475521.095912 nChanged 12 SP:Iteration 35Q (1527.920000 sec): 3 clusters Score: Raw -7480905.636517 + Penalty 5377.335779 = -7475528.300738 nChanged 6 SP:Iteration 36Q (1528.360000 sec): 3 clusters Score: Raw -7480909.498100 + Penalty 5377.335779 = -7475532.162320 nChanged 4 SP:Iteration 37Q (1528.780000 sec): 3 clusters Score: Raw -7480911.823813 + Penalty 5377.335779 = -7475534.488034 nChanged 4 SP:Iteration 38Q (1529.210000 sec): 3 clusters Score: Raw -7480914.793657 + Penalty 5377.335779 = -7475537.457878 nChanged 5 SP:Iteration 39Q (1529.680000 sec): 3 clusters Score: Raw -7480918.033300 + Penalty 5377.335779 = -7475540.697521 nChanged 3 SP:Iteration 40F (1530.110000 sec): 3 clusters Score: Raw -7480920.136551 + Penalty 5377.335779 = -7475542.800772 nChanged 2 SP:Iteration 41Q (1530.570000 sec): 3 clusters Score: Raw -7480921.722522 + Penalty 5377.335779 = -7475544.386743 nChanged 2 SP:Iteration 42Q (1530.960000 sec): 3 clusters Score: Raw -7480922.767527 + Penalty 5377.335779 = -7475545.431748 nChanged 1 SP:Iteration 43Q (1531.450000 sec): 3 clusters Score: Raw -7480923.306565 + Penalty 5377.335779 = -7475545.970786 nChanged 0 SP:Iteration 44F (1531.910000 sec): 3 clusters Score: Raw -7480923.306565 + Penalty 5377.335779 = -7475545.970786 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 11 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1532.010000 sec): 2 clusters Score: Raw -101876.749808 + Penalty 1650.868178 = -100225.881630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1532.210000 sec): 3 clusters Score: Raw -101885.817544 + Penalty 3301.736356 = -98584.081188 nChanged 208 SP:Iteration 1F (1532.380000 sec): 3 clusters Score: Raw -102276.315339 + Penalty 3301.736356 = -98974.578983 nChanged 86 SP:Iteration 2F (1532.560000 sec): 3 clusters Score: Raw -102527.518599 + Penalty 3301.736356 = -99225.782243 nChanged 65 SP:Iteration 3F (1532.760000 sec): 3 clusters Score: Raw -102824.185837 + Penalty 3301.736356 = -99522.449481 nChanged 50 SP:Iteration 4F (1532.950000 sec): 3 clusters Score: Raw -102974.290728 + Penalty 3301.736356 = -99672.554372 nChanged 36 SP:Iteration 5Q (1533.170000 sec): 3 clusters Score: Raw -103113.405969 + Penalty 3301.736356 = -99811.669613 nChanged 30 SP:Iteration 6Q (1533.350000 sec): 3 clusters Score: Raw -103177.669224 + Penalty 3301.736356 = -99875.932868 nChanged 12 SP:Iteration 7Q (1533.560000 sec): 3 clusters Score: Raw -103201.758237 + Penalty 3301.736356 = -99900.021881 nChanged 11 SP:Iteration 8Q (1533.770000 sec): 3 clusters Score: Raw -103224.167868 + Penalty 3301.736356 = -99922.431512 nChanged 5 SP:Iteration 9Q (1533.950000 sec): 3 clusters Score: Raw -103231.871327 + Penalty 3301.736356 = -99930.134971 nChanged 3 SP:Iteration 10Q (1534.100000 sec): 3 clusters Score: Raw -103235.361803 + Penalty 3301.736356 = -99933.625447 nChanged 0 SP:Iteration 11F (1534.280000 sec): 3 clusters Score: Raw -103235.361803 + Penalty 3301.736356 = -99933.625447 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 12 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1534.370000 sec): 2 clusters Score: Raw -54082.511391 + Penalty 1518.378217 = -52564.133174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1534.520000 sec): 3 clusters Score: Raw -54246.883715 + Penalty 3036.756434 = -51210.127281 nChanged 94 SP:Iteration 1F (1534.690000 sec): 3 clusters Score: Raw -54639.254352 + Penalty 3036.756434 = -51602.497919 nChanged 49 SP:Iteration 2F (1534.890000 sec): 3 clusters Score: Raw -54980.166585 + Penalty 3036.756434 = -51943.410151 nChanged 37 SP:Iteration 3F (1535.040000 sec): 3 clusters Score: Raw -55276.031699 + Penalty 3036.756434 = -52239.275265 nChanged 26 SP:Iteration 4F (1535.250000 sec): 3 clusters Score: Raw -55586.173509 + Penalty 3036.756434 = -52549.417076 nChanged 17 SP:Iteration 5Q (1535.450000 sec): 3 clusters Score: Raw -55771.969367 + Penalty 3036.756434 = -52735.212933 nChanged 6 SP:Iteration 6Q (1535.650000 sec): 3 clusters Score: Raw -55809.762139 + Penalty 3036.756434 = -52773.005705 nChanged 5 SP:Iteration 7Q (1535.810000 sec): 3 clusters Score: Raw -55827.643646 + Penalty 3036.756434 = -52790.887213 nChanged 3 SP:Iteration 8Q (1536.010000 sec): 3 clusters Score: Raw -55836.813687 + Penalty 3036.756434 = -52800.057254 nChanged 0 SP:Iteration 9F (1536.240000 sec): 3 clusters Score: Raw -55836.813687 + Penalty 3036.756434 = -52800.057254 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 4.61 GB. Trying to split cluster 13 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1536.300000 sec): 2 clusters Score: Raw -35449.757153 + Penalty 1427.424069 = -34022.333084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1536.480000 sec): 3 clusters Score: Raw -35665.508545 + Penalty 2854.848138 = -32810.660407 nChanged 48 SP:Iteration 1F (1536.670000 sec): 3 clusters Score: Raw -36041.451093 + Penalty 2854.848138 = -33186.602955 nChanged 19 SP:Iteration 2F (1536.830000 sec): 3 clusters Score: Raw -36252.323643 + Penalty 2854.848138 = -33397.475505 nChanged 9 SP:Iteration 3Q (1537.020000 sec): 3 clusters Score: Raw -36294.522559 + Penalty 2854.848138 = -33439.674421 nChanged 5 SP:Iteration 4Q (1537.190000 sec): 3 clusters Score: Raw -36317.685455 + Penalty 2854.848138 = -33462.837317 nChanged 1 SP:Iteration 5Q (1537.370000 sec): 3 clusters Score: Raw -36320.914572 + Penalty 2854.848138 = -33466.066434 nChanged 2 SP:Iteration 6Q (1537.510000 sec): 3 clusters Score: Raw -36325.198561 + Penalty 2854.848138 = -33470.350423 nChanged 0 SP:Iteration 7F (1537.710000 sec): 3 clusters Score: Raw -36325.198561 + Penalty 2854.848138 = -33470.350423 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 14 (5778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1537.800000 sec): 2 clusters Score: Raw -815075.786731 + Penalty 2148.129594 = -812927.657137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1538.010000 sec): 3 clusters Score: Raw -812195.779749 + Penalty 4296.259189 = -807899.520560 nChanged 2261 SP:Iteration 1F (1538.240000 sec): 3 clusters Score: Raw -813466.638704 + Penalty 4296.259189 = -809170.379515 nChanged 410 SP:Iteration 2F (1538.450000 sec): 3 clusters Score: Raw -813702.811662 + Penalty 4296.259189 = -809406.552473 nChanged 289 SP:Iteration 3F (1538.680000 sec): 3 clusters Score: Raw -813859.510309 + Penalty 4296.259189 = -809563.251120 nChanged 235 SP:Iteration 4Q (1538.920000 sec): 3 clusters Score: Raw -813993.800345 + Penalty 4296.259189 = -809697.541156 nChanged 205 SP:Iteration 5Q (1539.150000 sec): 3 clusters Score: Raw -814098.210030 + Penalty 4296.259189 = -809801.950841 nChanged 194 SP:Iteration 6Q (1539.330000 sec): 3 clusters Score: Raw -814205.715307 + Penalty 4296.259189 = -809909.456118 nChanged 178 SP:Iteration 7Q (1539.580000 sec): 3 clusters Score: Raw -814303.141711 + Penalty 4296.259189 = -810006.882522 nChanged 175 SP:Iteration 8Q (1539.770000 sec): 3 clusters Score: Raw -814400.683671 + Penalty 4296.259189 = -810104.424482 nChanged 170 SP:Iteration 9Q (1540.000000 sec): 3 clusters Score: Raw -814487.872509 + Penalty 4296.259189 = -810191.613320 nChanged 157 SP:Iteration 10Q (1540.220000 sec): 3 clusters Score: Raw -814574.640784 + Penalty 4296.259189 = -810278.381595 nChanged 140 SP:Iteration 11Q (1540.460000 sec): 3 clusters Score: Raw -814654.636445 + Penalty 4296.259189 = -810358.377256 nChanged 139 SP:Iteration 12Q (1540.690000 sec): 3 clusters Score: Raw -814730.972034 + Penalty 4296.259189 = -810434.712845 nChanged 143 SP:Iteration 13Q (1540.930000 sec): 3 clusters Score: Raw -814811.069929 + Penalty 4296.259189 = -810514.810740 nChanged 119 SP:Iteration 14Q (1541.150000 sec): 3 clusters Score: Raw -814874.282861 + Penalty 4296.259189 = -810578.023672 nChanged 100 SP:Iteration 15Q (1541.380000 sec): 3 clusters Score: Raw -814923.621254 + Penalty 4296.259189 = -810627.362065 nChanged 99 SP:Iteration 16Q (1541.600000 sec): 3 clusters Score: Raw -814971.760517 + Penalty 4296.259189 = -810675.501328 nChanged 88 SP:Iteration 17Q (1541.760000 sec): 3 clusters Score: Raw -815027.813917 + Penalty 4296.259189 = -810731.554728 nChanged 88 SP:Iteration 18Q (1541.960000 sec): 3 clusters Score: Raw -815082.366025 + Penalty 4296.259189 = -810786.106836 nChanged 92 SP:Iteration 19Q (1542.170000 sec): 3 clusters Score: Raw -815138.734118 + Penalty 4296.259189 = -810842.474929 nChanged 77 SP:Iteration 20F (1542.370000 sec): 3 clusters Score: Raw -815183.363951 + Penalty 4296.259189 = -810887.104762 nChanged 69 SP:Iteration 21Q (1542.600000 sec): 3 clusters Score: Raw -815225.529551 + Penalty 4296.259189 = -810929.270362 nChanged 63 SP:Iteration 22Q (1542.790000 sec): 3 clusters Score: Raw -815266.827936 + Penalty 4296.259189 = -810970.568747 nChanged 65 SP:Iteration 23Q (1543.020000 sec): 3 clusters Score: Raw -815308.409763 + Penalty 4296.259189 = -811012.150574 nChanged 61 SP:Iteration 24Q (1543.230000 sec): 3 clusters Score: Raw -815344.980029 + Penalty 4296.259189 = -811048.720840 nChanged 52 SP:Iteration 25Q (1543.400000 sec): 3 clusters Score: Raw -815372.945970 + Penalty 4296.259189 = -811076.686781 nChanged 37 SP:Iteration 26Q (1543.650000 sec): 3 clusters Score: Raw -815389.948452 + Penalty 4296.259189 = -811093.689263 nChanged 39 SP:Iteration 27Q (1543.830000 sec): 3 clusters Score: Raw -815409.119328 + Penalty 4296.259189 = -811112.860139 nChanged 33 SP:Iteration 28Q (1543.990000 sec): 3 clusters Score: Raw -815423.696604 + Penalty 4296.259189 = -811127.437415 nChanged 27 SP:Iteration 29Q (1544.210000 sec): 3 clusters Score: Raw -815437.310549 + Penalty 4296.259189 = -811141.051360 nChanged 26 SP:Iteration 30Q (1544.410000 sec): 3 clusters Score: Raw -815452.069397 + Penalty 4296.259189 = -811155.810208 nChanged 30 SP:Iteration 31Q (1544.600000 sec): 3 clusters Score: Raw -815465.824372 + Penalty 4296.259189 = -811169.565183 nChanged 25 SP:Iteration 32Q (1544.820000 sec): 3 clusters Score: Raw -815476.516053 + Penalty 4296.259189 = -811180.256864 nChanged 23 SP:Iteration 33Q (1544.990000 sec): 3 clusters Score: Raw -815485.394452 + Penalty 4296.259189 = -811189.135263 nChanged 15 SP:Iteration 34Q (1545.200000 sec): 3 clusters Score: Raw -815490.616338 + Penalty 4296.259189 = -811194.357149 nChanged 12 SP:Iteration 35Q (1545.440000 sec): 3 clusters Score: Raw -815494.956368 + Penalty 4296.259189 = -811198.697179 nChanged 8 SP:Iteration 36Q (1545.650000 sec): 3 clusters Score: Raw -815497.709446 + Penalty 4296.259189 = -811201.450257 nChanged 6 SP:Iteration 37Q (1545.800000 sec): 3 clusters Score: Raw -815499.488391 + Penalty 4296.259189 = -811203.229202 nChanged 4 SP:Iteration 38Q (1545.990000 sec): 3 clusters Score: Raw -815500.747577 + Penalty 4296.259189 = -811204.488388 nChanged 5 SP:Iteration 39Q (1546.190000 sec): 3 clusters Score: Raw -815502.475918 + Penalty 4296.259189 = -811206.216729 nChanged 4 SP:Iteration 40F (1546.400000 sec): 3 clusters Score: Raw -815503.488156 + Penalty 4296.259189 = -811207.228967 nChanged 4 SP:Iteration 41Q (1546.660000 sec): 3 clusters Score: Raw -815504.350317 + Penalty 4296.259189 = -811208.091128 nChanged 2 SP:Iteration 42Q (1546.850000 sec): 3 clusters Score: Raw -815505.410987 + Penalty 4296.259189 = -811209.151798 nChanged 1 SP:Iteration 43Q (1547.060000 sec): 3 clusters Score: Raw -815505.795162 + Penalty 4296.259189 = -811209.535973 nChanged 2 SP:Iteration 44Q (1547.250000 sec): 3 clusters Score: Raw -815506.359571 + Penalty 4296.259189 = -811210.100382 nChanged 3 SP:Iteration 45Q (1547.480000 sec): 3 clusters Score: Raw -815507.533220 + Penalty 4296.259189 = -811211.274031 nChanged 3 SP:Iteration 46Q (1547.690000 sec): 3 clusters Score: Raw -815508.699686 + Penalty 4296.259189 = -811212.440497 nChanged 2 SP:Iteration 47Q (1547.940000 sec): 3 clusters Score: Raw -815509.231825 + Penalty 4296.259189 = -811212.972636 nChanged 0 SP:Iteration 48F (1548.120000 sec): 3 clusters Score: Raw -815509.231825 + Penalty 4296.259189 = -811212.972636 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 15 (12684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1548.270000 sec): 2 clusters Score: Raw -1820092.921521 + Penalty 2343.127966 = -1817749.793555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1548.570000 sec): 3 clusters Score: Raw -1813032.408950 + Penalty 4686.255931 = -1808346.153019 nChanged 5371 SP:Iteration 1F (1548.800000 sec): 3 clusters Score: Raw -1815905.143475 + Penalty 4686.255931 = -1811218.887543 nChanged 724 SP:Iteration 2F (1549.050000 sec): 3 clusters Score: Raw -1816219.276050 + Penalty 4686.255931 = -1811533.020118 nChanged 604 SP:Iteration 3Q (1549.360000 sec): 3 clusters Score: Raw -1816511.906166 + Penalty 4686.255931 = -1811825.650234 nChanged 591 SP:Iteration 4Q (1549.650000 sec): 3 clusters Score: Raw -1816795.686445 + Penalty 4686.255931 = -1812109.430513 nChanged 564 SP:Iteration 5Q (1549.900000 sec): 3 clusters Score: Raw -1817070.775837 + Penalty 4686.255931 = -1812384.519906 nChanged 517 SP:Iteration 6Q (1550.170000 sec): 3 clusters Score: Raw -1817323.245265 + Penalty 4686.255931 = -1812636.989333 nChanged 497 SP:Iteration 7Q (1550.450000 sec): 3 clusters Score: Raw -1817586.065495 + Penalty 4686.255931 = -1812899.809563 nChanged 508 SP:Iteration 8Q (1550.680000 sec): 3 clusters Score: Raw -1817844.395475 + Penalty 4686.255931 = -1813158.139544 nChanged 476 SP:Iteration 9Q (1550.970000 sec): 3 clusters Score: Raw -1818074.601991 + Penalty 4686.255931 = -1813388.346059 nChanged 417 SP:Iteration 10Q (1551.230000 sec): 3 clusters Score: Raw -1818287.815994 + Penalty 4686.255931 = -1813601.560063 nChanged 422 SP:Iteration 11Q (1551.430000 sec): 3 clusters Score: Raw -1818515.298570 + Penalty 4686.255931 = -1813829.042638 nChanged 422 SP:Iteration 12Q (1551.720000 sec): 3 clusters Score: Raw -1818765.368053 + Penalty 4686.255931 = -1814079.112121 nChanged 396 SP:Iteration 13Q (1552.040000 sec): 3 clusters Score: Raw -1818987.253664 + Penalty 4686.255931 = -1814300.997733 nChanged 322 SP:Iteration 14Q (1552.270000 sec): 3 clusters Score: Raw -1819168.091203 + Penalty 4686.255931 = -1814481.835272 nChanged 288 SP:Iteration 15Q (1552.560000 sec): 3 clusters Score: Raw -1819315.533950 + Penalty 4686.255931 = -1814629.278018 nChanged 243 SP:Iteration 16Q (1552.840000 sec): 3 clusters Score: Raw -1819449.552814 + Penalty 4686.255931 = -1814763.296883 nChanged 226 SP:Iteration 17Q (1553.120000 sec): 3 clusters Score: Raw -1819577.778609 + Penalty 4686.255931 = -1814891.522678 nChanged 204 SP:Iteration 18Q (1553.380000 sec): 3 clusters Score: Raw -1819693.241224 + Penalty 4686.255931 = -1815006.985293 nChanged 168 SP:Iteration 19Q (1553.650000 sec): 3 clusters Score: Raw -1819780.487588 + Penalty 4686.255931 = -1815094.231657 nChanged 155 SP:Iteration 20F (1553.910000 sec): 3 clusters Score: Raw -1819857.815953 + Penalty 4686.255931 = -1815171.560021 nChanged 148 SP:Iteration 21Q (1554.190000 sec): 3 clusters Score: Raw -1819931.775191 + Penalty 4686.255931 = -1815245.519260 nChanged 143 SP:Iteration 22Q (1554.470000 sec): 3 clusters Score: Raw -1820001.460155 + Penalty 4686.255931 = -1815315.204224 nChanged 143 SP:Iteration 23Q (1554.770000 sec): 3 clusters Score: Raw -1820069.945452 + Penalty 4686.255931 = -1815383.689520 nChanged 127 SP:Iteration 24Q (1554.970000 sec): 3 clusters Score: Raw -1820118.777667 + Penalty 4686.255931 = -1815432.521736 nChanged 93 SP:Iteration 25Q (1555.230000 sec): 3 clusters Score: Raw -1820165.250454 + Penalty 4686.255931 = -1815478.994523 nChanged 120 SP:Iteration 26Q (1555.550000 sec): 3 clusters Score: Raw -1820228.603192 + Penalty 4686.255931 = -1815542.347261 nChanged 128 SP:Iteration 27Q (1555.830000 sec): 3 clusters Score: Raw -1820299.761545 + Penalty 4686.255931 = -1815613.505614 nChanged 115 SP:Iteration 28Q (1556.020000 sec): 3 clusters Score: Raw -1820354.806925 + Penalty 4686.255931 = -1815668.550994 nChanged 108 SP:Iteration 29Q (1556.280000 sec): 3 clusters Score: Raw -1820400.513984 + Penalty 4686.255931 = -1815714.258053 nChanged 91 SP:Iteration 30Q (1556.560000 sec): 3 clusters Score: Raw -1820443.206332 + Penalty 4686.255931 = -1815756.950401 nChanged 90 SP:Iteration 31Q (1556.830000 sec): 3 clusters Score: Raw -1820476.194627 + Penalty 4686.255931 = -1815789.938696 nChanged 71 SP:Iteration 32Q (1557.050000 sec): 3 clusters Score: Raw -1820504.073656 + Penalty 4686.255931 = -1815817.817725 nChanged 63 SP:Iteration 33Q (1557.280000 sec): 3 clusters Score: Raw -1820527.266033 + Penalty 4686.255931 = -1815841.010102 nChanged 63 SP:Iteration 34Q (1557.570000 sec): 3 clusters Score: Raw -1820551.291309 + Penalty 4686.255931 = -1815865.035378 nChanged 63 SP:Iteration 35Q (1557.830000 sec): 3 clusters Score: Raw -1820576.823386 + Penalty 4686.255931 = -1815890.567455 nChanged 63 SP:Iteration 36Q (1558.060000 sec): 3 clusters Score: Raw -1820605.071225 + Penalty 4686.255931 = -1815918.815294 nChanged 76 SP:Iteration 37Q (1558.360000 sec): 3 clusters Score: Raw -1820638.325357 + Penalty 4686.255931 = -1815952.069426 nChanged 67 SP:Iteration 38Q (1558.610000 sec): 3 clusters Score: Raw -1820668.263070 + Penalty 4686.255931 = -1815982.007138 nChanged 67 SP:Iteration 39Q (1558.850000 sec): 3 clusters Score: Raw -1820696.741611 + Penalty 4686.255931 = -1816010.485680 nChanged 62 SP:Iteration 40F (1559.080000 sec): 3 clusters Score: Raw -1820722.187575 + Penalty 4686.255931 = -1816035.931644 nChanged 45 SP:Iteration 41Q (1559.340000 sec): 3 clusters Score: Raw -1820739.737328 + Penalty 4686.255931 = -1816053.481396 nChanged 40 SP:Iteration 42Q (1559.630000 sec): 3 clusters Score: Raw -1820752.351816 + Penalty 4686.255931 = -1816066.095885 nChanged 35 SP:Iteration 43Q (1559.850000 sec): 3 clusters Score: Raw -1820761.069162 + Penalty 4686.255931 = -1816074.813230 nChanged 31 SP:Iteration 44Q (1560.110000 sec): 3 clusters Score: Raw -1820768.030915 + Penalty 4686.255931 = -1816081.774983 nChanged 31 SP:Iteration 45Q (1560.350000 sec): 3 clusters Score: Raw -1820777.435714 + Penalty 4686.255931 = -1816091.179782 nChanged 41 SP:Iteration 46Q (1560.630000 sec): 3 clusters Score: Raw -1820788.862676 + Penalty 4686.255931 = -1816102.606745 nChanged 35 SP:Iteration 47Q (1560.920000 sec): 3 clusters Score: Raw -1820798.318868 + Penalty 4686.255931 = -1816112.062936 nChanged 27 SP:Iteration 48Q (1561.130000 sec): 3 clusters Score: Raw -1820806.162942 + Penalty 4686.255931 = -1816119.907011 nChanged 28 SP:Iteration 49Q (1561.380000 sec): 3 clusters Score: Raw -1820814.678428 + Penalty 4686.255931 = -1816128.422497 nChanged 26 SP:Iteration 50Q (1561.610000 sec): 3 clusters Score: Raw -1820824.511713 + Penalty 4686.255931 = -1816138.255781 nChanged 30 SP:Iteration 51Q (1561.890000 sec): 3 clusters Score: Raw -1820835.047137 + Penalty 4686.255931 = -1816148.791206 nChanged 35 SP:Iteration 52Q (1562.140000 sec): 3 clusters Score: Raw -1820846.447979 + Penalty 4686.255931 = -1816160.192048 nChanged 37 SP:Iteration 53Q (1562.410000 sec): 3 clusters Score: Raw -1820858.199584 + Penalty 4686.255931 = -1816171.943652 nChanged 36 SP:Iteration 54Q (1562.640000 sec): 3 clusters Score: Raw -1820870.160815 + Penalty 4686.255931 = -1816183.904883 nChanged 34 SP:Iteration 55Q (1562.930000 sec): 3 clusters Score: Raw -1820878.676766 + Penalty 4686.255931 = -1816192.420834 nChanged 27 SP:Iteration 56Q (1563.170000 sec): 3 clusters Score: Raw -1820885.708866 + Penalty 4686.255931 = -1816199.452934 nChanged 27 SP:Iteration 57Q (1563.450000 sec): 3 clusters Score: Raw -1820893.420389 + Penalty 4686.255931 = -1816207.164457 nChanged 21 SP:Iteration 58Q (1563.710000 sec): 3 clusters Score: Raw -1820899.841276 + Penalty 4686.255931 = -1816213.585345 nChanged 21 SP:Iteration 59Q (1564.010000 sec): 3 clusters Score: Raw -1820904.456476 + Penalty 4686.255931 = -1816218.200545 nChanged 20 SP:Iteration 60F (1564.260000 sec): 3 clusters Score: Raw -1820909.838244 + Penalty 4686.255931 = -1816223.582312 nChanged 25 SP:Iteration 61Q (1564.480000 sec): 3 clusters Score: Raw -1820917.150721 + Penalty 4686.255931 = -1816230.894790 nChanged 22 SP:Iteration 62Q (1564.770000 sec): 3 clusters Score: Raw -1820921.762810 + Penalty 4686.255931 = -1816235.506878 nChanged 17 SP:Iteration 63Q (1564.990000 sec): 3 clusters Score: Raw -1820926.187932 + Penalty 4686.255931 = -1816239.932001 nChanged 21 SP:Iteration 64Q (1565.230000 sec): 3 clusters Score: Raw -1820933.137577 + Penalty 4686.255931 = -1816246.881646 nChanged 14 SP:Iteration 65Q (1565.520000 sec): 3 clusters Score: Raw -1820936.773867 + Penalty 4686.255931 = -1816250.517936 nChanged 8 SP:Iteration 66Q (1565.730000 sec): 3 clusters Score: Raw -1820938.503245 + Penalty 4686.255931 = -1816252.247313 nChanged 11 SP:Iteration 67Q (1566.000000 sec): 3 clusters Score: Raw -1820940.748086 + Penalty 4686.255931 = -1816254.492155 nChanged 6 SP:Iteration 68Q (1566.150000 sec): 3 clusters Score: Raw -1820941.312623 + Penalty 4686.255931 = -1816255.056692 nChanged 3 SP:Iteration 69Q (1566.380000 sec): 3 clusters Score: Raw -1820941.894938 + Penalty 4686.255931 = -1816255.639006 nChanged 2 SP:Iteration 70Q (1566.620000 sec): 3 clusters Score: Raw -1820942.350740 + Penalty 4686.255931 = -1816256.094809 nChanged 4 SP:Iteration 71Q (1566.870000 sec): 3 clusters Score: Raw -1820943.023412 + Penalty 4686.255931 = -1816256.767481 nChanged 2 SP:Iteration 72Q (1567.120000 sec): 3 clusters Score: Raw -1820943.515177 + Penalty 4686.255931 = -1816257.259246 nChanged 1 SP:Iteration 73Q (1567.420000 sec): 3 clusters Score: Raw -1820943.674906 + Penalty 4686.255931 = -1816257.418975 nChanged 1 SP:Iteration 74Q (1567.740000 sec): 3 clusters Score: Raw -1820943.725255 + Penalty 4686.255931 = -1816257.469324 nChanged 1 SP:Iteration 75Q (1567.960000 sec): 3 clusters Score: Raw -1820943.991497 + Penalty 4686.255931 = -1816257.735566 nChanged 0 SP:Iteration 76F (1568.200000 sec): 3 clusters Score: Raw -1820943.991497 + Penalty 4686.255931 = -1816257.735566 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 16 (11282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1568.370000 sec): 2 clusters Score: Raw -1550906.152890 + Penalty 2314.079026 = -1548592.073864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1568.620000 sec): 3 clusters Score: Raw -1544846.999702 + Penalty 4628.158052 = -1540218.841650 nChanged 4762 SP:Iteration 1F (1568.800000 sec): 3 clusters Score: Raw -1548003.419440 + Penalty 4628.158052 = -1543375.261388 nChanged 1036 SP:Iteration 2F (1569.060000 sec): 3 clusters Score: Raw -1549056.539370 + Penalty 4628.158052 = -1544428.381318 nChanged 1066 SP:Iteration 3F (1569.300000 sec): 3 clusters Score: Raw -1550175.546429 + Penalty 4628.158052 = -1545547.388377 nChanged 918 SP:Iteration 4F (1569.600000 sec): 3 clusters Score: Raw -1551126.052134 + Penalty 4628.158052 = -1546497.894082 nChanged 772 SP:Iteration 5F (1569.780000 sec): 3 clusters Score: Raw -1551849.820227 + Penalty 4628.158052 = -1547221.662175 nChanged 557 SP:Iteration 6Q (1570.010000 sec): 3 clusters Score: Raw -1552323.617094 + Penalty 4628.158052 = -1547695.459043 nChanged 421 SP:Iteration 7Q (1570.300000 sec): 3 clusters Score: Raw -1552630.751780 + Penalty 4628.158052 = -1548002.593728 nChanged 270 SP:Iteration 8Q (1570.520000 sec): 3 clusters Score: Raw -1552822.959154 + Penalty 4628.158052 = -1548194.801102 nChanged 228 SP:Iteration 9Q (1570.800000 sec): 3 clusters Score: Raw -1553065.540652 + Penalty 4628.158052 = -1548437.382600 nChanged 249 SP:Iteration 10Q (1571.010000 sec): 3 clusters Score: Raw -1553386.775868 + Penalty 4628.158052 = -1548758.617816 nChanged 203 SP:Iteration 11Q (1571.260000 sec): 3 clusters Score: Raw -1553587.018924 + Penalty 4628.158052 = -1548958.860872 nChanged 151 SP:Iteration 12Q (1571.510000 sec): 3 clusters Score: Raw -1553657.692015 + Penalty 4628.158052 = -1549029.533963 nChanged 96 SP:Iteration 13Q (1571.730000 sec): 3 clusters Score: Raw -1553690.590528 + Penalty 4628.158052 = -1549062.432476 nChanged 61 SP:Iteration 14Q (1571.990000 sec): 3 clusters Score: Raw -1553703.968200 + Penalty 4628.158052 = -1549075.810148 nChanged 36 SP:Iteration 15Q (1572.250000 sec): 3 clusters Score: Raw -1553711.957962 + Penalty 4628.158052 = -1549083.799910 nChanged 26 SP:Iteration 16Q (1572.510000 sec): 3 clusters Score: Raw -1553718.106112 + Penalty 4628.158052 = -1549089.948060 nChanged 16 SP:Iteration 17Q (1572.780000 sec): 3 clusters Score: Raw -1553720.474783 + Penalty 4628.158052 = -1549092.316731 nChanged 11 SP:Iteration 18Q (1573.040000 sec): 3 clusters Score: Raw -1553721.876397 + Penalty 4628.158052 = -1549093.718346 nChanged 3 SP:Iteration 19Q (1573.370000 sec): 3 clusters Score: Raw -1553722.298183 + Penalty 4628.158052 = -1549094.140131 nChanged 4 SP:Iteration 20F (1573.600000 sec): 3 clusters Score: Raw -1553723.069027 + Penalty 4628.158052 = -1549094.910975 nChanged 4 SP:Iteration 21Q (1573.850000 sec): 3 clusters Score: Raw -1553723.687578 + Penalty 4628.158052 = -1549095.529526 nChanged 6 SP:Iteration 22Q (1574.110000 sec): 3 clusters Score: Raw -1553724.704481 + Penalty 4628.158052 = -1549096.546429 nChanged 4 SP:Iteration 23Q (1574.380000 sec): 3 clusters Score: Raw -1553725.096892 + Penalty 4628.158052 = -1549096.938840 nChanged 4 SP:Iteration 24Q (1574.650000 sec): 3 clusters Score: Raw -1553725.527034 + Penalty 4628.158052 = -1549097.368982 nChanged 4 SP:Iteration 25Q (1574.890000 sec): 3 clusters Score: Raw -1553725.980668 + Penalty 4628.158052 = -1549097.822616 nChanged 5 SP:Iteration 26Q (1575.130000 sec): 3 clusters Score: Raw -1553726.683113 + Penalty 4628.158052 = -1549098.525061 nChanged 6 SP:Iteration 27Q (1575.380000 sec): 3 clusters Score: Raw -1553727.637327 + Penalty 4628.158052 = -1549099.479275 nChanged 5 SP:Iteration 28Q (1575.680000 sec): 3 clusters Score: Raw -1553728.258016 + Penalty 4628.158052 = -1549100.099964 nChanged 2 SP:Iteration 29Q (1575.880000 sec): 3 clusters Score: Raw -1553728.482741 + Penalty 4628.158052 = -1549100.324690 nChanged 3 SP:Iteration 30Q (1576.180000 sec): 3 clusters Score: Raw -1553728.787658 + Penalty 4628.158052 = -1549100.629606 nChanged 2 SP:Iteration 31Q (1576.480000 sec): 3 clusters Score: Raw -1553728.988478 + Penalty 4628.158052 = -1549100.830426 nChanged 1 SP:Iteration 32Q (1576.720000 sec): 3 clusters Score: Raw -1553729.246949 + Penalty 4628.158052 = -1549101.088897 nChanged 3 SP:Iteration 33Q (1576.970000 sec): 3 clusters Score: Raw -1553729.582236 + Penalty 4628.158052 = -1549101.424184 nChanged 1 SP:Iteration 34Q (1577.150000 sec): 3 clusters Score: Raw -1553729.759695 + Penalty 4628.158052 = -1549101.601644 nChanged 0 SP:Iteration 35F (1577.410000 sec): 3 clusters Score: Raw -1553729.759695 + Penalty 4628.158052 = -1549101.601644 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 4.61 GB. Trying to split cluster 17 (178460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1578.420000 sec): 2 clusters Score: Raw -25787804.648120 + Penalty 2998.845702 = -25784805.802418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1579.630000 sec): 3 clusters Score: Raw -25671116.121924 + Penalty 5997.691404 = -25665118.430520 nChanged 85940 SP:Iteration 1F (1580.770000 sec): 3 clusters Score: Raw -25723141.139454 + Penalty 5997.691404 = -25717143.448050 nChanged 7022 SP:Iteration 2Q (1581.860000 sec): 3 clusters Score: Raw -25725526.766260 + Penalty 5997.691404 = -25719529.074857 nChanged 7741 SP:Iteration 3Q (1583.230000 sec): 3 clusters Score: Raw -25728559.953329 + Penalty 5997.691404 = -25722562.261925 nChanged 8637 SP:Iteration 4Q (1584.660000 sec): 3 clusters Score: Raw -25732362.853745 + Penalty 5997.691404 = -25726365.162341 nChanged 9548 SP:Iteration 5F (1585.860000 sec): 3 clusters Score: Raw -25737213.613936 + Penalty 5997.691404 = -25731215.922533 nChanged 10362 SP:Iteration 6F (1587.200000 sec): 3 clusters Score: Raw -25743356.742593 + Penalty 5997.691404 = -25737359.051189 nChanged 10750 SP:Iteration 7F (1588.450000 sec): 3 clusters Score: Raw -25750289.154174 + Penalty 5997.691404 = -25744291.462770 nChanged 10010 SP:Iteration 8F (1589.620000 sec): 3 clusters Score: Raw -25756590.913884 + Penalty 5997.691404 = -25750593.222480 nChanged 8205 SP:Iteration 9Q (1590.910000 sec): 3 clusters Score: Raw -25760855.759892 + Penalty 5997.691404 = -25754858.068489 nChanged 6124 SP:Iteration 10Q (1592.230000 sec): 3 clusters Score: Raw -25763245.350716 + Penalty 5997.691404 = -25757247.659313 nChanged 4237 SP:Iteration 11Q (1593.430000 sec): 3 clusters Score: Raw -25764556.566312 + Penalty 5997.691404 = -25758558.874908 nChanged 3229 SP:Iteration 12Q (1594.460000 sec): 3 clusters Score: Raw -25765504.646395 + Penalty 5997.691404 = -25759506.954991 nChanged 2982 SP:Iteration 13Q (1595.520000 sec): 3 clusters Score: Raw -25766433.153779 + Penalty 5997.691404 = -25760435.462376 nChanged 3033 SP:Iteration 14Q (1596.730000 sec): 3 clusters Score: Raw -25767412.268498 + Penalty 5997.691404 = -25761414.577094 nChanged 3109 SP:Iteration 15Q (1597.930000 sec): 3 clusters Score: Raw -25768410.980282 + Penalty 5997.691404 = -25762413.288879 nChanged 3040 SP:Iteration 16Q (1599.250000 sec): 3 clusters Score: Raw -25769370.731976 + Penalty 5997.691404 = -25763373.040572 nChanged 3043 SP:Iteration 17Q (1600.660000 sec): 3 clusters Score: Raw -25770376.700084 + Penalty 5997.691404 = -25764379.008680 nChanged 3085 SP:Iteration 18Q (1601.800000 sec): 3 clusters Score: Raw -25771445.408706 + Penalty 5997.691404 = -25765447.717302 nChanged 3109 SP:Iteration 19Q (1602.970000 sec): 3 clusters Score: Raw -25772585.109983 + Penalty 5997.691404 = -25766587.418580 nChanged 3091 SP:Iteration 20F (1604.180000 sec): 3 clusters Score: Raw -25773753.946149 + Penalty 5997.691404 = -25767756.254745 nChanged 2964 SP:Iteration 21Q (1605.410000 sec): 3 clusters Score: Raw -25774916.461881 + Penalty 5997.691404 = -25768918.770477 nChanged 2843 SP:Iteration 22Q (1606.490000 sec): 3 clusters Score: Raw -25776049.554416 + Penalty 5997.691404 = -25770051.863012 nChanged 2658 SP:Iteration 23Q (1607.640000 sec): 3 clusters Score: Raw -25777135.615912 + Penalty 5997.691404 = -25771137.924508 nChanged 2529 SP:Iteration 24Q (1608.780000 sec): 3 clusters Score: Raw -25778186.415029 + Penalty 5997.691404 = -25772188.723626 nChanged 2294 SP:Iteration 25Q (1609.870000 sec): 3 clusters Score: Raw -25779128.727338 + Penalty 5997.691404 = -25773131.035934 nChanged 2142 SP:Iteration 26Q (1610.910000 sec): 3 clusters Score: Raw -25780026.284913 + Penalty 5997.691404 = -25774028.593509 nChanged 2008 SP:Iteration 27Q (1612.010000 sec): 3 clusters Score: Raw -25780859.522006 + Penalty 5997.691404 = -25774861.830602 nChanged 1774 SP:Iteration 28Q (1612.980000 sec): 3 clusters Score: Raw -25781595.264393 + Penalty 5997.691404 = -25775597.572989 nChanged 1597 SP:Iteration 29Q (1614.060000 sec): 3 clusters Score: Raw -25782241.971112 + Penalty 5997.691404 = -25776244.279708 nChanged 1427 SP:Iteration 30Q (1615.240000 sec): 3 clusters Score: Raw -25782812.219940 + Penalty 5997.691404 = -25776814.528537 nChanged 1273 SP:Iteration 31Q (1616.430000 sec): 3 clusters Score: Raw -25783333.008226 + Penalty 5997.691404 = -25777335.316823 nChanged 1173 SP:Iteration 32Q (1617.640000 sec): 3 clusters Score: Raw -25783818.257168 + Penalty 5997.691404 = -25777820.565764 nChanged 1062 SP:Iteration 33Q (1618.700000 sec): 3 clusters Score: Raw -25784266.023145 + Penalty 5997.691404 = -25778268.331742 nChanged 946 SP:Iteration 34Q (1619.710000 sec): 3 clusters Score: Raw -25784668.707689 + Penalty 5997.691404 = -25778671.016286 nChanged 878 SP:Iteration 35Q (1620.760000 sec): 3 clusters Score: Raw -25785053.727188 + Penalty 5997.691404 = -25779056.035785 nChanged 795 SP:Iteration 36Q (1621.840000 sec): 3 clusters Score: Raw -25785398.961164 + Penalty 5997.691404 = -25779401.269761 nChanged 694 SP:Iteration 37Q (1622.890000 sec): 3 clusters Score: Raw -25785683.658838 + Penalty 5997.691404 = -25779685.967434 nChanged 623 SP:Iteration 38Q (1623.880000 sec): 3 clusters Score: Raw -25785941.610563 + Penalty 5997.691404 = -25779943.919160 nChanged 597 SP:Iteration 39Q (1624.890000 sec): 3 clusters Score: Raw -25786194.691101 + Penalty 5997.691404 = -25780196.999698 nChanged 537 SP:Iteration 40F (1626.010000 sec): 3 clusters Score: Raw -25786412.458832 + Penalty 5997.691404 = -25780414.767429 nChanged 478 SP:Iteration 41Q (1627.090000 sec): 3 clusters Score: Raw -25786606.956509 + Penalty 5997.691404 = -25780609.265105 nChanged 444 SP:Iteration 42Q (1628.150000 sec): 3 clusters Score: Raw -25786785.006813 + Penalty 5997.691404 = -25780787.315409 nChanged 397 SP:Iteration 43Q (1629.140000 sec): 3 clusters Score: Raw -25786945.412718 + Penalty 5997.691404 = -25780947.721314 nChanged 385 SP:Iteration 44Q (1630.010000 sec): 3 clusters Score: Raw -25787096.098563 + Penalty 5997.691404 = -25781098.407159 nChanged 330 SP:Iteration 45Q (1631.010000 sec): 3 clusters Score: Raw -25787229.470161 + Penalty 5997.691404 = -25781231.778757 nChanged 310 SP:Iteration 46Q (1631.990000 sec): 3 clusters Score: Raw -25787352.523206 + Penalty 5997.691404 = -25781354.831803 nChanged 255 SP:Iteration 47Q (1633.030000 sec): 3 clusters Score: Raw -25787456.402122 + Penalty 5997.691404 = -25781458.710718 nChanged 236 SP:Iteration 48Q (1634.050000 sec): 3 clusters Score: Raw -25787551.824038 + Penalty 5997.691404 = -25781554.132634 nChanged 211 SP:Iteration 49Q (1634.890000 sec): 3 clusters Score: Raw -25787639.950210 + Penalty 5997.691404 = -25781642.258806 nChanged 180 SP:Iteration 50Q (1635.890000 sec): 3 clusters Score: Raw -25787711.086472 + Penalty 5997.691404 = -25781713.395068 nChanged 148 SP:Iteration 51Q (1636.820000 sec): 3 clusters Score: Raw -25787764.602457 + Penalty 5997.691404 = -25781766.911054 nChanged 131 SP:Iteration 52Q (1637.730000 sec): 3 clusters Score: Raw -25787812.192398 + Penalty 5997.691404 = -25781814.500994 nChanged 107 SP:Iteration 53Q (1638.710000 sec): 3 clusters Score: Raw -25787851.479959 + Penalty 5997.691404 = -25781853.788555 nChanged 99 SP:Iteration 54Q (1639.540000 sec): 3 clusters Score: Raw -25787888.132487 + Penalty 5997.691404 = -25781890.441083 nChanged 88 SP:Iteration 55Q (1640.440000 sec): 3 clusters Score: Raw -25787923.937987 + Penalty 5997.691404 = -25781926.246583 nChanged 83 SP:Iteration 56Q (1641.390000 sec): 3 clusters Score: Raw -25787959.199071 + Penalty 5997.691404 = -25781961.507667 nChanged 85 SP:Iteration 57Q (1642.360000 sec): 3 clusters Score: Raw -25787994.716216 + Penalty 5997.691404 = -25781997.024812 nChanged 71 SP:Iteration 58Q (1643.220000 sec): 3 clusters Score: Raw -25788021.922678 + Penalty 5997.691404 = -25782024.231274 nChanged 53 SP:Iteration 59Q (1644.150000 sec): 3 clusters Score: Raw -25788044.559873 + Penalty 5997.691404 = -25782046.868469 nChanged 50 SP:Iteration 60F (1645.240000 sec): 3 clusters Score: Raw -25788064.334090 + Penalty 5997.691404 = -25782066.642686 nChanged 41 SP:Iteration 61Q (1646.180000 sec): 3 clusters Score: Raw -25788081.523223 + Penalty 5997.691404 = -25782083.831819 nChanged 38 SP:Iteration 62Q (1647.050000 sec): 3 clusters Score: Raw -25788098.592381 + Penalty 5997.691404 = -25782100.900978 nChanged 40 SP:Iteration 63Q (1648.090000 sec): 3 clusters Score: Raw -25788114.014970 + Penalty 5997.691404 = -25782116.323566 nChanged 22 SP:Iteration 64Q (1649.020000 sec): 3 clusters Score: Raw -25788123.069294 + Penalty 5997.691404 = -25782125.377890 nChanged 12 SP:Iteration 65Q (1649.960000 sec): 3 clusters Score: Raw -25788128.433518 + Penalty 5997.691404 = -25782130.742114 nChanged 14 SP:Iteration 66Q (1650.910000 sec): 3 clusters Score: Raw -25788134.953866 + Penalty 5997.691404 = -25782137.262462 nChanged 13 SP:Iteration 67Q (1651.910000 sec): 3 clusters Score: Raw -25788141.307876 + Penalty 5997.691404 = -25782143.616472 nChanged 22 SP:Iteration 68Q (1652.820000 sec): 3 clusters Score: Raw -25788150.040424 + Penalty 5997.691404 = -25782152.349020 nChanged 20 SP:Iteration 69Q (1653.760000 sec): 3 clusters Score: Raw -25788158.089614 + Penalty 5997.691404 = -25782160.398210 nChanged 15 SP:Iteration 70Q (1654.560000 sec): 3 clusters Score: Raw -25788166.112457 + Penalty 5997.691404 = -25782168.421053 nChanged 22 SP:Iteration 71Q (1655.450000 sec): 3 clusters Score: Raw -25788175.070096 + Penalty 5997.691404 = -25782177.378692 nChanged 14 SP:Iteration 72Q (1656.410000 sec): 3 clusters Score: Raw -25788181.594241 + Penalty 5997.691404 = -25782183.902837 nChanged 14 SP:Iteration 73Q (1657.380000 sec): 3 clusters Score: Raw -25788187.818781 + Penalty 5997.691404 = -25782190.127377 nChanged 13 SP:Iteration 74Q (1658.290000 sec): 3 clusters Score: Raw -25788194.363959 + Penalty 5997.691404 = -25782196.672555 nChanged 15 SP:Iteration 75Q (1659.220000 sec): 3 clusters Score: Raw -25788204.134238 + Penalty 5997.691404 = -25782206.442834 nChanged 21 SP:Iteration 76Q (1660.160000 sec): 3 clusters Score: Raw -25788212.208804 + Penalty 5997.691404 = -25782214.517401 nChanged 12 SP:Iteration 77Q (1661.120000 sec): 3 clusters Score: Raw -25788217.746558 + Penalty 5997.691404 = -25782220.055154 nChanged 10 SP:Iteration 78Q (1662.190000 sec): 3 clusters Score: Raw -25788223.048716 + Penalty 5997.691404 = -25782225.357312 nChanged 12 SP:Iteration 79Q (1663.190000 sec): 3 clusters Score: Raw -25788228.540178 + Penalty 5997.691404 = -25782230.848774 nChanged 10 SP:Iteration 80F (1664.250000 sec): 3 clusters Score: Raw -25788232.926861 + Penalty 5997.691404 = -25782235.235457 nChanged 11 SP:Iteration 81Q (1665.280000 sec): 3 clusters Score: Raw -25788238.176463 + Penalty 5997.691404 = -25782240.485059 nChanged 7 SP:Iteration 82Q (1666.190000 sec): 3 clusters Score: Raw -25788240.375640 + Penalty 5997.691404 = -25782242.684237 nChanged 4 SP:Iteration 83Q (1667.090000 sec): 3 clusters Score: Raw -25788241.371182 + Penalty 5997.691404 = -25782243.679779 nChanged 4 SP:Iteration 84Q (1668.010000 sec): 3 clusters Score: Raw -25788242.662372 + Penalty 5997.691404 = -25782244.970968 nChanged 4 SP:Iteration 85Q (1669.040000 sec): 3 clusters Score: Raw -25788244.007975 + Penalty 5997.691404 = -25782246.316571 nChanged 1 SP:Iteration 86Q (1669.920000 sec): 3 clusters Score: Raw -25788244.441589 + Penalty 5997.691404 = -25782246.750186 nChanged 3 SP:Iteration 87Q (1670.900000 sec): 3 clusters Score: Raw -25788245.267823 + Penalty 5997.691404 = -25782247.576420 nChanged 1 SP:Iteration 88Q (1672.080000 sec): 3 clusters Score: Raw -25788245.560957 + Penalty 5997.691404 = -25782247.869553 nChanged 2 SP:Iteration 89Q (1673.150000 sec): 3 clusters Score: Raw -25788246.096407 + Penalty 5997.691404 = -25782248.405004 nChanged 0 SP:Iteration 90F (1674.220000 sec): 3 clusters Score: Raw -25788246.096407 + Penalty 5997.691404 = -25782248.405004 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 18 (983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1674.370000 sec): 2 clusters Score: Raw -124302.387386 + Penalty 1708.871062 = -122593.516324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1674.560000 sec): 3 clusters Score: Raw -124178.040847 + Penalty 3417.742124 = -120760.298724 nChanged 284 SP:Iteration 1F (1674.750000 sec): 3 clusters Score: Raw -124598.145157 + Penalty 3417.742124 = -121180.403033 nChanged 81 SP:Iteration 2F (1674.930000 sec): 3 clusters Score: Raw -124802.938289 + Penalty 3417.742124 = -121385.196165 nChanged 59 SP:Iteration 3F (1675.140000 sec): 3 clusters Score: Raw -124927.433209 + Penalty 3417.742124 = -121509.691086 nChanged 40 SP:Iteration 4Q (1675.300000 sec): 3 clusters Score: Raw -125016.754115 + Penalty 3417.742124 = -121599.011992 nChanged 32 SP:Iteration 5Q (1675.510000 sec): 3 clusters Score: Raw -125098.782827 + Penalty 3417.742124 = -121681.040703 nChanged 28 SP:Iteration 6Q (1675.680000 sec): 3 clusters Score: Raw -125173.317543 + Penalty 3417.742124 = -121755.575420 nChanged 31 SP:Iteration 7Q (1675.850000 sec): 3 clusters Score: Raw -125239.785078 + Penalty 3417.742124 = -121822.042955 nChanged 22 SP:Iteration 8Q (1676.070000 sec): 3 clusters Score: Raw -125277.044823 + Penalty 3417.742124 = -121859.302699 nChanged 13 SP:Iteration 9Q (1676.270000 sec): 3 clusters Score: Raw -125301.643938 + Penalty 3417.742124 = -121883.901814 nChanged 8 SP:Iteration 10Q (1676.430000 sec): 3 clusters Score: Raw -125326.014358 + Penalty 3417.742124 = -121908.272235 nChanged 16 SP:Iteration 11Q (1676.580000 sec): 3 clusters Score: Raw -125364.940873 + Penalty 3417.742124 = -121947.198750 nChanged 15 SP:Iteration 12Q (1676.720000 sec): 3 clusters Score: Raw -125395.247634 + Penalty 3417.742124 = -121977.505510 nChanged 9 SP:Iteration 13Q (1676.870000 sec): 3 clusters Score: Raw -125409.920381 + Penalty 3417.742124 = -121992.178257 nChanged 9 SP:Iteration 14Q (1676.970000 sec): 3 clusters Score: Raw -125431.631324 + Penalty 3417.742124 = -122013.889200 nChanged 9 SP:Iteration 15Q (1677.150000 sec): 3 clusters Score: Raw -125454.447082 + Penalty 3417.742124 = -122036.704958 nChanged 6 SP:Iteration 16Q (1677.330000 sec): 3 clusters Score: Raw -125467.349201 + Penalty 3417.742124 = -122049.607078 nChanged 9 SP:Iteration 17Q (1677.490000 sec): 3 clusters Score: Raw -125481.424519 + Penalty 3417.742124 = -122063.682395 nChanged 3 SP:Iteration 18Q (1677.690000 sec): 3 clusters Score: Raw -125484.183462 + Penalty 3417.742124 = -122066.441338 nChanged 2 SP:Iteration 19Q (1677.860000 sec): 3 clusters Score: Raw -125485.449603 + Penalty 3417.742124 = -122067.707479 nChanged 1 SP:Iteration 20F (1678.040000 sec): 3 clusters Score: Raw -125487.452472 + Penalty 3417.742124 = -122069.710348 nChanged 4 SP:Iteration 21Q (1678.220000 sec): 3 clusters Score: Raw -125494.045910 + Penalty 3417.742124 = -122076.303786 nChanged 2 SP:Iteration 22Q (1678.400000 sec): 3 clusters Score: Raw -125497.309626 + Penalty 3417.742124 = -122079.567502 nChanged 4 SP:Iteration 23Q (1678.520000 sec): 3 clusters Score: Raw -125519.948320 + Penalty 3417.742124 = -122102.206197 nChanged 9 SP:Iteration 24Q (1678.680000 sec): 3 clusters Score: Raw -125553.068831 + Penalty 3417.742124 = -122135.326707 nChanged 7 SP:Iteration 25Q (1678.840000 sec): 3 clusters Score: Raw -125569.394042 + Penalty 3417.742124 = -122151.651918 nChanged 6 SP:Iteration 26Q (1679.040000 sec): 3 clusters Score: Raw -125579.659884 + Penalty 3417.742124 = -122161.917760 nChanged 4 SP:Iteration 27Q (1679.200000 sec): 3 clusters Score: Raw -125586.348645 + Penalty 3417.742124 = -122168.606522 nChanged 7 SP:Iteration 28Q (1679.360000 sec): 3 clusters Score: Raw -125595.456437 + Penalty 3417.742124 = -122177.714314 nChanged 3 SP:Iteration 29Q (1679.530000 sec): 3 clusters Score: Raw -125599.175846 + Penalty 3417.742124 = -122181.433723 nChanged 2 SP:Iteration 30Q (1679.700000 sec): 3 clusters Score: Raw -125600.984607 + Penalty 3417.742124 = -122183.242483 nChanged 1 SP:Iteration 31Q (1679.890000 sec): 3 clusters Score: Raw -125602.481765 + Penalty 3417.742124 = -122184.739641 nChanged 1 SP:Iteration 32Q (1680.080000 sec): 3 clusters Score: Raw -125603.330112 + Penalty 3417.742124 = -122185.587988 nChanged 1 SP:Iteration 33Q (1680.280000 sec): 3 clusters Score: Raw -125605.601569 + Penalty 3417.742124 = -122187.859445 nChanged 2 SP:Iteration 34Q (1680.460000 sec): 3 clusters Score: Raw -125607.700271 + Penalty 3417.742124 = -122189.958148 nChanged 0 SP:Iteration 35F (1680.620000 sec): 3 clusters Score: Raw -125607.700271 + Penalty 3417.742124 = -122189.958148 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 19 (8148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1680.780000 sec): 2 clusters Score: Raw -1182103.527735 + Penalty 2233.370889 = -1179870.156846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1681.030000 sec): 3 clusters Score: Raw -1177831.743042 + Penalty 4466.741778 = -1173365.001264 nChanged 3289 SP:Iteration 1F (1681.290000 sec): 3 clusters Score: Raw -1179681.909024 + Penalty 4466.741778 = -1175215.167247 nChanged 549 SP:Iteration 2F (1681.500000 sec): 3 clusters Score: Raw -1180103.022988 + Penalty 4466.741778 = -1175636.281210 nChanged 485 SP:Iteration 3F (1681.760000 sec): 3 clusters Score: Raw -1180632.742700 + Penalty 4466.741778 = -1176166.000923 nChanged 566 SP:Iteration 4F (1682.030000 sec): 3 clusters Score: Raw -1181654.333741 + Penalty 4466.741778 = -1177187.591963 nChanged 788 SP:Iteration 5F (1682.310000 sec): 3 clusters Score: Raw -1182746.428002 + Penalty 4466.741778 = -1178279.686225 nChanged 874 SP:Iteration 6F (1682.560000 sec): 3 clusters Score: Raw -1183747.507643 + Penalty 4466.741778 = -1179280.765865 nChanged 679 SP:Iteration 7F (1682.740000 sec): 3 clusters Score: Raw -1184458.581662 + Penalty 4466.741778 = -1179991.839885 nChanged 428 SP:Iteration 8F (1682.950000 sec): 3 clusters Score: Raw -1184871.851421 + Penalty 4466.741778 = -1180405.109644 nChanged 234 SP:Iteration 9Q (1683.210000 sec): 3 clusters Score: Raw -1185053.823920 + Penalty 4466.741778 = -1180587.082143 nChanged 110 SP:Iteration 10Q (1683.480000 sec): 3 clusters Score: Raw -1185125.073052 + Penalty 4466.741778 = -1180658.331274 nChanged 58 SP:Iteration 11Q (1683.680000 sec): 3 clusters Score: Raw -1185161.085085 + Penalty 4466.741778 = -1180694.343307 nChanged 47 SP:Iteration 12Q (1683.950000 sec): 3 clusters Score: Raw -1185192.463716 + Penalty 4466.741778 = -1180725.721938 nChanged 38 SP:Iteration 13Q (1684.140000 sec): 3 clusters Score: Raw -1185220.183415 + Penalty 4466.741778 = -1180753.441638 nChanged 35 SP:Iteration 14Q (1684.400000 sec): 3 clusters Score: Raw -1185243.153455 + Penalty 4466.741778 = -1180776.411678 nChanged 28 SP:Iteration 15Q (1684.620000 sec): 3 clusters Score: Raw -1185255.995054 + Penalty 4466.741778 = -1180789.253276 nChanged 15 SP:Iteration 16Q (1684.860000 sec): 3 clusters Score: Raw -1185260.781829 + Penalty 4466.741778 = -1180794.040051 nChanged 7 SP:Iteration 17Q (1685.040000 sec): 3 clusters Score: Raw -1185263.067669 + Penalty 4466.741778 = -1180796.325892 nChanged 7 SP:Iteration 18Q (1685.240000 sec): 3 clusters Score: Raw -1185265.086300 + Penalty 4466.741778 = -1180798.344523 nChanged 4 SP:Iteration 19Q (1685.440000 sec): 3 clusters Score: Raw -1185266.236629 + Penalty 4466.741778 = -1180799.494851 nChanged 3 SP:Iteration 20F (1685.640000 sec): 3 clusters Score: Raw -1185267.274580 + Penalty 4466.741778 = -1180800.532802 nChanged 4 SP:Iteration 21Q (1685.830000 sec): 3 clusters Score: Raw -1185269.068864 + Penalty 4466.741778 = -1180802.327086 nChanged 3 SP:Iteration 22Q (1686.070000 sec): 3 clusters Score: Raw -1185270.145211 + Penalty 4466.741778 = -1180803.403434 nChanged 2 SP:Iteration 23Q (1686.360000 sec): 3 clusters Score: Raw -1185270.759342 + Penalty 4466.741778 = -1180804.017564 nChanged 0 SP:Iteration 24F (1686.550000 sec): 3 clusters Score: Raw -1185270.759342 + Penalty 4466.741778 = -1180804.017564 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 4.61 GB. Trying to split cluster 20 (741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1686.710000 sec): 2 clusters Score: Raw -86628.913535 + Penalty 1638.784155 = -84990.129380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1686.890000 sec): 3 clusters Score: Raw -86599.058591 + Penalty 3277.568310 = -83321.490281 nChanged 213 SP:Iteration 1F (1687.060000 sec): 3 clusters Score: Raw -87157.544334 + Penalty 3277.568310 = -83879.976024 nChanged 75 SP:Iteration 2F (1687.290000 sec): 3 clusters Score: Raw -87628.078875 + Penalty 3277.568310 = -84350.510564 nChanged 43 SP:Iteration 3F (1687.440000 sec): 3 clusters Score: Raw -87919.520116 + Penalty 3277.568310 = -84641.951806 nChanged 27 SP:Iteration 4Q (1687.690000 sec): 3 clusters Score: Raw -87986.716911 + Penalty 3277.568310 = -84709.148601 nChanged 16 SP:Iteration 5Q (1687.860000 sec): 3 clusters Score: Raw -88047.240468 + Penalty 3277.568310 = -84769.672158 nChanged 16 SP:Iteration 6Q (1688.030000 sec): 3 clusters Score: Raw -88122.759102 + Penalty 3277.568310 = -84845.190792 nChanged 17 SP:Iteration 7Q (1688.170000 sec): 3 clusters Score: Raw -88173.006648 + Penalty 3277.568310 = -84895.438338 nChanged 14 SP:Iteration 8Q (1688.310000 sec): 3 clusters Score: Raw -88199.623093 + Penalty 3277.568310 = -84922.054783 nChanged 15 SP:Iteration 9Q (1688.460000 sec): 3 clusters Score: Raw -88250.891128 + Penalty 3277.568310 = -84973.322818 nChanged 16 SP:Iteration 10Q (1688.660000 sec): 3 clusters Score: Raw -88298.285318 + Penalty 3277.568310 = -85020.717007 nChanged 15 SP:Iteration 11Q (1688.850000 sec): 3 clusters Score: Raw -88335.094067 + Penalty 3277.568310 = -85057.525756 nChanged 21 SP:Iteration 12Q (1689.060000 sec): 3 clusters Score: Raw -88396.755153 + Penalty 3277.568310 = -85119.186843 nChanged 17 SP:Iteration 13Q (1689.200000 sec): 3 clusters Score: Raw -88452.909477 + Penalty 3277.568310 = -85175.341167 nChanged 22 SP:Iteration 14Q (1689.360000 sec): 3 clusters Score: Raw -88557.340400 + Penalty 3277.568310 = -85279.772089 nChanged 13 SP:Iteration 15Q (1689.510000 sec): 3 clusters Score: Raw -88627.579184 + Penalty 3277.568310 = -85350.010874 nChanged 10 SP:Iteration 16Q (1689.640000 sec): 3 clusters Score: Raw -88699.208359 + Penalty 3277.568310 = -85421.640049 nChanged 5 SP:Iteration 17Q (1689.800000 sec): 3 clusters Score: Raw -88754.799545 + Penalty 3277.568310 = -85477.231235 nChanged 0 SP:Iteration 18F (1689.920000 sec): 3 clusters Score: Raw -88754.799545 + Penalty 3277.568310 = -85477.231235 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 4.61 GB. Trying to split cluster 21 (56703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1690.320000 sec): 2 clusters Score: Raw -8238115.974237 + Penalty 2714.504435 = -8235401.469802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1690.800000 sec): 3 clusters Score: Raw -8202634.965302 + Penalty 5429.008870 = -8197205.956432 nChanged 26340 SP:Iteration 1F (1691.440000 sec): 3 clusters Score: Raw -8217708.525302 + Penalty 5429.008870 = -8212279.516432 nChanged 2754 SP:Iteration 2Q (1691.970000 sec): 3 clusters Score: Raw -8219290.811376 + Penalty 5429.008870 = -8213861.802507 nChanged 3504 SP:Iteration 3F (1692.510000 sec): 3 clusters Score: Raw -8222474.126041 + Penalty 5429.008870 = -8217045.117171 nChanged 4867 SP:Iteration 4F (1693.040000 sec): 3 clusters Score: Raw -8228888.352303 + Penalty 5429.008870 = -8223459.343433 nChanged 5911 SP:Iteration 5F (1693.580000 sec): 3 clusters Score: Raw -8236596.593727 + Penalty 5429.008870 = -8231167.584858 nChanged 5196 SP:Iteration 6F (1694.080000 sec): 3 clusters Score: Raw -8240469.256816 + Penalty 5429.008870 = -8235040.247947 nChanged 3236 SP:Iteration 7F (1694.640000 sec): 3 clusters Score: Raw -8242027.381449 + Penalty 5429.008870 = -8236598.372580 nChanged 1967 SP:Iteration 8Q (1695.080000 sec): 3 clusters Score: Raw -8242834.770529 + Penalty 5429.008870 = -8237405.761660 nChanged 1399 SP:Iteration 9Q (1695.620000 sec): 3 clusters Score: Raw -8243363.841960 + Penalty 5429.008870 = -8237934.833090 nChanged 1103 SP:Iteration 10Q (1696.120000 sec): 3 clusters Score: Raw -8243777.445749 + Penalty 5429.008870 = -8238348.436880 nChanged 1016 SP:Iteration 11Q (1696.670000 sec): 3 clusters Score: Raw -8244157.653961 + Penalty 5429.008870 = -8238728.645092 nChanged 963 SP:Iteration 12Q (1697.210000 sec): 3 clusters Score: Raw -8244557.230859 + Penalty 5429.008870 = -8239128.221989 nChanged 958 SP:Iteration 13Q (1697.840000 sec): 3 clusters Score: Raw -8244962.029876 + Penalty 5429.008870 = -8239533.021007 nChanged 862 SP:Iteration 14Q (1698.380000 sec): 3 clusters Score: Raw -8245347.423076 + Penalty 5429.008870 = -8239918.414206 nChanged 864 SP:Iteration 15Q (1698.990000 sec): 3 clusters Score: Raw -8245798.761568 + Penalty 5429.008870 = -8240369.752699 nChanged 824 SP:Iteration 16Q (1699.450000 sec): 3 clusters Score: Raw -8246294.006082 + Penalty 5429.008870 = -8240864.997213 nChanged 778 SP:Iteration 17Q (1699.950000 sec): 3 clusters Score: Raw -8246914.248770 + Penalty 5429.008870 = -8241485.239901 nChanged 760 SP:Iteration 18Q (1700.530000 sec): 3 clusters Score: Raw -8247902.921714 + Penalty 5429.008870 = -8242473.912844 nChanged 670 SP:Iteration 19Q (1701.100000 sec): 3 clusters Score: Raw -8249367.688682 + Penalty 5429.008870 = -8243938.679812 nChanged 550 SP:Iteration 20F (1701.680000 sec): 3 clusters Score: Raw -8250447.216348 + Penalty 5429.008870 = -8245018.207478 nChanged 457 SP:Iteration 21Q (1702.150000 sec): 3 clusters Score: Raw -8250748.478801 + Penalty 5429.008870 = -8245319.469932 nChanged 271 SP:Iteration 22Q (1702.730000 sec): 3 clusters Score: Raw -8250856.608632 + Penalty 5429.008870 = -8245427.599762 nChanged 176 SP:Iteration 23Q (1703.200000 sec): 3 clusters Score: Raw -8250903.359945 + Penalty 5429.008870 = -8245474.351075 nChanged 90 SP:Iteration 24Q (1703.720000 sec): 3 clusters Score: Raw -8250915.568791 + Penalty 5429.008870 = -8245486.559922 nChanged 49 SP:Iteration 25Q (1704.200000 sec): 3 clusters Score: Raw -8250919.852048 + Penalty 5429.008870 = -8245490.843178 nChanged 25 SP:Iteration 26Q (1704.740000 sec): 3 clusters Score: Raw -8250922.573040 + Penalty 5429.008870 = -8245493.564170 nChanged 18 SP:Iteration 27Q (1705.250000 sec): 3 clusters Score: Raw -8250924.124954 + Penalty 5429.008870 = -8245495.116084 nChanged 10 SP:Iteration 28Q (1705.760000 sec): 3 clusters Score: Raw -8250924.776552 + Penalty 5429.008870 = -8245495.767682 nChanged 3 SP:Iteration 29Q (1706.270000 sec): 3 clusters Score: Raw -8250924.912525 + Penalty 5429.008870 = -8245495.903655 nChanged 1 SP:Iteration 30Q (1706.850000 sec): 3 clusters Score: Raw -8250924.950425 + Penalty 5429.008870 = -8245495.941556 nChanged 0 SP:Iteration 31F (1707.330000 sec): 3 clusters Score: Raw -8250924.950425 + Penalty 5429.008870 = -8245495.941556 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 4.61 GB. Trying to split cluster 22 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1707.410000 sec): 2 clusters Score: Raw -54050.725352 + Penalty 1510.644851 = -52540.080501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1707.620000 sec): 3 clusters Score: Raw -54178.098792 + Penalty 3021.289702 = -51156.809091 nChanged 74 SP:Iteration 1F (1707.800000 sec): 3 clusters Score: Raw -54526.169146 + Penalty 3021.289702 = -51504.879444 nChanged 37 SP:Iteration 2F (1707.960000 sec): 3 clusters Score: Raw -54732.009386 + Penalty 3021.289702 = -51710.719685 nChanged 22 SP:Iteration 3Q (1708.130000 sec): 3 clusters Score: Raw -54878.902606 + Penalty 3021.289702 = -51857.612904 nChanged 19 SP:Iteration 4Q (1708.350000 sec): 3 clusters Score: Raw -55071.873155 + Penalty 3021.289702 = -52050.583454 nChanged 6 SP:Iteration 5Q (1708.550000 sec): 3 clusters Score: Raw -55143.335389 + Penalty 3021.289702 = -52122.045687 nChanged 5 SP:Iteration 6Q (1708.700000 sec): 3 clusters Score: Raw -55158.640132 + Penalty 3021.289702 = -52137.350430 nChanged 2 SP:Iteration 7Q (1708.950000 sec): 3 clusters Score: Raw -55164.986216 + Penalty 3021.289702 = -52143.696514 nChanged 2 SP:Iteration 8Q (1709.110000 sec): 3 clusters Score: Raw -55170.984739 + Penalty 3021.289702 = -52149.695038 nChanged 2 SP:Iteration 9Q (1709.260000 sec): 3 clusters Score: Raw -55176.917347 + Penalty 3021.289702 = -52155.627646 nChanged 2 SP:Iteration 10Q (1709.490000 sec): 3 clusters Score: Raw -55183.328742 + Penalty 3021.289702 = -52162.039041 nChanged 3 SP:Iteration 11Q (1709.710000 sec): 3 clusters Score: Raw -55205.892570 + Penalty 3021.289702 = -52184.602869 nChanged 4 SP:Iteration 12Q (1709.870000 sec): 3 clusters Score: Raw -55227.494842 + Penalty 3021.289702 = -52206.205141 nChanged 8 SP:Iteration 13Q (1710.030000 sec): 3 clusters Score: Raw -55293.939019 + Penalty 3021.289702 = -52272.649317 nChanged 9 SP:Iteration 14Q (1710.160000 sec): 3 clusters Score: Raw -55371.887254 + Penalty 3021.289702 = -52350.597553 nChanged 6 SP:Iteration 15Q (1710.300000 sec): 3 clusters Score: Raw -55444.874921 + Penalty 3021.289702 = -52423.585219 nChanged 9 SP:Iteration 16Q (1710.480000 sec): 3 clusters Score: Raw -55562.784475 + Penalty 3021.289702 = -52541.494773 nChanged 8 SP:Iteration 17Q (1710.650000 sec): 3 clusters Score: Raw -55640.531662 + Penalty 3021.289702 = -52619.241961 nChanged 6 SP:Iteration 18Q (1710.840000 sec): 3 clusters Score: Raw -55708.797217 + Penalty 3021.289702 = -52687.507516 nChanged 6 SP:Iteration 19Q (1711.030000 sec): 3 clusters Score: Raw -55871.981854 + Penalty 3021.289702 = -52850.692152 nChanged 6 SP:Iteration 20F (1711.150000 sec): 3 clusters Score: Raw -56049.830867 + Penalty 3021.289702 = -53028.541165 nChanged 8 SP:Iteration 21Q (1711.370000 sec): 3 clusters Score: Raw -56100.528024 + Penalty 3021.289702 = -53079.238322 nChanged 6 SP:Iteration 22Q (1711.530000 sec): 3 clusters Score: Raw -56141.250086 + Penalty 3021.289702 = -53119.960384 nChanged 8 SP:Iteration 23Q (1711.730000 sec): 3 clusters Score: Raw -56199.335491 + Penalty 3021.289702 = -53178.045789 nChanged 4 SP:Iteration 24Q (1711.880000 sec): 3 clusters Score: Raw -56237.497767 + Penalty 3021.289702 = -53216.208065 nChanged 5 SP:Iteration 25Q (1712.070000 sec): 3 clusters Score: Raw -56278.831691 + Penalty 3021.289702 = -53257.541990 nChanged 4 SP:Iteration 26Q (1712.260000 sec): 3 clusters Score: Raw -56333.439181 + Penalty 3021.289702 = -53312.149479 nChanged 4 SP:Iteration 27Q (1712.470000 sec): 3 clusters Score: Raw -56379.163239 + Penalty 3021.289702 = -53357.873537 nChanged 3 SP:Iteration 28Q (1712.640000 sec): 3 clusters Score: Raw -56419.759085 + Penalty 3021.289702 = -53398.469383 nChanged 1 SP:Iteration 29Q (1712.850000 sec): 3 clusters Score: Raw -56431.158539 + Penalty 3021.289702 = -53409.868837 nChanged 1 SP:Iteration 30Q (1713.060000 sec): 3 clusters Score: Raw -56436.300424 + Penalty 3021.289702 = -53415.010723 nChanged 0 SP:Iteration 31F (1713.290000 sec): 3 clusters Score: Raw -56446.738016 + Penalty 3021.289702 = -53425.448315 nChanged 2 SP:Iteration 32Q (1713.490000 sec): 3 clusters Score: Raw -56458.403399 + Penalty 3021.289702 = -53437.113698 nChanged 1 SP:Iteration 33Q (1713.710000 sec): 3 clusters Score: Raw -56464.625670 + Penalty 3021.289702 = -53443.335969 nChanged 0 SP:Iteration 34F (1713.870000 sec): 3 clusters Score: Raw -56464.625670 + Penalty 3021.289702 = -53443.335969 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 4.61 GB. Trying to split cluster 23 (132928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1714.600000 sec): 2 clusters Score: Raw -19547541.549736 + Penalty 2925.795601 = -19544615.754135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1715.710000 sec): 3 clusters Score: Raw -19461434.086730 + Penalty 5851.591202 = -19455582.495528 nChanged 63583 SP:Iteration 1F (1716.680000 sec): 3 clusters Score: Raw -19498833.017126 + Penalty 5851.591202 = -19492981.425924 nChanged 6139 SP:Iteration 2Q (1717.650000 sec): 3 clusters Score: Raw -19501614.324917 + Penalty 5851.591202 = -19495762.733715 nChanged 8100 SP:Iteration 3F (1718.600000 sec): 3 clusters Score: Raw -19506443.276160 + Penalty 5851.591202 = -19500591.684958 nChanged 10064 SP:Iteration 4F (1719.510000 sec): 3 clusters Score: Raw -19513431.064433 + Penalty 5851.591202 = -19507579.473231 nChanged 10640 SP:Iteration 5F (1720.350000 sec): 3 clusters Score: Raw -19521268.441148 + Penalty 5851.591202 = -19515416.849946 nChanged 9586 SP:Iteration 6F (1721.240000 sec): 3 clusters Score: Raw -19527734.549610 + Penalty 5851.591202 = -19521882.958408 nChanged 7442 SP:Iteration 7F (1722.150000 sec): 3 clusters Score: Raw -19532239.824247 + Penalty 5851.591202 = -19526388.233045 nChanged 5739 SP:Iteration 8Q (1723.110000 sec): 3 clusters Score: Raw -19535645.891799 + Penalty 5851.591202 = -19529794.300597 nChanged 4711 SP:Iteration 9Q (1724.010000 sec): 3 clusters Score: Raw -19538464.616019 + Penalty 5851.591202 = -19532613.024817 nChanged 3907 SP:Iteration 10Q (1724.940000 sec): 3 clusters Score: Raw -19540852.245942 + Penalty 5851.591202 = -19535000.654740 nChanged 3250 SP:Iteration 11Q (1725.870000 sec): 3 clusters Score: Raw -19542957.802801 + Penalty 5851.591202 = -19537106.211599 nChanged 2534 SP:Iteration 12Q (1726.790000 sec): 3 clusters Score: Raw -19544777.793467 + Penalty 5851.591202 = -19538926.202265 nChanged 1873 SP:Iteration 13Q (1727.660000 sec): 3 clusters Score: Raw -19546312.096920 + Penalty 5851.591202 = -19540460.505718 nChanged 1172 SP:Iteration 14Q (1728.580000 sec): 3 clusters Score: Raw -19547575.891990 + Penalty 5851.591202 = -19541724.300788 nChanged 776 SP:Iteration 15Q (1729.320000 sec): 3 clusters Score: Raw -19548757.818650 + Penalty 5851.591202 = -19542906.227448 nChanged 665 SP:Iteration 16Q (1730.070000 sec): 3 clusters Score: Raw -19549717.380916 + Penalty 5851.591202 = -19543865.789714 nChanged 544 SP:Iteration 17Q (1730.830000 sec): 3 clusters Score: Raw -19550100.472527 + Penalty 5851.591202 = -19544248.881325 nChanged 308 SP:Iteration 18Q (1731.690000 sec): 3 clusters Score: Raw -19550209.117321 + Penalty 5851.591202 = -19544357.526119 nChanged 187 SP:Iteration 19Q (1732.650000 sec): 3 clusters Score: Raw -19550255.956626 + Penalty 5851.591202 = -19544404.365424 nChanged 114 SP:Iteration 20F (1733.620000 sec): 3 clusters Score: Raw -19550278.770022 + Penalty 5851.591202 = -19544427.178820 nChanged 67 SP:Iteration 21Q (1734.600000 sec): 3 clusters Score: Raw -19550292.965944 + Penalty 5851.591202 = -19544441.374742 nChanged 58 SP:Iteration 22Q (1735.430000 sec): 3 clusters Score: Raw -19550304.090253 + Penalty 5851.591202 = -19544452.499051 nChanged 46 SP:Iteration 23Q (1736.320000 sec): 3 clusters Score: Raw -19550311.211212 + Penalty 5851.591202 = -19544459.620010 nChanged 29 SP:Iteration 24Q (1737.140000 sec): 3 clusters Score: Raw -19550314.399569 + Penalty 5851.591202 = -19544462.808367 nChanged 15 SP:Iteration 25Q (1737.940000 sec): 3 clusters Score: Raw -19550315.986729 + Penalty 5851.591202 = -19544464.395527 nChanged 12 SP:Iteration 26Q (1738.750000 sec): 3 clusters Score: Raw -19550317.236891 + Penalty 5851.591202 = -19544465.645689 nChanged 10 SP:Iteration 27Q (1739.540000 sec): 3 clusters Score: Raw -19550318.272300 + Penalty 5851.591202 = -19544466.681098 nChanged 7 SP:Iteration 28Q (1740.360000 sec): 3 clusters Score: Raw -19550318.858552 + Penalty 5851.591202 = -19544467.267350 nChanged 3 SP:Iteration 29Q (1741.170000 sec): 3 clusters Score: Raw -19550319.100085 + Penalty 5851.591202 = -19544467.508883 nChanged 1 SP:Iteration 30Q (1741.970000 sec): 3 clusters Score: Raw -19550319.202966 + Penalty 5851.591202 = -19544467.611764 nChanged 0 SP:Iteration 31F (1742.850000 sec): 3 clusters Score: Raw -19550319.202966 + Penalty 5851.591202 = -19544467.611764 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 24 (13246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1743.060000 sec): 2 clusters Score: Raw -1883211.373871 + Penalty 2353.879823 = -1880857.494048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1743.290000 sec): 3 clusters Score: Raw -1875833.729820 + Penalty 4707.759646 = -1871125.970174 nChanged 5583 SP:Iteration 1F (1743.550000 sec): 3 clusters Score: Raw -1878945.623955 + Penalty 4707.759646 = -1874237.864309 nChanged 898 SP:Iteration 2F (1743.830000 sec): 3 clusters Score: Raw -1879441.661343 + Penalty 4707.759646 = -1874733.901697 nChanged 803 SP:Iteration 3F (1744.090000 sec): 3 clusters Score: Raw -1879897.783236 + Penalty 4707.759646 = -1875190.023590 nChanged 717 SP:Iteration 4F (1744.380000 sec): 3 clusters Score: Raw -1880332.160801 + Penalty 4707.759646 = -1875624.401156 nChanged 701 SP:Iteration 5F (1744.590000 sec): 3 clusters Score: Raw -1880728.146575 + Penalty 4707.759646 = -1876020.386929 nChanged 668 SP:Iteration 6F (1744.850000 sec): 3 clusters Score: Raw -1881134.230364 + Penalty 4707.759646 = -1876426.470718 nChanged 644 SP:Iteration 7Q (1745.140000 sec): 3 clusters Score: Raw -1881493.899078 + Penalty 4707.759646 = -1876786.139432 nChanged 522 SP:Iteration 8Q (1745.390000 sec): 3 clusters Score: Raw -1881759.545911 + Penalty 4707.759646 = -1877051.786265 nChanged 485 SP:Iteration 9Q (1745.610000 sec): 3 clusters Score: Raw -1882027.141990 + Penalty 4707.759646 = -1877319.382344 nChanged 466 SP:Iteration 10Q (1745.920000 sec): 3 clusters Score: Raw -1882283.198239 + Penalty 4707.759646 = -1877575.438593 nChanged 422 SP:Iteration 11Q (1746.190000 sec): 3 clusters Score: Raw -1882535.380756 + Penalty 4707.759646 = -1877827.621110 nChanged 394 SP:Iteration 12Q (1746.440000 sec): 3 clusters Score: Raw -1882776.973032 + Penalty 4707.759646 = -1878069.213386 nChanged 359 SP:Iteration 13Q (1746.710000 sec): 3 clusters Score: Raw -1883001.024923 + Penalty 4707.759646 = -1878293.265277 nChanged 295 SP:Iteration 14Q (1747.010000 sec): 3 clusters Score: Raw -1883205.909926 + Penalty 4707.759646 = -1878498.150280 nChanged 241 SP:Iteration 15Q (1747.290000 sec): 3 clusters Score: Raw -1883382.568936 + Penalty 4707.759646 = -1878674.809290 nChanged 195 SP:Iteration 16Q (1747.570000 sec): 3 clusters Score: Raw -1883547.181308 + Penalty 4707.759646 = -1878839.421662 nChanged 153 SP:Iteration 17Q (1747.810000 sec): 3 clusters Score: Raw -1883690.345239 + Penalty 4707.759646 = -1878982.585593 nChanged 107 SP:Iteration 18Q (1748.090000 sec): 3 clusters Score: Raw -1883793.058487 + Penalty 4707.759646 = -1879085.298841 nChanged 87 SP:Iteration 19Q (1748.350000 sec): 3 clusters Score: Raw -1883865.893831 + Penalty 4707.759646 = -1879158.134185 nChanged 53 SP:Iteration 20F (1748.600000 sec): 3 clusters Score: Raw -1883900.247727 + Penalty 4707.759646 = -1879192.488081 nChanged 47 SP:Iteration 21Q (1748.810000 sec): 3 clusters Score: Raw -1883926.788415 + Penalty 4707.759646 = -1879219.028769 nChanged 27 SP:Iteration 22Q (1749.030000 sec): 3 clusters Score: Raw -1883942.003812 + Penalty 4707.759646 = -1879234.244166 nChanged 22 SP:Iteration 23Q (1749.270000 sec): 3 clusters Score: Raw -1883954.015112 + Penalty 4707.759646 = -1879246.255466 nChanged 17 SP:Iteration 24Q (1749.540000 sec): 3 clusters Score: Raw -1883961.436194 + Penalty 4707.759646 = -1879253.676548 nChanged 16 SP:Iteration 25Q (1749.760000 sec): 3 clusters Score: Raw -1883969.998764 + Penalty 4707.759646 = -1879262.239118 nChanged 14 SP:Iteration 26Q (1750.010000 sec): 3 clusters Score: Raw -1883981.317639 + Penalty 4707.759646 = -1879273.557993 nChanged 16 SP:Iteration 27Q (1750.210000 sec): 3 clusters Score: Raw -1883992.489252 + Penalty 4707.759646 = -1879284.729606 nChanged 15 SP:Iteration 28Q (1750.450000 sec): 3 clusters Score: Raw -1884000.481469 + Penalty 4707.759646 = -1879292.721823 nChanged 11 SP:Iteration 29Q (1750.690000 sec): 3 clusters Score: Raw -1884006.250127 + Penalty 4707.759646 = -1879298.490481 nChanged 12 SP:Iteration 30Q (1750.880000 sec): 3 clusters Score: Raw -1884012.198052 + Penalty 4707.759646 = -1879304.438407 nChanged 5 SP:Iteration 31Q (1751.130000 sec): 3 clusters Score: Raw -1884015.297246 + Penalty 4707.759646 = -1879307.537600 nChanged 4 SP:Iteration 32Q (1751.380000 sec): 3 clusters Score: Raw -1884018.151351 + Penalty 4707.759646 = -1879310.391705 nChanged 4 SP:Iteration 33Q (1751.610000 sec): 3 clusters Score: Raw -1884021.596597 + Penalty 4707.759646 = -1879313.836951 nChanged 6 SP:Iteration 34Q (1751.850000 sec): 3 clusters Score: Raw -1884025.022014 + Penalty 4707.759646 = -1879317.262368 nChanged 7 SP:Iteration 35Q (1752.060000 sec): 3 clusters Score: Raw -1884029.250426 + Penalty 4707.759646 = -1879321.490780 nChanged 3 SP:Iteration 36Q (1752.370000 sec): 3 clusters Score: Raw -1884030.117117 + Penalty 4707.759646 = -1879322.357471 nChanged 3 SP:Iteration 37Q (1752.610000 sec): 3 clusters Score: Raw -1884030.960839 + Penalty 4707.759646 = -1879323.201193 nChanged 0 SP:Iteration 38F (1752.850000 sec): 3 clusters Score: Raw -1884030.960839 + Penalty 4707.759646 = -1879323.201193 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 25 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1752.980000 sec): 2 clusters Score: Raw -68721.571934 + Penalty 1581.006155 = -67140.565779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1753.150000 sec): 3 clusters Score: Raw -68813.538372 + Penalty 3162.012311 = -65651.526061 nChanged 143 SP:Iteration 1F (1753.340000 sec): 3 clusters Score: Raw -69350.422686 + Penalty 3162.012311 = -66188.410375 nChanged 68 SP:Iteration 2F (1753.560000 sec): 3 clusters Score: Raw -69909.026226 + Penalty 3162.012311 = -66747.013915 nChanged 39 SP:Iteration 3F (1753.710000 sec): 3 clusters Score: Raw -70237.626031 + Penalty 3162.012311 = -67075.613720 nChanged 26 SP:Iteration 4Q (1753.930000 sec): 3 clusters Score: Raw -70364.931751 + Penalty 3162.012311 = -67202.919441 nChanged 7 SP:Iteration 5Q (1754.100000 sec): 3 clusters Score: Raw -70424.701855 + Penalty 3162.012311 = -67262.689544 nChanged 11 SP:Iteration 6Q (1754.280000 sec): 3 clusters Score: Raw -70476.471549 + Penalty 3162.012311 = -67314.459239 nChanged 5 SP:Iteration 7Q (1754.480000 sec): 3 clusters Score: Raw -70491.343084 + Penalty 3162.012311 = -67329.330773 nChanged 4 SP:Iteration 8Q (1754.670000 sec): 3 clusters Score: Raw -70499.733663 + Penalty 3162.012311 = -67337.721352 nChanged 6 SP:Iteration 9Q (1754.820000 sec): 3 clusters Score: Raw -70511.560944 + Penalty 3162.012311 = -67349.548633 nChanged 3 SP:Iteration 10Q (1755.050000 sec): 3 clusters Score: Raw -70523.272319 + Penalty 3162.012311 = -67361.260009 nChanged 4 SP:Iteration 11Q (1755.220000 sec): 3 clusters Score: Raw -70604.828038 + Penalty 3162.012311 = -67442.815728 nChanged 2 SP:Iteration 12Q (1755.380000 sec): 3 clusters Score: Raw -70612.715826 + Penalty 3162.012311 = -67450.703516 nChanged 2 SP:Iteration 13Q (1755.590000 sec): 3 clusters Score: Raw -70620.542368 + Penalty 3162.012311 = -67458.530057 nChanged 1 SP:Iteration 14Q (1755.780000 sec): 3 clusters Score: Raw -70623.794959 + Penalty 3162.012311 = -67461.782648 nChanged 1 SP:Iteration 15Q (1756.000000 sec): 3 clusters Score: Raw -70626.836750 + Penalty 3162.012311 = -67464.824439 nChanged 0 SP:Iteration 16F (1756.200000 sec): 3 clusters Score: Raw -70626.836750 + Penalty 3162.012311 = -67464.824439 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 4.61 GB. Trying to split cluster 26 (1933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1756.270000 sec): 2 clusters Score: Raw -259120.002167 + Penalty 1876.573463 = -257243.428704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1756.500000 sec): 3 clusters Score: Raw -258423.122949 + Penalty 3753.146926 = -254669.976023 nChanged 630 SP:Iteration 1F (1756.700000 sec): 3 clusters Score: Raw -258957.595987 + Penalty 3753.146926 = -255204.449061 nChanged 156 SP:Iteration 2F (1756.940000 sec): 3 clusters Score: Raw -259189.237073 + Penalty 3753.146926 = -255436.090148 nChanged 125 SP:Iteration 3F (1757.090000 sec): 3 clusters Score: Raw -259415.738112 + Penalty 3753.146926 = -255662.591186 nChanged 100 SP:Iteration 4F (1757.280000 sec): 3 clusters Score: Raw -259580.589610 + Penalty 3753.146926 = -255827.442685 nChanged 95 SP:Iteration 5Q (1757.500000 sec): 3 clusters Score: Raw -259723.335390 + Penalty 3753.146926 = -255970.188465 nChanged 70 SP:Iteration 6Q (1757.690000 sec): 3 clusters Score: Raw -259839.354973 + Penalty 3753.146926 = -256086.208048 nChanged 63 SP:Iteration 7Q (1757.900000 sec): 3 clusters Score: Raw -259935.108493 + Penalty 3753.146926 = -256181.961567 nChanged 48 SP:Iteration 8Q (1758.120000 sec): 3 clusters Score: Raw -259987.442501 + Penalty 3753.146926 = -256234.295575 nChanged 29 SP:Iteration 9Q (1758.320000 sec): 3 clusters Score: Raw -260011.524695 + Penalty 3753.146926 = -256258.377769 nChanged 26 SP:Iteration 10Q (1758.500000 sec): 3 clusters Score: Raw -260042.859931 + Penalty 3753.146926 = -256289.713005 nChanged 21 SP:Iteration 11Q (1758.680000 sec): 3 clusters Score: Raw -260066.191375 + Penalty 3753.146926 = -256313.044450 nChanged 21 SP:Iteration 12Q (1758.910000 sec): 3 clusters Score: Raw -260081.507799 + Penalty 3753.146926 = -256328.360874 nChanged 11 SP:Iteration 13Q (1759.130000 sec): 3 clusters Score: Raw -260090.132790 + Penalty 3753.146926 = -256336.985864 nChanged 11 SP:Iteration 14Q (1759.300000 sec): 3 clusters Score: Raw -260095.055744 + Penalty 3753.146926 = -256341.908819 nChanged 8 SP:Iteration 15Q (1759.470000 sec): 3 clusters Score: Raw -260100.408039 + Penalty 3753.146926 = -256347.261113 nChanged 5 SP:Iteration 16Q (1759.640000 sec): 3 clusters Score: Raw -260106.566090 + Penalty 3753.146926 = -256353.419165 nChanged 9 SP:Iteration 17Q (1759.880000 sec): 3 clusters Score: Raw -260115.468402 + Penalty 3753.146926 = -256362.321476 nChanged 11 SP:Iteration 18Q (1760.090000 sec): 3 clusters Score: Raw -260129.285081 + Penalty 3753.146926 = -256376.138155 nChanged 11 SP:Iteration 19Q (1760.280000 sec): 3 clusters Score: Raw -260146.435648 + Penalty 3753.146926 = -256393.288722 nChanged 19 SP:Iteration 20F (1760.500000 sec): 3 clusters Score: Raw -260177.510217 + Penalty 3753.146926 = -256424.363291 nChanged 23 SP:Iteration 21Q (1760.660000 sec): 3 clusters Score: Raw -260202.588850 + Penalty 3753.146926 = -256449.441925 nChanged 16 SP:Iteration 22Q (1760.840000 sec): 3 clusters Score: Raw -260220.202813 + Penalty 3753.146926 = -256467.055888 nChanged 19 SP:Iteration 23Q (1761.020000 sec): 3 clusters Score: Raw -260236.726715 + Penalty 3753.146926 = -256483.579789 nChanged 17 SP:Iteration 24Q (1761.170000 sec): 3 clusters Score: Raw -260252.944350 + Penalty 3753.146926 = -256499.797424 nChanged 15 SP:Iteration 25Q (1761.370000 sec): 3 clusters Score: Raw -260265.909339 + Penalty 3753.146926 = -256512.762414 nChanged 15 SP:Iteration 26Q (1761.600000 sec): 3 clusters Score: Raw -260276.391211 + Penalty 3753.146926 = -256523.244286 nChanged 10 SP:Iteration 27Q (1761.750000 sec): 3 clusters Score: Raw -260287.044246 + Penalty 3753.146926 = -256533.897321 nChanged 14 SP:Iteration 28Q (1761.950000 sec): 3 clusters Score: Raw -260296.750747 + Penalty 3753.146926 = -256543.603821 nChanged 5 SP:Iteration 29Q (1762.110000 sec): 3 clusters Score: Raw -260300.145741 + Penalty 3753.146926 = -256546.998815 nChanged 1 SP:Iteration 30Q (1762.270000 sec): 3 clusters Score: Raw -260300.937456 + Penalty 3753.146926 = -256547.790530 nChanged 3 SP:Iteration 31Q (1762.440000 sec): 3 clusters Score: Raw -260304.130949 + Penalty 3753.146926 = -256550.984023 nChanged 5 SP:Iteration 32Q (1762.670000 sec): 3 clusters Score: Raw -260309.168901 + Penalty 3753.146926 = -256556.021976 nChanged 5 SP:Iteration 33Q (1762.800000 sec): 3 clusters Score: Raw -260313.838349 + Penalty 3753.146926 = -256560.691423 nChanged 2 SP:Iteration 34Q (1763.020000 sec): 3 clusters Score: Raw -260314.984934 + Penalty 3753.146926 = -256561.838009 nChanged 0 SP:Iteration 35F (1763.240000 sec): 3 clusters Score: Raw -260314.984934 + Penalty 3753.146926 = -256561.838009 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 27 (12284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1763.420000 sec): 2 clusters Score: Raw -1671927.803146 + Penalty 2335.181115 = -1669592.622031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1763.660000 sec): 3 clusters Score: Raw -1665186.122378 + Penalty 4670.362229 = -1660515.760149 nChanged 5241 SP:Iteration 1F (1763.960000 sec): 3 clusters Score: Raw -1668298.167482 + Penalty 4670.362229 = -1663627.805253 nChanged 1072 SP:Iteration 2F (1764.190000 sec): 3 clusters Score: Raw -1669357.327292 + Penalty 4670.362229 = -1664686.965063 nChanged 1161 SP:Iteration 3F (1764.450000 sec): 3 clusters Score: Raw -1670970.724949 + Penalty 4670.362229 = -1666300.362720 nChanged 1204 SP:Iteration 4F (1764.670000 sec): 3 clusters Score: Raw -1672775.976366 + Penalty 4670.362229 = -1668105.614136 nChanged 1099 SP:Iteration 5F (1764.950000 sec): 3 clusters Score: Raw -1674285.711856 + Penalty 4670.362229 = -1669615.349627 nChanged 879 SP:Iteration 6F (1765.150000 sec): 3 clusters Score: Raw -1675243.248691 + Penalty 4670.362229 = -1670572.886462 nChanged 552 SP:Iteration 7Q (1765.360000 sec): 3 clusters Score: Raw -1675755.100136 + Penalty 4670.362229 = -1671084.737907 nChanged 353 SP:Iteration 8Q (1765.620000 sec): 3 clusters Score: Raw -1675997.559891 + Penalty 4670.362229 = -1671327.197662 nChanged 197 SP:Iteration 9Q (1765.850000 sec): 3 clusters Score: Raw -1676092.824759 + Penalty 4670.362229 = -1671422.462529 nChanged 126 SP:Iteration 10Q (1766.110000 sec): 3 clusters Score: Raw -1676141.905815 + Penalty 4670.362229 = -1671471.543586 nChanged 82 SP:Iteration 11Q (1766.360000 sec): 3 clusters Score: Raw -1676165.052550 + Penalty 4670.362229 = -1671494.690321 nChanged 62 SP:Iteration 12Q (1766.570000 sec): 3 clusters Score: Raw -1676181.718609 + Penalty 4670.362229 = -1671511.356379 nChanged 36 SP:Iteration 13Q (1766.830000 sec): 3 clusters Score: Raw -1676190.088433 + Penalty 4670.362229 = -1671519.726204 nChanged 35 SP:Iteration 14Q (1767.090000 sec): 3 clusters Score: Raw -1676197.172035 + Penalty 4670.362229 = -1671526.809805 nChanged 39 SP:Iteration 15Q (1767.330000 sec): 3 clusters Score: Raw -1676206.980703 + Penalty 4670.362229 = -1671536.618474 nChanged 38 SP:Iteration 16Q (1767.570000 sec): 3 clusters Score: Raw -1676213.719077 + Penalty 4670.362229 = -1671543.356848 nChanged 31 SP:Iteration 17Q (1767.760000 sec): 3 clusters Score: Raw -1676220.289303 + Penalty 4670.362229 = -1671549.927073 nChanged 38 SP:Iteration 18Q (1767.950000 sec): 3 clusters Score: Raw -1676230.705482 + Penalty 4670.362229 = -1671560.343253 nChanged 32 SP:Iteration 19Q (1768.210000 sec): 3 clusters Score: Raw -1676238.092405 + Penalty 4670.362229 = -1671567.730176 nChanged 35 SP:Iteration 20F (1768.470000 sec): 3 clusters Score: Raw -1676246.200733 + Penalty 4670.362229 = -1671575.838504 nChanged 32 SP:Iteration 21Q (1768.760000 sec): 3 clusters Score: Raw -1676252.687001 + Penalty 4670.362229 = -1671582.324772 nChanged 26 SP:Iteration 22Q (1768.980000 sec): 3 clusters Score: Raw -1676258.242432 + Penalty 4670.362229 = -1671587.880202 nChanged 18 SP:Iteration 23Q (1769.240000 sec): 3 clusters Score: Raw -1676260.720564 + Penalty 4670.362229 = -1671590.358335 nChanged 18 SP:Iteration 24Q (1769.490000 sec): 3 clusters Score: Raw -1676263.574000 + Penalty 4670.362229 = -1671593.211771 nChanged 14 SP:Iteration 25Q (1769.730000 sec): 3 clusters Score: Raw -1676265.842097 + Penalty 4670.362229 = -1671595.479868 nChanged 12 SP:Iteration 26Q (1770.010000 sec): 3 clusters Score: Raw -1676268.422995 + Penalty 4670.362229 = -1671598.060766 nChanged 9 SP:Iteration 27Q (1770.270000 sec): 3 clusters Score: Raw -1676270.108613 + Penalty 4670.362229 = -1671599.746384 nChanged 10 SP:Iteration 28Q (1770.500000 sec): 3 clusters Score: Raw -1676271.676433 + Penalty 4670.362229 = -1671601.314204 nChanged 5 SP:Iteration 29Q (1770.740000 sec): 3 clusters Score: Raw -1676272.537438 + Penalty 4670.362229 = -1671602.175208 nChanged 4 SP:Iteration 30Q (1771.000000 sec): 3 clusters Score: Raw -1676273.111424 + Penalty 4670.362229 = -1671602.749195 nChanged 3 SP:Iteration 31Q (1771.280000 sec): 3 clusters Score: Raw -1676273.557834 + Penalty 4670.362229 = -1671603.195604 nChanged 3 SP:Iteration 32Q (1771.520000 sec): 3 clusters Score: Raw -1676274.126789 + Penalty 4670.362229 = -1671603.764559 nChanged 5 SP:Iteration 33Q (1771.730000 sec): 3 clusters Score: Raw -1676274.688463 + Penalty 4670.362229 = -1671604.326233 nChanged 8 SP:Iteration 34Q (1772.000000 sec): 3 clusters Score: Raw -1676276.591781 + Penalty 4670.362229 = -1671606.229552 nChanged 10 SP:Iteration 35Q (1772.260000 sec): 3 clusters Score: Raw -1676278.451853 + Penalty 4670.362229 = -1671608.089624 nChanged 13 SP:Iteration 36Q (1772.530000 sec): 3 clusters Score: Raw -1676280.933533 + Penalty 4670.362229 = -1671610.571303 nChanged 9 SP:Iteration 37Q (1772.760000 sec): 3 clusters Score: Raw -1676282.238537 + Penalty 4670.362229 = -1671611.876307 nChanged 9 SP:Iteration 38Q (1772.990000 sec): 3 clusters Score: Raw -1676283.654564 + Penalty 4670.362229 = -1671613.292335 nChanged 7 SP:Iteration 39Q (1773.250000 sec): 3 clusters Score: Raw -1676284.605359 + Penalty 4670.362229 = -1671614.243130 nChanged 9 SP:Iteration 40F (1773.510000 sec): 3 clusters Score: Raw -1676286.795541 + Penalty 4670.362229 = -1671616.433312 nChanged 12 SP:Iteration 41Q (1773.760000 sec): 3 clusters Score: Raw -1676288.972143 + Penalty 4670.362229 = -1671618.609914 nChanged 12 SP:Iteration 42Q (1774.030000 sec): 3 clusters Score: Raw -1676290.991050 + Penalty 4670.362229 = -1671620.628820 nChanged 15 SP:Iteration 43Q (1774.290000 sec): 3 clusters Score: Raw -1676293.502722 + Penalty 4670.362229 = -1671623.140493 nChanged 13 SP:Iteration 44Q (1774.510000 sec): 3 clusters Score: Raw -1676295.577088 + Penalty 4670.362229 = -1671625.214858 nChanged 8 SP:Iteration 45Q (1774.750000 sec): 3 clusters Score: Raw -1676296.817115 + Penalty 4670.362229 = -1671626.454886 nChanged 5 SP:Iteration 46Q (1774.960000 sec): 3 clusters Score: Raw -1676297.355442 + Penalty 4670.362229 = -1671626.993213 nChanged 5 SP:Iteration 47Q (1775.230000 sec): 3 clusters Score: Raw -1676298.136271 + Penalty 4670.362229 = -1671627.774042 nChanged 4 SP:Iteration 48Q (1775.490000 sec): 3 clusters Score: Raw -1676298.777538 + Penalty 4670.362229 = -1671628.415309 nChanged 4 SP:Iteration 49Q (1775.710000 sec): 3 clusters Score: Raw -1676299.356697 + Penalty 4670.362229 = -1671628.994468 nChanged 3 SP:Iteration 50Q (1775.940000 sec): 3 clusters Score: Raw -1676300.038563 + Penalty 4670.362229 = -1671629.676334 nChanged 4 SP:Iteration 51Q (1776.180000 sec): 3 clusters Score: Raw -1676300.787963 + Penalty 4670.362229 = -1671630.425733 nChanged 4 SP:Iteration 52Q (1776.470000 sec): 3 clusters Score: Raw -1676301.218401 + Penalty 4670.362229 = -1671630.856172 nChanged 4 SP:Iteration 53Q (1776.750000 sec): 3 clusters Score: Raw -1676301.587068 + Penalty 4670.362229 = -1671631.224838 nChanged 2 SP:Iteration 54Q (1776.990000 sec): 3 clusters Score: Raw -1676302.034969 + Penalty 4670.362229 = -1671631.672739 nChanged 5 SP:Iteration 55Q (1777.290000 sec): 3 clusters Score: Raw -1676302.565173 + Penalty 4670.362229 = -1671632.202943 nChanged 3 SP:Iteration 56Q (1777.530000 sec): 3 clusters Score: Raw -1676302.995110 + Penalty 4670.362229 = -1671632.632881 nChanged 3 SP:Iteration 57Q (1777.770000 sec): 3 clusters Score: Raw -1676303.608740 + Penalty 4670.362229 = -1671633.246511 nChanged 6 SP:Iteration 58Q (1777.990000 sec): 3 clusters Score: Raw -1676304.417245 + Penalty 4670.362229 = -1671634.055016 nChanged 5 SP:Iteration 59Q (1778.260000 sec): 3 clusters Score: Raw -1676305.156593 + Penalty 4670.362229 = -1671634.794364 nChanged 4 SP:Iteration 60F (1778.470000 sec): 3 clusters Score: Raw -1676306.031758 + Penalty 4670.362229 = -1671635.669529 nChanged 7 SP:Iteration 61Q (1778.740000 sec): 3 clusters Score: Raw -1676307.318035 + Penalty 4670.362229 = -1671636.955806 nChanged 4 SP:Iteration 62Q (1779.010000 sec): 3 clusters Score: Raw -1676307.980515 + Penalty 4670.362229 = -1671637.618286 nChanged 4 SP:Iteration 63Q (1779.250000 sec): 3 clusters Score: Raw -1676308.894081 + Penalty 4670.362229 = -1671638.531852 nChanged 6 SP:Iteration 64Q (1779.530000 sec): 3 clusters Score: Raw -1676309.405431 + Penalty 4670.362229 = -1671639.043202 nChanged 8 SP:Iteration 65Q (1779.780000 sec): 3 clusters Score: Raw -1676311.215030 + Penalty 4670.362229 = -1671640.852800 nChanged 7 SP:Iteration 66Q (1780.000000 sec): 3 clusters Score: Raw -1676313.125632 + Penalty 4670.362229 = -1671642.763403 nChanged 13 SP:Iteration 67Q (1780.280000 sec): 3 clusters Score: Raw -1676315.826979 + Penalty 4670.362229 = -1671645.464750 nChanged 15 SP:Iteration 68Q (1780.530000 sec): 3 clusters Score: Raw -1676318.085011 + Penalty 4670.362229 = -1671647.722782 nChanged 12 SP:Iteration 69Q (1780.750000 sec): 3 clusters Score: Raw -1676320.138877 + Penalty 4670.362229 = -1671649.776648 nChanged 10 SP:Iteration 70Q (1781.040000 sec): 3 clusters Score: Raw -1676322.750186 + Penalty 4670.362229 = -1671652.387956 nChanged 12 SP:Iteration 71Q (1781.310000 sec): 3 clusters Score: Raw -1676325.009105 + Penalty 4670.362229 = -1671654.646876 nChanged 12 SP:Iteration 72Q (1781.490000 sec): 3 clusters Score: Raw -1676327.004069 + Penalty 4670.362229 = -1671656.641840 nChanged 11 SP:Iteration 73Q (1781.730000 sec): 3 clusters Score: Raw -1676328.880922 + Penalty 4670.362229 = -1671658.518693 nChanged 8 SP:Iteration 74Q (1782.000000 sec): 3 clusters Score: Raw -1676330.477821 + Penalty 4670.362229 = -1671660.115592 nChanged 11 SP:Iteration 75Q (1782.210000 sec): 3 clusters Score: Raw -1676333.003411 + Penalty 4670.362229 = -1671662.641182 nChanged 10 SP:Iteration 76Q (1782.420000 sec): 3 clusters Score: Raw -1676334.489896 + Penalty 4670.362229 = -1671664.127666 nChanged 7 SP:Iteration 77Q (1782.660000 sec): 3 clusters Score: Raw -1676336.517536 + Penalty 4670.362229 = -1671666.155307 nChanged 15 SP:Iteration 78Q (1782.910000 sec): 3 clusters Score: Raw -1676338.880450 + Penalty 4670.362229 = -1671668.518221 nChanged 11 SP:Iteration 79Q (1783.130000 sec): 3 clusters Score: Raw -1676340.601209 + Penalty 4670.362229 = -1671670.238980 nChanged 11 SP:Iteration 80F (1783.410000 sec): 3 clusters Score: Raw -1676341.730361 + Penalty 4670.362229 = -1671671.368131 nChanged 5 SP:Iteration 81Q (1783.630000 sec): 3 clusters Score: Raw -1676342.469842 + Penalty 4670.362229 = -1671672.107613 nChanged 3 SP:Iteration 82Q (1783.930000 sec): 3 clusters Score: Raw -1676342.895577 + Penalty 4670.362229 = -1671672.533348 nChanged 2 SP:Iteration 83Q (1784.150000 sec): 3 clusters Score: Raw -1676343.065710 + Penalty 4670.362229 = -1671672.703480 nChanged 1 SP:Iteration 84Q (1784.410000 sec): 3 clusters Score: Raw -1676343.194134 + Penalty 4670.362229 = -1671672.831904 nChanged 0 SP:Iteration 85F (1784.630000 sec): 3 clusters Score: Raw -1676343.194134 + Penalty 4670.362229 = -1671672.831904 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 4.61 GB. Trying to split cluster 28 (2270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1784.710000 sec): 2 clusters Score: Raw -298242.589308 + Penalty 1916.428707 = -296326.160600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1784.870000 sec): 3 clusters Score: Raw -297383.708629 + Penalty 3832.857415 = -293550.851214 nChanged 729 SP:Iteration 1F (1785.010000 sec): 3 clusters Score: Raw -297967.578484 + Penalty 3832.857415 = -294134.721069 nChanged 190 SP:Iteration 2F (1785.150000 sec): 3 clusters Score: Raw -298145.770590 + Penalty 3832.857415 = -294312.913175 nChanged 114 SP:Iteration 3F (1785.360000 sec): 3 clusters Score: Raw -298260.213334 + Penalty 3832.857415 = -294427.355920 nChanged 90 SP:Iteration 4Q (1785.550000 sec): 3 clusters Score: Raw -298382.692265 + Penalty 3832.857415 = -294549.834850 nChanged 96 SP:Iteration 5Q (1785.760000 sec): 3 clusters Score: Raw -298547.860690 + Penalty 3832.857415 = -294715.003276 nChanged 119 SP:Iteration 6F (1785.960000 sec): 3 clusters Score: Raw -298784.805811 + Penalty 3832.857415 = -294951.948396 nChanged 133 SP:Iteration 7F (1786.140000 sec): 3 clusters Score: Raw -299024.922930 + Penalty 3832.857415 = -295192.065515 nChanged 127 SP:Iteration 8F (1786.270000 sec): 3 clusters Score: Raw -299254.389266 + Penalty 3832.857415 = -295421.531852 nChanged 125 SP:Iteration 9F (1786.450000 sec): 3 clusters Score: Raw -299497.666679 + Penalty 3832.857415 = -295664.809264 nChanged 122 SP:Iteration 10F (1786.670000 sec): 3 clusters Score: Raw -299893.246865 + Penalty 3832.857415 = -296060.389450 nChanged 102 SP:Iteration 11Q (1786.850000 sec): 3 clusters Score: Raw -300348.444370 + Penalty 3832.857415 = -296515.586955 nChanged 80 SP:Iteration 12Q (1787.050000 sec): 3 clusters Score: Raw -300537.245064 + Penalty 3832.857415 = -296704.387649 nChanged 32 SP:Iteration 13Q (1787.250000 sec): 3 clusters Score: Raw -300573.512418 + Penalty 3832.857415 = -296740.655003 nChanged 24 SP:Iteration 14Q (1787.450000 sec): 3 clusters Score: Raw -300604.022452 + Penalty 3832.857415 = -296771.165037 nChanged 32 SP:Iteration 15Q (1787.620000 sec): 3 clusters Score: Raw -300678.995222 + Penalty 3832.857415 = -296846.137807 nChanged 28 SP:Iteration 16Q (1787.810000 sec): 3 clusters Score: Raw -300800.434418 + Penalty 3832.857415 = -296967.577003 nChanged 29 SP:Iteration 17Q (1787.970000 sec): 3 clusters Score: Raw -300873.098130 + Penalty 3832.857415 = -297040.240715 nChanged 27 SP:Iteration 18Q (1788.170000 sec): 3 clusters Score: Raw -300916.428350 + Penalty 3832.857415 = -297083.570935 nChanged 12 SP:Iteration 19Q (1788.380000 sec): 3 clusters Score: Raw -300930.702290 + Penalty 3832.857415 = -297097.844875 nChanged 7 SP:Iteration 20F (1788.530000 sec): 3 clusters Score: Raw -300938.739517 + Penalty 3832.857415 = -297105.882103 nChanged 9 SP:Iteration 21Q (1788.710000 sec): 3 clusters Score: Raw -300947.469589 + Penalty 3832.857415 = -297114.612174 nChanged 7 SP:Iteration 22Q (1788.870000 sec): 3 clusters Score: Raw -300952.091089 + Penalty 3832.857415 = -297119.233674 nChanged 2 SP:Iteration 23Q (1789.030000 sec): 3 clusters Score: Raw -300956.797696 + Penalty 3832.857415 = -297123.940282 nChanged 1 SP:Iteration 24Q (1789.220000 sec): 3 clusters Score: Raw -300957.064246 + Penalty 3832.857415 = -297124.206831 nChanged 0 SP:Iteration 25F (1789.400000 sec): 3 clusters Score: Raw -300957.064246 + Penalty 3832.857415 = -297124.206831 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 4.61 GB. Trying to split cluster 29 (3726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1789.510000 sec): 2 clusters Score: Raw -535758.890791 + Penalty 2039.326457 = -533719.564334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1789.750000 sec): 3 clusters Score: Raw -534059.967550 + Penalty 4078.652913 = -529981.314637 nChanged 1389 SP:Iteration 1F (1789.970000 sec): 3 clusters Score: Raw -534969.989650 + Penalty 4078.652913 = -530891.336736 nChanged 298 SP:Iteration 2F (1790.130000 sec): 3 clusters Score: Raw -535197.155042 + Penalty 4078.652913 = -531118.502128 nChanged 193 SP:Iteration 3F (1790.350000 sec): 3 clusters Score: Raw -535337.896982 + Penalty 4078.652913 = -531259.244068 nChanged 135 SP:Iteration 4Q (1790.500000 sec): 3 clusters Score: Raw -535432.148987 + Penalty 4078.652913 = -531353.496074 nChanged 125 SP:Iteration 5Q (1790.720000 sec): 3 clusters Score: Raw -535508.322721 + Penalty 4078.652913 = -531429.669808 nChanged 102 SP:Iteration 6Q (1790.910000 sec): 3 clusters Score: Raw -535574.024350 + Penalty 4078.652913 = -531495.371436 nChanged 78 SP:Iteration 7Q (1791.100000 sec): 3 clusters Score: Raw -535627.888853 + Penalty 4078.652913 = -531549.235939 nChanged 73 SP:Iteration 8Q (1791.290000 sec): 3 clusters Score: Raw -535673.914480 + Penalty 4078.652913 = -531595.261567 nChanged 76 SP:Iteration 9Q (1791.550000 sec): 3 clusters Score: Raw -535724.269903 + Penalty 4078.652913 = -531645.616989 nChanged 68 SP:Iteration 10Q (1791.730000 sec): 3 clusters Score: Raw -535762.331936 + Penalty 4078.652913 = -531683.679022 nChanged 70 SP:Iteration 11Q (1791.930000 sec): 3 clusters Score: Raw -535805.146548 + Penalty 4078.652913 = -531726.493635 nChanged 62 SP:Iteration 12Q (1792.160000 sec): 3 clusters Score: Raw -535844.957921 + Penalty 4078.652913 = -531766.305008 nChanged 56 SP:Iteration 13Q (1792.350000 sec): 3 clusters Score: Raw -535878.635711 + Penalty 4078.652913 = -531799.982798 nChanged 52 SP:Iteration 14Q (1792.530000 sec): 3 clusters Score: Raw -535908.076336 + Penalty 4078.652913 = -531829.423423 nChanged 50 SP:Iteration 15Q (1792.730000 sec): 3 clusters Score: Raw -535938.228710 + Penalty 4078.652913 = -531859.575796 nChanged 43 SP:Iteration 16Q (1792.930000 sec): 3 clusters Score: Raw -535964.580355 + Penalty 4078.652913 = -531885.927442 nChanged 47 SP:Iteration 17Q (1793.100000 sec): 3 clusters Score: Raw -535991.862088 + Penalty 4078.652913 = -531913.209175 nChanged 41 SP:Iteration 18Q (1793.360000 sec): 3 clusters Score: Raw -536014.319101 + Penalty 4078.652913 = -531935.666187 nChanged 26 SP:Iteration 19Q (1793.580000 sec): 3 clusters Score: Raw -536027.806809 + Penalty 4078.652913 = -531949.153895 nChanged 25 SP:Iteration 20F (1793.770000 sec): 3 clusters Score: Raw -536039.348728 + Penalty 4078.652913 = -531960.695815 nChanged 20 SP:Iteration 21Q (1793.930000 sec): 3 clusters Score: Raw -536051.089005 + Penalty 4078.652913 = -531972.436091 nChanged 30 SP:Iteration 22Q (1794.170000 sec): 3 clusters Score: Raw -536065.996535 + Penalty 4078.652913 = -531987.343622 nChanged 28 SP:Iteration 23Q (1794.360000 sec): 3 clusters Score: Raw -536085.494937 + Penalty 4078.652913 = -532006.842023 nChanged 27 SP:Iteration 24Q (1794.580000 sec): 3 clusters Score: Raw -536102.575191 + Penalty 4078.652913 = -532023.922278 nChanged 24 SP:Iteration 25Q (1794.810000 sec): 3 clusters Score: Raw -536114.627267 + Penalty 4078.652913 = -532035.974354 nChanged 15 SP:Iteration 26Q (1795.010000 sec): 3 clusters Score: Raw -536123.035925 + Penalty 4078.652913 = -532044.383011 nChanged 12 SP:Iteration 27Q (1795.220000 sec): 3 clusters Score: Raw -536129.219460 + Penalty 4078.652913 = -532050.566546 nChanged 9 SP:Iteration 28Q (1795.430000 sec): 3 clusters Score: Raw -536132.264758 + Penalty 4078.652913 = -532053.611844 nChanged 7 SP:Iteration 29Q (1795.600000 sec): 3 clusters Score: Raw -536136.717193 + Penalty 4078.652913 = -532058.064280 nChanged 7 SP:Iteration 30Q (1795.830000 sec): 3 clusters Score: Raw -536140.162357 + Penalty 4078.652913 = -532061.509444 nChanged 5 SP:Iteration 31Q (1796.020000 sec): 3 clusters Score: Raw -536142.707614 + Penalty 4078.652913 = -532064.054701 nChanged 4 SP:Iteration 32Q (1796.230000 sec): 3 clusters Score: Raw -536144.040413 + Penalty 4078.652913 = -532065.387500 nChanged 2 SP:Iteration 33Q (1796.380000 sec): 3 clusters Score: Raw -536144.926835 + Penalty 4078.652913 = -532066.273921 nChanged 1 SP:Iteration 34Q (1796.560000 sec): 3 clusters Score: Raw -536145.373989 + Penalty 4078.652913 = -532066.721076 nChanged 1 SP:Iteration 35Q (1796.770000 sec): 3 clusters Score: Raw -536145.546186 + Penalty 4078.652913 = -532066.893272 nChanged 1 SP:Iteration 36Q (1796.950000 sec): 3 clusters Score: Raw -536145.865688 + Penalty 4078.652913 = -532067.212775 nChanged 0 SP:Iteration 37F (1797.120000 sec): 3 clusters Score: Raw -536145.865688 + Penalty 4078.652913 = -532067.212775 nChanged 0 Iteration 59Q (1834.690000 sec): 45 clusters Score: Raw -87415745.655245 + Penalty 145482.430216 = -87270263.225029 nChanged 9534 Iteration 60F (1893.880000 sec): 45 clusters Score: Raw -87423605.888413 + Penalty 145482.430216 = -87278123.458197 nChanged 7157 Iteration 61Q (1925.040000 sec): 45 clusters Score: Raw -87426958.096389 + Penalty 145482.430216 = -87281475.666173 nChanged 3449 Iteration 62Q (1957.800000 sec): 45 clusters Score: Raw -87428046.206678 + Penalty 145482.430216 = -87282563.776463 nChanged 2224 Deleting Class 25 (165 points): Lose 3304.969521 but Gain 3306.418869 Iteration 63Q (1988.410000 sec): 44 clusters Score: Raw -87425314.047302 + Penalty 142176.011347 = -87283138.035955 nChanged 1716 Iteration 64Q (2019.140000 sec): 44 clusters Score: Raw -87427414.497819 + Penalty 142176.011347 = -87285238.486472 nChanged 1161 Iteration 65Q (2049.680000 sec): 44 clusters Score: Raw -87427765.204319 + Penalty 142176.011347 = -87285589.192972 nChanged 877 Iteration 66Q (2079.850000 sec): 44 clusters Score: Raw -87427965.905199 + Penalty 142176.011347 = -87285789.893852 nChanged 696 Iteration 67Q (2107.820000 sec): 44 clusters Score: Raw -87428112.575035 + Penalty 142176.011347 = -87285936.563687 nChanged 561 Iteration 68Q (2137.580000 sec): 44 clusters Score: Raw -87428216.157622 + Penalty 142176.011347 = -87286040.146275 nChanged 483 Iteration 69Q (2170.010000 sec): 44 clusters Score: Raw -87428298.959354 + Penalty 142176.011347 = -87286122.948006 nChanged 369 Iteration 70Q (2200.580000 sec): 44 clusters Score: Raw -87428359.045675 + Penalty 142176.011347 = -87286183.034328 nChanged 300 Iteration 71Q (2232.090000 sec): 44 clusters Score: Raw -87428397.484838 + Penalty 142176.011347 = -87286221.473491 nChanged 238 Iteration 72Q (2262.870000 sec): 44 clusters Score: Raw -87428434.207391 + Penalty 142176.011347 = -87286258.196044 nChanged 252 Iteration 73Q (2291.100000 sec): 44 clusters Score: Raw -87428475.803028 + Penalty 142176.011347 = -87286299.791681 nChanged 218 Iteration 74Q (2321.190000 sec): 44 clusters Score: Raw -87428524.176307 + Penalty 142176.011347 = -87286348.164960 nChanged 221 Iteration 75Q (2351.930000 sec): 44 clusters Score: Raw -87428592.210261 + Penalty 142176.011347 = -87286416.198914 nChanged 262 Iteration 76Q (2380.780000 sec): 44 clusters Score: Raw -87428705.241146 + Penalty 142176.011347 = -87286529.229798 nChanged 309 Iteration 77Q (2412.140000 sec): 44 clusters Score: Raw -87428872.706511 + Penalty 142176.011347 = -87286696.695164 nChanged 327 Iteration 78Q (2442.890000 sec): 44 clusters Score: Raw -87429027.469359 + Penalty 142176.011347 = -87286851.458011 nChanged 339 Iteration 79Q (2467.610000 sec): 44 clusters Score: Raw -87429163.857458 + Penalty 142176.011347 = -87286987.846111 nChanged 324 Iteration 80F (2519.800000 sec): 44 clusters Score: Raw -87430129.243712 + Penalty 142176.011347 = -87287953.232365 nChanged 406 Iteration 81Q (2548.230000 sec): 44 clusters Score: Raw -87430964.468545 + Penalty 142176.011347 = -87288788.457198 nChanged 384 Iteration 82Q (2575.750000 sec): 44 clusters Score: Raw -87431218.659139 + Penalty 142176.011347 = -87289042.647792 nChanged 370 Iteration 83Q (2604.690000 sec): 44 clusters Score: Raw -87431367.903322 + Penalty 142176.011347 = -87289191.891975 nChanged 258 Iteration 84Q (2631.900000 sec): 44 clusters Score: Raw -87431434.502634 + Penalty 142176.011347 = -87289258.491287 nChanged 201 Iteration 85Q (2661.000000 sec): 44 clusters Score: Raw -87431471.813997 + Penalty 142176.011347 = -87289295.802649 nChanged 158 Iteration 86Q (2693.460000 sec): 44 clusters Score: Raw -87431495.814132 + Penalty 142176.011347 = -87289319.802785 nChanged 113 Iteration 87Q (2725.710000 sec): 44 clusters Score: Raw -87431511.068027 + Penalty 142176.011347 = -87289335.056679 nChanged 104 Iteration 88Q (2756.510000 sec): 44 clusters Score: Raw -87431525.675235 + Penalty 142176.011347 = -87289349.663887 nChanged 66 Iteration 89Q (2787.010000 sec): 44 clusters Score: Raw -87431533.847849 + Penalty 142176.011347 = -87289357.836502 nChanged 46 Iteration 90Q (2814.870000 sec): 44 clusters Score: Raw -87431539.841791 + Penalty 142176.011347 = -87289363.830444 nChanged 36 Iteration 91Q (2842.790000 sec): 44 clusters Score: Raw -87431544.678614 + Penalty 142176.011347 = -87289368.667266 nChanged 36 Iteration 92Q (2870.400000 sec): 44 clusters Score: Raw -87431549.349789 + Penalty 142176.011347 = -87289373.338441 nChanged 23 Iteration 93Q (2898.650000 sec): 44 clusters Score: Raw -87431551.563907 + Penalty 142176.011347 = -87289375.552560 nChanged 16 Iteration 94Q (2927.120000 sec): 44 clusters Score: Raw -87431553.335922 + Penalty 142176.011347 = -87289377.324575 nChanged 12 Iteration 95Q (2956.230000 sec): 44 clusters Score: Raw -87431554.412717 + Penalty 142176.011347 = -87289378.401370 nChanged 15 Iteration 96Q (2984.260000 sec): 44 clusters Score: Raw -87431556.629045 + Penalty 142176.011347 = -87289380.617697 nChanged 16 Iteration 97Q (3013.950000 sec): 44 clusters Score: Raw -87431558.510351 + Penalty 142176.011347 = -87289382.499004 nChanged 10 Iteration 98Q (3045.370000 sec): 44 clusters Score: Raw -87431559.790988 + Penalty 142176.011347 = -87289383.779641 nChanged 5 Writing temp clu file Because OldScore, -87289382.499004, is greater than current (better) Score,-87289383.779641 Compute initial score before splitting: Score: Raw -87431559.790988 + Penalty 142176.011347 = -87289383.779641 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 1 (2818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3045.590000 sec): 2 clusters Score: Raw -396630.619235 + Penalty 1970.058108 = -394660.561127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3045.790000 sec): 3 clusters Score: Raw -395492.151045 + Penalty 3940.116215 = -391552.034830 nChanged 990 SP:Iteration 1F (3045.970000 sec): 3 clusters Score: Raw -396299.091706 + Penalty 3940.116215 = -392358.975491 nChanged 256 SP:Iteration 2F (3046.200000 sec): 3 clusters Score: Raw -396596.477694 + Penalty 3940.116215 = -392656.361479 nChanged 202 SP:Iteration 3F (3046.460000 sec): 3 clusters Score: Raw -396839.558878 + Penalty 3940.116215 = -392899.442662 nChanged 151 SP:Iteration 4F (3046.640000 sec): 3 clusters Score: Raw -396978.331434 + Penalty 3940.116215 = -393038.215219 nChanged 116 SP:Iteration 5Q (3046.840000 sec): 3 clusters Score: Raw -397077.916093 + Penalty 3940.116215 = -393137.799878 nChanged 92 SP:Iteration 6Q (3047.080000 sec): 3 clusters Score: Raw -397153.893140 + Penalty 3940.116215 = -393213.776924 nChanged 77 SP:Iteration 7Q (3047.260000 sec): 3 clusters Score: Raw -397215.272332 + Penalty 3940.116215 = -393275.156117 nChanged 61 SP:Iteration 8Q (3047.520000 sec): 3 clusters Score: Raw -397261.360732 + Penalty 3940.116215 = -393321.244516 nChanged 53 SP:Iteration 9Q (3047.700000 sec): 3 clusters Score: Raw -397295.172488 + Penalty 3940.116215 = -393355.056273 nChanged 38 SP:Iteration 10Q (3047.900000 sec): 3 clusters Score: Raw -397318.534169 + Penalty 3940.116215 = -393378.417953 nChanged 26 SP:Iteration 11Q (3048.100000 sec): 3 clusters Score: Raw -397333.692375 + Penalty 3940.116215 = -393393.576159 nChanged 16 SP:Iteration 12Q (3048.280000 sec): 3 clusters Score: Raw -397344.180769 + Penalty 3940.116215 = -393404.064553 nChanged 10 SP:Iteration 13Q (3048.480000 sec): 3 clusters Score: Raw -397348.474817 + Penalty 3940.116215 = -393408.358601 nChanged 10 SP:Iteration 14Q (3048.670000 sec): 3 clusters Score: Raw -397353.927227 + Penalty 3940.116215 = -393413.811011 nChanged 6 SP:Iteration 15Q (3048.860000 sec): 3 clusters Score: Raw -397357.005841 + Penalty 3940.116215 = -393416.889625 nChanged 2 SP:Iteration 16Q (3049.000000 sec): 3 clusters Score: Raw -397357.438773 + Penalty 3940.116215 = -393417.322557 nChanged 1 SP:Iteration 17Q (3049.200000 sec): 3 clusters Score: Raw -397358.127916 + Penalty 3940.116215 = -393418.011701 nChanged 0 SP:Iteration 18F (3049.390000 sec): 3 clusters Score: Raw -397358.127916 + Penalty 3940.116215 = -393418.011701 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 2 (1735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3049.470000 sec): 2 clusters Score: Raw -247112.996846 + Penalty 1849.773148 = -245263.223699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3049.690000 sec): 3 clusters Score: Raw -246517.556896 + Penalty 3699.546295 = -242818.010601 nChanged 540 SP:Iteration 1F (3049.840000 sec): 3 clusters Score: Raw -247063.293872 + Penalty 3699.546295 = -243363.747577 nChanged 138 SP:Iteration 2F (3050.080000 sec): 3 clusters Score: Raw -247237.579977 + Penalty 3699.546295 = -243538.033682 nChanged 87 SP:Iteration 3F (3050.260000 sec): 3 clusters Score: Raw -247340.197940 + Penalty 3699.546295 = -243640.651644 nChanged 68 SP:Iteration 4Q (3050.490000 sec): 3 clusters Score: Raw -247404.701553 + Penalty 3699.546295 = -243705.155258 nChanged 50 SP:Iteration 5Q (3050.670000 sec): 3 clusters Score: Raw -247465.947879 + Penalty 3699.546295 = -243766.401584 nChanged 44 SP:Iteration 6Q (3050.840000 sec): 3 clusters Score: Raw -247506.438751 + Penalty 3699.546295 = -243806.892456 nChanged 23 SP:Iteration 7Q (3051.040000 sec): 3 clusters Score: Raw -247525.908387 + Penalty 3699.546295 = -243826.362092 nChanged 14 SP:Iteration 8Q (3051.200000 sec): 3 clusters Score: Raw -247537.381711 + Penalty 3699.546295 = -243837.835415 nChanged 16 SP:Iteration 9Q (3051.410000 sec): 3 clusters Score: Raw -247550.238711 + Penalty 3699.546295 = -243850.692416 nChanged 10 SP:Iteration 10Q (3051.620000 sec): 3 clusters Score: Raw -247557.847703 + Penalty 3699.546295 = -243858.301408 nChanged 11 SP:Iteration 11Q (3051.760000 sec): 3 clusters Score: Raw -247565.777091 + Penalty 3699.546295 = -243866.230795 nChanged 10 SP:Iteration 12Q (3051.950000 sec): 3 clusters Score: Raw -247574.146660 + Penalty 3699.546295 = -243874.600365 nChanged 10 SP:Iteration 13Q (3052.120000 sec): 3 clusters Score: Raw -247583.443025 + Penalty 3699.546295 = -243883.896730 nChanged 12 SP:Iteration 14Q (3052.350000 sec): 3 clusters Score: Raw -247595.135339 + Penalty 3699.546295 = -243895.589043 nChanged 9 SP:Iteration 15Q (3052.550000 sec): 3 clusters Score: Raw -247603.823255 + Penalty 3699.546295 = -243904.276959 nChanged 7 SP:Iteration 16Q (3052.710000 sec): 3 clusters Score: Raw -247611.157162 + Penalty 3699.546295 = -243911.610866 nChanged 5 SP:Iteration 17Q (3052.840000 sec): 3 clusters Score: Raw -247615.565247 + Penalty 3699.546295 = -243916.018951 nChanged 3 SP:Iteration 18Q (3053.030000 sec): 3 clusters Score: Raw -247619.297823 + Penalty 3699.546295 = -243919.751527 nChanged 0 SP:Iteration 19F (3053.190000 sec): 3 clusters Score: Raw -247619.297823 + Penalty 3699.546295 = -243919.751527 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 3 (1047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3053.340000 sec): 2 clusters Score: Raw -145827.588971 + Penalty 1724.513684 = -144103.075287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3053.480000 sec): 3 clusters Score: Raw -145653.701206 + Penalty 3449.027369 = -142204.673837 nChanged 284 SP:Iteration 1F (3053.700000 sec): 3 clusters Score: Raw -146039.571930 + Penalty 3449.027369 = -142590.544562 nChanged 87 SP:Iteration 2F (3053.920000 sec): 3 clusters Score: Raw -146391.283279 + Penalty 3449.027369 = -142942.255910 nChanged 98 SP:Iteration 3F (3054.040000 sec): 3 clusters Score: Raw -146830.249123 + Penalty 3449.027369 = -143381.221755 nChanged 108 SP:Iteration 4F (3054.240000 sec): 3 clusters Score: Raw -147231.400598 + Penalty 3449.027369 = -143782.373230 nChanged 58 SP:Iteration 5F (3054.440000 sec): 3 clusters Score: Raw -147368.839862 + Penalty 3449.027369 = -143919.812493 nChanged 38 SP:Iteration 6Q (3054.590000 sec): 3 clusters Score: Raw -147465.522246 + Penalty 3449.027369 = -144016.494878 nChanged 18 SP:Iteration 7Q (3054.780000 sec): 3 clusters Score: Raw -147511.003985 + Penalty 3449.027369 = -144061.976617 nChanged 10 SP:Iteration 8Q (3054.920000 sec): 3 clusters Score: Raw -147541.507262 + Penalty 3449.027369 = -144092.479894 nChanged 5 SP:Iteration 9Q (3055.110000 sec): 3 clusters Score: Raw -147553.963719 + Penalty 3449.027369 = -144104.936351 nChanged 2 SP:Iteration 10Q (3055.310000 sec): 3 clusters Score: Raw -147560.466392 + Penalty 3449.027369 = -144111.439024 nChanged 2 SP:Iteration 11Q (3055.450000 sec): 3 clusters Score: Raw -147562.425892 + Penalty 3449.027369 = -144113.398524 nChanged 0 SP:Iteration 12F (3055.620000 sec): 3 clusters Score: Raw -147562.425892 + Penalty 3449.027369 = -144113.398524 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 4.61 GB. Trying to split cluster 4 (2460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.740000 sec): 2 clusters Score: Raw -360521.767088 + Penalty 1936.363324 = -358585.403765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.940000 sec): 3 clusters Score: Raw -359570.200120 + Penalty 3872.726648 = -355697.473472 nChanged 802 SP:Iteration 1F (3056.090000 sec): 3 clusters Score: Raw -360099.866072 + Penalty 3872.726648 = -356227.139424 nChanged 181 SP:Iteration 2F (3056.280000 sec): 3 clusters Score: Raw -360231.407449 + Penalty 3872.726648 = -356358.680801 nChanged 90 SP:Iteration 3Q (3056.440000 sec): 3 clusters Score: Raw -360288.038608 + Penalty 3872.726648 = -356415.311960 nChanged 49 SP:Iteration 4Q (3056.630000 sec): 3 clusters Score: Raw -360315.447082 + Penalty 3872.726648 = -356442.720434 nChanged 45 SP:Iteration 5Q (3056.800000 sec): 3 clusters Score: Raw -360340.689590 + Penalty 3872.726648 = -356467.962942 nChanged 33 SP:Iteration 6Q (3056.970000 sec): 3 clusters Score: Raw -360360.672786 + Penalty 3872.726648 = -356487.946138 nChanged 27 SP:Iteration 7Q (3057.140000 sec): 3 clusters Score: Raw -360375.005968 + Penalty 3872.726648 = -356502.279320 nChanged 19 SP:Iteration 8Q (3057.340000 sec): 3 clusters Score: Raw -360388.341098 + Penalty 3872.726648 = -356515.614450 nChanged 19 SP:Iteration 9Q (3057.490000 sec): 3 clusters Score: Raw -360397.611277 + Penalty 3872.726648 = -356524.884629 nChanged 21 SP:Iteration 10Q (3057.680000 sec): 3 clusters Score: Raw -360407.934254 + Penalty 3872.726648 = -356535.207606 nChanged 17 SP:Iteration 11Q (3057.830000 sec): 3 clusters Score: Raw -360417.402130 + Penalty 3872.726648 = -356544.675482 nChanged 18 SP:Iteration 12Q (3057.970000 sec): 3 clusters Score: Raw -360431.655339 + Penalty 3872.726648 = -356558.928691 nChanged 25 SP:Iteration 13Q (3058.110000 sec): 3 clusters Score: Raw -360449.434427 + Penalty 3872.726648 = -356576.707779 nChanged 31 SP:Iteration 14Q (3058.250000 sec): 3 clusters Score: Raw -360472.491142 + Penalty 3872.726648 = -356599.764494 nChanged 26 SP:Iteration 15Q (3058.470000 sec): 3 clusters Score: Raw -360487.063005 + Penalty 3872.726648 = -356614.336357 nChanged 17 SP:Iteration 16Q (3058.640000 sec): 3 clusters Score: Raw -360499.133623 + Penalty 3872.726648 = -356626.406975 nChanged 18 SP:Iteration 17Q (3058.830000 sec): 3 clusters Score: Raw -360511.046557 + Penalty 3872.726648 = -356638.319909 nChanged 15 SP:Iteration 18Q (3059.000000 sec): 3 clusters Score: Raw -360520.001422 + Penalty 3872.726648 = -356647.274774 nChanged 19 SP:Iteration 19Q (3059.160000 sec): 3 clusters Score: Raw -360536.095450 + Penalty 3872.726648 = -356663.368802 nChanged 25 SP:Iteration 20F (3059.340000 sec): 3 clusters Score: Raw -360550.904855 + Penalty 3872.726648 = -356678.178207 nChanged 16 SP:Iteration 21Q (3059.510000 sec): 3 clusters Score: Raw -360561.334167 + Penalty 3872.726648 = -356688.607519 nChanged 17 SP:Iteration 22Q (3059.710000 sec): 3 clusters Score: Raw -360573.887630 + Penalty 3872.726648 = -356701.160982 nChanged 12 SP:Iteration 23Q (3059.940000 sec): 3 clusters Score: Raw -360584.213714 + Penalty 3872.726648 = -356711.487066 nChanged 13 SP:Iteration 24Q (3060.110000 sec): 3 clusters Score: Raw -360593.352967 + Penalty 3872.726648 = -356720.626319 nChanged 17 SP:Iteration 25Q (3060.290000 sec): 3 clusters Score: Raw -360607.006884 + Penalty 3872.726648 = -356734.280236 nChanged 15 SP:Iteration 26Q (3060.460000 sec): 3 clusters Score: Raw -360616.906694 + Penalty 3872.726648 = -356744.180046 nChanged 8 SP:Iteration 27Q (3060.610000 sec): 3 clusters Score: Raw -360623.884069 + Penalty 3872.726648 = -356751.157421 nChanged 10 SP:Iteration 28Q (3060.790000 sec): 3 clusters Score: Raw -360628.436884 + Penalty 3872.726648 = -356755.710236 nChanged 5 SP:Iteration 29Q (3060.950000 sec): 3 clusters Score: Raw -360631.103577 + Penalty 3872.726648 = -356758.376930 nChanged 5 SP:Iteration 30Q (3061.090000 sec): 3 clusters Score: Raw -360634.681093 + Penalty 3872.726648 = -356761.954445 nChanged 6 SP:Iteration 31Q (3061.310000 sec): 3 clusters Score: Raw -360639.235884 + Penalty 3872.726648 = -356766.509236 nChanged 6 SP:Iteration 32Q (3061.490000 sec): 3 clusters Score: Raw -360641.364059 + Penalty 3872.726648 = -356768.637411 nChanged 6 SP:Iteration 33Q (3061.730000 sec): 3 clusters Score: Raw -360643.985783 + Penalty 3872.726648 = -356771.259135 nChanged 3 SP:Iteration 34Q (3061.950000 sec): 3 clusters Score: Raw -360645.959575 + Penalty 3872.726648 = -356773.232927 nChanged 2 SP:Iteration 35Q (3062.160000 sec): 3 clusters Score: Raw -360647.038861 + Penalty 3872.726648 = -356774.312213 nChanged 0 SP:Iteration 36F (3062.330000 sec): 3 clusters Score: Raw -360647.038861 + Penalty 3872.726648 = -356774.312213 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 5 (21440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3062.560000 sec): 2 clusters Score: Raw -3133687.583831 + Penalty 2473.307377 = -3131214.276454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3062.890000 sec): 3 clusters Score: Raw -3121139.813982 + Penalty 4946.614753 = -3116193.199229 nChanged 9502 SP:Iteration 1F (3063.160000 sec): 3 clusters Score: Raw -3126198.620177 + Penalty 4946.614753 = -3121252.005423 nChanged 1092 SP:Iteration 2F (3063.480000 sec): 3 clusters Score: Raw -3126625.759463 + Penalty 4946.614753 = -3121679.144710 nChanged 1030 SP:Iteration 3Q (3063.820000 sec): 3 clusters Score: Raw -3127065.773527 + Penalty 4946.614753 = -3122119.158774 nChanged 1081 SP:Iteration 4F (3064.100000 sec): 3 clusters Score: Raw -3127601.555344 + Penalty 4946.614753 = -3122654.940590 nChanged 1159 SP:Iteration 5F (3064.390000 sec): 3 clusters Score: Raw -3128272.920381 + Penalty 4946.614753 = -3123326.305627 nChanged 1324 SP:Iteration 6F (3064.740000 sec): 3 clusters Score: Raw -3129199.983060 + Penalty 4946.614753 = -3124253.368307 nChanged 1473 SP:Iteration 7F (3065.060000 sec): 3 clusters Score: Raw -3130380.735978 + Penalty 4946.614753 = -3125434.121225 nChanged 1427 SP:Iteration 8F (3065.400000 sec): 3 clusters Score: Raw -3131655.135536 + Penalty 4946.614753 = -3126708.520783 nChanged 1146 SP:Iteration 9F (3065.730000 sec): 3 clusters Score: Raw -3132672.920082 + Penalty 4946.614753 = -3127726.305329 nChanged 745 SP:Iteration 10Q (3066.060000 sec): 3 clusters Score: Raw -3133298.926624 + Penalty 4946.614753 = -3128352.311871 nChanged 438 SP:Iteration 11Q (3066.390000 sec): 3 clusters Score: Raw -3133646.645669 + Penalty 4946.614753 = -3128700.030916 nChanged 236 SP:Iteration 12Q (3066.720000 sec): 3 clusters Score: Raw -3133831.357108 + Penalty 4946.614753 = -3128884.742355 nChanged 138 SP:Iteration 13Q (3066.990000 sec): 3 clusters Score: Raw -3133941.294872 + Penalty 4946.614753 = -3128994.680119 nChanged 79 SP:Iteration 14Q (3067.360000 sec): 3 clusters Score: Raw -3133997.800922 + Penalty 4946.614753 = -3129051.186169 nChanged 43 SP:Iteration 15Q (3067.640000 sec): 3 clusters Score: Raw -3134029.023954 + Penalty 4946.614753 = -3129082.409201 nChanged 43 SP:Iteration 16Q (3067.930000 sec): 3 clusters Score: Raw -3134060.398889 + Penalty 4946.614753 = -3129113.784136 nChanged 30 SP:Iteration 17Q (3068.250000 sec): 3 clusters Score: Raw -3134081.246996 + Penalty 4946.614753 = -3129134.632243 nChanged 25 SP:Iteration 18Q (3068.550000 sec): 3 clusters Score: Raw -3134098.817407 + Penalty 4946.614753 = -3129152.202654 nChanged 18 SP:Iteration 19Q (3068.800000 sec): 3 clusters Score: Raw -3134110.972147 + Penalty 4946.614753 = -3129164.357394 nChanged 10 SP:Iteration 20F (3069.100000 sec): 3 clusters Score: Raw -3134116.068436 + Penalty 4946.614753 = -3129169.453683 nChanged 4 SP:Iteration 21Q (3069.400000 sec): 3 clusters Score: Raw -3134117.948351 + Penalty 4946.614753 = -3129171.333598 nChanged 2 SP:Iteration 22Q (3069.760000 sec): 3 clusters Score: Raw -3134119.813984 + Penalty 4946.614753 = -3129173.199231 nChanged 2 SP:Iteration 23Q (3070.060000 sec): 3 clusters Score: Raw -3134120.648778 + Penalty 4946.614753 = -3129174.034024 nChanged 3 SP:Iteration 24Q (3070.320000 sec): 3 clusters Score: Raw -3134123.355232 + Penalty 4946.614753 = -3129176.740479 nChanged 2 SP:Iteration 25Q (3070.630000 sec): 3 clusters Score: Raw -3134125.363991 + Penalty 4946.614753 = -3129178.749238 nChanged 0 SP:Iteration 26F (3070.940000 sec): 3 clusters Score: Raw -3134125.363991 + Penalty 4946.614753 = -3129178.749238 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 6 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.080000 sec): 2 clusters Score: Raw -35215.727247 + Penalty 1402.685969 = -33813.041278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.300000 sec): 3 clusters Score: Raw -35432.331039 + Penalty 2805.371938 = -32626.959101 nChanged 44 SP:Iteration 1F (3071.470000 sec): 3 clusters Score: Raw -35581.879094 + Penalty 2805.371938 = -32776.507156 nChanged 11 SP:Iteration 2Q (3071.660000 sec): 3 clusters Score: Raw -35625.907750 + Penalty 2805.371938 = -32820.535812 nChanged 3 SP:Iteration 3Q (3071.850000 sec): 3 clusters Score: Raw -35648.775275 + Penalty 2805.371938 = -32843.403336 nChanged 1 SP:Iteration 4Q (3072.030000 sec): 3 clusters Score: Raw -35654.954857 + Penalty 2805.371938 = -32849.582918 nChanged 1 SP:Iteration 5Q (3072.250000 sec): 3 clusters Score: Raw -35658.208664 + Penalty 2805.371938 = -32852.836726 nChanged 0 SP:Iteration 6F (3072.410000 sec): 3 clusters Score: Raw -35658.208664 + Penalty 2805.371938 = -32852.836726 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 7 (7479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.540000 sec): 2 clusters Score: Raw -1044011.063918 + Penalty 2212.123884 = -1041798.940033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.760000 sec): 3 clusters Score: Raw -1040140.287323 + Penalty 4424.247769 = -1035716.039555 nChanged 2977 SP:Iteration 1F (3073.000000 sec): 3 clusters Score: Raw -1041839.059387 + Penalty 4424.247769 = -1037414.811619 nChanged 594 SP:Iteration 2F (3073.220000 sec): 3 clusters Score: Raw -1042194.246817 + Penalty 4424.247769 = -1037769.999048 nChanged 432 SP:Iteration 3F (3073.480000 sec): 3 clusters Score: Raw -1042464.497756 + Penalty 4424.247769 = -1038040.249987 nChanged 363 SP:Iteration 4Q (3073.690000 sec): 3 clusters Score: Raw -1042663.705074 + Penalty 4424.247769 = -1038239.457305 nChanged 306 SP:Iteration 5Q (3073.960000 sec): 3 clusters Score: Raw -1042840.062650 + Penalty 4424.247769 = -1038415.814881 nChanged 259 SP:Iteration 6Q (3074.190000 sec): 3 clusters Score: Raw -1042979.136729 + Penalty 4424.247769 = -1038554.888960 nChanged 231 SP:Iteration 7Q (3074.440000 sec): 3 clusters Score: Raw -1043133.084695 + Penalty 4424.247769 = -1038708.836927 nChanged 267 SP:Iteration 8Q (3074.660000 sec): 3 clusters Score: Raw -1043299.771751 + Penalty 4424.247769 = -1038875.523982 nChanged 240 SP:Iteration 9Q (3074.860000 sec): 3 clusters Score: Raw -1043450.972928 + Penalty 4424.247769 = -1039026.725159 nChanged 226 SP:Iteration 10Q (3075.110000 sec): 3 clusters Score: Raw -1043586.398627 + Penalty 4424.247769 = -1039162.150859 nChanged 196 SP:Iteration 11Q (3075.330000 sec): 3 clusters Score: Raw -1043693.167928 + Penalty 4424.247769 = -1039268.920160 nChanged 167 SP:Iteration 12Q (3075.530000 sec): 3 clusters Score: Raw -1043793.496343 + Penalty 4424.247769 = -1039369.248574 nChanged 130 SP:Iteration 13Q (3075.770000 sec): 3 clusters Score: Raw -1043874.543984 + Penalty 4424.247769 = -1039450.296216 nChanged 139 SP:Iteration 14Q (3075.990000 sec): 3 clusters Score: Raw -1043975.041268 + Penalty 4424.247769 = -1039550.793499 nChanged 137 SP:Iteration 15Q (3076.290000 sec): 3 clusters Score: Raw -1044106.994746 + Penalty 4424.247769 = -1039682.746978 nChanged 148 SP:Iteration 16Q (3076.480000 sec): 3 clusters Score: Raw -1044229.373775 + Penalty 4424.247769 = -1039805.126006 nChanged 118 SP:Iteration 17Q (3076.690000 sec): 3 clusters Score: Raw -1044338.521550 + Penalty 4424.247769 = -1039914.273781 nChanged 105 SP:Iteration 18Q (3076.900000 sec): 3 clusters Score: Raw -1044425.299090 + Penalty 4424.247769 = -1040001.051321 nChanged 106 SP:Iteration 19Q (3077.140000 sec): 3 clusters Score: Raw -1044517.807280 + Penalty 4424.247769 = -1040093.559511 nChanged 105 SP:Iteration 20F (3077.360000 sec): 3 clusters Score: Raw -1044604.320948 + Penalty 4424.247769 = -1040180.073180 nChanged 95 SP:Iteration 21Q (3077.560000 sec): 3 clusters Score: Raw -1044690.935532 + Penalty 4424.247769 = -1040266.687763 nChanged 93 SP:Iteration 22Q (3077.760000 sec): 3 clusters Score: Raw -1044753.216204 + Penalty 4424.247769 = -1040328.968435 nChanged 67 SP:Iteration 23Q (3077.960000 sec): 3 clusters Score: Raw -1044799.372743 + Penalty 4424.247769 = -1040375.124974 nChanged 74 SP:Iteration 24Q (3078.220000 sec): 3 clusters Score: Raw -1044850.746351 + Penalty 4424.247769 = -1040426.498582 nChanged 70 SP:Iteration 25Q (3078.410000 sec): 3 clusters Score: Raw -1044900.330316 + Penalty 4424.247769 = -1040476.082548 nChanged 64 SP:Iteration 26Q (3078.690000 sec): 3 clusters Score: Raw -1044939.135244 + Penalty 4424.247769 = -1040514.887476 nChanged 53 SP:Iteration 27Q (3078.900000 sec): 3 clusters Score: Raw -1044965.753544 + Penalty 4424.247769 = -1040541.505775 nChanged 35 SP:Iteration 28Q (3079.140000 sec): 3 clusters Score: Raw -1044980.817954 + Penalty 4424.247769 = -1040556.570185 nChanged 29 SP:Iteration 29Q (3079.350000 sec): 3 clusters Score: Raw -1044993.794752 + Penalty 4424.247769 = -1040569.546983 nChanged 25 SP:Iteration 30Q (3079.560000 sec): 3 clusters Score: Raw -1045003.518430 + Penalty 4424.247769 = -1040579.270662 nChanged 15 SP:Iteration 31Q (3079.770000 sec): 3 clusters Score: Raw -1045009.704402 + Penalty 4424.247769 = -1040585.456634 nChanged 14 SP:Iteration 32Q (3080.020000 sec): 3 clusters Score: Raw -1045013.852449 + Penalty 4424.247769 = -1040589.604680 nChanged 10 SP:Iteration 33Q (3080.270000 sec): 3 clusters Score: Raw -1045016.544241 + Penalty 4424.247769 = -1040592.296472 nChanged 2 SP:Iteration 34Q (3080.460000 sec): 3 clusters Score: Raw -1045016.914011 + Penalty 4424.247769 = -1040592.666243 nChanged 1 SP:Iteration 35Q (3080.650000 sec): 3 clusters Score: Raw -1045017.218496 + Penalty 4424.247769 = -1040592.970727 nChanged 0 SP:Iteration 36F (3080.860000 sec): 3 clusters Score: Raw -1045019.033226 + Penalty 4424.247769 = -1040594.785457 nChanged 2 SP:Iteration 37Q (3081.110000 sec): 3 clusters Score: Raw -1045020.841967 + Penalty 4424.247769 = -1040596.594199 nChanged 5 SP:Iteration 38Q (3081.350000 sec): 3 clusters Score: Raw -1045022.804891 + Penalty 4424.247769 = -1040598.557123 nChanged 2 SP:Iteration 39Q (3081.540000 sec): 3 clusters Score: Raw -1045023.398527 + Penalty 4424.247769 = -1040599.150758 nChanged 1 SP:Iteration 40F (3081.760000 sec): 3 clusters Score: Raw -1045023.574556 + Penalty 4424.247769 = -1040599.326788 nChanged 1 SP:Iteration 41Q (3081.960000 sec): 3 clusters Score: Raw -1045023.751792 + Penalty 4424.247769 = -1040599.504024 nChanged 2 SP:Iteration 42Q (3082.200000 sec): 3 clusters Score: Raw -1045024.076586 + Penalty 4424.247769 = -1040599.828817 nChanged 0 SP:Iteration 43F (3082.410000 sec): 3 clusters Score: Raw -1045024.076586 + Penalty 4424.247769 = -1040599.828817 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 8 (50179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3082.820000 sec): 2 clusters Score: Raw -7296619.440559 + Penalty 2684.191269 = -7293935.249290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3083.310000 sec): 3 clusters Score: Raw -7265417.615404 + Penalty 5368.382538 = -7260049.232866 nChanged 23181 SP:Iteration 1F (3083.830000 sec): 3 clusters Score: Raw -7278392.353653 + Penalty 5368.382538 = -7273023.971115 nChanged 1997 SP:Iteration 2Q (3084.310000 sec): 3 clusters Score: Raw -7279109.139731 + Penalty 5368.382538 = -7273740.757193 nChanged 2217 SP:Iteration 3Q (3084.870000 sec): 3 clusters Score: Raw -7280241.964316 + Penalty 5368.382538 = -7274873.581778 nChanged 2731 SP:Iteration 4F (3085.330000 sec): 3 clusters Score: Raw -7282091.040500 + Penalty 5368.382538 = -7276722.657962 nChanged 3418 SP:Iteration 5F (3085.820000 sec): 3 clusters Score: Raw -7284811.818721 + Penalty 5368.382538 = -7279443.436183 nChanged 3932 SP:Iteration 6F (3086.320000 sec): 3 clusters Score: Raw -7288122.045079 + Penalty 5368.382538 = -7282753.662541 nChanged 3888 SP:Iteration 7F (3086.770000 sec): 3 clusters Score: Raw -7291670.606252 + Penalty 5368.382538 = -7286302.223714 nChanged 3269 SP:Iteration 8F (3087.210000 sec): 3 clusters Score: Raw -7294669.602297 + Penalty 5368.382538 = -7289301.219759 nChanged 2229 SP:Iteration 9Q (3087.610000 sec): 3 clusters Score: Raw -7296660.194730 + Penalty 5368.382538 = -7291291.812192 nChanged 1406 SP:Iteration 10Q (3088.070000 sec): 3 clusters Score: Raw -7297732.960056 + Penalty 5368.382538 = -7292364.577518 nChanged 991 SP:Iteration 11Q (3088.460000 sec): 3 clusters Score: Raw -7298430.940232 + Penalty 5368.382538 = -7293062.557693 nChanged 778 SP:Iteration 12Q (3088.820000 sec): 3 clusters Score: Raw -7299010.996250 + Penalty 5368.382538 = -7293642.613711 nChanged 652 SP:Iteration 13Q (3089.230000 sec): 3 clusters Score: Raw -7299456.727117 + Penalty 5368.382538 = -7294088.344579 nChanged 491 SP:Iteration 14Q (3089.700000 sec): 3 clusters Score: Raw -7299756.875118 + Penalty 5368.382538 = -7294388.492580 nChanged 367 SP:Iteration 15Q (3090.130000 sec): 3 clusters Score: Raw -7299926.834916 + Penalty 5368.382538 = -7294558.452377 nChanged 254 SP:Iteration 16Q (3090.530000 sec): 3 clusters Score: Raw -7300006.079924 + Penalty 5368.382538 = -7294637.697386 nChanged 181 SP:Iteration 17Q (3090.950000 sec): 3 clusters Score: Raw -7300050.194990 + Penalty 5368.382538 = -7294681.812452 nChanged 126 SP:Iteration 18Q (3091.430000 sec): 3 clusters Score: Raw -7300072.933249 + Penalty 5368.382538 = -7294704.550711 nChanged 81 SP:Iteration 19Q (3091.900000 sec): 3 clusters Score: Raw -7300085.353528 + Penalty 5368.382538 = -7294716.970989 nChanged 68 SP:Iteration 20F (3092.420000 sec): 3 clusters Score: Raw -7300095.184049 + Penalty 5368.382538 = -7294726.801511 nChanged 56 SP:Iteration 21Q (3092.820000 sec): 3 clusters Score: Raw -7300102.091998 + Penalty 5368.382538 = -7294733.709460 nChanged 39 SP:Iteration 22Q (3093.240000 sec): 3 clusters Score: Raw -7300106.447393 + Penalty 5368.382538 = -7294738.064855 nChanged 28 SP:Iteration 23Q (3093.650000 sec): 3 clusters Score: Raw -7300109.368637 + Penalty 5368.382538 = -7294740.986099 nChanged 24 SP:Iteration 24Q (3094.090000 sec): 3 clusters Score: Raw -7300111.768704 + Penalty 5368.382538 = -7294743.386166 nChanged 12 SP:Iteration 25Q (3094.550000 sec): 3 clusters Score: Raw -7300112.550599 + Penalty 5368.382538 = -7294744.168061 nChanged 8 SP:Iteration 26Q (3094.920000 sec): 3 clusters Score: Raw -7300113.374141 + Penalty 5368.382538 = -7294744.991603 nChanged 8 SP:Iteration 27Q (3095.350000 sec): 3 clusters Score: Raw -7300113.915735 + Penalty 5368.382538 = -7294745.533197 nChanged 5 SP:Iteration 28Q (3095.810000 sec): 3 clusters Score: Raw -7300114.252312 + Penalty 5368.382538 = -7294745.869773 nChanged 6 SP:Iteration 29Q (3096.240000 sec): 3 clusters Score: Raw -7300114.598453 + Penalty 5368.382538 = -7294746.215915 nChanged 1 SP:Iteration 30Q (3096.640000 sec): 3 clusters Score: Raw -7300114.693903 + Penalty 5368.382538 = -7294746.311364 nChanged 1 SP:Iteration 31Q (3097.060000 sec): 3 clusters Score: Raw -7300114.832544 + Penalty 5368.382538 = -7294746.450006 nChanged 1 SP:Iteration 32Q (3097.500000 sec): 3 clusters Score: Raw -7300114.921021 + Penalty 5368.382538 = -7294746.538483 nChanged 0 SP:Iteration 33F (3097.930000 sec): 3 clusters Score: Raw -7300114.921021 + Penalty 5368.382538 = -7294746.538483 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 4.61 GB. Trying to split cluster 9 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3098.070000 sec): 2 clusters Score: Raw -45431.876455 + Penalty 1447.757151 = -43984.119304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3098.280000 sec): 3 clusters Score: Raw -45562.557093 + Penalty 2895.514302 = -42667.042791 nChanged 51 SP:Iteration 1F (3098.490000 sec): 3 clusters Score: Raw -45678.079053 + Penalty 2895.514302 = -42782.564751 nChanged 12 SP:Iteration 2Q (3098.670000 sec): 3 clusters Score: Raw -45721.791470 + Penalty 2895.514302 = -42826.277169 nChanged 7 SP:Iteration 3Q (3098.880000 sec): 3 clusters Score: Raw -45751.153954 + Penalty 2895.514302 = -42855.639652 nChanged 5 SP:Iteration 4Q (3099.040000 sec): 3 clusters Score: Raw -45768.260866 + Penalty 2895.514302 = -42872.746564 nChanged 2 SP:Iteration 5Q (3099.220000 sec): 3 clusters Score: Raw -45776.840608 + Penalty 2895.514302 = -42881.326306 nChanged 3 SP:Iteration 6Q (3099.400000 sec): 3 clusters Score: Raw -45791.336335 + Penalty 2895.514302 = -42895.822034 nChanged 3 SP:Iteration 7Q (3099.570000 sec): 3 clusters Score: Raw -45808.468844 + Penalty 2895.514302 = -42912.954542 nChanged 5 SP:Iteration 8Q (3099.730000 sec): 3 clusters Score: Raw -45834.185320 + Penalty 2895.514302 = -42938.671018 nChanged 5 SP:Iteration 9Q (3099.950000 sec): 3 clusters Score: Raw -45868.040671 + Penalty 2895.514302 = -42972.526369 nChanged 3 SP:Iteration 10Q (3100.160000 sec): 3 clusters Score: Raw -45884.006566 + Penalty 2895.514302 = -42988.492264 nChanged 5 SP:Iteration 11Q (3100.370000 sec): 3 clusters Score: Raw -45907.026683 + Penalty 2895.514302 = -43011.512381 nChanged 4 SP:Iteration 12Q (3100.540000 sec): 3 clusters Score: Raw -45994.970234 + Penalty 2895.514302 = -43099.455932 nChanged 5 SP:Iteration 13Q (3100.750000 sec): 3 clusters Score: Raw -46048.952019 + Penalty 2895.514302 = -43153.437717 nChanged 3 SP:Iteration 14Q (3100.970000 sec): 3 clusters Score: Raw -46135.879624 + Penalty 2895.514302 = -43240.365322 nChanged 2 SP:Iteration 15Q (3101.160000 sec): 3 clusters Score: Raw -46139.652384 + Penalty 2895.514302 = -43244.138082 nChanged 0 SP:Iteration 16F (3101.380000 sec): 3 clusters Score: Raw -46139.652384 + Penalty 2895.514302 = -43244.138082 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 10 (50916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3101.670000 sec): 2 clusters Score: Raw -7457709.232377 + Penalty 2687.807259 = -7455021.425118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.190000 sec): 3 clusters Score: Raw -7425961.728147 + Penalty 5375.614518 = -7420586.113629 nChanged 23693 SP:Iteration 1F (3102.610000 sec): 3 clusters Score: Raw -7439242.797146 + Penalty 5375.614518 = -7433867.182629 nChanged 2270 SP:Iteration 2Q (3103.090000 sec): 3 clusters Score: Raw -7440061.304943 + Penalty 5375.614518 = -7434685.690425 nChanged 2330 SP:Iteration 3Q (3103.590000 sec): 3 clusters Score: Raw -7441037.304540 + Penalty 5375.614518 = -7435661.690023 nChanged 2505 SP:Iteration 4Q (3104.090000 sec): 3 clusters Score: Raw -7442271.364539 + Penalty 5375.614518 = -7436895.750021 nChanged 2781 SP:Iteration 5F (3104.540000 sec): 3 clusters Score: Raw -7443834.781191 + Penalty 5375.614518 = -7438459.166674 nChanged 2967 SP:Iteration 6F (3105.000000 sec): 3 clusters Score: Raw -7445581.954783 + Penalty 5375.614518 = -7440206.340265 nChanged 2879 SP:Iteration 7F (3105.470000 sec): 3 clusters Score: Raw -7447232.716542 + Penalty 5375.614518 = -7441857.102025 nChanged 2641 SP:Iteration 8F (3105.900000 sec): 3 clusters Score: Raw -7448624.575676 + Penalty 5375.614518 = -7443248.961159 nChanged 2331 SP:Iteration 9Q (3106.400000 sec): 3 clusters Score: Raw -7449682.713022 + Penalty 5375.614518 = -7444307.098504 nChanged 1872 SP:Iteration 10Q (3106.880000 sec): 3 clusters Score: Raw -7450446.610533 + Penalty 5375.614518 = -7445070.996015 nChanged 1678 SP:Iteration 11Q (3107.360000 sec): 3 clusters Score: Raw -7451118.471783 + Penalty 5375.614518 = -7445742.857265 nChanged 1557 SP:Iteration 12Q (3107.840000 sec): 3 clusters Score: Raw -7451705.473885 + Penalty 5375.614518 = -7446329.859367 nChanged 1519 SP:Iteration 13Q (3108.300000 sec): 3 clusters Score: Raw -7452287.588855 + Penalty 5375.614518 = -7446911.974337 nChanged 1530 SP:Iteration 14Q (3108.730000 sec): 3 clusters Score: Raw -7452876.034026 + Penalty 5375.614518 = -7447500.419508 nChanged 1535 SP:Iteration 15Q (3109.260000 sec): 3 clusters Score: Raw -7453488.390373 + Penalty 5375.614518 = -7448112.775856 nChanged 1542 SP:Iteration 16Q (3109.710000 sec): 3 clusters Score: Raw -7454123.436836 + Penalty 5375.614518 = -7448747.822319 nChanged 1467 SP:Iteration 17Q (3110.190000 sec): 3 clusters Score: Raw -7454737.758647 + Penalty 5375.614518 = -7449362.144130 nChanged 1352 SP:Iteration 18Q (3110.610000 sec): 3 clusters Score: Raw -7455329.081422 + Penalty 5375.614518 = -7449953.466904 nChanged 1257 SP:Iteration 19Q (3111.100000 sec): 3 clusters Score: Raw -7455873.283745 + Penalty 5375.614518 = -7450497.669228 nChanged 1079 SP:Iteration 20F (3111.520000 sec): 3 clusters Score: Raw -7456345.699825 + Penalty 5375.614518 = -7450970.085308 nChanged 902 SP:Iteration 21Q (3111.990000 sec): 3 clusters Score: Raw -7456731.604359 + Penalty 5375.614518 = -7451355.989841 nChanged 740 SP:Iteration 22Q (3112.450000 sec): 3 clusters Score: Raw -7457061.177894 + Penalty 5375.614518 = -7451685.563376 nChanged 610 SP:Iteration 23Q (3112.870000 sec): 3 clusters Score: Raw -7457328.968959 + Penalty 5375.614518 = -7451953.354441 nChanged 488 SP:Iteration 24Q (3113.340000 sec): 3 clusters Score: Raw -7457541.594045 + Penalty 5375.614518 = -7452165.979527 nChanged 377 SP:Iteration 25Q (3113.770000 sec): 3 clusters Score: Raw -7457703.530716 + Penalty 5375.614518 = -7452327.916199 nChanged 306 SP:Iteration 26Q (3114.250000 sec): 3 clusters Score: Raw -7457828.430570 + Penalty 5375.614518 = -7452452.816053 nChanged 216 SP:Iteration 27Q (3114.660000 sec): 3 clusters Score: Raw -7457930.378812 + Penalty 5375.614518 = -7452554.764294 nChanged 195 SP:Iteration 28Q (3115.120000 sec): 3 clusters Score: Raw -7458011.644005 + Penalty 5375.614518 = -7452636.029488 nChanged 142 SP:Iteration 29Q (3115.540000 sec): 3 clusters Score: Raw -7458058.909605 + Penalty 5375.614518 = -7452683.295087 nChanged 95 SP:Iteration 30Q (3115.980000 sec): 3 clusters Score: Raw -7458088.672289 + Penalty 5375.614518 = -7452713.057771 nChanged 76 SP:Iteration 31Q (3116.460000 sec): 3 clusters Score: Raw -7458114.207525 + Penalty 5375.614518 = -7452738.593008 nChanged 66 SP:Iteration 32Q (3116.890000 sec): 3 clusters Score: Raw -7458137.232368 + Penalty 5375.614518 = -7452761.617851 nChanged 55 SP:Iteration 33Q (3117.480000 sec): 3 clusters Score: Raw -7458156.242825 + Penalty 5375.614518 = -7452780.628307 nChanged 52 SP:Iteration 34Q (3117.950000 sec): 3 clusters Score: Raw -7458174.474838 + Penalty 5375.614518 = -7452798.860320 nChanged 49 SP:Iteration 35Q (3118.440000 sec): 3 clusters Score: Raw -7458193.252714 + Penalty 5375.614518 = -7452817.638196 nChanged 35 SP:Iteration 36Q (3118.940000 sec): 3 clusters Score: Raw -7458206.805749 + Penalty 5375.614518 = -7452831.191232 nChanged 32 SP:Iteration 37Q (3119.420000 sec): 3 clusters Score: Raw -7458217.899281 + Penalty 5375.614518 = -7452842.284764 nChanged 30 SP:Iteration 38Q (3119.860000 sec): 3 clusters Score: Raw -7458229.070197 + Penalty 5375.614518 = -7452853.455680 nChanged 28 SP:Iteration 39Q (3120.320000 sec): 3 clusters Score: Raw -7458238.657323 + Penalty 5375.614518 = -7452863.042806 nChanged 17 SP:Iteration 40F (3120.750000 sec): 3 clusters Score: Raw -7458243.840980 + Penalty 5375.614518 = -7452868.226462 nChanged 10 SP:Iteration 41Q (3121.160000 sec): 3 clusters Score: Raw -7458246.751956 + Penalty 5375.614518 = -7452871.137438 nChanged 11 SP:Iteration 42Q (3121.620000 sec): 3 clusters Score: Raw -7458250.191336 + Penalty 5375.614518 = -7452874.576818 nChanged 10 SP:Iteration 43Q (3122.060000 sec): 3 clusters Score: Raw -7458252.546610 + Penalty 5375.614518 = -7452876.932093 nChanged 12 SP:Iteration 44Q (3122.520000 sec): 3 clusters Score: Raw -7458256.320497 + Penalty 5375.614518 = -7452880.705979 nChanged 14 SP:Iteration 45Q (3122.980000 sec): 3 clusters Score: Raw -7458261.848138 + Penalty 5375.614518 = -7452886.233621 nChanged 11 SP:Iteration 46Q (3123.480000 sec): 3 clusters Score: Raw -7458265.530948 + Penalty 5375.614518 = -7452889.916430 nChanged 8 SP:Iteration 47Q (3123.940000 sec): 3 clusters Score: Raw -7458267.564462 + Penalty 5375.614518 = -7452891.949945 nChanged 4 SP:Iteration 48Q (3124.410000 sec): 3 clusters Score: Raw -7458268.315680 + Penalty 5375.614518 = -7452892.701162 nChanged 5 SP:Iteration 49Q (3124.910000 sec): 3 clusters Score: Raw -7458269.989022 + Penalty 5375.614518 = -7452894.374505 nChanged 4 SP:Iteration 50Q (3125.350000 sec): 3 clusters Score: Raw -7458271.229515 + Penalty 5375.614518 = -7452895.614997 nChanged 7 SP:Iteration 51Q (3125.810000 sec): 3 clusters Score: Raw -7458273.309096 + Penalty 5375.614518 = -7452897.694579 nChanged 7 SP:Iteration 52Q (3126.280000 sec): 3 clusters Score: Raw -7458274.902545 + Penalty 5375.614518 = -7452899.288028 nChanged 3 SP:Iteration 53Q (3126.730000 sec): 3 clusters Score: Raw -7458275.428812 + Penalty 5375.614518 = -7452899.814294 nChanged 2 SP:Iteration 54Q (3127.170000 sec): 3 clusters Score: Raw -7458275.726993 + Penalty 5375.614518 = -7452900.112475 nChanged 1 SP:Iteration 55Q (3127.640000 sec): 3 clusters Score: Raw -7458276.463477 + Penalty 5375.614518 = -7452900.848959 nChanged 3 SP:Iteration 56Q (3128.080000 sec): 3 clusters Score: Raw -7458277.294152 + Penalty 5375.614518 = -7452901.679634 nChanged 5 SP:Iteration 57Q (3128.510000 sec): 3 clusters Score: Raw -7458279.266898 + Penalty 5375.614518 = -7452903.652380 nChanged 7 SP:Iteration 58Q (3128.980000 sec): 3 clusters Score: Raw -7458281.064227 + Penalty 5375.614518 = -7452905.449710 nChanged 3 SP:Iteration 59Q (3129.390000 sec): 3 clusters Score: Raw -7458281.846759 + Penalty 5375.614518 = -7452906.232242 nChanged 4 SP:Iteration 60F (3129.810000 sec): 3 clusters Score: Raw -7458282.982653 + Penalty 5375.614518 = -7452907.368136 nChanged 6 SP:Iteration 61Q (3130.290000 sec): 3 clusters Score: Raw -7458284.916308 + Penalty 5375.614518 = -7452909.301790 nChanged 4 SP:Iteration 62Q (3130.740000 sec): 3 clusters Score: Raw -7458285.787269 + Penalty 5375.614518 = -7452910.172752 nChanged 1 SP:Iteration 63Q (3131.160000 sec): 3 clusters Score: Raw -7458286.145247 + Penalty 5375.614518 = -7452910.530729 nChanged 0 SP:Iteration 64F (3131.640000 sec): 3 clusters Score: Raw -7458286.145247 + Penalty 5375.614518 = -7452910.530729 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 11 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3131.770000 sec): 2 clusters Score: Raw -97645.583173 + Penalty 1640.784166 = -96004.799007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3131.940000 sec): 3 clusters Score: Raw -97659.373990 + Penalty 3281.568332 = -94377.805658 nChanged 200 SP:Iteration 1F (3132.120000 sec): 3 clusters Score: Raw -98144.640733 + Penalty 3281.568332 = -94863.072401 nChanged 70 SP:Iteration 2F (3132.290000 sec): 3 clusters Score: Raw -98309.831002 + Penalty 3281.568332 = -95028.262670 nChanged 50 SP:Iteration 3F (3132.460000 sec): 3 clusters Score: Raw -98461.799210 + Penalty 3281.568332 = -95180.230878 nChanged 35 SP:Iteration 4Q (3132.670000 sec): 3 clusters Score: Raw -98645.865733 + Penalty 3281.568332 = -95364.297402 nChanged 31 SP:Iteration 5Q (3132.830000 sec): 3 clusters Score: Raw -98867.300595 + Penalty 3281.568332 = -95585.732263 nChanged 34 SP:Iteration 6Q (3133.050000 sec): 3 clusters Score: Raw -98987.080151 + Penalty 3281.568332 = -95705.511819 nChanged 18 SP:Iteration 7Q (3133.200000 sec): 3 clusters Score: Raw -99046.895033 + Penalty 3281.568332 = -95765.326701 nChanged 5 SP:Iteration 8Q (3133.370000 sec): 3 clusters Score: Raw -99056.710264 + Penalty 3281.568332 = -95775.141933 nChanged 1 SP:Iteration 9Q (3133.580000 sec): 3 clusters Score: Raw -99059.160180 + Penalty 3281.568332 = -95777.591848 nChanged 1 SP:Iteration 10Q (3133.740000 sec): 3 clusters Score: Raw -99061.163186 + Penalty 3281.568332 = -95779.594854 nChanged 0 SP:Iteration 11F (3133.910000 sec): 3 clusters Score: Raw -99061.163186 + Penalty 3281.568332 = -95779.594854 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 12 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3133.990000 sec): 2 clusters Score: Raw -30693.024802 + Penalty 1366.328307 = -29326.696494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3134.180000 sec): 3 clusters Score: Raw -30925.969192 + Penalty 2732.656615 = -28193.312577 nChanged 23 SP:Iteration 1F (3134.330000 sec): 3 clusters Score: Raw -31043.928878 + Penalty 2732.656615 = -28311.272263 nChanged 10 SP:Iteration 2Q (3134.480000 sec): 3 clusters Score: Raw -31082.698367 + Penalty 2732.656615 = -28350.041752 nChanged 3 SP:Iteration 3Q (3134.640000 sec): 3 clusters Score: Raw -31096.514616 + Penalty 2732.656615 = -28363.858002 nChanged 3 SP:Iteration 4Q (3134.810000 sec): 3 clusters Score: Raw -31109.603758 + Penalty 2732.656615 = -28376.947143 nChanged 0 SP:Iteration 5F (3134.970000 sec): 3 clusters Score: Raw -31109.603758 + Penalty 2732.656615 = -28376.947143 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 13 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3135.030000 sec): 2 clusters Score: Raw -42256.738433 + Penalty 1475.759353 = -40780.979080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3135.230000 sec): 3 clusters Score: Raw -42477.189395 + Penalty 2951.518706 = -39525.670689 nChanged 85 SP:Iteration 1F (3135.430000 sec): 3 clusters Score: Raw -42957.463158 + Penalty 2951.518706 = -40005.944451 nChanged 41 SP:Iteration 2F (3135.590000 sec): 3 clusters Score: Raw -43371.537979 + Penalty 2951.518706 = -40420.019273 nChanged 29 SP:Iteration 3F (3135.760000 sec): 3 clusters Score: Raw -43600.896491 + Penalty 2951.518706 = -40649.377785 nChanged 17 SP:Iteration 4Q (3135.950000 sec): 3 clusters Score: Raw -43797.433990 + Penalty 2951.518706 = -40845.915284 nChanged 13 SP:Iteration 5Q (3136.130000 sec): 3 clusters Score: Raw -43960.510296 + Penalty 2951.518706 = -41008.991590 nChanged 7 SP:Iteration 6Q (3136.300000 sec): 3 clusters Score: Raw -44031.403054 + Penalty 2951.518706 = -41079.884348 nChanged 5 SP:Iteration 7Q (3136.470000 sec): 3 clusters Score: Raw -44110.656591 + Penalty 2951.518706 = -41159.137885 nChanged 3 SP:Iteration 8Q (3136.650000 sec): 3 clusters Score: Raw -44131.881481 + Penalty 2951.518706 = -41180.362774 nChanged 1 SP:Iteration 9Q (3136.830000 sec): 3 clusters Score: Raw -44136.512173 + Penalty 2951.518706 = -41184.993467 nChanged 0 SP:Iteration 10F (3136.970000 sec): 3 clusters Score: Raw -44136.512173 + Penalty 2951.518706 = -41184.993467 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 4.61 GB. Trying to split cluster 14 (5883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3137.120000 sec): 2 clusters Score: Raw -830357.267381 + Penalty 2152.595884 = -828204.671496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3137.300000 sec): 3 clusters Score: Raw -827462.261533 + Penalty 4305.191769 = -823157.069764 nChanged 2261 SP:Iteration 1F (3137.570000 sec): 3 clusters Score: Raw -828710.387105 + Penalty 4305.191769 = -824405.195336 nChanged 431 SP:Iteration 2F (3137.740000 sec): 3 clusters Score: Raw -828943.518408 + Penalty 4305.191769 = -824638.326639 nChanged 295 SP:Iteration 3F (3137.940000 sec): 3 clusters Score: Raw -829089.723393 + Penalty 4305.191769 = -824784.531624 nChanged 219 SP:Iteration 4Q (3138.140000 sec): 3 clusters Score: Raw -829195.076598 + Penalty 4305.191769 = -824889.884829 nChanged 178 SP:Iteration 5Q (3138.410000 sec): 3 clusters Score: Raw -829279.223046 + Penalty 4305.191769 = -824974.031277 nChanged 159 SP:Iteration 6Q (3138.610000 sec): 3 clusters Score: Raw -829355.206416 + Penalty 4305.191769 = -825050.014647 nChanged 133 SP:Iteration 7Q (3138.830000 sec): 3 clusters Score: Raw -829414.642582 + Penalty 4305.191769 = -825109.450813 nChanged 116 SP:Iteration 8Q (3139.030000 sec): 3 clusters Score: Raw -829463.803709 + Penalty 4305.191769 = -825158.611940 nChanged 99 SP:Iteration 9Q (3139.250000 sec): 3 clusters Score: Raw -829503.232106 + Penalty 4305.191769 = -825198.040337 nChanged 80 SP:Iteration 10Q (3139.440000 sec): 3 clusters Score: Raw -829530.050990 + Penalty 4305.191769 = -825224.859221 nChanged 57 SP:Iteration 11Q (3139.610000 sec): 3 clusters Score: Raw -829553.581423 + Penalty 4305.191769 = -825248.389654 nChanged 60 SP:Iteration 12Q (3139.850000 sec): 3 clusters Score: Raw -829575.704201 + Penalty 4305.191769 = -825270.512432 nChanged 59 SP:Iteration 13Q (3140.050000 sec): 3 clusters Score: Raw -829596.200215 + Penalty 4305.191769 = -825291.008446 nChanged 53 SP:Iteration 14Q (3140.230000 sec): 3 clusters Score: Raw -829616.600808 + Penalty 4305.191769 = -825311.409039 nChanged 63 SP:Iteration 15Q (3140.460000 sec): 3 clusters Score: Raw -829639.294437 + Penalty 4305.191769 = -825334.102668 nChanged 55 SP:Iteration 16Q (3140.670000 sec): 3 clusters Score: Raw -829658.009915 + Penalty 4305.191769 = -825352.818146 nChanged 44 SP:Iteration 17Q (3140.870000 sec): 3 clusters Score: Raw -829675.113826 + Penalty 4305.191769 = -825369.922057 nChanged 47 SP:Iteration 18Q (3141.050000 sec): 3 clusters Score: Raw -829688.355922 + Penalty 4305.191769 = -825383.164153 nChanged 35 SP:Iteration 19Q (3141.290000 sec): 3 clusters Score: Raw -829699.293971 + Penalty 4305.191769 = -825394.102202 nChanged 41 SP:Iteration 20F (3141.490000 sec): 3 clusters Score: Raw -829711.619425 + Penalty 4305.191769 = -825406.427656 nChanged 37 SP:Iteration 21Q (3141.710000 sec): 3 clusters Score: Raw -829723.690173 + Penalty 4305.191769 = -825418.498404 nChanged 44 SP:Iteration 22Q (3141.920000 sec): 3 clusters Score: Raw -829736.616391 + Penalty 4305.191769 = -825431.424622 nChanged 34 SP:Iteration 23Q (3142.140000 sec): 3 clusters Score: Raw -829745.481197 + Penalty 4305.191769 = -825440.289428 nChanged 23 SP:Iteration 24Q (3142.360000 sec): 3 clusters Score: Raw -829751.688800 + Penalty 4305.191769 = -825446.497031 nChanged 24 SP:Iteration 25Q (3142.570000 sec): 3 clusters Score: Raw -829759.771376 + Penalty 4305.191769 = -825454.579607 nChanged 32 SP:Iteration 26Q (3142.800000 sec): 3 clusters Score: Raw -829770.886406 + Penalty 4305.191769 = -825465.694637 nChanged 41 SP:Iteration 27Q (3143.000000 sec): 3 clusters Score: Raw -829784.635251 + Penalty 4305.191769 = -825479.443482 nChanged 35 SP:Iteration 28Q (3143.250000 sec): 3 clusters Score: Raw -829799.055721 + Penalty 4305.191769 = -825493.863952 nChanged 44 SP:Iteration 29Q (3143.450000 sec): 3 clusters Score: Raw -829814.931721 + Penalty 4305.191769 = -825509.739952 nChanged 55 SP:Iteration 30Q (3143.630000 sec): 3 clusters Score: Raw -829838.687229 + Penalty 4305.191769 = -825533.495460 nChanged 57 SP:Iteration 31Q (3143.880000 sec): 3 clusters Score: Raw -829861.442320 + Penalty 4305.191769 = -825556.250551 nChanged 49 SP:Iteration 32Q (3144.120000 sec): 3 clusters Score: Raw -829879.614139 + Penalty 4305.191769 = -825574.422370 nChanged 35 SP:Iteration 33Q (3144.300000 sec): 3 clusters Score: Raw -829888.494089 + Penalty 4305.191769 = -825583.302320 nChanged 27 SP:Iteration 34Q (3144.500000 sec): 3 clusters Score: Raw -829897.398359 + Penalty 4305.191769 = -825592.206590 nChanged 31 SP:Iteration 35Q (3144.760000 sec): 3 clusters Score: Raw -829909.210120 + Penalty 4305.191769 = -825604.018351 nChanged 31 SP:Iteration 36Q (3144.980000 sec): 3 clusters Score: Raw -829918.995293 + Penalty 4305.191769 = -825613.803524 nChanged 24 SP:Iteration 37Q (3145.200000 sec): 3 clusters Score: Raw -829926.912004 + Penalty 4305.191769 = -825621.720235 nChanged 25 SP:Iteration 38Q (3145.420000 sec): 3 clusters Score: Raw -829938.097322 + Penalty 4305.191769 = -825632.905553 nChanged 35 SP:Iteration 39Q (3145.610000 sec): 3 clusters Score: Raw -829950.103603 + Penalty 4305.191769 = -825644.911834 nChanged 36 SP:Iteration 40F (3145.780000 sec): 3 clusters Score: Raw -829964.143650 + Penalty 4305.191769 = -825658.951881 nChanged 43 SP:Iteration 41Q (3146.000000 sec): 3 clusters Score: Raw -829979.653540 + Penalty 4305.191769 = -825674.461771 nChanged 31 SP:Iteration 42Q (3146.190000 sec): 3 clusters Score: Raw -829993.571124 + Penalty 4305.191769 = -825688.379355 nChanged 50 SP:Iteration 43Q (3146.440000 sec): 3 clusters Score: Raw -830015.177858 + Penalty 4305.191769 = -825709.986089 nChanged 50 SP:Iteration 44Q (3146.650000 sec): 3 clusters Score: Raw -830040.301098 + Penalty 4305.191769 = -825735.109329 nChanged 70 SP:Iteration 45Q (3146.800000 sec): 3 clusters Score: Raw -830076.112228 + Penalty 4305.191769 = -825770.920459 nChanged 80 SP:Iteration 46Q (3146.970000 sec): 3 clusters Score: Raw -830115.461825 + Penalty 4305.191769 = -825810.270056 nChanged 74 SP:Iteration 47Q (3147.180000 sec): 3 clusters Score: Raw -830154.202209 + Penalty 4305.191769 = -825849.010440 nChanged 69 SP:Iteration 48Q (3147.390000 sec): 3 clusters Score: Raw -830188.772379 + Penalty 4305.191769 = -825883.580610 nChanged 65 SP:Iteration 49Q (3147.540000 sec): 3 clusters Score: Raw -830223.239337 + Penalty 4305.191769 = -825918.047569 nChanged 60 SP:Iteration 50Q (3147.790000 sec): 3 clusters Score: Raw -830260.721918 + Penalty 4305.191769 = -825955.530149 nChanged 58 SP:Iteration 51Q (3147.920000 sec): 3 clusters Score: Raw -830298.742242 + Penalty 4305.191769 = -825993.550473 nChanged 63 SP:Iteration 52Q (3148.120000 sec): 3 clusters Score: Raw -830338.352075 + Penalty 4305.191769 = -826033.160306 nChanged 66 SP:Iteration 53Q (3148.310000 sec): 3 clusters Score: Raw -830376.421498 + Penalty 4305.191769 = -826071.229730 nChanged 57 SP:Iteration 54Q (3148.560000 sec): 3 clusters Score: Raw -830414.041926 + Penalty 4305.191769 = -826108.850157 nChanged 48 SP:Iteration 55Q (3148.720000 sec): 3 clusters Score: Raw -830447.742198 + Penalty 4305.191769 = -826142.550429 nChanged 42 SP:Iteration 56Q (3148.870000 sec): 3 clusters Score: Raw -830478.674710 + Penalty 4305.191769 = -826173.482941 nChanged 37 SP:Iteration 57Q (3149.060000 sec): 3 clusters Score: Raw -830511.127949 + Penalty 4305.191769 = -826205.936180 nChanged 35 SP:Iteration 58Q (3149.300000 sec): 3 clusters Score: Raw -830534.236283 + Penalty 4305.191769 = -826229.044514 nChanged 39 SP:Iteration 59Q (3149.500000 sec): 3 clusters Score: Raw -830570.540517 + Penalty 4305.191769 = -826265.348748 nChanged 38 SP:Iteration 60F (3149.710000 sec): 3 clusters Score: Raw -830597.659783 + Penalty 4305.191769 = -826292.468014 nChanged 25 SP:Iteration 61Q (3149.920000 sec): 3 clusters Score: Raw -830614.107598 + Penalty 4305.191769 = -826308.915829 nChanged 17 SP:Iteration 62Q (3150.130000 sec): 3 clusters Score: Raw -830622.822205 + Penalty 4305.191769 = -826317.630436 nChanged 12 SP:Iteration 63Q (3150.340000 sec): 3 clusters Score: Raw -830628.796857 + Penalty 4305.191769 = -826323.605088 nChanged 11 SP:Iteration 64Q (3150.540000 sec): 3 clusters Score: Raw -830635.157667 + Penalty 4305.191769 = -826329.965898 nChanged 7 SP:Iteration 65Q (3150.710000 sec): 3 clusters Score: Raw -830639.364809 + Penalty 4305.191769 = -826334.173040 nChanged 8 SP:Iteration 66Q (3150.910000 sec): 3 clusters Score: Raw -830645.349358 + Penalty 4305.191769 = -826340.157589 nChanged 7 SP:Iteration 67Q (3151.100000 sec): 3 clusters Score: Raw -830651.414137 + Penalty 4305.191769 = -826346.222368 nChanged 10 SP:Iteration 68Q (3151.340000 sec): 3 clusters Score: Raw -830657.714688 + Penalty 4305.191769 = -826352.522919 nChanged 5 SP:Iteration 69Q (3151.510000 sec): 3 clusters Score: Raw -830662.042117 + Penalty 4305.191769 = -826356.850349 nChanged 2 SP:Iteration 70Q (3151.680000 sec): 3 clusters Score: Raw -830663.243177 + Penalty 4305.191769 = -826358.051408 nChanged 1 SP:Iteration 71Q (3151.920000 sec): 3 clusters Score: Raw -830663.599808 + Penalty 4305.191769 = -826358.408039 nChanged 0 SP:Iteration 72F (3152.090000 sec): 3 clusters Score: Raw -830663.599808 + Penalty 4305.191769 = -826358.408039 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 15 (12802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3152.220000 sec): 2 clusters Score: Raw -1836591.477893 + Penalty 2345.424459 = -1834246.053434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3152.500000 sec): 3 clusters Score: Raw -1829548.969890 + Penalty 4690.848917 = -1824858.120973 nChanged 5443 SP:Iteration 1F (3152.730000 sec): 3 clusters Score: Raw -1832499.314183 + Penalty 4690.848917 = -1827808.465266 nChanged 842 SP:Iteration 2F (3153.000000 sec): 3 clusters Score: Raw -1832866.645344 + Penalty 4690.848917 = -1828175.796427 nChanged 647 SP:Iteration 3F (3153.270000 sec): 3 clusters Score: Raw -1833145.407146 + Penalty 4690.848917 = -1828454.558229 nChanged 577 SP:Iteration 4Q (3153.520000 sec): 3 clusters Score: Raw -1833387.615953 + Penalty 4690.848917 = -1828696.767036 nChanged 524 SP:Iteration 5Q (3153.790000 sec): 3 clusters Score: Raw -1833627.423811 + Penalty 4690.848917 = -1828936.574893 nChanged 513 SP:Iteration 6Q (3154.010000 sec): 3 clusters Score: Raw -1833866.749269 + Penalty 4690.848917 = -1829175.900351 nChanged 503 SP:Iteration 7Q (3154.280000 sec): 3 clusters Score: Raw -1834124.011076 + Penalty 4690.848917 = -1829433.162159 nChanged 518 SP:Iteration 8Q (3154.580000 sec): 3 clusters Score: Raw -1834419.470178 + Penalty 4690.848917 = -1829728.621261 nChanged 560 SP:Iteration 9Q (3154.760000 sec): 3 clusters Score: Raw -1834776.844597 + Penalty 4690.848917 = -1830085.995680 nChanged 578 SP:Iteration 10Q (3154.980000 sec): 3 clusters Score: Raw -1835163.909239 + Penalty 4690.848917 = -1830473.060322 nChanged 547 SP:Iteration 11Q (3155.220000 sec): 3 clusters Score: Raw -1835540.195319 + Penalty 4690.848917 = -1830849.346402 nChanged 483 SP:Iteration 12Q (3155.500000 sec): 3 clusters Score: Raw -1835898.574885 + Penalty 4690.848917 = -1831207.725968 nChanged 399 SP:Iteration 13Q (3155.700000 sec): 3 clusters Score: Raw -1836180.259597 + Penalty 4690.848917 = -1831489.410680 nChanged 282 SP:Iteration 14Q (3155.960000 sec): 3 clusters Score: Raw -1836377.822832 + Penalty 4690.848917 = -1831686.973915 nChanged 218 SP:Iteration 15Q (3156.200000 sec): 3 clusters Score: Raw -1836532.433085 + Penalty 4690.848917 = -1831841.584168 nChanged 135 SP:Iteration 16Q (3156.450000 sec): 3 clusters Score: Raw -1836625.955269 + Penalty 4690.848917 = -1831935.106352 nChanged 90 SP:Iteration 17Q (3156.700000 sec): 3 clusters Score: Raw -1836690.301925 + Penalty 4690.848917 = -1831999.453008 nChanged 68 SP:Iteration 18Q (3156.900000 sec): 3 clusters Score: Raw -1836749.285765 + Penalty 4690.848917 = -1832058.436848 nChanged 46 SP:Iteration 19Q (3157.120000 sec): 3 clusters Score: Raw -1836777.670994 + Penalty 4690.848917 = -1832086.822077 nChanged 32 SP:Iteration 20F (3157.340000 sec): 3 clusters Score: Raw -1836800.199729 + Penalty 4690.848917 = -1832109.350812 nChanged 27 SP:Iteration 21Q (3157.590000 sec): 3 clusters Score: Raw -1836817.569858 + Penalty 4690.848917 = -1832126.720941 nChanged 26 SP:Iteration 22Q (3157.850000 sec): 3 clusters Score: Raw -1836835.622500 + Penalty 4690.848917 = -1832144.773583 nChanged 23 SP:Iteration 23Q (3158.090000 sec): 3 clusters Score: Raw -1836854.655831 + Penalty 4690.848917 = -1832163.806914 nChanged 27 SP:Iteration 24Q (3158.340000 sec): 3 clusters Score: Raw -1836874.878402 + Penalty 4690.848917 = -1832184.029485 nChanged 20 SP:Iteration 25Q (3158.560000 sec): 3 clusters Score: Raw -1836890.892405 + Penalty 4690.848917 = -1832200.043488 nChanged 10 SP:Iteration 26Q (3158.830000 sec): 3 clusters Score: Raw -1836898.745945 + Penalty 4690.848917 = -1832207.897028 nChanged 12 SP:Iteration 27Q (3159.080000 sec): 3 clusters Score: Raw -1836906.488730 + Penalty 4690.848917 = -1832215.639813 nChanged 9 SP:Iteration 28Q (3159.260000 sec): 3 clusters Score: Raw -1836911.373498 + Penalty 4690.848917 = -1832220.524581 nChanged 1 SP:Iteration 29Q (3159.490000 sec): 3 clusters Score: Raw -1836912.121772 + Penalty 4690.848917 = -1832221.272854 nChanged 1 SP:Iteration 30Q (3159.740000 sec): 3 clusters Score: Raw -1836912.891825 + Penalty 4690.848917 = -1832222.042908 nChanged 2 SP:Iteration 31Q (3160.010000 sec): 3 clusters Score: Raw -1836914.049405 + Penalty 4690.848917 = -1832223.200488 nChanged 2 SP:Iteration 32Q (3160.270000 sec): 3 clusters Score: Raw -1836916.167263 + Penalty 4690.848917 = -1832225.318346 nChanged 5 SP:Iteration 33Q (3160.500000 sec): 3 clusters Score: Raw -1836920.687180 + Penalty 4690.848917 = -1832229.838263 nChanged 5 SP:Iteration 34Q (3160.760000 sec): 3 clusters Score: Raw -1836925.067326 + Penalty 4690.848917 = -1832234.218409 nChanged 4 SP:Iteration 35Q (3161.030000 sec): 3 clusters Score: Raw -1836927.922891 + Penalty 4690.848917 = -1832237.073974 nChanged 5 SP:Iteration 36Q (3161.240000 sec): 3 clusters Score: Raw -1836932.191105 + Penalty 4690.848917 = -1832241.342188 nChanged 0 SP:Iteration 37F (3161.530000 sec): 3 clusters Score: Raw -1836932.191105 + Penalty 4690.848917 = -1832241.342188 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 16 (8287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3161.630000 sec): 2 clusters Score: Raw -1159463.653530 + Penalty 2237.565939 = -1157226.087591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3161.870000 sec): 3 clusters Score: Raw -1155152.525127 + Penalty 4475.131877 = -1150677.393250 nChanged 3407 SP:Iteration 1F (3162.110000 sec): 3 clusters Score: Raw -1157069.620209 + Penalty 4475.131877 = -1152594.488332 nChanged 563 SP:Iteration 2F (3162.330000 sec): 3 clusters Score: Raw -1157357.793166 + Penalty 4475.131877 = -1152882.661289 nChanged 437 SP:Iteration 3F (3162.580000 sec): 3 clusters Score: Raw -1157586.931601 + Penalty 4475.131877 = -1153111.799724 nChanged 364 SP:Iteration 4Q (3162.780000 sec): 3 clusters Score: Raw -1157783.731969 + Penalty 4475.131877 = -1153308.600091 nChanged 346 SP:Iteration 5Q (3162.990000 sec): 3 clusters Score: Raw -1157966.639958 + Penalty 4475.131877 = -1153491.508081 nChanged 325 SP:Iteration 6Q (3163.200000 sec): 3 clusters Score: Raw -1158126.623352 + Penalty 4475.131877 = -1153651.491475 nChanged 283 SP:Iteration 7Q (3163.460000 sec): 3 clusters Score: Raw -1158261.671721 + Penalty 4475.131877 = -1153786.539844 nChanged 227 SP:Iteration 8Q (3163.650000 sec): 3 clusters Score: Raw -1158367.176929 + Penalty 4475.131877 = -1153892.045052 nChanged 211 SP:Iteration 9Q (3163.880000 sec): 3 clusters Score: Raw -1158468.660951 + Penalty 4475.131877 = -1153993.529073 nChanged 210 SP:Iteration 10Q (3164.060000 sec): 3 clusters Score: Raw -1158561.525928 + Penalty 4475.131877 = -1154086.394051 nChanged 179 SP:Iteration 11Q (3164.260000 sec): 3 clusters Score: Raw -1158635.181877 + Penalty 4475.131877 = -1154160.050000 nChanged 173 SP:Iteration 12Q (3164.490000 sec): 3 clusters Score: Raw -1158707.124679 + Penalty 4475.131877 = -1154231.992802 nChanged 167 SP:Iteration 13Q (3164.680000 sec): 3 clusters Score: Raw -1158783.452066 + Penalty 4475.131877 = -1154308.320189 nChanged 176 SP:Iteration 14Q (3164.920000 sec): 3 clusters Score: Raw -1158866.960459 + Penalty 4475.131877 = -1154391.828581 nChanged 168 SP:Iteration 15Q (3165.140000 sec): 3 clusters Score: Raw -1158944.936334 + Penalty 4475.131877 = -1154469.804457 nChanged 192 SP:Iteration 16Q (3165.370000 sec): 3 clusters Score: Raw -1159045.952304 + Penalty 4475.131877 = -1154570.820427 nChanged 181 SP:Iteration 17Q (3165.590000 sec): 3 clusters Score: Raw -1159151.601229 + Penalty 4475.131877 = -1154676.469352 nChanged 176 SP:Iteration 18Q (3165.840000 sec): 3 clusters Score: Raw -1159249.673752 + Penalty 4475.131877 = -1154774.541875 nChanged 165 SP:Iteration 19Q (3166.050000 sec): 3 clusters Score: Raw -1159331.562747 + Penalty 4475.131877 = -1154856.430869 nChanged 162 SP:Iteration 20F (3166.270000 sec): 3 clusters Score: Raw -1159416.849900 + Penalty 4475.131877 = -1154941.718023 nChanged 167 SP:Iteration 21Q (3166.490000 sec): 3 clusters Score: Raw -1159510.009553 + Penalty 4475.131877 = -1155034.877676 nChanged 158 SP:Iteration 22Q (3166.730000 sec): 3 clusters Score: Raw -1159591.965313 + Penalty 4475.131877 = -1155116.833436 nChanged 141 SP:Iteration 23Q (3166.930000 sec): 3 clusters Score: Raw -1159659.125475 + Penalty 4475.131877 = -1155183.993598 nChanged 125 SP:Iteration 24Q (3167.120000 sec): 3 clusters Score: Raw -1159717.742880 + Penalty 4475.131877 = -1155242.611003 nChanged 104 SP:Iteration 25Q (3167.390000 sec): 3 clusters Score: Raw -1159774.222001 + Penalty 4475.131877 = -1155299.090124 nChanged 126 SP:Iteration 26Q (3167.610000 sec): 3 clusters Score: Raw -1159833.246682 + Penalty 4475.131877 = -1155358.114805 nChanged 106 SP:Iteration 27Q (3167.810000 sec): 3 clusters Score: Raw -1159876.242867 + Penalty 4475.131877 = -1155401.110990 nChanged 79 SP:Iteration 28Q (3168.020000 sec): 3 clusters Score: Raw -1159903.901041 + Penalty 4475.131877 = -1155428.769164 nChanged 61 SP:Iteration 29Q (3168.250000 sec): 3 clusters Score: Raw -1159920.529177 + Penalty 4475.131877 = -1155445.397299 nChanged 34 SP:Iteration 30Q (3168.460000 sec): 3 clusters Score: Raw -1159927.667033 + Penalty 4475.131877 = -1155452.535156 nChanged 26 SP:Iteration 31Q (3168.670000 sec): 3 clusters Score: Raw -1159934.408649 + Penalty 4475.131877 = -1155459.276772 nChanged 20 SP:Iteration 32Q (3168.890000 sec): 3 clusters Score: Raw -1159938.874817 + Penalty 4475.131877 = -1155463.742940 nChanged 18 SP:Iteration 33Q (3169.090000 sec): 3 clusters Score: Raw -1159942.672226 + Penalty 4475.131877 = -1155467.540349 nChanged 13 SP:Iteration 34Q (3169.300000 sec): 3 clusters Score: Raw -1159944.575929 + Penalty 4475.131877 = -1155469.444052 nChanged 7 SP:Iteration 35Q (3169.510000 sec): 3 clusters Score: Raw -1159945.663529 + Penalty 4475.131877 = -1155470.531652 nChanged 8 SP:Iteration 36Q (3169.750000 sec): 3 clusters Score: Raw -1159946.828860 + Penalty 4475.131877 = -1155471.696982 nChanged 3 SP:Iteration 37Q (3169.990000 sec): 3 clusters Score: Raw -1159947.249613 + Penalty 4475.131877 = -1155472.117735 nChanged 5 SP:Iteration 38Q (3170.200000 sec): 3 clusters Score: Raw -1159948.256547 + Penalty 4475.131877 = -1155473.124670 nChanged 3 SP:Iteration 39Q (3170.420000 sec): 3 clusters Score: Raw -1159948.805632 + Penalty 4475.131877 = -1155473.673755 nChanged 5 SP:Iteration 40F (3170.670000 sec): 3 clusters Score: Raw -1159949.600994 + Penalty 4475.131877 = -1155474.469117 nChanged 3 SP:Iteration 41Q (3170.840000 sec): 3 clusters Score: Raw -1159950.042573 + Penalty 4475.131877 = -1155474.910696 nChanged 7 SP:Iteration 42Q (3171.080000 sec): 3 clusters Score: Raw -1159951.038257 + Penalty 4475.131877 = -1155475.906380 nChanged 3 SP:Iteration 43Q (3171.280000 sec): 3 clusters Score: Raw -1159951.512984 + Penalty 4475.131877 = -1155476.381107 nChanged 5 SP:Iteration 44Q (3171.550000 sec): 3 clusters Score: Raw -1159952.463419 + Penalty 4475.131877 = -1155477.331542 nChanged 4 SP:Iteration 45Q (3171.740000 sec): 3 clusters Score: Raw -1159953.102188 + Penalty 4475.131877 = -1155477.970311 nChanged 3 SP:Iteration 46Q (3171.940000 sec): 3 clusters Score: Raw -1159953.565893 + Penalty 4475.131877 = -1155478.434016 nChanged 4 SP:Iteration 47Q (3172.160000 sec): 3 clusters Score: Raw -1159954.735212 + Penalty 4475.131877 = -1155479.603334 nChanged 3 SP:Iteration 48Q (3172.390000 sec): 3 clusters Score: Raw -1159955.440957 + Penalty 4475.131877 = -1155480.309080 nChanged 1 SP:Iteration 49Q (3172.620000 sec): 3 clusters Score: Raw -1159955.496263 + Penalty 4475.131877 = -1155480.364386 nChanged 0 SP:Iteration 50F (3172.820000 sec): 3 clusters Score: Raw -1159955.496263 + Penalty 4475.131877 = -1155480.364386 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 17 (177029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3173.710000 sec): 2 clusters Score: Raw -25581880.659197 + Penalty 2996.849072 = -25578883.810125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3174.770000 sec): 3 clusters Score: Raw -25466322.133336 + Penalty 5993.698145 = -25460328.435192 nChanged 84671 SP:Iteration 1F (3175.830000 sec): 3 clusters Score: Raw -25515939.395355 + Penalty 5993.698145 = -25509945.697210 nChanged 5773 SP:Iteration 2Q (3176.990000 sec): 3 clusters Score: Raw -25517469.359321 + Penalty 5993.698145 = -25511475.661176 nChanged 6883 SP:Iteration 3Q (3178.350000 sec): 3 clusters Score: Raw -25519823.928596 + Penalty 5993.698145 = -25513830.230452 nChanged 8693 SP:Iteration 4Q (3179.510000 sec): 3 clusters Score: Raw -25523888.506181 + Penalty 5993.698145 = -25517894.808036 nChanged 11537 SP:Iteration 5F (3180.590000 sec): 3 clusters Score: Raw -25531175.120466 + Penalty 5993.698145 = -25525181.422321 nChanged 14422 SP:Iteration 6F (3181.750000 sec): 3 clusters Score: Raw -25542657.307909 + Penalty 5993.698145 = -25536663.609765 nChanged 15328 SP:Iteration 7F (3182.950000 sec): 3 clusters Score: Raw -25556991.979059 + Penalty 5993.698145 = -25550998.280915 nChanged 13009 SP:Iteration 8F (3184.200000 sec): 3 clusters Score: Raw -25569927.586406 + Penalty 5993.698145 = -25563933.888261 nChanged 7913 SP:Iteration 9Q (3185.390000 sec): 3 clusters Score: Raw -25577647.070602 + Penalty 5993.698145 = -25571653.372458 nChanged 3401 SP:Iteration 10Q (3186.440000 sec): 3 clusters Score: Raw -25580751.863553 + Penalty 5993.698145 = -25574758.165408 nChanged 1095 SP:Iteration 11Q (3187.410000 sec): 3 clusters Score: Raw -25581680.746747 + Penalty 5993.698145 = -25575687.048603 nChanged 356 SP:Iteration 12Q (3188.390000 sec): 3 clusters Score: Raw -25581968.792788 + Penalty 5993.698145 = -25575975.094643 nChanged 159 SP:Iteration 13Q (3189.320000 sec): 3 clusters Score: Raw -25582091.342856 + Penalty 5993.698145 = -25576097.644711 nChanged 70 SP:Iteration 14Q (3190.320000 sec): 3 clusters Score: Raw -25582162.722030 + Penalty 5993.698145 = -25576169.023885 nChanged 37 SP:Iteration 15Q (3191.350000 sec): 3 clusters Score: Raw -25582195.068726 + Penalty 5993.698145 = -25576201.370582 nChanged 23 SP:Iteration 16Q (3192.520000 sec): 3 clusters Score: Raw -25582216.501390 + Penalty 5993.698145 = -25576222.803246 nChanged 28 SP:Iteration 17Q (3193.550000 sec): 3 clusters Score: Raw -25582239.174098 + Penalty 5993.698145 = -25576245.475954 nChanged 13 SP:Iteration 18Q (3194.550000 sec): 3 clusters Score: Raw -25582257.446966 + Penalty 5993.698145 = -25576263.748821 nChanged 16 SP:Iteration 19Q (3195.490000 sec): 3 clusters Score: Raw -25582276.874924 + Penalty 5993.698145 = -25576283.176779 nChanged 14 SP:Iteration 20F (3196.610000 sec): 3 clusters Score: Raw -25582289.764448 + Penalty 5993.698145 = -25576296.066304 nChanged 14 SP:Iteration 21Q (3197.540000 sec): 3 clusters Score: Raw -25582301.760107 + Penalty 5993.698145 = -25576308.061963 nChanged 5 SP:Iteration 22Q (3198.530000 sec): 3 clusters Score: Raw -25582304.814373 + Penalty 5993.698145 = -25576311.116228 nChanged 4 SP:Iteration 23Q (3199.660000 sec): 3 clusters Score: Raw -25582307.852686 + Penalty 5993.698145 = -25576314.154542 nChanged 4 SP:Iteration 24Q (3200.760000 sec): 3 clusters Score: Raw -25582312.868871 + Penalty 5993.698145 = -25576319.170726 nChanged 3 SP:Iteration 25Q (3201.800000 sec): 3 clusters Score: Raw -25582315.786177 + Penalty 5993.698145 = -25576322.088032 nChanged 5 SP:Iteration 26Q (3202.910000 sec): 3 clusters Score: Raw -25582319.615420 + Penalty 5993.698145 = -25576325.917275 nChanged 5 SP:Iteration 27Q (3203.880000 sec): 3 clusters Score: Raw -25582323.513323 + Penalty 5993.698145 = -25576329.815179 nChanged 2 SP:Iteration 28Q (3204.890000 sec): 3 clusters Score: Raw -25582325.460135 + Penalty 5993.698145 = -25576331.761990 nChanged 0 SP:Iteration 29F (3206.050000 sec): 3 clusters Score: Raw -25582325.460135 + Penalty 5993.698145 = -25576331.761990 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 18 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3206.210000 sec): 2 clusters Score: Raw -122266.296543 + Penalty 1705.057558 = -120561.238986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3206.450000 sec): 3 clusters Score: Raw -122235.724405 + Penalty 3410.115115 = -118825.609290 nChanged 242 SP:Iteration 1F (3206.650000 sec): 3 clusters Score: Raw -122610.380103 + Penalty 3410.115115 = -119200.264988 nChanged 73 SP:Iteration 2F (3206.810000 sec): 3 clusters Score: Raw -122778.707001 + Penalty 3410.115115 = -119368.591886 nChanged 51 SP:Iteration 3F (3207.030000 sec): 3 clusters Score: Raw -122887.730791 + Penalty 3410.115115 = -119477.615676 nChanged 40 SP:Iteration 4Q (3207.230000 sec): 3 clusters Score: Raw -122958.629768 + Penalty 3410.115115 = -119548.514653 nChanged 28 SP:Iteration 5Q (3207.400000 sec): 3 clusters Score: Raw -123018.482544 + Penalty 3410.115115 = -119608.367428 nChanged 29 SP:Iteration 6Q (3207.620000 sec): 3 clusters Score: Raw -123095.167101 + Penalty 3410.115115 = -119685.051986 nChanged 39 SP:Iteration 7Q (3207.820000 sec): 3 clusters Score: Raw -123198.993418 + Penalty 3410.115115 = -119788.878303 nChanged 26 SP:Iteration 8Q (3208.000000 sec): 3 clusters Score: Raw -123257.117193 + Penalty 3410.115115 = -119847.002078 nChanged 20 SP:Iteration 9Q (3208.180000 sec): 3 clusters Score: Raw -123297.638568 + Penalty 3410.115115 = -119887.523453 nChanged 19 SP:Iteration 10Q (3208.400000 sec): 3 clusters Score: Raw -123335.987790 + Penalty 3410.115115 = -119925.872674 nChanged 13 SP:Iteration 11Q (3208.580000 sec): 3 clusters Score: Raw -123358.407476 + Penalty 3410.115115 = -119948.292360 nChanged 6 SP:Iteration 12Q (3208.750000 sec): 3 clusters Score: Raw -123369.478103 + Penalty 3410.115115 = -119959.362988 nChanged 6 SP:Iteration 13Q (3208.910000 sec): 3 clusters Score: Raw -123373.218165 + Penalty 3410.115115 = -119963.103050 nChanged 4 SP:Iteration 14Q (3209.100000 sec): 3 clusters Score: Raw -123379.870742 + Penalty 3410.115115 = -119969.755626 nChanged 3 SP:Iteration 15Q (3209.230000 sec): 3 clusters Score: Raw -123390.327642 + Penalty 3410.115115 = -119980.212527 nChanged 5 SP:Iteration 16Q (3209.500000 sec): 3 clusters Score: Raw -123396.585975 + Penalty 3410.115115 = -119986.470859 nChanged 4 SP:Iteration 17Q (3209.690000 sec): 3 clusters Score: Raw -123400.251550 + Penalty 3410.115115 = -119990.136435 nChanged 1 SP:Iteration 18Q (3209.890000 sec): 3 clusters Score: Raw -123402.800018 + Penalty 3410.115115 = -119992.684902 nChanged 2 SP:Iteration 19Q (3210.080000 sec): 3 clusters Score: Raw -123406.000133 + Penalty 3410.115115 = -119995.885017 nChanged 0 SP:Iteration 20F (3210.270000 sec): 3 clusters Score: Raw -123407.419995 + Penalty 3410.115115 = -119997.304880 nChanged 1 SP:Iteration 21Q (3210.400000 sec): 3 clusters Score: Raw -123431.679197 + Penalty 3410.115115 = -120021.564082 nChanged 5 SP:Iteration 22Q (3210.620000 sec): 3 clusters Score: Raw -123448.450477 + Penalty 3410.115115 = -120038.335361 nChanged 3 SP:Iteration 23Q (3210.810000 sec): 3 clusters Score: Raw -123453.665627 + Penalty 3410.115115 = -120043.550512 nChanged 3 SP:Iteration 24Q (3211.020000 sec): 3 clusters Score: Raw -123460.197863 + Penalty 3410.115115 = -120050.082747 nChanged 1 SP:Iteration 25Q (3211.170000 sec): 3 clusters Score: Raw -123461.330473 + Penalty 3410.115115 = -120051.215358 nChanged 0 SP:Iteration 26F (3211.360000 sec): 3 clusters Score: Raw -123461.330473 + Penalty 3410.115115 = -120051.215358 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 19 (2828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3211.480000 sec): 2 clusters Score: Raw -407609.640695 + Penalty 1970.936607 = -405638.704088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3211.680000 sec): 3 clusters Score: Raw -406415.586422 + Penalty 3941.873213 = -402473.713208 nChanged 950 SP:Iteration 1F (3211.890000 sec): 3 clusters Score: Raw -407080.373266 + Penalty 3941.873213 = -403138.500053 nChanged 211 SP:Iteration 2F (3212.080000 sec): 3 clusters Score: Raw -407235.965831 + Penalty 3941.873213 = -403294.092617 nChanged 118 SP:Iteration 3Q (3212.210000 sec): 3 clusters Score: Raw -407314.992682 + Penalty 3941.873213 = -403373.119468 nChanged 81 SP:Iteration 4Q (3212.390000 sec): 3 clusters Score: Raw -407371.029913 + Penalty 3941.873213 = -403429.156699 nChanged 60 SP:Iteration 5Q (3212.520000 sec): 3 clusters Score: Raw -407410.756744 + Penalty 3941.873213 = -403468.883530 nChanged 49 SP:Iteration 6Q (3212.760000 sec): 3 clusters Score: Raw -407444.180621 + Penalty 3941.873213 = -403502.307407 nChanged 42 SP:Iteration 7Q (3212.970000 sec): 3 clusters Score: Raw -407469.746092 + Penalty 3941.873213 = -403527.872879 nChanged 34 SP:Iteration 8Q (3213.230000 sec): 3 clusters Score: Raw -407493.110096 + Penalty 3941.873213 = -403551.236882 nChanged 31 SP:Iteration 9Q (3213.430000 sec): 3 clusters Score: Raw -407511.841224 + Penalty 3941.873213 = -403569.968011 nChanged 25 SP:Iteration 10Q (3213.590000 sec): 3 clusters Score: Raw -407526.175143 + Penalty 3941.873213 = -403584.301930 nChanged 25 SP:Iteration 11Q (3213.800000 sec): 3 clusters Score: Raw -407541.004044 + Penalty 3941.873213 = -403599.130831 nChanged 24 SP:Iteration 12Q (3213.940000 sec): 3 clusters Score: Raw -407553.724910 + Penalty 3941.873213 = -403611.851697 nChanged 23 SP:Iteration 13Q (3214.130000 sec): 3 clusters Score: Raw -407566.482631 + Penalty 3941.873213 = -403624.609418 nChanged 25 SP:Iteration 14Q (3214.300000 sec): 3 clusters Score: Raw -407580.492713 + Penalty 3941.873213 = -403638.619499 nChanged 19 SP:Iteration 15Q (3214.480000 sec): 3 clusters Score: Raw -407590.282067 + Penalty 3941.873213 = -403648.408854 nChanged 20 SP:Iteration 16Q (3214.650000 sec): 3 clusters Score: Raw -407603.603770 + Penalty 3941.873213 = -403661.730557 nChanged 28 SP:Iteration 17Q (3214.850000 sec): 3 clusters Score: Raw -407618.201339 + Penalty 3941.873213 = -403676.328126 nChanged 22 SP:Iteration 18Q (3215.080000 sec): 3 clusters Score: Raw -407631.794779 + Penalty 3941.873213 = -403689.921566 nChanged 25 SP:Iteration 19Q (3215.330000 sec): 3 clusters Score: Raw -407649.581736 + Penalty 3941.873213 = -403707.708522 nChanged 24 SP:Iteration 20F (3215.580000 sec): 3 clusters Score: Raw -407661.692346 + Penalty 3941.873213 = -403719.819132 nChanged 15 SP:Iteration 21Q (3215.780000 sec): 3 clusters Score: Raw -407670.523884 + Penalty 3941.873213 = -403728.650670 nChanged 9 SP:Iteration 22Q (3215.930000 sec): 3 clusters Score: Raw -407676.769481 + Penalty 3941.873213 = -403734.896268 nChanged 13 SP:Iteration 23Q (3216.110000 sec): 3 clusters Score: Raw -407684.291906 + Penalty 3941.873213 = -403742.418693 nChanged 16 SP:Iteration 24Q (3216.290000 sec): 3 clusters Score: Raw -407692.889284 + Penalty 3941.873213 = -403751.016070 nChanged 24 SP:Iteration 25Q (3216.460000 sec): 3 clusters Score: Raw -407708.650825 + Penalty 3941.873213 = -403766.777611 nChanged 27 SP:Iteration 26Q (3216.640000 sec): 3 clusters Score: Raw -407726.528930 + Penalty 3941.873213 = -403784.655717 nChanged 26 SP:Iteration 27Q (3216.830000 sec): 3 clusters Score: Raw -407744.609928 + Penalty 3941.873213 = -403802.736715 nChanged 34 SP:Iteration 28Q (3217.070000 sec): 3 clusters Score: Raw -407767.022295 + Penalty 3941.873213 = -403825.149082 nChanged 24 SP:Iteration 29Q (3217.290000 sec): 3 clusters Score: Raw -407782.867834 + Penalty 3941.873213 = -403840.994621 nChanged 32 SP:Iteration 30Q (3217.480000 sec): 3 clusters Score: Raw -407806.318570 + Penalty 3941.873213 = -403864.445356 nChanged 39 SP:Iteration 31Q (3217.680000 sec): 3 clusters Score: Raw -407837.946072 + Penalty 3941.873213 = -403896.072858 nChanged 54 SP:Iteration 32Q (3217.830000 sec): 3 clusters Score: Raw -407874.092016 + Penalty 3941.873213 = -403932.218803 nChanged 32 SP:Iteration 33Q (3218.010000 sec): 3 clusters Score: Raw -407895.637801 + Penalty 3941.873213 = -403953.764587 nChanged 26 SP:Iteration 34Q (3218.190000 sec): 3 clusters Score: Raw -407912.879508 + Penalty 3941.873213 = -403971.006295 nChanged 42 SP:Iteration 35Q (3218.390000 sec): 3 clusters Score: Raw -407949.237177 + Penalty 3941.873213 = -404007.363964 nChanged 50 SP:Iteration 36Q (3218.660000 sec): 3 clusters Score: Raw -407993.464573 + Penalty 3941.873213 = -404051.591359 nChanged 49 SP:Iteration 37Q (3218.820000 sec): 3 clusters Score: Raw -408033.876602 + Penalty 3941.873213 = -404092.003389 nChanged 42 SP:Iteration 38Q (3219.000000 sec): 3 clusters Score: Raw -408069.771831 + Penalty 3941.873213 = -404127.898618 nChanged 36 SP:Iteration 39Q (3219.200000 sec): 3 clusters Score: Raw -408107.401863 + Penalty 3941.873213 = -404165.528650 nChanged 44 SP:Iteration 40F (3219.410000 sec): 3 clusters Score: Raw -408162.016763 + Penalty 3941.873213 = -404220.143550 nChanged 45 SP:Iteration 41Q (3219.660000 sec): 3 clusters Score: Raw -408228.054314 + Penalty 3941.873213 = -404286.181101 nChanged 53 SP:Iteration 42Q (3219.860000 sec): 3 clusters Score: Raw -408300.644023 + Penalty 3941.873213 = -404358.770809 nChanged 50 SP:Iteration 43Q (3220.050000 sec): 3 clusters Score: Raw -408365.930023 + Penalty 3941.873213 = -404424.056809 nChanged 36 SP:Iteration 44Q (3220.250000 sec): 3 clusters Score: Raw -408414.052867 + Penalty 3941.873213 = -404472.179653 nChanged 37 SP:Iteration 45Q (3220.490000 sec): 3 clusters Score: Raw -408454.870927 + Penalty 3941.873213 = -404512.997713 nChanged 29 SP:Iteration 46Q (3220.680000 sec): 3 clusters Score: Raw -408487.088967 + Penalty 3941.873213 = -404545.215754 nChanged 20 SP:Iteration 47Q (3220.880000 sec): 3 clusters Score: Raw -408507.024466 + Penalty 3941.873213 = -404565.151252 nChanged 27 SP:Iteration 48Q (3221.110000 sec): 3 clusters Score: Raw -408530.697915 + Penalty 3941.873213 = -404588.824702 nChanged 22 SP:Iteration 49Q (3221.290000 sec): 3 clusters Score: Raw -408554.070102 + Penalty 3941.873213 = -404612.196888 nChanged 12 SP:Iteration 50Q (3221.550000 sec): 3 clusters Score: Raw -408568.410391 + Penalty 3941.873213 = -404626.537178 nChanged 17 SP:Iteration 51Q (3221.750000 sec): 3 clusters Score: Raw -408580.344007 + Penalty 3941.873213 = -404638.470794 nChanged 7 SP:Iteration 52Q (3221.990000 sec): 3 clusters Score: Raw -408584.452448 + Penalty 3941.873213 = -404642.579234 nChanged 5 SP:Iteration 53Q (3222.160000 sec): 3 clusters Score: Raw -408588.281322 + Penalty 3941.873213 = -404646.408109 nChanged 3 SP:Iteration 54Q (3222.350000 sec): 3 clusters Score: Raw -408589.896433 + Penalty 3941.873213 = -404648.023220 nChanged 1 SP:Iteration 55Q (3222.510000 sec): 3 clusters Score: Raw -408590.346224 + Penalty 3941.873213 = -404648.473011 nChanged 0 SP:Iteration 56F (3222.690000 sec): 3 clusters Score: Raw -408590.346224 + Penalty 3941.873213 = -404648.473011 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 20 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3222.820000 sec): 2 clusters Score: Raw -54901.127320 + Penalty 1521.620093 = -53379.507227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3222.980000 sec): 3 clusters Score: Raw -55032.800648 + Penalty 3043.240186 = -51989.560462 nChanged 83 SP:Iteration 1F (3223.150000 sec): 3 clusters Score: Raw -55279.180953 + Penalty 3043.240186 = -52235.940767 nChanged 35 SP:Iteration 2F (3223.310000 sec): 3 clusters Score: Raw -55459.427550 + Penalty 3043.240186 = -52416.187364 nChanged 38 SP:Iteration 3F (3223.510000 sec): 3 clusters Score: Raw -55968.022923 + Penalty 3043.240186 = -52924.782737 nChanged 58 SP:Iteration 4F (3223.670000 sec): 3 clusters Score: Raw -56572.494072 + Penalty 3043.240186 = -53529.253886 nChanged 37 SP:Iteration 5F (3223.870000 sec): 3 clusters Score: Raw -56930.776255 + Penalty 3043.240186 = -53887.536069 nChanged 15 SP:Iteration 6Q (3224.130000 sec): 3 clusters Score: Raw -57277.910104 + Penalty 3043.240186 = -54234.669918 nChanged 8 SP:Iteration 7Q (3224.270000 sec): 3 clusters Score: Raw -57403.342699 + Penalty 3043.240186 = -54360.102513 nChanged 1 SP:Iteration 8Q (3224.450000 sec): 3 clusters Score: Raw -57431.097560 + Penalty 3043.240186 = -54387.857374 nChanged 4 SP:Iteration 9Q (3224.590000 sec): 3 clusters Score: Raw -57579.286093 + Penalty 3043.240186 = -54536.045907 nChanged 3 SP:Iteration 10Q (3224.770000 sec): 3 clusters Score: Raw -57723.520071 + Penalty 3043.240186 = -54680.279885 nChanged 2 SP:Iteration 11Q (3225.020000 sec): 3 clusters Score: Raw -57861.592931 + Penalty 3043.240186 = -54818.352745 nChanged 0 SP:Iteration 12F (3225.190000 sec): 3 clusters Score: Raw -57861.592931 + Penalty 3043.240186 = -54818.352745 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 21 (9090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3225.310000 sec): 2 clusters Score: Raw -1326677.865703 + Penalty 2260.502686 = -1324417.363017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3225.570000 sec): 3 clusters Score: Raw -1321822.120376 + Penalty 4521.005373 = -1317301.115003 nChanged 3722 SP:Iteration 1F (3225.790000 sec): 3 clusters Score: Raw -1323749.864437 + Penalty 4521.005373 = -1319228.859064 nChanged 594 SP:Iteration 2F (3226.030000 sec): 3 clusters Score: Raw -1324021.912364 + Penalty 4521.005373 = -1319500.906991 nChanged 489 SP:Iteration 3F (3226.320000 sec): 3 clusters Score: Raw -1324226.174946 + Penalty 4521.005373 = -1319705.169573 nChanged 401 SP:Iteration 4Q (3226.590000 sec): 3 clusters Score: Raw -1324386.815517 + Penalty 4521.005373 = -1319865.810144 nChanged 329 SP:Iteration 5Q (3226.810000 sec): 3 clusters Score: Raw -1324528.796224 + Penalty 4521.005373 = -1320007.790851 nChanged 309 SP:Iteration 6Q (3227.090000 sec): 3 clusters Score: Raw -1324644.863666 + Penalty 4521.005373 = -1320123.858294 nChanged 291 SP:Iteration 7Q (3227.320000 sec): 3 clusters Score: Raw -1324759.077126 + Penalty 4521.005373 = -1320238.071753 nChanged 263 SP:Iteration 8Q (3227.540000 sec): 3 clusters Score: Raw -1324859.704173 + Penalty 4521.005373 = -1320338.698801 nChanged 267 SP:Iteration 9Q (3227.770000 sec): 3 clusters Score: Raw -1324982.027694 + Penalty 4521.005373 = -1320461.022322 nChanged 290 SP:Iteration 10Q (3228.030000 sec): 3 clusters Score: Raw -1325116.596554 + Penalty 4521.005373 = -1320595.591181 nChanged 307 SP:Iteration 11Q (3228.250000 sec): 3 clusters Score: Raw -1325271.216585 + Penalty 4521.005373 = -1320750.211213 nChanged 338 SP:Iteration 12Q (3228.490000 sec): 3 clusters Score: Raw -1325443.853022 + Penalty 4521.005373 = -1320922.847650 nChanged 315 SP:Iteration 13Q (3228.740000 sec): 3 clusters Score: Raw -1325607.413765 + Penalty 4521.005373 = -1321086.408392 nChanged 295 SP:Iteration 14Q (3228.950000 sec): 3 clusters Score: Raw -1325765.667561 + Penalty 4521.005373 = -1321244.662188 nChanged 281 SP:Iteration 15Q (3229.150000 sec): 3 clusters Score: Raw -1325930.400257 + Penalty 4521.005373 = -1321409.394884 nChanged 268 SP:Iteration 16Q (3229.410000 sec): 3 clusters Score: Raw -1326096.101140 + Penalty 4521.005373 = -1321575.095768 nChanged 277 SP:Iteration 17Q (3229.670000 sec): 3 clusters Score: Raw -1326263.587052 + Penalty 4521.005373 = -1321742.581679 nChanged 239 SP:Iteration 18Q (3229.950000 sec): 3 clusters Score: Raw -1326408.485782 + Penalty 4521.005373 = -1321887.480409 nChanged 200 SP:Iteration 19Q (3230.190000 sec): 3 clusters Score: Raw -1326527.093413 + Penalty 4521.005373 = -1322006.088040 nChanged 168 SP:Iteration 20F (3230.460000 sec): 3 clusters Score: Raw -1326627.478734 + Penalty 4521.005373 = -1322106.473361 nChanged 139 SP:Iteration 21Q (3230.730000 sec): 3 clusters Score: Raw -1326720.297144 + Penalty 4521.005373 = -1322199.291771 nChanged 124 SP:Iteration 22Q (3230.960000 sec): 3 clusters Score: Raw -1326796.693544 + Penalty 4521.005373 = -1322275.688172 nChanged 95 SP:Iteration 23Q (3231.240000 sec): 3 clusters Score: Raw -1326852.020852 + Penalty 4521.005373 = -1322331.015479 nChanged 72 SP:Iteration 24Q (3231.490000 sec): 3 clusters Score: Raw -1326897.050677 + Penalty 4521.005373 = -1322376.045305 nChanged 51 SP:Iteration 25Q (3231.680000 sec): 3 clusters Score: Raw -1326927.659529 + Penalty 4521.005373 = -1322406.654157 nChanged 42 SP:Iteration 26Q (3231.920000 sec): 3 clusters Score: Raw -1326953.207390 + Penalty 4521.005373 = -1322432.202017 nChanged 35 SP:Iteration 27Q (3232.120000 sec): 3 clusters Score: Raw -1326974.453242 + Penalty 4521.005373 = -1322453.447869 nChanged 20 SP:Iteration 28Q (3232.370000 sec): 3 clusters Score: Raw -1326987.299935 + Penalty 4521.005373 = -1322466.294563 nChanged 29 SP:Iteration 29Q (3232.630000 sec): 3 clusters Score: Raw -1327007.919570 + Penalty 4521.005373 = -1322486.914197 nChanged 25 SP:Iteration 30Q (3232.890000 sec): 3 clusters Score: Raw -1327024.746770 + Penalty 4521.005373 = -1322503.741397 nChanged 16 SP:Iteration 31Q (3233.110000 sec): 3 clusters Score: Raw -1327035.087826 + Penalty 4521.005373 = -1322514.082453 nChanged 12 SP:Iteration 32Q (3233.350000 sec): 3 clusters Score: Raw -1327041.570799 + Penalty 4521.005373 = -1322520.565426 nChanged 7 SP:Iteration 33Q (3233.600000 sec): 3 clusters Score: Raw -1327046.251188 + Penalty 4521.005373 = -1322525.245815 nChanged 5 SP:Iteration 34Q (3233.850000 sec): 3 clusters Score: Raw -1327049.174599 + Penalty 4521.005373 = -1322528.169226 nChanged 6 SP:Iteration 35Q (3234.070000 sec): 3 clusters Score: Raw -1327052.039406 + Penalty 4521.005373 = -1322531.034033 nChanged 3 SP:Iteration 36Q (3234.370000 sec): 3 clusters Score: Raw -1327053.666804 + Penalty 4521.005373 = -1322532.661431 nChanged 2 SP:Iteration 37Q (3234.630000 sec): 3 clusters Score: Raw -1327054.814602 + Penalty 4521.005373 = -1322533.809229 nChanged 4 SP:Iteration 38Q (3234.840000 sec): 3 clusters Score: Raw -1327057.061025 + Penalty 4521.005373 = -1322536.055652 nChanged 2 SP:Iteration 39Q (3235.100000 sec): 3 clusters Score: Raw -1327057.821834 + Penalty 4521.005373 = -1322536.816461 nChanged 1 SP:Iteration 40F (3235.370000 sec): 3 clusters Score: Raw -1327058.860495 + Penalty 4521.005373 = -1322537.855122 nChanged 2 SP:Iteration 41Q (3235.630000 sec): 3 clusters Score: Raw -1327060.738813 + Penalty 4521.005373 = -1322539.733440 nChanged 1 SP:Iteration 42Q (3235.840000 sec): 3 clusters Score: Raw -1327061.292292 + Penalty 4521.005373 = -1322540.286919 nChanged 2 SP:Iteration 43Q (3236.050000 sec): 3 clusters Score: Raw -1327062.154598 + Penalty 4521.005373 = -1322541.149225 nChanged 0 SP:Iteration 44F (3236.270000 sec): 3 clusters Score: Raw -1327062.154598 + Penalty 4521.005373 = -1322541.149225 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 22 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3236.410000 sec): 2 clusters Score: Raw -23229.667617 + Penalty 1289.227264 = -21940.440353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3236.580000 sec): 3 clusters Score: Raw -23422.426795 + Penalty 2578.454528 = -20843.972267 nChanged 10 SP:Iteration 1F (3236.740000 sec): 3 clusters Score: Raw -23477.046270 + Penalty 2578.454528 = -20898.591742 nChanged 2 SP:Iteration 2Q (3236.990000 sec): 3 clusters Score: Raw -23493.161489 + Penalty 2578.454528 = -20914.706962 nChanged 1 SP:Iteration 3Q (3237.190000 sec): 3 clusters Score: Raw -23498.897266 + Penalty 2578.454528 = -20920.442739 nChanged 0 SP:Iteration 4F (3237.360000 sec): 3 clusters Score: Raw -23498.897266 + Penalty 2578.454528 = -20920.442739 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 23 (131356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3238.140000 sec): 2 clusters Score: Raw -19324919.005009 + Penalty 2922.845285 = -19321996.159723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3239.090000 sec): 3 clusters Score: Raw -19239649.160543 + Penalty 5845.690571 = -19233803.469972 nChanged 62566 SP:Iteration 1F (3240.050000 sec): 3 clusters Score: Raw -19275906.115298 + Penalty 5845.690571 = -19270060.424727 nChanged 3779 SP:Iteration 2Q (3241.100000 sec): 3 clusters Score: Raw -19276769.274702 + Penalty 5845.690571 = -19270923.584131 nChanged 3892 SP:Iteration 3Q (3242.090000 sec): 3 clusters Score: Raw -19277891.768328 + Penalty 5845.690571 = -19272046.077757 nChanged 4302 SP:Iteration 4Q (3243.140000 sec): 3 clusters Score: Raw -19279374.292737 + Penalty 5845.690571 = -19273528.602166 nChanged 4905 SP:Iteration 5Q (3244.080000 sec): 3 clusters Score: Raw -19281221.849963 + Penalty 5845.690571 = -19275376.159392 nChanged 5450 SP:Iteration 6Q (3244.970000 sec): 3 clusters Score: Raw -19283357.728087 + Penalty 5845.690571 = -19277512.037516 nChanged 6039 SP:Iteration 7Q (3245.920000 sec): 3 clusters Score: Raw -19285988.859386 + Penalty 5845.690571 = -19280143.168815 nChanged 6693 SP:Iteration 8F (3246.850000 sec): 3 clusters Score: Raw -19289325.680888 + Penalty 5845.690571 = -19283479.990317 nChanged 7404 SP:Iteration 9F (3247.750000 sec): 3 clusters Score: Raw -19293552.183994 + Penalty 5845.690571 = -19287706.493423 nChanged 7933 SP:Iteration 10F (3248.650000 sec): 3 clusters Score: Raw -19298538.246588 + Penalty 5845.690571 = -19292692.556017 nChanged 7789 SP:Iteration 11F (3249.540000 sec): 3 clusters Score: Raw -19303359.633453 + Penalty 5845.690571 = -19297513.942882 nChanged 6968 SP:Iteration 12F (3250.500000 sec): 3 clusters Score: Raw -19307204.019635 + Penalty 5845.690571 = -19301358.329064 nChanged 5785 SP:Iteration 13Q (3251.530000 sec): 3 clusters Score: Raw -19309902.855289 + Penalty 5845.690571 = -19304057.164718 nChanged 4376 SP:Iteration 14Q (3252.800000 sec): 3 clusters Score: Raw -19311574.564938 + Penalty 5845.690571 = -19305728.874367 nChanged 3199 SP:Iteration 15Q (3253.810000 sec): 3 clusters Score: Raw -19312475.627409 + Penalty 5845.690571 = -19306629.936838 nChanged 2228 SP:Iteration 16Q (3254.700000 sec): 3 clusters Score: Raw -19312905.767651 + Penalty 5845.690571 = -19307060.077080 nChanged 1440 SP:Iteration 17Q (3255.590000 sec): 3 clusters Score: Raw -19313109.575176 + Penalty 5845.690571 = -19307263.884605 nChanged 1025 SP:Iteration 18Q (3256.480000 sec): 3 clusters Score: Raw -19313236.880368 + Penalty 5845.690571 = -19307391.189797 nChanged 833 SP:Iteration 19Q (3257.340000 sec): 3 clusters Score: Raw -19313332.220292 + Penalty 5845.690571 = -19307486.529721 nChanged 721 SP:Iteration 20F (3258.260000 sec): 3 clusters Score: Raw -19313408.078430 + Penalty 5845.690571 = -19307562.387859 nChanged 650 SP:Iteration 21Q (3259.270000 sec): 3 clusters Score: Raw -19313474.364392 + Penalty 5845.690571 = -19307628.673821 nChanged 642 SP:Iteration 22Q (3260.190000 sec): 3 clusters Score: Raw -19313538.871417 + Penalty 5845.690571 = -19307693.180846 nChanged 616 SP:Iteration 23Q (3261.100000 sec): 3 clusters Score: Raw -19313597.623515 + Penalty 5845.690571 = -19307751.932944 nChanged 594 SP:Iteration 24Q (3262.010000 sec): 3 clusters Score: Raw -19313655.162826 + Penalty 5845.690571 = -19307809.472255 nChanged 577 SP:Iteration 25Q (3262.960000 sec): 3 clusters Score: Raw -19313711.447876 + Penalty 5845.690571 = -19307865.757305 nChanged 580 SP:Iteration 26Q (3263.960000 sec): 3 clusters Score: Raw -19313764.502576 + Penalty 5845.690571 = -19307918.812005 nChanged 573 SP:Iteration 27Q (3264.890000 sec): 3 clusters Score: Raw -19313817.434681 + Penalty 5845.690571 = -19307971.744110 nChanged 591 SP:Iteration 28Q (3265.830000 sec): 3 clusters Score: Raw -19313869.184354 + Penalty 5845.690571 = -19308023.493783 nChanged 557 SP:Iteration 29Q (3266.750000 sec): 3 clusters Score: Raw -19313919.136742 + Penalty 5845.690571 = -19308073.446171 nChanged 576 SP:Iteration 30Q (3267.630000 sec): 3 clusters Score: Raw -19313969.139196 + Penalty 5845.690571 = -19308123.448625 nChanged 584 SP:Iteration 31Q (3268.620000 sec): 3 clusters Score: Raw -19314017.321305 + Penalty 5845.690571 = -19308171.630734 nChanged 568 SP:Iteration 32Q (3269.700000 sec): 3 clusters Score: Raw -19314062.129519 + Penalty 5845.690571 = -19308216.438948 nChanged 573 SP:Iteration 33Q (3270.650000 sec): 3 clusters Score: Raw -19314104.631176 + Penalty 5845.690571 = -19308258.940605 nChanged 560 SP:Iteration 34Q (3271.640000 sec): 3 clusters Score: Raw -19314146.174762 + Penalty 5845.690571 = -19308300.484191 nChanged 564 SP:Iteration 35Q (3272.470000 sec): 3 clusters Score: Raw -19314189.726550 + Penalty 5845.690571 = -19308344.035979 nChanged 560 SP:Iteration 36Q (3273.400000 sec): 3 clusters Score: Raw -19314229.120724 + Penalty 5845.690571 = -19308383.430153 nChanged 534 SP:Iteration 37Q (3274.370000 sec): 3 clusters Score: Raw -19314266.165985 + Penalty 5845.690571 = -19308420.475414 nChanged 503 SP:Iteration 38Q (3275.320000 sec): 3 clusters Score: Raw -19314298.706117 + Penalty 5845.690571 = -19308453.015546 nChanged 484 SP:Iteration 39Q (3276.300000 sec): 3 clusters Score: Raw -19314331.288061 + Penalty 5845.690571 = -19308485.597490 nChanged 489 SP:Iteration 40F (3277.200000 sec): 3 clusters Score: Raw -19314364.011516 + Penalty 5845.690571 = -19308518.320945 nChanged 484 SP:Iteration 41Q (3278.300000 sec): 3 clusters Score: Raw -19314394.463172 + Penalty 5845.690571 = -19308548.772601 nChanged 481 SP:Iteration 42Q (3279.230000 sec): 3 clusters Score: Raw -19314423.722766 + Penalty 5845.690571 = -19308578.032195 nChanged 444 SP:Iteration 43Q (3280.190000 sec): 3 clusters Score: Raw -19314450.316548 + Penalty 5845.690571 = -19308604.625977 nChanged 452 SP:Iteration 44Q (3281.100000 sec): 3 clusters Score: Raw -19314476.831801 + Penalty 5845.690571 = -19308631.141230 nChanged 446 SP:Iteration 45Q (3282.020000 sec): 3 clusters Score: Raw -19314502.560748 + Penalty 5845.690571 = -19308656.870177 nChanged 406 SP:Iteration 46Q (3282.900000 sec): 3 clusters Score: Raw -19314526.893165 + Penalty 5845.690571 = -19308681.202594 nChanged 446 SP:Iteration 47Q (3283.860000 sec): 3 clusters Score: Raw -19314553.716755 + Penalty 5845.690571 = -19308708.026184 nChanged 425 SP:Iteration 48Q (3284.850000 sec): 3 clusters Score: Raw -19314577.758490 + Penalty 5845.690571 = -19308732.067919 nChanged 441 SP:Iteration 49Q (3285.790000 sec): 3 clusters Score: Raw -19314603.153470 + Penalty 5845.690571 = -19308757.462900 nChanged 432 SP:Iteration 50Q (3286.780000 sec): 3 clusters Score: Raw -19314629.322983 + Penalty 5845.690571 = -19308783.632412 nChanged 449 SP:Iteration 51Q (3287.840000 sec): 3 clusters Score: Raw -19314655.675161 + Penalty 5845.690571 = -19308809.984590 nChanged 442 SP:Iteration 52Q (3288.760000 sec): 3 clusters Score: Raw -19314680.186660 + Penalty 5845.690571 = -19308834.496089 nChanged 413 SP:Iteration 53Q (3289.660000 sec): 3 clusters Score: Raw -19314703.520561 + Penalty 5845.690571 = -19308857.829990 nChanged 418 SP:Iteration 54Q (3290.630000 sec): 3 clusters Score: Raw -19314727.853248 + Penalty 5845.690571 = -19308882.162677 nChanged 399 SP:Iteration 55Q (3291.580000 sec): 3 clusters Score: Raw -19314750.517502 + Penalty 5845.690571 = -19308904.826931 nChanged 393 SP:Iteration 56Q (3292.540000 sec): 3 clusters Score: Raw -19314773.757292 + Penalty 5845.690571 = -19308928.066722 nChanged 387 SP:Iteration 57Q (3293.500000 sec): 3 clusters Score: Raw -19314797.296695 + Penalty 5845.690571 = -19308951.606124 nChanged 388 SP:Iteration 58Q (3294.440000 sec): 3 clusters Score: Raw -19314819.012573 + Penalty 5845.690571 = -19308973.322002 nChanged 363 SP:Iteration 59Q (3295.400000 sec): 3 clusters Score: Raw -19314839.293602 + Penalty 5845.690571 = -19308993.603031 nChanged 380 SP:Iteration 60F (3296.330000 sec): 3 clusters Score: Raw -19314861.386716 + Penalty 5845.690571 = -19309015.696145 nChanged 391 SP:Iteration 61Q (3297.230000 sec): 3 clusters Score: Raw -19314883.592039 + Penalty 5845.690571 = -19309037.901468 nChanged 413 SP:Iteration 62Q (3298.100000 sec): 3 clusters Score: Raw -19314908.814311 + Penalty 5845.690571 = -19309063.123740 nChanged 415 SP:Iteration 63Q (3298.990000 sec): 3 clusters Score: Raw -19314932.886306 + Penalty 5845.690571 = -19309087.195735 nChanged 403 SP:Iteration 64Q (3300.090000 sec): 3 clusters Score: Raw -19314957.418586 + Penalty 5845.690571 = -19309111.728015 nChanged 411 SP:Iteration 65Q (3301.340000 sec): 3 clusters Score: Raw -19314981.702660 + Penalty 5845.690571 = -19309136.012090 nChanged 417 SP:Iteration 66Q (3302.470000 sec): 3 clusters Score: Raw -19315005.834457 + Penalty 5845.690571 = -19309160.143886 nChanged 386 SP:Iteration 67Q (3303.490000 sec): 3 clusters Score: Raw -19315026.401858 + Penalty 5845.690571 = -19309180.711288 nChanged 358 SP:Iteration 68Q (3304.430000 sec): 3 clusters Score: Raw -19315045.518000 + Penalty 5845.690571 = -19309199.827429 nChanged 379 SP:Iteration 69Q (3305.350000 sec): 3 clusters Score: Raw -19315066.580558 + Penalty 5845.690571 = -19309220.889987 nChanged 363 SP:Iteration 70Q (3306.250000 sec): 3 clusters Score: Raw -19315084.530870 + Penalty 5845.690571 = -19309238.840299 nChanged 342 SP:Iteration 71Q (3307.120000 sec): 3 clusters Score: Raw -19315101.514979 + Penalty 5845.690571 = -19309255.824408 nChanged 316 SP:Iteration 72Q (3308.010000 sec): 3 clusters Score: Raw -19315115.991918 + Penalty 5845.690571 = -19309270.301347 nChanged 298 SP:Iteration 73Q (3308.900000 sec): 3 clusters Score: Raw -19315130.069827 + Penalty 5845.690571 = -19309284.379256 nChanged 305 SP:Iteration 74Q (3309.780000 sec): 3 clusters Score: Raw -19315144.162104 + Penalty 5845.690571 = -19309298.471534 nChanged 275 SP:Iteration 75Q (3310.660000 sec): 3 clusters Score: Raw -19315156.283972 + Penalty 5845.690571 = -19309310.593401 nChanged 295 SP:Iteration 76Q (3311.600000 sec): 3 clusters Score: Raw -19315169.188561 + Penalty 5845.690571 = -19309323.497990 nChanged 283 SP:Iteration 77Q (3312.600000 sec): 3 clusters Score: Raw -19315183.128783 + Penalty 5845.690571 = -19309337.438212 nChanged 303 SP:Iteration 78Q (3313.540000 sec): 3 clusters Score: Raw -19315198.067654 + Penalty 5845.690571 = -19309352.377083 nChanged 307 SP:Iteration 79Q (3314.420000 sec): 3 clusters Score: Raw -19315213.339783 + Penalty 5845.690571 = -19309367.649212 nChanged 318 SP:Iteration 80F (3315.320000 sec): 3 clusters Score: Raw -19315229.472151 + Penalty 5845.690571 = -19309383.781580 nChanged 329 SP:Iteration 81Q (3316.190000 sec): 3 clusters Score: Raw -19315246.170154 + Penalty 5845.690571 = -19309400.479583 nChanged 330 SP:Iteration 82Q (3317.260000 sec): 3 clusters Score: Raw -19315262.651818 + Penalty 5845.690571 = -19309416.961247 nChanged 324 SP:Iteration 83Q (3318.150000 sec): 3 clusters Score: Raw -19315278.416483 + Penalty 5845.690571 = -19309432.725912 nChanged 318 SP:Iteration 84Q (3318.980000 sec): 3 clusters Score: Raw -19315294.665570 + Penalty 5845.690571 = -19309448.974999 nChanged 322 SP:Iteration 85Q (3319.810000 sec): 3 clusters Score: Raw -19315311.838051 + Penalty 5845.690571 = -19309466.147480 nChanged 384 SP:Iteration 86Q (3320.630000 sec): 3 clusters Score: Raw -19315333.013914 + Penalty 5845.690571 = -19309487.323343 nChanged 363 SP:Iteration 87Q (3321.440000 sec): 3 clusters Score: Raw -19315353.875082 + Penalty 5845.690571 = -19309508.184511 nChanged 381 SP:Iteration 88Q (3322.320000 sec): 3 clusters Score: Raw -19315375.323178 + Penalty 5845.690571 = -19309529.632607 nChanged 409 SP:Iteration 89Q (3323.300000 sec): 3 clusters Score: Raw -19315400.098977 + Penalty 5845.690571 = -19309554.408406 nChanged 420 SP:Iteration 90Q (3324.190000 sec): 3 clusters Score: Raw -19315426.418808 + Penalty 5845.690571 = -19309580.728237 nChanged 425 SP:Iteration 91Q (3325.100000 sec): 3 clusters Score: Raw -19315452.438495 + Penalty 5845.690571 = -19309606.747924 nChanged 396 SP:Iteration 92Q (3326.020000 sec): 3 clusters Score: Raw -19315476.945816 + Penalty 5845.690571 = -19309631.255245 nChanged 417 SP:Iteration 93Q (3326.940000 sec): 3 clusters Score: Raw -19315504.799907 + Penalty 5845.690571 = -19309659.109336 nChanged 440 SP:Iteration 94Q (3327.880000 sec): 3 clusters Score: Raw -19315533.693835 + Penalty 5845.690571 = -19309688.003264 nChanged 450 SP:Iteration 95Q (3328.760000 sec): 3 clusters Score: Raw -19315564.272746 + Penalty 5845.690571 = -19309718.582175 nChanged 477 SP:Iteration 96Q (3329.690000 sec): 3 clusters Score: Raw -19315597.703013 + Penalty 5845.690571 = -19309752.012442 nChanged 464 SP:Iteration 97Q (3330.600000 sec): 3 clusters Score: Raw -19315627.689128 + Penalty 5845.690571 = -19309781.998557 nChanged 439 SP:Iteration 98Q (3331.540000 sec): 3 clusters Score: Raw -19315657.874356 + Penalty 5845.690571 = -19309812.183785 nChanged 482 SP:Iteration 99Q (3332.480000 sec): 3 clusters Score: Raw -19315693.539298 + Penalty 5845.690571 = -19309847.848727 nChanged 497 SP:Iteration 100F (3333.340000 sec): 3 clusters Score: Raw -19315730.578595 + Penalty 5845.690571 = -19309884.888024 nChanged 520 SP:Iteration 101Q (3334.310000 sec): 3 clusters Score: Raw -19315771.257132 + Penalty 5845.690571 = -19309925.566561 nChanged 515 SP:Iteration 102Q (3335.170000 sec): 3 clusters Score: Raw -19315811.853155 + Penalty 5845.690571 = -19309966.162584 nChanged 504 SP:Iteration 103Q (3336.030000 sec): 3 clusters Score: Raw -19315854.441086 + Penalty 5845.690571 = -19310008.750515 nChanged 518 SP:Iteration 104Q (3336.930000 sec): 3 clusters Score: Raw -19315898.802897 + Penalty 5845.690571 = -19310053.112326 nChanged 490 SP:Iteration 105Q (3337.810000 sec): 3 clusters Score: Raw -19315940.043621 + Penalty 5845.690571 = -19310094.353050 nChanged 528 SP:Iteration 106Q (3338.720000 sec): 3 clusters Score: Raw -19315987.568182 + Penalty 5845.690571 = -19310141.877611 nChanged 548 SP:Iteration 107Q (3339.560000 sec): 3 clusters Score: Raw -19316036.227064 + Penalty 5845.690571 = -19310190.536493 nChanged 599 SP:Iteration 108Q (3340.370000 sec): 3 clusters Score: Raw -19316091.340273 + Penalty 5845.690571 = -19310245.649702 nChanged 624 SP:Iteration 109Q (3341.190000 sec): 3 clusters Score: Raw -19316154.629543 + Penalty 5845.690571 = -19310308.938972 nChanged 682 SP:Iteration 110Q (3342.000000 sec): 3 clusters Score: Raw -19316230.559685 + Penalty 5845.690571 = -19310384.869114 nChanged 697 SP:Iteration 111Q (3342.850000 sec): 3 clusters Score: Raw -19316306.036004 + Penalty 5845.690571 = -19310460.345433 nChanged 690 SP:Iteration 112Q (3343.730000 sec): 3 clusters Score: Raw -19316380.449255 + Penalty 5845.690571 = -19310534.758684 nChanged 741 SP:Iteration 113Q (3344.580000 sec): 3 clusters Score: Raw -19316461.736273 + Penalty 5845.690571 = -19310616.045702 nChanged 727 SP:Iteration 114Q (3345.400000 sec): 3 clusters Score: Raw -19316552.667820 + Penalty 5845.690571 = -19310706.977249 nChanged 825 SP:Iteration 115Q (3346.220000 sec): 3 clusters Score: Raw -19316663.254752 + Penalty 5845.690571 = -19310817.564181 nChanged 886 SP:Iteration 116Q (3347.260000 sec): 3 clusters Score: Raw -19316788.180028 + Penalty 5845.690571 = -19310942.489457 nChanged 926 SP:Iteration 117Q (3348.260000 sec): 3 clusters Score: Raw -19316926.295003 + Penalty 5845.690571 = -19311080.604432 nChanged 955 SP:Iteration 118Q (3349.200000 sec): 3 clusters Score: Raw -19317068.877592 + Penalty 5845.690571 = -19311223.187021 nChanged 977 SP:Iteration 119Q (3350.140000 sec): 3 clusters Score: Raw -19317232.391020 + Penalty 5845.690571 = -19311386.700449 nChanged 1074 SP:Iteration 120F (3351.020000 sec): 3 clusters Score: Raw -19317422.630228 + Penalty 5845.690571 = -19311576.939657 nChanged 1116 SP:Iteration 121Q (3351.900000 sec): 3 clusters Score: Raw -19317632.153133 + Penalty 5845.690571 = -19311786.462562 nChanged 1122 SP:Iteration 122Q (3352.730000 sec): 3 clusters Score: Raw -19317855.737914 + Penalty 5845.690571 = -19312010.047343 nChanged 1203 SP:Iteration 123Q (3353.590000 sec): 3 clusters Score: Raw -19318104.199658 + Penalty 5845.690571 = -19312258.509087 nChanged 1235 SP:Iteration 124Q (3354.480000 sec): 3 clusters Score: Raw -19318379.704218 + Penalty 5845.690571 = -19312534.013647 nChanged 1227 SP:Iteration 125Q (3355.350000 sec): 3 clusters Score: Raw -19318658.376637 + Penalty 5845.690571 = -19312812.686066 nChanged 1285 SP:Iteration 126Q (3356.190000 sec): 3 clusters Score: Raw -19318986.400011 + Penalty 5845.690571 = -19313140.709440 nChanged 1298 SP:Iteration 127Q (3357.070000 sec): 3 clusters Score: Raw -19319335.919348 + Penalty 5845.690571 = -19313490.228777 nChanged 1321 SP:Iteration 128Q (3357.920000 sec): 3 clusters Score: Raw -19319707.063115 + Penalty 5845.690571 = -19313861.372545 nChanged 1286 SP:Iteration 129Q (3358.700000 sec): 3 clusters Score: Raw -19320089.830044 + Penalty 5845.690571 = -19314244.139473 nChanged 1295 SP:Iteration 130Q (3359.530000 sec): 3 clusters Score: Raw -19320487.831778 + Penalty 5845.690571 = -19314642.141207 nChanged 1239 SP:Iteration 131Q (3360.500000 sec): 3 clusters Score: Raw -19320890.326599 + Penalty 5845.690571 = -19315044.636028 nChanged 1246 SP:Iteration 132Q (3361.400000 sec): 3 clusters Score: Raw -19321328.961085 + Penalty 5845.690571 = -19315483.270514 nChanged 1223 SP:Iteration 133Q (3362.310000 sec): 3 clusters Score: Raw -19321773.508731 + Penalty 5845.690571 = -19315927.818160 nChanged 1169 SP:Iteration 134Q (3363.180000 sec): 3 clusters Score: Raw -19322209.040618 + Penalty 5845.690571 = -19316363.350047 nChanged 1094 SP:Iteration 135Q (3364.120000 sec): 3 clusters Score: Raw -19322642.091018 + Penalty 5845.690571 = -19316796.400447 nChanged 1040 SP:Iteration 136Q (3365.030000 sec): 3 clusters Score: Raw -19323059.493870 + Penalty 5845.690571 = -19317213.803299 nChanged 944 SP:Iteration 137Q (3365.880000 sec): 3 clusters Score: Raw -19323460.133408 + Penalty 5845.690571 = -19317614.442838 nChanged 899 SP:Iteration 138Q (3366.730000 sec): 3 clusters Score: Raw -19323840.760637 + Penalty 5845.690571 = -19317995.070066 nChanged 690 SP:Iteration 139Q (3367.560000 sec): 3 clusters Score: Raw -19324126.207828 + Penalty 5845.690571 = -19318280.517258 nChanged 587 SP:Iteration 140F (3368.470000 sec): 3 clusters Score: Raw -19324383.490663 + Penalty 5845.690571 = -19318537.800092 nChanged 467 SP:Iteration 141Q (3369.280000 sec): 3 clusters Score: Raw -19324593.409498 + Penalty 5845.690571 = -19318747.718927 nChanged 388 SP:Iteration 142Q (3370.160000 sec): 3 clusters Score: Raw -19324779.042984 + Penalty 5845.690571 = -19318933.352413 nChanged 330 SP:Iteration 143Q (3370.920000 sec): 3 clusters Score: Raw -19324940.979492 + Penalty 5845.690571 = -19319095.288921 nChanged 258 SP:Iteration 144Q (3371.720000 sec): 3 clusters Score: Raw -19325077.043447 + Penalty 5845.690571 = -19319231.352876 nChanged 189 SP:Iteration 145Q (3372.560000 sec): 3 clusters Score: Raw -19325179.471570 + Penalty 5845.690571 = -19319333.780999 nChanged 141 SP:Iteration 146Q (3373.450000 sec): 3 clusters Score: Raw -19325253.929764 + Penalty 5845.690571 = -19319408.239193 nChanged 92 SP:Iteration 147Q (3374.320000 sec): 3 clusters Score: Raw -19325304.016131 + Penalty 5845.690571 = -19319458.325560 nChanged 82 SP:Iteration 148Q (3375.120000 sec): 3 clusters Score: Raw -19325347.512048 + Penalty 5845.690571 = -19319501.821477 nChanged 45 SP:Iteration 149Q (3375.940000 sec): 3 clusters Score: Raw -19325377.033873 + Penalty 5845.690571 = -19319531.343302 nChanged 39 SP:Iteration 150Q (3376.760000 sec): 3 clusters Score: Raw -19325396.026832 + Penalty 5845.690571 = -19319550.336262 nChanged 28 SP:Iteration 151Q (3377.580000 sec): 3 clusters Score: Raw -19325408.345536 + Penalty 5845.690571 = -19319562.654965 nChanged 18 SP:Iteration 152Q (3378.310000 sec): 3 clusters Score: Raw -19325415.524151 + Penalty 5845.690571 = -19319569.833580 nChanged 12 SP:Iteration 153Q (3379.140000 sec): 3 clusters Score: Raw -19325420.673654 + Penalty 5845.690571 = -19319574.983083 nChanged 7 SP:Iteration 154Q (3379.980000 sec): 3 clusters Score: Raw -19325423.784452 + Penalty 5845.690571 = -19319578.093881 nChanged 7 SP:Iteration 155Q (3380.830000 sec): 3 clusters Score: Raw -19325426.301095 + Penalty 5845.690571 = -19319580.610524 nChanged 5 SP:Iteration 156Q (3381.640000 sec): 3 clusters Score: Raw -19325428.357781 + Penalty 5845.690571 = -19319582.667210 nChanged 2 SP:Iteration 157Q (3382.490000 sec): 3 clusters Score: Raw -19325428.927187 + Penalty 5845.690571 = -19319583.236616 nChanged 2 SP:Iteration 158Q (3383.250000 sec): 3 clusters Score: Raw -19325429.536827 + Penalty 5845.690571 = -19319583.846256 nChanged 6 SP:Iteration 159Q (3384.030000 sec): 3 clusters Score: Raw -19325431.792139 + Penalty 5845.690571 = -19319586.101568 nChanged 6 SP:Iteration 160F (3384.820000 sec): 3 clusters Score: Raw -19325434.252141 + Penalty 5845.690571 = -19319588.561570 nChanged 3 SP:Iteration 161Q (3385.590000 sec): 3 clusters Score: Raw -19325434.945589 + Penalty 5845.690571 = -19319589.255018 nChanged 1 SP:Iteration 162Q (3386.380000 sec): 3 clusters Score: Raw -19325435.324555 + Penalty 5845.690571 = -19319589.633985 nChanged 2 SP:Iteration 163Q (3387.120000 sec): 3 clusters Score: Raw -19325435.723399 + Penalty 5845.690571 = -19319590.032828 nChanged 0 SP:Iteration 164F (3387.970000 sec): 3 clusters Score: Raw -19325435.723399 + Penalty 5845.690571 = -19319590.032828 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 24 (13524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3388.150000 sec): 2 clusters Score: Raw -1922386.993193 + Penalty 2359.030849 = -1920027.962344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3388.460000 sec): 3 clusters Score: Raw -1914787.299631 + Penalty 4718.061697 = -1910069.237933 nChanged 5738 SP:Iteration 1F (3388.770000 sec): 3 clusters Score: Raw -1917799.531322 + Penalty 4718.061697 = -1913081.469625 nChanged 796 SP:Iteration 2F (3389.030000 sec): 3 clusters Score: Raw -1918116.428557 + Penalty 4718.061697 = -1913398.366859 nChanged 640 SP:Iteration 3Q (3389.280000 sec): 3 clusters Score: Raw -1918372.234774 + Penalty 4718.061697 = -1913654.173077 nChanged 582 SP:Iteration 4Q (3389.590000 sec): 3 clusters Score: Raw -1918607.005554 + Penalty 4718.061697 = -1913888.943857 nChanged 560 SP:Iteration 5Q (3389.840000 sec): 3 clusters Score: Raw -1918873.975313 + Penalty 4718.061697 = -1914155.913616 nChanged 586 SP:Iteration 6Q (3390.140000 sec): 3 clusters Score: Raw -1919191.841891 + Penalty 4718.061697 = -1914473.780193 nChanged 628 SP:Iteration 7Q (3390.460000 sec): 3 clusters Score: Raw -1919559.659904 + Penalty 4718.061697 = -1914841.598206 nChanged 654 SP:Iteration 8Q (3390.720000 sec): 3 clusters Score: Raw -1919924.280525 + Penalty 4718.061697 = -1915206.218828 nChanged 664 SP:Iteration 9Q (3390.990000 sec): 3 clusters Score: Raw -1920299.896078 + Penalty 4718.061697 = -1915581.834381 nChanged 632 SP:Iteration 10Q (3391.310000 sec): 3 clusters Score: Raw -1920673.918310 + Penalty 4718.061697 = -1915955.856612 nChanged 595 SP:Iteration 11Q (3391.530000 sec): 3 clusters Score: Raw -1921011.583090 + Penalty 4718.061697 = -1916293.521393 nChanged 541 SP:Iteration 12Q (3391.780000 sec): 3 clusters Score: Raw -1921302.800765 + Penalty 4718.061697 = -1916584.739068 nChanged 463 SP:Iteration 13Q (3392.030000 sec): 3 clusters Score: Raw -1921574.616733 + Penalty 4718.061697 = -1916856.555036 nChanged 435 SP:Iteration 14Q (3392.360000 sec): 3 clusters Score: Raw -1921851.211731 + Penalty 4718.061697 = -1917133.150034 nChanged 379 SP:Iteration 15Q (3392.590000 sec): 3 clusters Score: Raw -1922100.657819 + Penalty 4718.061697 = -1917382.596122 nChanged 331 SP:Iteration 16Q (3392.860000 sec): 3 clusters Score: Raw -1922344.035301 + Penalty 4718.061697 = -1917625.973604 nChanged 265 SP:Iteration 17Q (3393.070000 sec): 3 clusters Score: Raw -1922566.173953 + Penalty 4718.061697 = -1917848.112256 nChanged 217 SP:Iteration 18Q (3393.360000 sec): 3 clusters Score: Raw -1922753.489385 + Penalty 4718.061697 = -1918035.427688 nChanged 150 SP:Iteration 19Q (3393.610000 sec): 3 clusters Score: Raw -1922917.172581 + Penalty 4718.061697 = -1918199.110884 nChanged 107 SP:Iteration 20F (3393.840000 sec): 3 clusters Score: Raw -1923029.656790 + Penalty 4718.061697 = -1918311.595092 nChanged 88 SP:Iteration 21Q (3394.080000 sec): 3 clusters Score: Raw -1923107.427588 + Penalty 4718.061697 = -1918389.365890 nChanged 67 SP:Iteration 22Q (3394.270000 sec): 3 clusters Score: Raw -1923159.359718 + Penalty 4718.061697 = -1918441.298021 nChanged 53 SP:Iteration 23Q (3394.540000 sec): 3 clusters Score: Raw -1923203.300596 + Penalty 4718.061697 = -1918485.238899 nChanged 34 SP:Iteration 24Q (3394.730000 sec): 3 clusters Score: Raw -1923223.937368 + Penalty 4718.061697 = -1918505.875671 nChanged 18 SP:Iteration 25Q (3394.960000 sec): 3 clusters Score: Raw -1923230.576035 + Penalty 4718.061697 = -1918512.514338 nChanged 11 SP:Iteration 26Q (3395.200000 sec): 3 clusters Score: Raw -1923234.734080 + Penalty 4718.061697 = -1918516.672383 nChanged 10 SP:Iteration 27Q (3395.500000 sec): 3 clusters Score: Raw -1923241.728023 + Penalty 4718.061697 = -1918523.666326 nChanged 9 SP:Iteration 28Q (3395.740000 sec): 3 clusters Score: Raw -1923247.136940 + Penalty 4718.061697 = -1918529.075243 nChanged 7 SP:Iteration 29Q (3396.050000 sec): 3 clusters Score: Raw -1923251.966555 + Penalty 4718.061697 = -1918533.904858 nChanged 8 SP:Iteration 30Q (3396.300000 sec): 3 clusters Score: Raw -1923256.554387 + Penalty 4718.061697 = -1918538.492690 nChanged 5 SP:Iteration 31Q (3396.530000 sec): 3 clusters Score: Raw -1923261.249566 + Penalty 4718.061697 = -1918543.187869 nChanged 10 SP:Iteration 32Q (3396.810000 sec): 3 clusters Score: Raw -1923271.175844 + Penalty 4718.061697 = -1918553.114147 nChanged 11 SP:Iteration 33Q (3397.040000 sec): 3 clusters Score: Raw -1923278.679617 + Penalty 4718.061697 = -1918560.617920 nChanged 5 SP:Iteration 34Q (3397.280000 sec): 3 clusters Score: Raw -1923280.445511 + Penalty 4718.061697 = -1918562.383813 nChanged 2 SP:Iteration 35Q (3397.550000 sec): 3 clusters Score: Raw -1923281.251005 + Penalty 4718.061697 = -1918563.189307 nChanged 2 SP:Iteration 36Q (3397.870000 sec): 3 clusters Score: Raw -1923282.453636 + Penalty 4718.061697 = -1918564.391939 nChanged 2 SP:Iteration 37Q (3398.080000 sec): 3 clusters Score: Raw -1923282.998729 + Penalty 4718.061697 = -1918564.937031 nChanged 1 SP:Iteration 38Q (3398.330000 sec): 3 clusters Score: Raw -1923283.617573 + Penalty 4718.061697 = -1918565.555875 nChanged 2 SP:Iteration 39Q (3398.630000 sec): 3 clusters Score: Raw -1923285.045853 + Penalty 4718.061697 = -1918566.984155 nChanged 1 SP:Iteration 40F (3398.900000 sec): 3 clusters Score: Raw -1923285.668002 + Penalty 4718.061697 = -1918567.606305 nChanged 3 SP:Iteration 41Q (3399.150000 sec): 3 clusters Score: Raw -1923287.097932 + Penalty 4718.061697 = -1918569.036235 nChanged 1 SP:Iteration 42Q (3399.360000 sec): 3 clusters Score: Raw -1923287.580634 + Penalty 4718.061697 = -1918569.518937 nChanged 2 SP:Iteration 43Q (3399.640000 sec): 3 clusters Score: Raw -1923288.125195 + Penalty 4718.061697 = -1918570.063498 nChanged 3 SP:Iteration 44Q (3399.870000 sec): 3 clusters Score: Raw -1923290.154264 + Penalty 4718.061697 = -1918572.092567 nChanged 6 SP:Iteration 45Q (3400.080000 sec): 3 clusters Score: Raw -1923293.873588 + Penalty 4718.061697 = -1918575.811891 nChanged 1 SP:Iteration 46Q (3400.320000 sec): 3 clusters Score: Raw -1923294.073132 + Penalty 4718.061697 = -1918576.011435 nChanged 1 SP:Iteration 47Q (3400.590000 sec): 3 clusters Score: Raw -1923294.777595 + Penalty 4718.061697 = -1918576.715898 nChanged 0 SP:Iteration 48F (3400.870000 sec): 3 clusters Score: Raw -1923294.777595 + Penalty 4718.061697 = -1918576.715898 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 26 (1816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3400.950000 sec): 2 clusters Score: Raw -243484.091670 + Penalty 1861.089107 = -241623.002563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3401.170000 sec): 3 clusters Score: Raw -242817.646312 + Penalty 3722.178213 = -239095.468098 nChanged 564 SP:Iteration 1F (3401.330000 sec): 3 clusters Score: Raw -243358.892133 + Penalty 3722.178213 = -239636.713920 nChanged 159 SP:Iteration 2F (3401.510000 sec): 3 clusters Score: Raw -243590.052136 + Penalty 3722.178213 = -239867.873922 nChanged 114 SP:Iteration 3F (3401.650000 sec): 3 clusters Score: Raw -243773.525423 + Penalty 3722.178213 = -240051.347209 nChanged 91 SP:Iteration 4F (3401.850000 sec): 3 clusters Score: Raw -243902.819098 + Penalty 3722.178213 = -240180.640885 nChanged 73 SP:Iteration 5Q (3402.000000 sec): 3 clusters Score: Raw -244009.811305 + Penalty 3722.178213 = -240287.633092 nChanged 59 SP:Iteration 6Q (3402.210000 sec): 3 clusters Score: Raw -244115.501663 + Penalty 3722.178213 = -240393.323450 nChanged 58 SP:Iteration 7Q (3402.350000 sec): 3 clusters Score: Raw -244203.178603 + Penalty 3722.178213 = -240481.000390 nChanged 44 SP:Iteration 8Q (3402.490000 sec): 3 clusters Score: Raw -244251.974496 + Penalty 3722.178213 = -240529.796283 nChanged 31 SP:Iteration 9Q (3402.690000 sec): 3 clusters Score: Raw -244288.471679 + Penalty 3722.178213 = -240566.293465 nChanged 33 SP:Iteration 10Q (3402.860000 sec): 3 clusters Score: Raw -244320.867738 + Penalty 3722.178213 = -240598.689524 nChanged 19 SP:Iteration 11Q (3403.010000 sec): 3 clusters Score: Raw -244338.456274 + Penalty 3722.178213 = -240616.278060 nChanged 21 SP:Iteration 12Q (3403.170000 sec): 3 clusters Score: Raw -244366.403731 + Penalty 3722.178213 = -240644.225518 nChanged 25 SP:Iteration 13Q (3403.370000 sec): 3 clusters Score: Raw -244395.926321 + Penalty 3722.178213 = -240673.748108 nChanged 26 SP:Iteration 14Q (3403.580000 sec): 3 clusters Score: Raw -244427.060569 + Penalty 3722.178213 = -240704.882356 nChanged 24 SP:Iteration 15Q (3403.760000 sec): 3 clusters Score: Raw -244455.599322 + Penalty 3722.178213 = -240733.421109 nChanged 20 SP:Iteration 16Q (3403.910000 sec): 3 clusters Score: Raw -244480.888762 + Penalty 3722.178213 = -240758.710549 nChanged 22 SP:Iteration 17Q (3404.160000 sec): 3 clusters Score: Raw -244513.690124 + Penalty 3722.178213 = -240791.511911 nChanged 27 SP:Iteration 18Q (3404.300000 sec): 3 clusters Score: Raw -244553.691036 + Penalty 3722.178213 = -240831.512822 nChanged 18 SP:Iteration 19Q (3404.510000 sec): 3 clusters Score: Raw -244574.361315 + Penalty 3722.178213 = -240852.183101 nChanged 15 SP:Iteration 20F (3404.700000 sec): 3 clusters Score: Raw -244590.061407 + Penalty 3722.178213 = -240867.883194 nChanged 10 SP:Iteration 21Q (3404.910000 sec): 3 clusters Score: Raw -244603.563486 + Penalty 3722.178213 = -240881.385272 nChanged 13 SP:Iteration 22Q (3405.110000 sec): 3 clusters Score: Raw -244615.588752 + Penalty 3722.178213 = -240893.410539 nChanged 6 SP:Iteration 23Q (3405.290000 sec): 3 clusters Score: Raw -244619.827429 + Penalty 3722.178213 = -240897.649216 nChanged 2 SP:Iteration 24Q (3405.500000 sec): 3 clusters Score: Raw -244622.480030 + Penalty 3722.178213 = -240900.301816 nChanged 3 SP:Iteration 25Q (3405.710000 sec): 3 clusters Score: Raw -244626.125590 + Penalty 3722.178213 = -240903.947377 nChanged 3 SP:Iteration 26Q (3405.910000 sec): 3 clusters Score: Raw -244629.653707 + Penalty 3722.178213 = -240907.475493 nChanged 5 SP:Iteration 27Q (3406.070000 sec): 3 clusters Score: Raw -244634.308080 + Penalty 3722.178213 = -240912.129867 nChanged 4 SP:Iteration 28Q (3406.230000 sec): 3 clusters Score: Raw -244637.200389 + Penalty 3722.178213 = -240915.022176 nChanged 3 SP:Iteration 29Q (3406.460000 sec): 3 clusters Score: Raw -244638.795791 + Penalty 3722.178213 = -240916.617578 nChanged 2 SP:Iteration 30Q (3406.650000 sec): 3 clusters Score: Raw -244640.294398 + Penalty 3722.178213 = -240918.116184 nChanged 2 SP:Iteration 31Q (3406.810000 sec): 3 clusters Score: Raw -244642.377406 + Penalty 3722.178213 = -240920.199192 nChanged 1 SP:Iteration 32Q (3406.960000 sec): 3 clusters Score: Raw -244642.703958 + Penalty 3722.178213 = -240920.525745 nChanged 0 SP:Iteration 33F (3407.130000 sec): 3 clusters Score: Raw -244642.703958 + Penalty 3722.178213 = -240920.525745 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 27 (6814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3407.260000 sec): 2 clusters Score: Raw -920431.077925 + Penalty 2189.030180 = -918242.047744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3407.500000 sec): 3 clusters Score: Raw -916990.094905 + Penalty 4378.060361 = -912612.034544 nChanged 2749 SP:Iteration 1F (3407.730000 sec): 3 clusters Score: Raw -918700.795861 + Penalty 4378.060361 = -914322.735500 nChanged 605 SP:Iteration 2F (3407.960000 sec): 3 clusters Score: Raw -919191.686495 + Penalty 4378.060361 = -914813.626134 nChanged 488 SP:Iteration 3F (3408.200000 sec): 3 clusters Score: Raw -919596.192191 + Penalty 4378.060361 = -915218.131830 nChanged 417 SP:Iteration 4F (3408.440000 sec): 3 clusters Score: Raw -919882.483545 + Penalty 4378.060361 = -915504.423184 nChanged 316 SP:Iteration 5Q (3408.650000 sec): 3 clusters Score: Raw -920082.138891 + Penalty 4378.060361 = -915704.078530 nChanged 254 SP:Iteration 6Q (3408.900000 sec): 3 clusters Score: Raw -920224.516237 + Penalty 4378.060361 = -915846.455876 nChanged 199 SP:Iteration 7Q (3409.130000 sec): 3 clusters Score: Raw -920322.261289 + Penalty 4378.060361 = -915944.200928 nChanged 148 SP:Iteration 8Q (3409.370000 sec): 3 clusters Score: Raw -920384.831989 + Penalty 4378.060361 = -916006.771628 nChanged 134 SP:Iteration 9Q (3409.600000 sec): 3 clusters Score: Raw -920435.344799 + Penalty 4378.060361 = -916057.284439 nChanged 114 SP:Iteration 10Q (3409.810000 sec): 3 clusters Score: Raw -920480.417017 + Penalty 4378.060361 = -916102.356657 nChanged 102 SP:Iteration 11Q (3410.060000 sec): 3 clusters Score: Raw -920513.149379 + Penalty 4378.060361 = -916135.089018 nChanged 90 SP:Iteration 12Q (3410.240000 sec): 3 clusters Score: Raw -920545.673464 + Penalty 4378.060361 = -916167.613103 nChanged 86 SP:Iteration 13Q (3410.500000 sec): 3 clusters Score: Raw -920579.359070 + Penalty 4378.060361 = -916201.298709 nChanged 83 SP:Iteration 14Q (3410.690000 sec): 3 clusters Score: Raw -920603.513737 + Penalty 4378.060361 = -916225.453376 nChanged 73 SP:Iteration 15Q (3410.910000 sec): 3 clusters Score: Raw -920626.633408 + Penalty 4378.060361 = -916248.573048 nChanged 65 SP:Iteration 16Q (3411.110000 sec): 3 clusters Score: Raw -920652.029235 + Penalty 4378.060361 = -916273.968874 nChanged 82 SP:Iteration 17Q (3411.340000 sec): 3 clusters Score: Raw -920685.695175 + Penalty 4378.060361 = -916307.634814 nChanged 75 SP:Iteration 18Q (3411.560000 sec): 3 clusters Score: Raw -920728.528349 + Penalty 4378.060361 = -916350.467988 nChanged 84 SP:Iteration 19Q (3411.760000 sec): 3 clusters Score: Raw -920775.818322 + Penalty 4378.060361 = -916397.757962 nChanged 93 SP:Iteration 20F (3411.970000 sec): 3 clusters Score: Raw -920827.169388 + Penalty 4378.060361 = -916449.109027 nChanged 85 SP:Iteration 21Q (3412.190000 sec): 3 clusters Score: Raw -920882.411528 + Penalty 4378.060361 = -916504.351167 nChanged 91 SP:Iteration 22Q (3412.470000 sec): 3 clusters Score: Raw -920922.471972 + Penalty 4378.060361 = -916544.411611 nChanged 88 SP:Iteration 23Q (3412.640000 sec): 3 clusters Score: Raw -920957.532298 + Penalty 4378.060361 = -916579.471938 nChanged 76 SP:Iteration 24Q (3412.860000 sec): 3 clusters Score: Raw -920989.191461 + Penalty 4378.060361 = -916611.131101 nChanged 79 SP:Iteration 25Q (3413.070000 sec): 3 clusters Score: Raw -921030.636636 + Penalty 4378.060361 = -916652.576275 nChanged 90 SP:Iteration 26Q (3413.290000 sec): 3 clusters Score: Raw -921075.836086 + Penalty 4378.060361 = -916697.775725 nChanged 76 SP:Iteration 27Q (3413.510000 sec): 3 clusters Score: Raw -921105.666214 + Penalty 4378.060361 = -916727.605854 nChanged 70 SP:Iteration 28Q (3413.690000 sec): 3 clusters Score: Raw -921129.797771 + Penalty 4378.060361 = -916751.737410 nChanged 54 SP:Iteration 29Q (3413.910000 sec): 3 clusters Score: Raw -921146.696393 + Penalty 4378.060361 = -916768.636032 nChanged 50 SP:Iteration 30Q (3414.170000 sec): 3 clusters Score: Raw -921162.313065 + Penalty 4378.060361 = -916784.252704 nChanged 40 SP:Iteration 31Q (3414.360000 sec): 3 clusters Score: Raw -921178.490179 + Penalty 4378.060361 = -916800.429818 nChanged 47 SP:Iteration 32Q (3414.590000 sec): 3 clusters Score: Raw -921197.875777 + Penalty 4378.060361 = -916819.815416 nChanged 52 SP:Iteration 33Q (3414.850000 sec): 3 clusters Score: Raw -921219.672133 + Penalty 4378.060361 = -916841.611773 nChanged 53 SP:Iteration 34Q (3415.090000 sec): 3 clusters Score: Raw -921247.237094 + Penalty 4378.060361 = -916869.176733 nChanged 47 SP:Iteration 35Q (3415.330000 sec): 3 clusters Score: Raw -921268.573935 + Penalty 4378.060361 = -916890.513574 nChanged 35 SP:Iteration 36Q (3415.550000 sec): 3 clusters Score: Raw -921283.137592 + Penalty 4378.060361 = -916905.077231 nChanged 36 SP:Iteration 37Q (3415.780000 sec): 3 clusters Score: Raw -921298.089172 + Penalty 4378.060361 = -916920.028811 nChanged 38 SP:Iteration 38Q (3415.990000 sec): 3 clusters Score: Raw -921317.030226 + Penalty 4378.060361 = -916938.969865 nChanged 36 SP:Iteration 39Q (3416.240000 sec): 3 clusters Score: Raw -921331.586556 + Penalty 4378.060361 = -916953.526195 nChanged 31 SP:Iteration 40F (3416.430000 sec): 3 clusters Score: Raw -921343.226914 + Penalty 4378.060361 = -916965.166553 nChanged 35 SP:Iteration 41Q (3416.680000 sec): 3 clusters Score: Raw -921355.739645 + Penalty 4378.060361 = -916977.679284 nChanged 34 SP:Iteration 42Q (3416.930000 sec): 3 clusters Score: Raw -921369.249726 + Penalty 4378.060361 = -916991.189366 nChanged 28 SP:Iteration 43Q (3417.120000 sec): 3 clusters Score: Raw -921380.442320 + Penalty 4378.060361 = -917002.381959 nChanged 35 SP:Iteration 44Q (3417.330000 sec): 3 clusters Score: Raw -921395.785253 + Penalty 4378.060361 = -917017.724892 nChanged 31 SP:Iteration 45Q (3417.520000 sec): 3 clusters Score: Raw -921407.182245 + Penalty 4378.060361 = -917029.121884 nChanged 30 SP:Iteration 46Q (3417.760000 sec): 3 clusters Score: Raw -921418.904086 + Penalty 4378.060361 = -917040.843725 nChanged 26 SP:Iteration 47Q (3417.980000 sec): 3 clusters Score: Raw -921431.137148 + Penalty 4378.060361 = -917053.076788 nChanged 27 SP:Iteration 48Q (3418.190000 sec): 3 clusters Score: Raw -921443.169939 + Penalty 4378.060361 = -917065.109578 nChanged 31 SP:Iteration 49Q (3418.400000 sec): 3 clusters Score: Raw -921456.227089 + Penalty 4378.060361 = -917078.166729 nChanged 23 SP:Iteration 50Q (3418.640000 sec): 3 clusters Score: Raw -921463.102258 + Penalty 4378.060361 = -917085.041898 nChanged 22 SP:Iteration 51Q (3418.830000 sec): 3 clusters Score: Raw -921470.434570 + Penalty 4378.060361 = -917092.374209 nChanged 14 SP:Iteration 52Q (3419.040000 sec): 3 clusters Score: Raw -921475.189784 + Penalty 4378.060361 = -917097.129424 nChanged 13 SP:Iteration 53Q (3419.240000 sec): 3 clusters Score: Raw -921478.790012 + Penalty 4378.060361 = -917100.729651 nChanged 10 SP:Iteration 54Q (3419.490000 sec): 3 clusters Score: Raw -921483.430339 + Penalty 4378.060361 = -917105.369978 nChanged 13 SP:Iteration 55Q (3419.690000 sec): 3 clusters Score: Raw -921486.968393 + Penalty 4378.060361 = -917108.908032 nChanged 10 SP:Iteration 56Q (3419.920000 sec): 3 clusters Score: Raw -921492.219079 + Penalty 4378.060361 = -917114.158718 nChanged 6 SP:Iteration 57Q (3420.130000 sec): 3 clusters Score: Raw -921493.361087 + Penalty 4378.060361 = -917115.300726 nChanged 1 SP:Iteration 58Q (3420.340000 sec): 3 clusters Score: Raw -921493.397845 + Penalty 4378.060361 = -917115.337484 nChanged 0 SP:Iteration 59F (3420.590000 sec): 3 clusters Score: Raw -921493.397845 + Penalty 4378.060361 = -917115.337484 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 28 (1647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3420.710000 sec): 2 clusters Score: Raw -219750.493558 + Penalty 1836.864261 = -217913.629297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3420.840000 sec): 3 clusters Score: Raw -219197.469743 + Penalty 3673.728522 = -215523.741220 nChanged 500 SP:Iteration 1F (3421.020000 sec): 3 clusters Score: Raw -219619.432266 + Penalty 3673.728522 = -215945.703743 nChanged 111 SP:Iteration 2F (3421.190000 sec): 3 clusters Score: Raw -219744.536814 + Penalty 3673.728522 = -216070.808291 nChanged 74 SP:Iteration 3Q (3421.350000 sec): 3 clusters Score: Raw -219820.219625 + Penalty 3673.728522 = -216146.491103 nChanged 40 SP:Iteration 4Q (3421.490000 sec): 3 clusters Score: Raw -219855.315977 + Penalty 3673.728522 = -216181.587454 nChanged 23 SP:Iteration 5Q (3421.710000 sec): 3 clusters Score: Raw -219879.394224 + Penalty 3673.728522 = -216205.665702 nChanged 22 SP:Iteration 6Q (3421.870000 sec): 3 clusters Score: Raw -219900.917884 + Penalty 3673.728522 = -216227.189362 nChanged 23 SP:Iteration 7Q (3422.080000 sec): 3 clusters Score: Raw -219926.816274 + Penalty 3673.728522 = -216253.087751 nChanged 23 SP:Iteration 8Q (3422.240000 sec): 3 clusters Score: Raw -219947.678724 + Penalty 3673.728522 = -216273.950202 nChanged 23 SP:Iteration 9Q (3422.370000 sec): 3 clusters Score: Raw -219966.666246 + Penalty 3673.728522 = -216292.937724 nChanged 19 SP:Iteration 10Q (3422.560000 sec): 3 clusters Score: Raw -219988.251984 + Penalty 3673.728522 = -216314.523462 nChanged 20 SP:Iteration 11Q (3422.720000 sec): 3 clusters Score: Raw -220013.049599 + Penalty 3673.728522 = -216339.321077 nChanged 23 SP:Iteration 12Q (3422.880000 sec): 3 clusters Score: Raw -220039.583838 + Penalty 3673.728522 = -216365.855315 nChanged 21 SP:Iteration 13Q (3423.110000 sec): 3 clusters Score: Raw -220066.032873 + Penalty 3673.728522 = -216392.304351 nChanged 24 SP:Iteration 14Q (3423.280000 sec): 3 clusters Score: Raw -220092.563713 + Penalty 3673.728522 = -216418.835191 nChanged 24 SP:Iteration 15Q (3423.480000 sec): 3 clusters Score: Raw -220116.782127 + Penalty 3673.728522 = -216443.053605 nChanged 31 SP:Iteration 16Q (3423.680000 sec): 3 clusters Score: Raw -220156.211107 + Penalty 3673.728522 = -216482.482585 nChanged 30 SP:Iteration 17Q (3423.930000 sec): 3 clusters Score: Raw -220191.356569 + Penalty 3673.728522 = -216517.628047 nChanged 29 SP:Iteration 18Q (3424.100000 sec): 3 clusters Score: Raw -220221.540923 + Penalty 3673.728522 = -216547.812401 nChanged 21 SP:Iteration 19Q (3424.340000 sec): 3 clusters Score: Raw -220240.391006 + Penalty 3673.728522 = -216566.662483 nChanged 15 SP:Iteration 20F (3424.490000 sec): 3 clusters Score: Raw -220256.578094 + Penalty 3673.728522 = -216582.849572 nChanged 18 SP:Iteration 21Q (3424.670000 sec): 3 clusters Score: Raw -220274.395988 + Penalty 3673.728522 = -216600.667466 nChanged 17 SP:Iteration 22Q (3424.840000 sec): 3 clusters Score: Raw -220294.595575 + Penalty 3673.728522 = -216620.867053 nChanged 20 SP:Iteration 23Q (3425.020000 sec): 3 clusters Score: Raw -220316.403135 + Penalty 3673.728522 = -216642.674613 nChanged 23 SP:Iteration 24Q (3425.230000 sec): 3 clusters Score: Raw -220344.825577 + Penalty 3673.728522 = -216671.097055 nChanged 23 SP:Iteration 25Q (3425.430000 sec): 3 clusters Score: Raw -220382.469956 + Penalty 3673.728522 = -216708.741434 nChanged 27 SP:Iteration 26Q (3425.650000 sec): 3 clusters Score: Raw -220434.951301 + Penalty 3673.728522 = -216761.222779 nChanged 33 SP:Iteration 27Q (3425.810000 sec): 3 clusters Score: Raw -220521.029492 + Penalty 3673.728522 = -216847.300970 nChanged 32 SP:Iteration 28Q (3426.010000 sec): 3 clusters Score: Raw -220610.283798 + Penalty 3673.728522 = -216936.555276 nChanged 35 SP:Iteration 29Q (3426.210000 sec): 3 clusters Score: Raw -220678.280921 + Penalty 3673.728522 = -217004.552399 nChanged 34 SP:Iteration 30Q (3426.390000 sec): 3 clusters Score: Raw -220725.099439 + Penalty 3673.728522 = -217051.370917 nChanged 22 SP:Iteration 31Q (3426.610000 sec): 3 clusters Score: Raw -220752.936552 + Penalty 3673.728522 = -217079.208030 nChanged 15 SP:Iteration 32Q (3426.780000 sec): 3 clusters Score: Raw -220777.224038 + Penalty 3673.728522 = -217103.495516 nChanged 14 SP:Iteration 33Q (3426.980000 sec): 3 clusters Score: Raw -220797.066553 + Penalty 3673.728522 = -217123.338031 nChanged 11 SP:Iteration 34Q (3427.180000 sec): 3 clusters Score: Raw -220810.926446 + Penalty 3673.728522 = -217137.197924 nChanged 5 SP:Iteration 35Q (3427.300000 sec): 3 clusters Score: Raw -220815.505145 + Penalty 3673.728522 = -217141.776623 nChanged 3 SP:Iteration 36Q (3427.520000 sec): 3 clusters Score: Raw -220818.076770 + Penalty 3673.728522 = -217144.348248 nChanged 2 SP:Iteration 37Q (3427.760000 sec): 3 clusters Score: Raw -220819.305868 + Penalty 3673.728522 = -217145.577346 nChanged 1 SP:Iteration 38Q (3427.950000 sec): 3 clusters Score: Raw -220819.739009 + Penalty 3673.728522 = -217146.010486 nChanged 0 SP:Iteration 39F (3428.120000 sec): 3 clusters Score: Raw -220819.739009 + Penalty 3673.728522 = -217146.010486 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 29 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3428.260000 sec): 2 clusters Score: Raw -506885.338603 + Penalty 2025.010181 = -504860.328422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3428.490000 sec): 3 clusters Score: Raw -505341.828317 + Penalty 4050.020362 = -501291.807955 nChanged 1270 SP:Iteration 1F (3428.670000 sec): 3 clusters Score: Raw -506099.287198 + Penalty 4050.020362 = -502049.266837 nChanged 232 SP:Iteration 2F (3428.820000 sec): 3 clusters Score: Raw -506237.542193 + Penalty 4050.020362 = -502187.521831 nChanged 144 SP:Iteration 3Q (3429.030000 sec): 3 clusters Score: Raw -506330.953160 + Penalty 4050.020362 = -502280.932799 nChanged 126 SP:Iteration 4Q (3429.260000 sec): 3 clusters Score: Raw -506405.907141 + Penalty 4050.020362 = -502355.886780 nChanged 102 SP:Iteration 5Q (3429.430000 sec): 3 clusters Score: Raw -506463.895605 + Penalty 4050.020362 = -502413.875244 nChanged 81 SP:Iteration 6Q (3429.640000 sec): 3 clusters Score: Raw -506509.105873 + Penalty 4050.020362 = -502459.085511 nChanged 65 SP:Iteration 7Q (3429.800000 sec): 3 clusters Score: Raw -506546.726004 + Penalty 4050.020362 = -502496.705642 nChanged 62 SP:Iteration 8Q (3429.990000 sec): 3 clusters Score: Raw -506575.483130 + Penalty 4050.020362 = -502525.462768 nChanged 32 SP:Iteration 9Q (3430.190000 sec): 3 clusters Score: Raw -506590.683772 + Penalty 4050.020362 = -502540.663411 nChanged 24 SP:Iteration 10Q (3430.400000 sec): 3 clusters Score: Raw -506603.760774 + Penalty 4050.020362 = -502553.740412 nChanged 26 SP:Iteration 11Q (3430.610000 sec): 3 clusters Score: Raw -506614.395526 + Penalty 4050.020362 = -502564.375165 nChanged 19 SP:Iteration 12Q (3430.810000 sec): 3 clusters Score: Raw -506622.125573 + Penalty 4050.020362 = -502572.105211 nChanged 16 SP:Iteration 13Q (3431.010000 sec): 3 clusters Score: Raw -506627.997434 + Penalty 4050.020362 = -502577.977073 nChanged 14 SP:Iteration 14Q (3431.210000 sec): 3 clusters Score: Raw -506633.749166 + Penalty 4050.020362 = -502583.728805 nChanged 15 SP:Iteration 15Q (3431.450000 sec): 3 clusters Score: Raw -506640.636601 + Penalty 4050.020362 = -502590.616239 nChanged 9 SP:Iteration 16Q (3431.650000 sec): 3 clusters Score: Raw -506642.975491 + Penalty 4050.020362 = -502592.955129 nChanged 8 SP:Iteration 17Q (3431.880000 sec): 3 clusters Score: Raw -506647.218204 + Penalty 4050.020362 = -502597.197842 nChanged 11 SP:Iteration 18Q (3432.130000 sec): 3 clusters Score: Raw -506651.754163 + Penalty 4050.020362 = -502601.733801 nChanged 9 SP:Iteration 19Q (3432.360000 sec): 3 clusters Score: Raw -506655.032171 + Penalty 4050.020362 = -502605.011810 nChanged 7 SP:Iteration 20F (3432.540000 sec): 3 clusters Score: Raw -506657.663241 + Penalty 4050.020362 = -502607.642879 nChanged 6 SP:Iteration 21Q (3432.790000 sec): 3 clusters Score: Raw -506659.573685 + Penalty 4050.020362 = -502609.553323 nChanged 9 SP:Iteration 22Q (3432.980000 sec): 3 clusters Score: Raw -506663.531721 + Penalty 4050.020362 = -502613.511360 nChanged 7 SP:Iteration 23Q (3433.170000 sec): 3 clusters Score: Raw -506666.178580 + Penalty 4050.020362 = -502616.158218 nChanged 6 SP:Iteration 24Q (3433.330000 sec): 3 clusters Score: Raw -506668.239536 + Penalty 4050.020362 = -502618.219174 nChanged 6 SP:Iteration 25Q (3433.550000 sec): 3 clusters Score: Raw -506670.306773 + Penalty 4050.020362 = -502620.286411 nChanged 4 SP:Iteration 26Q (3433.810000 sec): 3 clusters Score: Raw -506671.331713 + Penalty 4050.020362 = -502621.311351 nChanged 2 SP:Iteration 27Q (3433.980000 sec): 3 clusters Score: Raw -506671.791110 + Penalty 4050.020362 = -502621.770748 nChanged 1 SP:Iteration 28Q (3434.200000 sec): 3 clusters Score: Raw -506672.084564 + Penalty 4050.020362 = -502622.064202 nChanged 3 SP:Iteration 29Q (3434.380000 sec): 3 clusters Score: Raw -506672.795713 + Penalty 4050.020362 = -502622.775351 nChanged 2 SP:Iteration 30Q (3434.600000 sec): 3 clusters Score: Raw -506673.397320 + Penalty 4050.020362 = -502623.376958 nChanged 4 SP:Iteration 31Q (3434.790000 sec): 3 clusters Score: Raw -506674.249638 + Penalty 4050.020362 = -502624.229276 nChanged 2 SP:Iteration 32Q (3434.980000 sec): 3 clusters Score: Raw -506674.933306 + Penalty 4050.020362 = -502624.912944 nChanged 0 SP:Iteration 33F (3435.220000 sec): 3 clusters Score: Raw -506674.933306 + Penalty 4050.020362 = -502624.912944 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 30 (6452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.330000 sec): 2 clusters Score: Raw -922361.533991 + Penalty 2175.492069 = -920186.041922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.520000 sec): 3 clusters Score: Raw -919118.675694 + Penalty 4350.984138 = -914767.691556 nChanged 2509 SP:Iteration 1F (3435.760000 sec): 3 clusters Score: Raw -920460.687461 + Penalty 4350.984138 = -916109.703323 nChanged 462 SP:Iteration 2F (3436.000000 sec): 3 clusters Score: Raw -920698.015823 + Penalty 4350.984138 = -916347.031685 nChanged 344 SP:Iteration 3F (3436.210000 sec): 3 clusters Score: Raw -920876.170201 + Penalty 4350.984138 = -916525.186063 nChanged 247 SP:Iteration 4Q (3436.380000 sec): 3 clusters Score: Raw -920985.835225 + Penalty 4350.984138 = -916634.851087 nChanged 172 SP:Iteration 5Q (3436.640000 sec): 3 clusters Score: Raw -921060.535128 + Penalty 4350.984138 = -916709.550990 nChanged 157 SP:Iteration 6Q (3436.860000 sec): 3 clusters Score: Raw -921125.931903 + Penalty 4350.984138 = -916774.947765 nChanged 142 SP:Iteration 7Q (3437.060000 sec): 3 clusters Score: Raw -921179.998356 + Penalty 4350.984138 = -916829.014218 nChanged 115 SP:Iteration 8Q (3437.260000 sec): 3 clusters Score: Raw -921218.601144 + Penalty 4350.984138 = -916867.617006 nChanged 98 SP:Iteration 9Q (3437.480000 sec): 3 clusters Score: Raw -921252.728876 + Penalty 4350.984138 = -916901.744738 nChanged 93 SP:Iteration 10Q (3437.680000 sec): 3 clusters Score: Raw -921287.830498 + Penalty 4350.984138 = -916936.846360 nChanged 85 SP:Iteration 11Q (3437.900000 sec): 3 clusters Score: Raw -921314.484901 + Penalty 4350.984138 = -916963.500763 nChanged 78 SP:Iteration 12Q (3438.100000 sec): 3 clusters Score: Raw -921338.740314 + Penalty 4350.984138 = -916987.756176 nChanged 77 SP:Iteration 13Q (3438.340000 sec): 3 clusters Score: Raw -921362.501933 + Penalty 4350.984138 = -917011.517795 nChanged 70 SP:Iteration 14Q (3438.550000 sec): 3 clusters Score: Raw -921388.059628 + Penalty 4350.984138 = -917037.075490 nChanged 69 SP:Iteration 15Q (3438.780000 sec): 3 clusters Score: Raw -921412.312129 + Penalty 4350.984138 = -917061.327992 nChanged 81 SP:Iteration 16Q (3438.990000 sec): 3 clusters Score: Raw -921443.250986 + Penalty 4350.984138 = -917092.266849 nChanged 84 SP:Iteration 17Q (3439.240000 sec): 3 clusters Score: Raw -921467.149099 + Penalty 4350.984138 = -917116.164961 nChanged 71 SP:Iteration 18Q (3439.440000 sec): 3 clusters Score: Raw -921491.665276 + Penalty 4350.984138 = -917140.681138 nChanged 71 SP:Iteration 19Q (3439.640000 sec): 3 clusters Score: Raw -921516.243180 + Penalty 4350.984138 = -917165.259042 nChanged 94 SP:Iteration 20F (3439.880000 sec): 3 clusters Score: Raw -921550.674073 + Penalty 4350.984138 = -917199.689935 nChanged 101 SP:Iteration 21Q (3440.130000 sec): 3 clusters Score: Raw -921590.664606 + Penalty 4350.984138 = -917239.680468 nChanged 100 SP:Iteration 22Q (3440.300000 sec): 3 clusters Score: Raw -921635.288135 + Penalty 4350.984138 = -917284.303997 nChanged 110 SP:Iteration 23Q (3440.520000 sec): 3 clusters Score: Raw -921688.711718 + Penalty 4350.984138 = -917337.727580 nChanged 112 SP:Iteration 24Q (3440.740000 sec): 3 clusters Score: Raw -921742.266106 + Penalty 4350.984138 = -917391.281969 nChanged 101 SP:Iteration 25Q (3441.020000 sec): 3 clusters Score: Raw -921790.674771 + Penalty 4350.984138 = -917439.690633 nChanged 121 SP:Iteration 26Q (3441.170000 sec): 3 clusters Score: Raw -921859.178602 + Penalty 4350.984138 = -917508.194464 nChanged 130 SP:Iteration 27Q (3441.400000 sec): 3 clusters Score: Raw -921925.032740 + Penalty 4350.984138 = -917574.048603 nChanged 115 SP:Iteration 28Q (3441.600000 sec): 3 clusters Score: Raw -921993.261101 + Penalty 4350.984138 = -917642.276963 nChanged 115 SP:Iteration 29Q (3441.820000 sec): 3 clusters Score: Raw -922051.816983 + Penalty 4350.984138 = -917700.832845 nChanged 100 SP:Iteration 30Q (3442.030000 sec): 3 clusters Score: Raw -922105.581718 + Penalty 4350.984138 = -917754.597580 nChanged 92 SP:Iteration 31Q (3442.240000 sec): 3 clusters Score: Raw -922154.919888 + Penalty 4350.984138 = -917803.935750 nChanged 84 SP:Iteration 32Q (3442.460000 sec): 3 clusters Score: Raw -922203.527975 + Penalty 4350.984138 = -917852.543837 nChanged 78 SP:Iteration 33Q (3442.710000 sec): 3 clusters Score: Raw -922254.405530 + Penalty 4350.984138 = -917903.421392 nChanged 75 SP:Iteration 34Q (3442.960000 sec): 3 clusters Score: Raw -922298.740635 + Penalty 4350.984138 = -917947.756497 nChanged 61 SP:Iteration 35Q (3443.180000 sec): 3 clusters Score: Raw -922336.396640 + Penalty 4350.984138 = -917985.412502 nChanged 59 SP:Iteration 36Q (3443.340000 sec): 3 clusters Score: Raw -922373.000429 + Penalty 4350.984138 = -918022.016291 nChanged 50 SP:Iteration 37Q (3443.580000 sec): 3 clusters Score: Raw -922406.388541 + Penalty 4350.984138 = -918055.404403 nChanged 32 SP:Iteration 38Q (3443.780000 sec): 3 clusters Score: Raw -922426.865463 + Penalty 4350.984138 = -918075.881325 nChanged 31 SP:Iteration 39Q (3444.020000 sec): 3 clusters Score: Raw -922447.856138 + Penalty 4350.984138 = -918096.872000 nChanged 29 SP:Iteration 40F (3444.250000 sec): 3 clusters Score: Raw -922464.340012 + Penalty 4350.984138 = -918113.355874 nChanged 25 SP:Iteration 41Q (3444.470000 sec): 3 clusters Score: Raw -922480.919919 + Penalty 4350.984138 = -918129.935781 nChanged 24 SP:Iteration 42Q (3444.660000 sec): 3 clusters Score: Raw -922496.659659 + Penalty 4350.984138 = -918145.675521 nChanged 14 SP:Iteration 43Q (3444.840000 sec): 3 clusters Score: Raw -922503.759738 + Penalty 4350.984138 = -918152.775600 nChanged 12 SP:Iteration 44Q (3445.070000 sec): 3 clusters Score: Raw -922511.845698 + Penalty 4350.984138 = -918160.861560 nChanged 15 SP:Iteration 45Q (3445.250000 sec): 3 clusters Score: Raw -922520.894400 + Penalty 4350.984138 = -918169.910262 nChanged 14 SP:Iteration 46Q (3445.440000 sec): 3 clusters Score: Raw -922532.297321 + Penalty 4350.984138 = -918181.313183 nChanged 7 SP:Iteration 47Q (3445.640000 sec): 3 clusters Score: Raw -922538.776336 + Penalty 4350.984138 = -918187.792198 nChanged 11 SP:Iteration 48Q (3445.860000 sec): 3 clusters Score: Raw -922545.662975 + Penalty 4350.984138 = -918194.678837 nChanged 1 SP:Iteration 49Q (3446.070000 sec): 3 clusters Score: Raw -922546.492018 + Penalty 4350.984138 = -918195.507880 nChanged 6 SP:Iteration 50Q (3446.280000 sec): 3 clusters Score: Raw -922550.584873 + Penalty 4350.984138 = -918199.600735 nChanged 7 SP:Iteration 51Q (3446.490000 sec): 3 clusters Score: Raw -922554.134180 + Penalty 4350.984138 = -918203.150042 nChanged 4 SP:Iteration 52Q (3446.720000 sec): 3 clusters Score: Raw -922556.817781 + Penalty 4350.984138 = -918205.833643 nChanged 4 SP:Iteration 53Q (3446.880000 sec): 3 clusters Score: Raw -922559.394523 + Penalty 4350.984138 = -918208.410385 nChanged 3 SP:Iteration 54Q (3447.060000 sec): 3 clusters Score: Raw -922560.950283 + Penalty 4350.984138 = -918209.966145 nChanged 5 SP:Iteration 55Q (3447.230000 sec): 3 clusters Score: Raw -922564.460657 + Penalty 4350.984138 = -918213.476519 nChanged 5 SP:Iteration 56Q (3447.430000 sec): 3 clusters Score: Raw -922567.562095 + Penalty 4350.984138 = -918216.577957 nChanged 5 SP:Iteration 57Q (3447.630000 sec): 3 clusters Score: Raw -922569.801336 + Penalty 4350.984138 = -918218.817198 nChanged 7 SP:Iteration 58Q (3447.830000 sec): 3 clusters Score: Raw -922576.104984 + Penalty 4350.984138 = -918225.120846 nChanged 12 SP:Iteration 59Q (3448.010000 sec): 3 clusters Score: Raw -922585.058020 + Penalty 4350.984138 = -918234.073882 nChanged 8 SP:Iteration 60F (3448.220000 sec): 3 clusters Score: Raw -922591.351774 + Penalty 4350.984138 = -918240.367636 nChanged 4 SP:Iteration 61Q (3448.410000 sec): 3 clusters Score: Raw -922593.771029 + Penalty 4350.984138 = -918242.786891 nChanged 0 SP:Iteration 62F (3448.610000 sec): 3 clusters Score: Raw -922593.771029 + Penalty 4350.984138 = -918242.786891 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 31 (8277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3448.770000 sec): 2 clusters Score: Raw -1264175.862285 + Penalty 2237.266494 = -1261938.595791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3448.990000 sec): 3 clusters Score: Raw -1259773.379442 + Penalty 4474.532988 = -1255298.846454 nChanged 3325 SP:Iteration 1F (3449.180000 sec): 3 clusters Score: Raw -1261539.577400 + Penalty 4474.532988 = -1257065.044412 nChanged 578 SP:Iteration 2F (3449.370000 sec): 3 clusters Score: Raw -1261846.768989 + Penalty 4474.532988 = -1257372.236001 nChanged 455 SP:Iteration 3F (3449.620000 sec): 3 clusters Score: Raw -1262055.501249 + Penalty 4474.532988 = -1257580.968261 nChanged 341 SP:Iteration 4Q (3449.800000 sec): 3 clusters Score: Raw -1262211.263152 + Penalty 4474.532988 = -1257736.730164 nChanged 288 SP:Iteration 5Q (3450.020000 sec): 3 clusters Score: Raw -1262331.320084 + Penalty 4474.532988 = -1257856.787096 nChanged 250 SP:Iteration 6Q (3450.260000 sec): 3 clusters Score: Raw -1262441.844883 + Penalty 4474.532988 = -1257967.311895 nChanged 242 SP:Iteration 7Q (3450.480000 sec): 3 clusters Score: Raw -1262546.165031 + Penalty 4474.532988 = -1258071.632043 nChanged 239 SP:Iteration 8Q (3450.690000 sec): 3 clusters Score: Raw -1262654.881714 + Penalty 4474.532988 = -1258180.348726 nChanged 241 SP:Iteration 9Q (3450.890000 sec): 3 clusters Score: Raw -1262766.857102 + Penalty 4474.532988 = -1258292.324114 nChanged 205 SP:Iteration 10Q (3451.160000 sec): 3 clusters Score: Raw -1262860.255066 + Penalty 4474.532988 = -1258385.722078 nChanged 199 SP:Iteration 11Q (3451.340000 sec): 3 clusters Score: Raw -1262958.854089 + Penalty 4474.532988 = -1258484.321101 nChanged 200 SP:Iteration 12Q (3451.580000 sec): 3 clusters Score: Raw -1263058.393858 + Penalty 4474.532988 = -1258583.860870 nChanged 199 SP:Iteration 13Q (3451.800000 sec): 3 clusters Score: Raw -1263164.931757 + Penalty 4474.532988 = -1258690.398769 nChanged 204 SP:Iteration 14Q (3452.030000 sec): 3 clusters Score: Raw -1263275.663052 + Penalty 4474.532988 = -1258801.130064 nChanged 196 SP:Iteration 15Q (3452.260000 sec): 3 clusters Score: Raw -1263401.147978 + Penalty 4474.532988 = -1258926.614990 nChanged 203 SP:Iteration 16Q (3452.490000 sec): 3 clusters Score: Raw -1263535.902925 + Penalty 4474.532988 = -1259061.369937 nChanged 192 SP:Iteration 17Q (3452.690000 sec): 3 clusters Score: Raw -1263661.621989 + Penalty 4474.532988 = -1259187.089001 nChanged 165 SP:Iteration 18Q (3452.950000 sec): 3 clusters Score: Raw -1263765.032252 + Penalty 4474.532988 = -1259290.499264 nChanged 152 SP:Iteration 19Q (3453.180000 sec): 3 clusters Score: Raw -1263875.034543 + Penalty 4474.532988 = -1259400.501555 nChanged 132 SP:Iteration 20F (3453.400000 sec): 3 clusters Score: Raw -1263973.028782 + Penalty 4474.532988 = -1259498.495794 nChanged 118 SP:Iteration 21Q (3453.620000 sec): 3 clusters Score: Raw -1264058.918085 + Penalty 4474.532988 = -1259584.385097 nChanged 97 SP:Iteration 22Q (3453.880000 sec): 3 clusters Score: Raw -1264131.938570 + Penalty 4474.532988 = -1259657.405582 nChanged 71 SP:Iteration 23Q (3454.100000 sec): 3 clusters Score: Raw -1264188.199802 + Penalty 4474.532988 = -1259713.666814 nChanged 71 SP:Iteration 24Q (3454.340000 sec): 3 clusters Score: Raw -1264252.438673 + Penalty 4474.532988 = -1259777.905685 nChanged 73 SP:Iteration 25Q (3454.560000 sec): 3 clusters Score: Raw -1264318.532035 + Penalty 4474.532988 = -1259843.999047 nChanged 55 SP:Iteration 26Q (3454.760000 sec): 3 clusters Score: Raw -1264365.619651 + Penalty 4474.532988 = -1259891.086663 nChanged 32 SP:Iteration 27Q (3454.950000 sec): 3 clusters Score: Raw -1264397.561547 + Penalty 4474.532988 = -1259923.028559 nChanged 25 SP:Iteration 28Q (3455.200000 sec): 3 clusters Score: Raw -1264415.625024 + Penalty 4474.532988 = -1259941.092036 nChanged 16 SP:Iteration 29Q (3455.390000 sec): 3 clusters Score: Raw -1264428.336059 + Penalty 4474.532988 = -1259953.803071 nChanged 12 SP:Iteration 30Q (3455.600000 sec): 3 clusters Score: Raw -1264438.344767 + Penalty 4474.532988 = -1259963.811779 nChanged 7 SP:Iteration 31Q (3455.840000 sec): 3 clusters Score: Raw -1264444.181740 + Penalty 4474.532988 = -1259969.648752 nChanged 6 SP:Iteration 32Q (3456.070000 sec): 3 clusters Score: Raw -1264449.763245 + Penalty 4474.532988 = -1259975.230257 nChanged 9 SP:Iteration 33Q (3456.280000 sec): 3 clusters Score: Raw -1264457.610258 + Penalty 4474.532988 = -1259983.077270 nChanged 11 SP:Iteration 34Q (3456.450000 sec): 3 clusters Score: Raw -1264466.426910 + Penalty 4474.532988 = -1259991.893922 nChanged 3 SP:Iteration 35Q (3456.680000 sec): 3 clusters Score: Raw -1264468.413465 + Penalty 4474.532988 = -1259993.880477 nChanged 3 SP:Iteration 36Q (3456.870000 sec): 3 clusters Score: Raw -1264470.980195 + Penalty 4474.532988 = -1259996.447207 nChanged 1 SP:Iteration 37Q (3457.090000 sec): 3 clusters Score: Raw -1264471.347411 + Penalty 4474.532988 = -1259996.814423 nChanged 0 SP:Iteration 38F (3457.330000 sec): 3 clusters Score: Raw -1264471.347411 + Penalty 4474.532988 = -1259996.814423 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 32 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3457.440000 sec): 2 clusters Score: Raw -108346.971296 + Penalty 1664.813138 = -106682.158158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3457.610000 sec): 3 clusters Score: Raw -108228.567442 + Penalty 3329.626276 = -104898.941166 nChanged 184 SP:Iteration 1F (3457.780000 sec): 3 clusters Score: Raw -108524.836039 + Penalty 3329.626276 = -105195.209763 nChanged 54 SP:Iteration 2F (3457.980000 sec): 3 clusters Score: Raw -108674.900604 + Penalty 3329.626276 = -105345.274329 nChanged 32 SP:Iteration 3Q (3458.130000 sec): 3 clusters Score: Raw -108778.405063 + Penalty 3329.626276 = -105448.778788 nChanged 46 SP:Iteration 4F (3458.340000 sec): 3 clusters Score: Raw -108942.943725 + Penalty 3329.626276 = -105613.317449 nChanged 45 SP:Iteration 5F (3458.500000 sec): 3 clusters Score: Raw -109092.247920 + Penalty 3329.626276 = -105762.621644 nChanged 38 SP:Iteration 6Q (3458.710000 sec): 3 clusters Score: Raw -109261.796451 + Penalty 3329.626276 = -105932.170175 nChanged 42 SP:Iteration 7F (3458.900000 sec): 3 clusters Score: Raw -109490.811757 + Penalty 3329.626276 = -106161.185482 nChanged 41 SP:Iteration 8Q (3459.090000 sec): 3 clusters Score: Raw -109743.377211 + Penalty 3329.626276 = -106413.750936 nChanged 36 SP:Iteration 9Q (3459.250000 sec): 3 clusters Score: Raw -110195.015656 + Penalty 3329.626276 = -106865.389380 nChanged 22 SP:Iteration 10Q (3459.460000 sec): 3 clusters Score: Raw -110384.175864 + Penalty 3329.626276 = -107054.549589 nChanged 11 SP:Iteration 11Q (3459.630000 sec): 3 clusters Score: Raw -110442.510910 + Penalty 3329.626276 = -107112.884635 nChanged 6 SP:Iteration 12Q (3459.800000 sec): 3 clusters Score: Raw -110480.562599 + Penalty 3329.626276 = -107150.936324 nChanged 4 SP:Iteration 13Q (3459.960000 sec): 3 clusters Score: Raw -110510.637139 + Penalty 3329.626276 = -107181.010863 nChanged 0 SP:Iteration 14F (3460.110000 sec): 3 clusters Score: Raw -110510.637139 + Penalty 3329.626276 = -107181.010863 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 33 (6567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3460.240000 sec): 2 clusters Score: Raw -917743.921205 + Penalty 2179.873472 = -915564.047733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3460.510000 sec): 3 clusters Score: Raw -914383.703197 + Penalty 4359.746944 = -910023.956253 nChanged 2601 SP:Iteration 1F (3460.700000 sec): 3 clusters Score: Raw -915813.658349 + Penalty 4359.746944 = -911453.911406 nChanged 467 SP:Iteration 2F (3460.930000 sec): 3 clusters Score: Raw -916070.401295 + Penalty 4359.746944 = -911710.654351 nChanged 326 SP:Iteration 3Q (3461.130000 sec): 3 clusters Score: Raw -916228.310269 + Penalty 4359.746944 = -911868.563326 nChanged 271 SP:Iteration 4Q (3461.380000 sec): 3 clusters Score: Raw -916362.219523 + Penalty 4359.746944 = -912002.472580 nChanged 219 SP:Iteration 5Q (3461.560000 sec): 3 clusters Score: Raw -916461.901479 + Penalty 4359.746944 = -912102.154535 nChanged 181 SP:Iteration 6Q (3461.850000 sec): 3 clusters Score: Raw -916529.634259 + Penalty 4359.746944 = -912169.887316 nChanged 143 SP:Iteration 7Q (3462.040000 sec): 3 clusters Score: Raw -916586.213701 + Penalty 4359.746944 = -912226.466757 nChanged 130 SP:Iteration 8Q (3462.240000 sec): 3 clusters Score: Raw -916631.987906 + Penalty 4359.746944 = -912272.240962 nChanged 101 SP:Iteration 9Q (3462.460000 sec): 3 clusters Score: Raw -916666.369809 + Penalty 4359.746944 = -912306.622865 nChanged 103 SP:Iteration 10Q (3462.720000 sec): 3 clusters Score: Raw -916701.975814 + Penalty 4359.746944 = -912342.228871 nChanged 85 SP:Iteration 11Q (3462.960000 sec): 3 clusters Score: Raw -916730.748006 + Penalty 4359.746944 = -912371.001063 nChanged 78 SP:Iteration 12Q (3463.190000 sec): 3 clusters Score: Raw -916754.717059 + Penalty 4359.746944 = -912394.970115 nChanged 72 SP:Iteration 13Q (3463.420000 sec): 3 clusters Score: Raw -916780.113135 + Penalty 4359.746944 = -912420.366191 nChanged 67 SP:Iteration 14Q (3463.660000 sec): 3 clusters Score: Raw -916802.781884 + Penalty 4359.746944 = -912443.034940 nChanged 73 SP:Iteration 15Q (3463.890000 sec): 3 clusters Score: Raw -916828.190721 + Penalty 4359.746944 = -912468.443777 nChanged 78 SP:Iteration 16Q (3464.120000 sec): 3 clusters Score: Raw -916855.206150 + Penalty 4359.746944 = -912495.459207 nChanged 79 SP:Iteration 17Q (3464.370000 sec): 3 clusters Score: Raw -916886.671327 + Penalty 4359.746944 = -912526.924383 nChanged 84 SP:Iteration 18Q (3464.570000 sec): 3 clusters Score: Raw -916917.248448 + Penalty 4359.746944 = -912557.501505 nChanged 85 SP:Iteration 19Q (3464.820000 sec): 3 clusters Score: Raw -916949.147381 + Penalty 4359.746944 = -912589.400437 nChanged 97 SP:Iteration 20F (3464.990000 sec): 3 clusters Score: Raw -916992.178405 + Penalty 4359.746944 = -912632.431461 nChanged 94 SP:Iteration 21Q (3465.200000 sec): 3 clusters Score: Raw -917032.470619 + Penalty 4359.746944 = -912672.723676 nChanged 104 SP:Iteration 22Q (3465.430000 sec): 3 clusters Score: Raw -917072.687564 + Penalty 4359.746944 = -912712.940620 nChanged 86 SP:Iteration 23Q (3465.680000 sec): 3 clusters Score: Raw -917109.640974 + Penalty 4359.746944 = -912749.894031 nChanged 92 SP:Iteration 24Q (3465.870000 sec): 3 clusters Score: Raw -917155.261872 + Penalty 4359.746944 = -912795.514929 nChanged 108 SP:Iteration 25Q (3466.060000 sec): 3 clusters Score: Raw -917203.072807 + Penalty 4359.746944 = -912843.325863 nChanged 96 SP:Iteration 26Q (3466.310000 sec): 3 clusters Score: Raw -917249.536824 + Penalty 4359.746944 = -912889.789880 nChanged 93 SP:Iteration 27Q (3466.500000 sec): 3 clusters Score: Raw -917296.641569 + Penalty 4359.746944 = -912936.894626 nChanged 106 SP:Iteration 28Q (3466.700000 sec): 3 clusters Score: Raw -917354.683882 + Penalty 4359.746944 = -912994.936939 nChanged 109 SP:Iteration 29Q (3466.940000 sec): 3 clusters Score: Raw -917422.672220 + Penalty 4359.746944 = -913062.925276 nChanged 89 SP:Iteration 30Q (3467.190000 sec): 3 clusters Score: Raw -917475.805815 + Penalty 4359.746944 = -913116.058871 nChanged 94 SP:Iteration 31Q (3467.380000 sec): 3 clusters Score: Raw -917523.473846 + Penalty 4359.746944 = -913163.726903 nChanged 77 SP:Iteration 32Q (3467.580000 sec): 3 clusters Score: Raw -917571.186987 + Penalty 4359.746944 = -913211.440043 nChanged 96 SP:Iteration 33Q (3467.820000 sec): 3 clusters Score: Raw -917625.525093 + Penalty 4359.746944 = -913265.778150 nChanged 85 SP:Iteration 34Q (3468.020000 sec): 3 clusters Score: Raw -917674.520466 + Penalty 4359.746944 = -913314.773523 nChanged 80 SP:Iteration 35Q (3468.220000 sec): 3 clusters Score: Raw -917720.447192 + Penalty 4359.746944 = -913360.700249 nChanged 75 SP:Iteration 36Q (3468.460000 sec): 3 clusters Score: Raw -917766.772106 + Penalty 4359.746944 = -913407.025162 nChanged 67 SP:Iteration 37Q (3468.640000 sec): 3 clusters Score: Raw -917803.888885 + Penalty 4359.746944 = -913444.141941 nChanged 62 SP:Iteration 38Q (3468.830000 sec): 3 clusters Score: Raw -917840.951834 + Penalty 4359.746944 = -913481.204891 nChanged 48 SP:Iteration 39Q (3469.080000 sec): 3 clusters Score: Raw -917866.527601 + Penalty 4359.746944 = -913506.780657 nChanged 47 SP:Iteration 40F (3469.300000 sec): 3 clusters Score: Raw -917890.691620 + Penalty 4359.746944 = -913530.944677 nChanged 48 SP:Iteration 41Q (3469.520000 sec): 3 clusters Score: Raw -917916.333364 + Penalty 4359.746944 = -913556.586421 nChanged 50 SP:Iteration 42Q (3469.760000 sec): 3 clusters Score: Raw -917943.665345 + Penalty 4359.746944 = -913583.918402 nChanged 47 SP:Iteration 43Q (3469.980000 sec): 3 clusters Score: Raw -917967.677264 + Penalty 4359.746944 = -913607.930321 nChanged 37 SP:Iteration 44Q (3470.200000 sec): 3 clusters Score: Raw -917987.863626 + Penalty 4359.746944 = -913628.116683 nChanged 27 SP:Iteration 45Q (3470.450000 sec): 3 clusters Score: Raw -917999.744081 + Penalty 4359.746944 = -913639.997138 nChanged 26 SP:Iteration 46Q (3470.700000 sec): 3 clusters Score: Raw -918016.903362 + Penalty 4359.746944 = -913657.156418 nChanged 25 SP:Iteration 47Q (3470.860000 sec): 3 clusters Score: Raw -918033.728619 + Penalty 4359.746944 = -913673.981675 nChanged 30 SP:Iteration 48Q (3471.140000 sec): 3 clusters Score: Raw -918049.530773 + Penalty 4359.746944 = -913689.783830 nChanged 26 SP:Iteration 49Q (3471.310000 sec): 3 clusters Score: Raw -918062.903407 + Penalty 4359.746944 = -913703.156463 nChanged 23 SP:Iteration 50Q (3471.540000 sec): 3 clusters Score: Raw -918076.108577 + Penalty 4359.746944 = -913716.361634 nChanged 18 SP:Iteration 51Q (3471.750000 sec): 3 clusters Score: Raw -918085.511885 + Penalty 4359.746944 = -913725.764942 nChanged 13 SP:Iteration 52Q (3471.940000 sec): 3 clusters Score: Raw -918090.702658 + Penalty 4359.746944 = -913730.955715 nChanged 11 SP:Iteration 53Q (3472.180000 sec): 3 clusters Score: Raw -918095.592629 + Penalty 4359.746944 = -913735.845686 nChanged 8 SP:Iteration 54Q (3472.400000 sec): 3 clusters Score: Raw -918099.392865 + Penalty 4359.746944 = -913739.645921 nChanged 7 SP:Iteration 55Q (3472.600000 sec): 3 clusters Score: Raw -918102.293219 + Penalty 4359.746944 = -913742.546275 nChanged 6 SP:Iteration 56Q (3472.800000 sec): 3 clusters Score: Raw -918105.614071 + Penalty 4359.746944 = -913745.867127 nChanged 5 SP:Iteration 57Q (3473.040000 sec): 3 clusters Score: Raw -918107.859758 + Penalty 4359.746944 = -913748.112815 nChanged 3 SP:Iteration 58Q (3473.240000 sec): 3 clusters Score: Raw -918109.692339 + Penalty 4359.746944 = -913749.945396 nChanged 3 SP:Iteration 59Q (3473.460000 sec): 3 clusters Score: Raw -918111.771572 + Penalty 4359.746944 = -913752.024628 nChanged 4 SP:Iteration 60F (3473.690000 sec): 3 clusters Score: Raw -918113.516366 + Penalty 4359.746944 = -913753.769422 nChanged 5 SP:Iteration 61Q (3473.870000 sec): 3 clusters Score: Raw -918115.387494 + Penalty 4359.746944 = -913755.640550 nChanged 5 SP:Iteration 62Q (3474.120000 sec): 3 clusters Score: Raw -918116.944137 + Penalty 4359.746944 = -913757.197193 nChanged 3 SP:Iteration 63Q (3474.340000 sec): 3 clusters Score: Raw -918117.898620 + Penalty 4359.746944 = -913758.151677 nChanged 2 SP:Iteration 64Q (3474.560000 sec): 3 clusters Score: Raw -918118.980819 + Penalty 4359.746944 = -913759.233876 nChanged 5 SP:Iteration 65Q (3474.760000 sec): 3 clusters Score: Raw -918120.738054 + Penalty 4359.746944 = -913760.991110 nChanged 4 SP:Iteration 66Q (3474.980000 sec): 3 clusters Score: Raw -918122.427289 + Penalty 4359.746944 = -913762.680346 nChanged 2 SP:Iteration 67Q (3475.200000 sec): 3 clusters Score: Raw -918123.335119 + Penalty 4359.746944 = -913763.588176 nChanged 3 SP:Iteration 68Q (3475.400000 sec): 3 clusters Score: Raw -918124.528972 + Penalty 4359.746944 = -913764.782028 nChanged 6 SP:Iteration 69Q (3475.630000 sec): 3 clusters Score: Raw -918127.868750 + Penalty 4359.746944 = -913768.121807 nChanged 4 SP:Iteration 70Q (3475.850000 sec): 3 clusters Score: Raw -918129.392844 + Penalty 4359.746944 = -913769.645900 nChanged 5 SP:Iteration 71Q (3476.110000 sec): 3 clusters Score: Raw -918131.448242 + Penalty 4359.746944 = -913771.701298 nChanged 7 SP:Iteration 72Q (3476.340000 sec): 3 clusters Score: Raw -918133.917525 + Penalty 4359.746944 = -913774.170582 nChanged 4 SP:Iteration 73Q (3476.570000 sec): 3 clusters Score: Raw -918135.969628 + Penalty 4359.746944 = -913776.222684 nChanged 6 SP:Iteration 74Q (3476.800000 sec): 3 clusters Score: Raw -918139.199390 + Penalty 4359.746944 = -913779.452447 nChanged 6 SP:Iteration 75Q (3477.040000 sec): 3 clusters Score: Raw -918141.859438 + Penalty 4359.746944 = -913782.112495 nChanged 7 SP:Iteration 76Q (3477.240000 sec): 3 clusters Score: Raw -918147.090105 + Penalty 4359.746944 = -913787.343161 nChanged 6 SP:Iteration 77Q (3477.420000 sec): 3 clusters Score: Raw -918149.565719 + Penalty 4359.746944 = -913789.818775 nChanged 3 SP:Iteration 78Q (3477.610000 sec): 3 clusters Score: Raw -918150.640245 + Penalty 4359.746944 = -913790.893301 nChanged 4 SP:Iteration 79Q (3477.860000 sec): 3 clusters Score: Raw -918151.848193 + Penalty 4359.746944 = -913792.101250 nChanged 1 SP:Iteration 80F (3478.180000 sec): 3 clusters Score: Raw -918152.351130 + Penalty 4359.746944 = -913792.604187 nChanged 1 SP:Iteration 81Q (3478.390000 sec): 3 clusters Score: Raw -918152.856732 + Penalty 4359.746944 = -913793.109789 nChanged 1 SP:Iteration 82Q (3478.630000 sec): 3 clusters Score: Raw -918153.093440 + Penalty 4359.746944 = -913793.346496 nChanged 0 SP:Iteration 83F (3478.880000 sec): 3 clusters Score: Raw -918153.093440 + Penalty 4359.746944 = -913793.346496 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 34 (11253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3479.080000 sec): 2 clusters Score: Raw -1674545.025505 + Penalty 2313.440730 = -1672231.584775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3479.340000 sec): 3 clusters Score: Raw -1668384.124460 + Penalty 4626.881459 = -1663757.243001 nChanged 4723 SP:Iteration 1F (3479.620000 sec): 3 clusters Score: Raw -1670972.198961 + Penalty 4626.881459 = -1666345.317502 nChanged 725 SP:Iteration 2F (3479.860000 sec): 3 clusters Score: Raw -1671348.156696 + Penalty 4626.881459 = -1666721.275237 nChanged 603 SP:Iteration 3F (3480.140000 sec): 3 clusters Score: Raw -1671712.002904 + Penalty 4626.881459 = -1667085.121445 nChanged 510 SP:Iteration 4Q (3480.380000 sec): 3 clusters Score: Raw -1672010.200533 + Penalty 4626.881459 = -1667383.319074 nChanged 434 SP:Iteration 5Q (3480.640000 sec): 3 clusters Score: Raw -1672215.388756 + Penalty 4626.881459 = -1667588.507297 nChanged 391 SP:Iteration 6Q (3480.860000 sec): 3 clusters Score: Raw -1672361.634028 + Penalty 4626.881459 = -1667734.752568 nChanged 325 SP:Iteration 7Q (3481.090000 sec): 3 clusters Score: Raw -1672467.333215 + Penalty 4626.881459 = -1667840.451756 nChanged 273 SP:Iteration 8Q (3481.330000 sec): 3 clusters Score: Raw -1672552.763463 + Penalty 4626.881459 = -1667925.882004 nChanged 274 SP:Iteration 9Q (3481.540000 sec): 3 clusters Score: Raw -1672646.401850 + Penalty 4626.881459 = -1668019.520391 nChanged 284 SP:Iteration 10Q (3481.760000 sec): 3 clusters Score: Raw -1672750.153470 + Penalty 4626.881459 = -1668123.272011 nChanged 329 SP:Iteration 11Q (3482.000000 sec): 3 clusters Score: Raw -1672874.662577 + Penalty 4626.881459 = -1668247.781117 nChanged 326 SP:Iteration 12Q (3482.290000 sec): 3 clusters Score: Raw -1673012.341911 + Penalty 4626.881459 = -1668385.460452 nChanged 352 SP:Iteration 13Q (3482.510000 sec): 3 clusters Score: Raw -1673182.051562 + Penalty 4626.881459 = -1668555.170103 nChanged 424 SP:Iteration 14Q (3482.770000 sec): 3 clusters Score: Raw -1673416.849640 + Penalty 4626.881459 = -1668789.968181 nChanged 461 SP:Iteration 15Q (3483.040000 sec): 3 clusters Score: Raw -1673693.304442 + Penalty 4626.881459 = -1669066.422983 nChanged 507 SP:Iteration 16Q (3483.320000 sec): 3 clusters Score: Raw -1674050.566104 + Penalty 4626.881459 = -1669423.684645 nChanged 564 SP:Iteration 17F (3483.550000 sec): 3 clusters Score: Raw -1674495.861849 + Penalty 4626.881459 = -1669868.980390 nChanged 533 SP:Iteration 18Q (3483.790000 sec): 3 clusters Score: Raw -1674963.656947 + Penalty 4626.881459 = -1670336.775488 nChanged 417 SP:Iteration 19Q (3484.020000 sec): 3 clusters Score: Raw -1675375.361904 + Penalty 4626.881459 = -1670748.480445 nChanged 276 SP:Iteration 20F (3484.260000 sec): 3 clusters Score: Raw -1675706.588981 + Penalty 4626.881459 = -1671079.707522 nChanged 165 SP:Iteration 21Q (3484.550000 sec): 3 clusters Score: Raw -1675959.095831 + Penalty 4626.881459 = -1671332.214372 nChanged 119 SP:Iteration 22Q (3484.780000 sec): 3 clusters Score: Raw -1676149.300497 + Penalty 4626.881459 = -1671522.419038 nChanged 80 SP:Iteration 23Q (3485.020000 sec): 3 clusters Score: Raw -1676251.760369 + Penalty 4626.881459 = -1671624.878909 nChanged 37 SP:Iteration 24Q (3485.230000 sec): 3 clusters Score: Raw -1676283.594084 + Penalty 4626.881459 = -1671656.712625 nChanged 24 SP:Iteration 25Q (3485.450000 sec): 3 clusters Score: Raw -1676300.533684 + Penalty 4626.881459 = -1671673.652225 nChanged 11 SP:Iteration 26Q (3485.700000 sec): 3 clusters Score: Raw -1676309.665161 + Penalty 4626.881459 = -1671682.783702 nChanged 11 SP:Iteration 27Q (3485.930000 sec): 3 clusters Score: Raw -1676316.768215 + Penalty 4626.881459 = -1671689.886756 nChanged 7 SP:Iteration 28Q (3486.160000 sec): 3 clusters Score: Raw -1676321.539988 + Penalty 4626.881459 = -1671694.658529 nChanged 5 SP:Iteration 29Q (3486.360000 sec): 3 clusters Score: Raw -1676324.605052 + Penalty 4626.881459 = -1671697.723593 nChanged 3 SP:Iteration 30Q (3486.620000 sec): 3 clusters Score: Raw -1676326.945185 + Penalty 4626.881459 = -1671700.063726 nChanged 4 SP:Iteration 31Q (3486.850000 sec): 3 clusters Score: Raw -1676329.003267 + Penalty 4626.881459 = -1671702.121808 nChanged 0 SP:Iteration 32F (3487.130000 sec): 3 clusters Score: Raw -1676329.003267 + Penalty 4626.881459 = -1671702.121808 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 35 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3487.210000 sec): 2 clusters Score: Raw -41147.117028 + Penalty 1428.207640 = -39718.909388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3487.410000 sec): 3 clusters Score: Raw -41314.602677 + Penalty 2856.415280 = -38458.187397 nChanged 56 SP:Iteration 1F (3487.580000 sec): 3 clusters Score: Raw -41544.422790 + Penalty 2856.415280 = -38688.007510 nChanged 12 SP:Iteration 2Q (3487.760000 sec): 3 clusters Score: Raw -41767.492037 + Penalty 2856.415280 = -38911.076757 nChanged 17 SP:Iteration 3F (3487.940000 sec): 3 clusters Score: Raw -41819.672270 + Penalty 2856.415280 = -38963.256990 nChanged 9 SP:Iteration 4Q (3488.160000 sec): 3 clusters Score: Raw -41851.407124 + Penalty 2856.415280 = -38994.991844 nChanged 6 SP:Iteration 5Q (3488.340000 sec): 3 clusters Score: Raw -41875.403040 + Penalty 2856.415280 = -39018.987760 nChanged 6 SP:Iteration 6Q (3488.550000 sec): 3 clusters Score: Raw -41896.334974 + Penalty 2856.415280 = -39039.919694 nChanged 2 SP:Iteration 7Q (3488.690000 sec): 3 clusters Score: Raw -41901.005207 + Penalty 2856.415280 = -39044.589927 nChanged 1 SP:Iteration 8Q (3488.840000 sec): 3 clusters Score: Raw -41903.006083 + Penalty 2856.415280 = -39046.590803 nChanged 0 SP:Iteration 9F (3489.020000 sec): 3 clusters Score: Raw -41903.006083 + Penalty 2856.415280 = -39046.590803 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 36 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3489.100000 sec): 2 clusters Score: Raw -25547.563884 + Penalty 1326.082668 = -24221.481216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3489.320000 sec): 3 clusters Score: Raw -25825.140798 + Penalty 2652.165335 = -23172.975463 nChanged 21 SP:Iteration 1F (3489.550000 sec): 3 clusters Score: Raw -25946.829953 + Penalty 2652.165335 = -23294.664618 nChanged 7 SP:Iteration 2Q (3489.760000 sec): 3 clusters Score: Raw -26024.714408 + Penalty 2652.165335 = -23372.549073 nChanged 4 SP:Iteration 3Q (3489.950000 sec): 3 clusters Score: Raw -26058.894862 + Penalty 2652.165335 = -23406.729526 nChanged 2 SP:Iteration 4Q (3490.120000 sec): 3 clusters Score: Raw -26073.392975 + Penalty 2652.165335 = -23421.227640 nChanged 2 SP:Iteration 5Q (3490.360000 sec): 3 clusters Score: Raw -26086.741380 + Penalty 2652.165335 = -23434.576045 nChanged 0 SP:Iteration 6F (3490.580000 sec): 3 clusters Score: Raw -26086.741380 + Penalty 2652.165335 = -23434.576045 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 37 (4912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3490.660000 sec): 2 clusters Score: Raw -670994.889357 + Penalty 2107.860245 = -668887.029112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3490.860000 sec): 3 clusters Score: Raw -668577.995189 + Penalty 4215.720489 = -664362.274700 nChanged 1897 SP:Iteration 1F (3491.090000 sec): 3 clusters Score: Raw -669790.398216 + Penalty 4215.720489 = -665574.677727 nChanged 470 SP:Iteration 2F (3491.260000 sec): 3 clusters Score: Raw -670271.046698 + Penalty 4215.720489 = -666055.326209 nChanged 407 SP:Iteration 3F (3491.450000 sec): 3 clusters Score: Raw -670730.580437 + Penalty 4215.720489 = -666514.859947 nChanged 346 SP:Iteration 4F (3491.610000 sec): 3 clusters Score: Raw -671143.762915 + Penalty 4215.720489 = -666928.042426 nChanged 318 SP:Iteration 5F (3491.840000 sec): 3 clusters Score: Raw -671523.214712 + Penalty 4215.720489 = -667307.494223 nChanged 256 SP:Iteration 6F (3491.990000 sec): 3 clusters Score: Raw -671778.393294 + Penalty 4215.720489 = -667562.672804 nChanged 186 SP:Iteration 7Q (3492.190000 sec): 3 clusters Score: Raw -671939.662906 + Penalty 4215.720489 = -667723.942417 nChanged 151 SP:Iteration 8Q (3492.370000 sec): 3 clusters Score: Raw -672061.013855 + Penalty 4215.720489 = -667845.293366 nChanged 132 SP:Iteration 9Q (3492.600000 sec): 3 clusters Score: Raw -672150.751548 + Penalty 4215.720489 = -667935.031059 nChanged 104 SP:Iteration 10Q (3492.790000 sec): 3 clusters Score: Raw -672212.731778 + Penalty 4215.720489 = -667997.011289 nChanged 79 SP:Iteration 11Q (3492.960000 sec): 3 clusters Score: Raw -672255.227544 + Penalty 4215.720489 = -668039.507055 nChanged 73 SP:Iteration 12Q (3493.160000 sec): 3 clusters Score: Raw -672291.971418 + Penalty 4215.720489 = -668076.250929 nChanged 58 SP:Iteration 13Q (3493.330000 sec): 3 clusters Score: Raw -672323.375815 + Penalty 4215.720489 = -668107.655326 nChanged 53 SP:Iteration 14Q (3493.550000 sec): 3 clusters Score: Raw -672355.070007 + Penalty 4215.720489 = -668139.349518 nChanged 59 SP:Iteration 15Q (3493.790000 sec): 3 clusters Score: Raw -672391.111850 + Penalty 4215.720489 = -668175.391361 nChanged 61 SP:Iteration 16Q (3493.970000 sec): 3 clusters Score: Raw -672421.823640 + Penalty 4215.720489 = -668206.103151 nChanged 39 SP:Iteration 17Q (3494.170000 sec): 3 clusters Score: Raw -672437.399571 + Penalty 4215.720489 = -668221.679082 nChanged 33 SP:Iteration 18Q (3494.380000 sec): 3 clusters Score: Raw -672449.855339 + Penalty 4215.720489 = -668234.134850 nChanged 29 SP:Iteration 19Q (3494.620000 sec): 3 clusters Score: Raw -672460.342666 + Penalty 4215.720489 = -668244.622177 nChanged 23 SP:Iteration 20F (3494.850000 sec): 3 clusters Score: Raw -672468.602766 + Penalty 4215.720489 = -668252.882277 nChanged 18 SP:Iteration 21Q (3495.120000 sec): 3 clusters Score: Raw -672476.558117 + Penalty 4215.720489 = -668260.837628 nChanged 23 SP:Iteration 22Q (3495.350000 sec): 3 clusters Score: Raw -672485.518461 + Penalty 4215.720489 = -668269.797972 nChanged 20 SP:Iteration 23Q (3495.580000 sec): 3 clusters Score: Raw -672491.413416 + Penalty 4215.720489 = -668275.692927 nChanged 7 SP:Iteration 24Q (3495.820000 sec): 3 clusters Score: Raw -672492.875257 + Penalty 4215.720489 = -668277.154768 nChanged 3 SP:Iteration 25Q (3495.980000 sec): 3 clusters Score: Raw -672493.413203 + Penalty 4215.720489 = -668277.692714 nChanged 2 SP:Iteration 26Q (3496.120000 sec): 3 clusters Score: Raw -672494.082355 + Penalty 4215.720489 = -668278.361866 nChanged 3 SP:Iteration 27Q (3496.320000 sec): 3 clusters Score: Raw -672494.753272 + Penalty 4215.720489 = -668279.032783 nChanged 0 SP:Iteration 28F (3496.550000 sec): 3 clusters Score: Raw -672494.753272 + Penalty 4215.720489 = -668279.032783 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 38 (7013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3496.700000 sec): 2 clusters Score: Raw -1025682.226371 + Penalty 2196.169170 = -1023486.057200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3496.880000 sec): 3 clusters Score: Raw -1022124.916388 + Penalty 4392.338341 = -1017732.578047 nChanged 2750 SP:Iteration 1F (3497.100000 sec): 3 clusters Score: Raw -1023553.995764 + Penalty 4392.338341 = -1019161.657423 nChanged 492 SP:Iteration 2F (3497.320000 sec): 3 clusters Score: Raw -1023792.736289 + Penalty 4392.338341 = -1019400.397948 nChanged 346 SP:Iteration 3Q (3497.540000 sec): 3 clusters Score: Raw -1023942.779144 + Penalty 4392.338341 = -1019550.440803 nChanged 270 SP:Iteration 4Q (3497.780000 sec): 3 clusters Score: Raw -1024055.640353 + Penalty 4392.338341 = -1019663.302012 nChanged 201 SP:Iteration 5Q (3498.040000 sec): 3 clusters Score: Raw -1024135.375012 + Penalty 4392.338341 = -1019743.036671 nChanged 166 SP:Iteration 6Q (3498.260000 sec): 3 clusters Score: Raw -1024204.035757 + Penalty 4392.338341 = -1019811.697416 nChanged 148 SP:Iteration 7Q (3498.480000 sec): 3 clusters Score: Raw -1024260.471368 + Penalty 4392.338341 = -1019868.133028 nChanged 137 SP:Iteration 8Q (3498.780000 sec): 3 clusters Score: Raw -1024312.777985 + Penalty 4392.338341 = -1019920.439644 nChanged 125 SP:Iteration 9Q (3499.000000 sec): 3 clusters Score: Raw -1024355.608000 + Penalty 4392.338341 = -1019963.269660 nChanged 122 SP:Iteration 10Q (3499.180000 sec): 3 clusters Score: Raw -1024396.676496 + Penalty 4392.338341 = -1020004.338155 nChanged 127 SP:Iteration 11Q (3499.420000 sec): 3 clusters Score: Raw -1024440.297192 + Penalty 4392.338341 = -1020047.958851 nChanged 137 SP:Iteration 12Q (3499.740000 sec): 3 clusters Score: Raw -1024498.815081 + Penalty 4392.338341 = -1020106.476740 nChanged 156 SP:Iteration 13Q (3499.980000 sec): 3 clusters Score: Raw -1024568.318596 + Penalty 4392.338341 = -1020175.980255 nChanged 174 SP:Iteration 14Q (3500.190000 sec): 3 clusters Score: Raw -1024651.565075 + Penalty 4392.338341 = -1020259.226734 nChanged 165 SP:Iteration 15Q (3500.430000 sec): 3 clusters Score: Raw -1024729.330541 + Penalty 4392.338341 = -1020336.992200 nChanged 175 SP:Iteration 16Q (3500.640000 sec): 3 clusters Score: Raw -1024819.673334 + Penalty 4392.338341 = -1020427.334993 nChanged 187 SP:Iteration 17Q (3500.900000 sec): 3 clusters Score: Raw -1024923.008540 + Penalty 4392.338341 = -1020530.670199 nChanged 183 SP:Iteration 18Q (3501.120000 sec): 3 clusters Score: Raw -1025024.385404 + Penalty 4392.338341 = -1020632.047063 nChanged 164 SP:Iteration 19Q (3501.400000 sec): 3 clusters Score: Raw -1025123.811868 + Penalty 4392.338341 = -1020731.473527 nChanged 182 SP:Iteration 20F (3501.630000 sec): 3 clusters Score: Raw -1025247.749707 + Penalty 4392.338341 = -1020855.411366 nChanged 157 SP:Iteration 21Q (3501.820000 sec): 3 clusters Score: Raw -1025351.294903 + Penalty 4392.338341 = -1020958.956562 nChanged 131 SP:Iteration 22Q (3502.000000 sec): 3 clusters Score: Raw -1025453.613442 + Penalty 4392.338341 = -1021061.275101 nChanged 122 SP:Iteration 23Q (3502.220000 sec): 3 clusters Score: Raw -1025558.367493 + Penalty 4392.338341 = -1021166.029152 nChanged 114 SP:Iteration 24Q (3502.440000 sec): 3 clusters Score: Raw -1025646.548474 + Penalty 4392.338341 = -1021254.210133 nChanged 87 SP:Iteration 25Q (3502.630000 sec): 3 clusters Score: Raw -1025716.520959 + Penalty 4392.338341 = -1021324.182618 nChanged 54 SP:Iteration 26Q (3502.870000 sec): 3 clusters Score: Raw -1025757.201224 + Penalty 4392.338341 = -1021364.862883 nChanged 34 SP:Iteration 27Q (3503.080000 sec): 3 clusters Score: Raw -1025790.215739 + Penalty 4392.338341 = -1021397.877398 nChanged 34 SP:Iteration 28Q (3503.280000 sec): 3 clusters Score: Raw -1025819.436641 + Penalty 4392.338341 = -1021427.098300 nChanged 24 SP:Iteration 29Q (3503.450000 sec): 3 clusters Score: Raw -1025841.653672 + Penalty 4392.338341 = -1021449.315331 nChanged 26 SP:Iteration 30Q (3503.660000 sec): 3 clusters Score: Raw -1025865.892317 + Penalty 4392.338341 = -1021473.553976 nChanged 20 SP:Iteration 31Q (3503.890000 sec): 3 clusters Score: Raw -1025885.758328 + Penalty 4392.338341 = -1021493.419987 nChanged 12 SP:Iteration 32Q (3504.120000 sec): 3 clusters Score: Raw -1025898.144348 + Penalty 4392.338341 = -1021505.806007 nChanged 7 SP:Iteration 33Q (3504.330000 sec): 3 clusters Score: Raw -1025904.769282 + Penalty 4392.338341 = -1021512.430942 nChanged 10 SP:Iteration 34Q (3504.590000 sec): 3 clusters Score: Raw -1025915.131765 + Penalty 4392.338341 = -1021522.793424 nChanged 8 SP:Iteration 35Q (3504.760000 sec): 3 clusters Score: Raw -1025921.348585 + Penalty 4392.338341 = -1021529.010244 nChanged 3 SP:Iteration 36Q (3505.000000 sec): 3 clusters Score: Raw -1025923.615400 + Penalty 4392.338341 = -1021531.277059 nChanged 2 SP:Iteration 37Q (3505.220000 sec): 3 clusters Score: Raw -1025924.470785 + Penalty 4392.338341 = -1021532.132444 nChanged 0 SP:Iteration 38F (3505.390000 sec): 3 clusters Score: Raw -1025924.470785 + Penalty 4392.338341 = -1021532.132444 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 39 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3505.510000 sec): 2 clusters Score: Raw -31013.913279 + Penalty 1373.258898 = -29640.654380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3505.680000 sec): 3 clusters Score: Raw -31236.875100 + Penalty 2746.517796 = -28490.357304 nChanged 31 SP:Iteration 1F (3505.850000 sec): 3 clusters Score: Raw -31373.084421 + Penalty 2746.517796 = -28626.566624 nChanged 12 SP:Iteration 2Q (3506.010000 sec): 3 clusters Score: Raw -31429.154363 + Penalty 2746.517796 = -28682.636566 nChanged 4 SP:Iteration 3Q (3506.180000 sec): 3 clusters Score: Raw -31465.808400 + Penalty 2746.517796 = -28719.290603 nChanged 5 SP:Iteration 4Q (3506.330000 sec): 3 clusters Score: Raw -31503.745007 + Penalty 2746.517796 = -28757.227211 nChanged 3 SP:Iteration 5Q (3506.510000 sec): 3 clusters Score: Raw -31514.910958 + Penalty 2746.517796 = -28768.393162 nChanged 2 SP:Iteration 6Q (3506.640000 sec): 3 clusters Score: Raw -31522.497805 + Penalty 2746.517796 = -28775.980008 nChanged 1 SP:Iteration 7Q (3506.830000 sec): 3 clusters Score: Raw -31526.961073 + Penalty 2746.517796 = -28780.443277 nChanged 1 SP:Iteration 8Q (3506.980000 sec): 3 clusters Score: Raw -31528.672544 + Penalty 2746.517796 = -28782.154747 nChanged 0 SP:Iteration 9F (3507.130000 sec): 3 clusters Score: Raw -31528.672544 + Penalty 2746.517796 = -28782.154747 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 40 (45300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3507.500000 sec): 2 clusters Score: Raw -6625370.779698 + Penalty 2658.823453 = -6622711.956245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3508.000000 sec): 3 clusters Score: Raw -6597268.919657 + Penalty 5317.646906 = -6591951.272751 nChanged 20918 SP:Iteration 1F (3508.460000 sec): 3 clusters Score: Raw -6608897.049288 + Penalty 5317.646906 = -6603579.402381 nChanged 1867 SP:Iteration 2Q (3508.920000 sec): 3 clusters Score: Raw -6609400.456016 + Penalty 5317.646906 = -6604082.809109 nChanged 1631 SP:Iteration 3Q (3509.430000 sec): 3 clusters Score: Raw -6609814.997714 + Penalty 5317.646906 = -6604497.350808 nChanged 1472 SP:Iteration 4Q (3509.890000 sec): 3 clusters Score: Raw -6610192.742599 + Penalty 5317.646906 = -6604875.095693 nChanged 1384 SP:Iteration 5Q (3510.360000 sec): 3 clusters Score: Raw -6610545.871764 + Penalty 5317.646906 = -6605228.224858 nChanged 1316 SP:Iteration 6Q (3510.830000 sec): 3 clusters Score: Raw -6610875.255609 + Penalty 5317.646906 = -6605557.608703 nChanged 1283 SP:Iteration 7Q (3511.270000 sec): 3 clusters Score: Raw -6611209.177527 + Penalty 5317.646906 = -6605891.530620 nChanged 1316 SP:Iteration 8Q (3511.790000 sec): 3 clusters Score: Raw -6611619.357605 + Penalty 5317.646906 = -6606301.710698 nChanged 1425 SP:Iteration 9Q (3512.220000 sec): 3 clusters Score: Raw -6612107.452553 + Penalty 5317.646906 = -6606789.805646 nChanged 1524 SP:Iteration 10Q (3512.690000 sec): 3 clusters Score: Raw -6612736.338515 + Penalty 5317.646906 = -6607418.691608 nChanged 1712 SP:Iteration 11Q (3513.140000 sec): 3 clusters Score: Raw -6613595.800693 + Penalty 5317.646906 = -6608278.153787 nChanged 2003 SP:Iteration 12Q (3513.560000 sec): 3 clusters Score: Raw -6614798.734913 + Penalty 5317.646906 = -6609481.088007 nChanged 2221 SP:Iteration 13Q (3513.990000 sec): 3 clusters Score: Raw -6616383.661468 + Penalty 5317.646906 = -6611066.014562 nChanged 2400 SP:Iteration 14F (3514.440000 sec): 3 clusters Score: Raw -6618149.218765 + Penalty 5317.646906 = -6612831.571859 nChanged 2316 SP:Iteration 15F (3514.840000 sec): 3 clusters Score: Raw -6619812.633735 + Penalty 5317.646906 = -6614494.986829 nChanged 2066 SP:Iteration 16Q (3515.250000 sec): 3 clusters Score: Raw -6621209.897503 + Penalty 5317.646906 = -6615892.250597 nChanged 1763 SP:Iteration 17Q (3515.730000 sec): 3 clusters Score: Raw -6622352.182975 + Penalty 5317.646906 = -6617034.536069 nChanged 1539 SP:Iteration 18Q (3516.230000 sec): 3 clusters Score: Raw -6623284.539904 + Penalty 5317.646906 = -6617966.892997 nChanged 1254 SP:Iteration 19Q (3516.630000 sec): 3 clusters Score: Raw -6624040.935026 + Penalty 5317.646906 = -6618723.288120 nChanged 1063 SP:Iteration 20F (3517.130000 sec): 3 clusters Score: Raw -6624742.229314 + Penalty 5317.646906 = -6619424.582407 nChanged 850 SP:Iteration 21Q (3517.620000 sec): 3 clusters Score: Raw -6625368.482628 + Penalty 5317.646906 = -6620050.835722 nChanged 608 SP:Iteration 22Q (3518.080000 sec): 3 clusters Score: Raw -6625832.846894 + Penalty 5317.646906 = -6620515.199987 nChanged 445 SP:Iteration 23Q (3518.460000 sec): 3 clusters Score: Raw -6626121.326708 + Penalty 5317.646906 = -6620803.679802 nChanged 362 SP:Iteration 24Q (3518.900000 sec): 3 clusters Score: Raw -6626287.524947 + Penalty 5317.646906 = -6620969.878040 nChanged 291 SP:Iteration 25Q (3519.320000 sec): 3 clusters Score: Raw -6626395.839995 + Penalty 5317.646906 = -6621078.193088 nChanged 216 SP:Iteration 26Q (3519.710000 sec): 3 clusters Score: Raw -6626468.753772 + Penalty 5317.646906 = -6621151.106866 nChanged 171 SP:Iteration 27Q (3520.100000 sec): 3 clusters Score: Raw -6626527.000659 + Penalty 5317.646906 = -6621209.353752 nChanged 164 SP:Iteration 28Q (3520.540000 sec): 3 clusters Score: Raw -6626574.310983 + Penalty 5317.646906 = -6621256.664076 nChanged 137 SP:Iteration 29Q (3520.940000 sec): 3 clusters Score: Raw -6626614.187432 + Penalty 5317.646906 = -6621296.540525 nChanged 133 SP:Iteration 30Q (3521.350000 sec): 3 clusters Score: Raw -6626650.761600 + Penalty 5317.646906 = -6621333.114694 nChanged 115 SP:Iteration 31Q (3521.790000 sec): 3 clusters Score: Raw -6626682.684106 + Penalty 5317.646906 = -6621365.037200 nChanged 110 SP:Iteration 32Q (3522.240000 sec): 3 clusters Score: Raw -6626714.349446 + Penalty 5317.646906 = -6621396.702539 nChanged 87 SP:Iteration 33Q (3522.660000 sec): 3 clusters Score: Raw -6626731.986331 + Penalty 5317.646906 = -6621414.339425 nChanged 61 SP:Iteration 34Q (3523.170000 sec): 3 clusters Score: Raw -6626744.023421 + Penalty 5317.646906 = -6621426.376514 nChanged 54 SP:Iteration 35Q (3523.600000 sec): 3 clusters Score: Raw -6626752.594320 + Penalty 5317.646906 = -6621434.947414 nChanged 49 SP:Iteration 36Q (3524.070000 sec): 3 clusters Score: Raw -6626760.090747 + Penalty 5317.646906 = -6621442.443841 nChanged 42 SP:Iteration 37Q (3524.510000 sec): 3 clusters Score: Raw -6626767.707443 + Penalty 5317.646906 = -6621450.060537 nChanged 56 SP:Iteration 38Q (3524.920000 sec): 3 clusters Score: Raw -6626777.842866 + Penalty 5317.646906 = -6621460.195960 nChanged 53 SP:Iteration 39Q (3525.410000 sec): 3 clusters Score: Raw -6626786.143224 + Penalty 5317.646906 = -6621468.496317 nChanged 43 SP:Iteration 40F (3525.820000 sec): 3 clusters Score: Raw -6626812.169358 + Penalty 5317.646906 = -6621494.522451 nChanged 46 SP:Iteration 41Q (3526.230000 sec): 3 clusters Score: Raw -6626824.275996 + Penalty 5317.646906 = -6621506.629089 nChanged 48 SP:Iteration 42Q (3526.610000 sec): 3 clusters Score: Raw -6626832.822790 + Penalty 5317.646906 = -6621515.175883 nChanged 56 SP:Iteration 43Q (3526.990000 sec): 3 clusters Score: Raw -6626842.357670 + Penalty 5317.646906 = -6621524.710764 nChanged 48 SP:Iteration 44Q (3527.430000 sec): 3 clusters Score: Raw -6626848.952265 + Penalty 5317.646906 = -6621531.305359 nChanged 42 SP:Iteration 45Q (3527.830000 sec): 3 clusters Score: Raw -6626856.856827 + Penalty 5317.646906 = -6621539.209921 nChanged 52 SP:Iteration 46Q (3528.200000 sec): 3 clusters Score: Raw -6626865.906565 + Penalty 5317.646906 = -6621548.259658 nChanged 43 SP:Iteration 47Q (3528.610000 sec): 3 clusters Score: Raw -6626873.081160 + Penalty 5317.646906 = -6621555.434253 nChanged 42 SP:Iteration 48Q (3528.980000 sec): 3 clusters Score: Raw -6626879.303309 + Penalty 5317.646906 = -6621561.656403 nChanged 34 SP:Iteration 49Q (3529.420000 sec): 3 clusters Score: Raw -6626883.010638 + Penalty 5317.646906 = -6621565.363731 nChanged 23 SP:Iteration 50Q (3529.880000 sec): 3 clusters Score: Raw -6626885.634196 + Penalty 5317.646906 = -6621567.987289 nChanged 19 SP:Iteration 51Q (3530.360000 sec): 3 clusters Score: Raw -6626888.514887 + Penalty 5317.646906 = -6621570.867981 nChanged 31 SP:Iteration 52Q (3530.750000 sec): 3 clusters Score: Raw -6626892.553024 + Penalty 5317.646906 = -6621574.906118 nChanged 31 SP:Iteration 53Q (3531.190000 sec): 3 clusters Score: Raw -6626896.159179 + Penalty 5317.646906 = -6621578.512273 nChanged 32 SP:Iteration 54Q (3531.660000 sec): 3 clusters Score: Raw -6626900.076281 + Penalty 5317.646906 = -6621582.429375 nChanged 24 SP:Iteration 55Q (3532.010000 sec): 3 clusters Score: Raw -6626903.266488 + Penalty 5317.646906 = -6621585.619582 nChanged 33 SP:Iteration 56Q (3532.480000 sec): 3 clusters Score: Raw -6626908.033761 + Penalty 5317.646906 = -6621590.386855 nChanged 43 SP:Iteration 57Q (3532.970000 sec): 3 clusters Score: Raw -6626914.759580 + Penalty 5317.646906 = -6621597.112674 nChanged 44 SP:Iteration 58Q (3533.400000 sec): 3 clusters Score: Raw -6626920.841144 + Penalty 5317.646906 = -6621603.194238 nChanged 40 SP:Iteration 59Q (3533.970000 sec): 3 clusters Score: Raw -6626925.676367 + Penalty 5317.646906 = -6621608.029460 nChanged 28 SP:Iteration 60F (3534.400000 sec): 3 clusters Score: Raw -6626928.508656 + Penalty 5317.646906 = -6621610.861750 nChanged 22 SP:Iteration 61Q (3534.830000 sec): 3 clusters Score: Raw -6626930.949726 + Penalty 5317.646906 = -6621613.302819 nChanged 18 SP:Iteration 62Q (3535.320000 sec): 3 clusters Score: Raw -6626933.718882 + Penalty 5317.646906 = -6621616.071975 nChanged 25 SP:Iteration 63Q (3535.820000 sec): 3 clusters Score: Raw -6626936.352613 + Penalty 5317.646906 = -6621618.705707 nChanged 18 SP:Iteration 64Q (3536.260000 sec): 3 clusters Score: Raw -6626938.155304 + Penalty 5317.646906 = -6621620.508398 nChanged 12 SP:Iteration 65Q (3536.690000 sec): 3 clusters Score: Raw -6626939.378649 + Penalty 5317.646906 = -6621621.731742 nChanged 15 SP:Iteration 66Q (3537.180000 sec): 3 clusters Score: Raw -6626941.192299 + Penalty 5317.646906 = -6621623.545392 nChanged 16 SP:Iteration 67Q (3537.610000 sec): 3 clusters Score: Raw -6626942.904608 + Penalty 5317.646906 = -6621625.257701 nChanged 14 SP:Iteration 68Q (3538.100000 sec): 3 clusters Score: Raw -6626943.994846 + Penalty 5317.646906 = -6621626.347940 nChanged 7 SP:Iteration 69Q (3538.480000 sec): 3 clusters Score: Raw -6626944.530885 + Penalty 5317.646906 = -6621626.883979 nChanged 2 SP:Iteration 70Q (3538.960000 sec): 3 clusters Score: Raw -6626944.746616 + Penalty 5317.646906 = -6621627.099710 nChanged 1 SP:Iteration 71Q (3539.420000 sec): 3 clusters Score: Raw -6626944.796524 + Penalty 5317.646906 = -6621627.149617 nChanged 1 SP:Iteration 72Q (3539.880000 sec): 3 clusters Score: Raw -6626944.862634 + Penalty 5317.646906 = -6621627.215728 nChanged 2 SP:Iteration 73Q (3540.260000 sec): 3 clusters Score: Raw -6626944.951339 + Penalty 5317.646906 = -6621627.304432 nChanged 0 SP:Iteration 74F (3540.770000 sec): 3 clusters Score: Raw -6626944.951339 + Penalty 5317.646906 = -6621627.304432 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 41 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3540.890000 sec): 2 clusters Score: Raw -34857.394918 + Penalty 1392.055770 = -33465.339147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3541.100000 sec): 3 clusters Score: Raw -34990.273770 + Penalty 2784.111541 = -32206.162229 nChanged 18 SP:Iteration 1F (3541.260000 sec): 3 clusters Score: Raw -35071.960323 + Penalty 2784.111541 = -32287.848782 nChanged 8 SP:Iteration 2Q (3541.420000 sec): 3 clusters Score: Raw -35117.864203 + Penalty 2784.111541 = -32333.752662 nChanged 5 SP:Iteration 3Q (3541.640000 sec): 3 clusters Score: Raw -35143.037292 + Penalty 2784.111541 = -32358.925751 nChanged 1 SP:Iteration 4Q (3541.810000 sec): 3 clusters Score: Raw -35145.544504 + Penalty 2784.111541 = -32361.432963 nChanged 1 SP:Iteration 5Q (3542.020000 sec): 3 clusters Score: Raw -35149.985746 + Penalty 2784.111541 = -32365.874205 nChanged 0 SP:Iteration 6F (3542.220000 sec): 3 clusters Score: Raw -35149.985746 + Penalty 2784.111541 = -32365.874205 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 42 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3542.290000 sec): 2 clusters Score: Raw -59474.790424 + Penalty 1535.705897 = -57939.084527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3542.540000 sec): 3 clusters Score: Raw -59500.884271 + Penalty 3071.411795 = -56429.472476 nChanged 88 SP:Iteration 1F (3542.750000 sec): 3 clusters Score: Raw -59730.548554 + Penalty 3071.411795 = -56659.136759 nChanged 43 SP:Iteration 2F (3542.950000 sec): 3 clusters Score: Raw -59864.004643 + Penalty 3071.411795 = -56792.592848 nChanged 14 SP:Iteration 3Q (3543.140000 sec): 3 clusters Score: Raw -59908.505561 + Penalty 3071.411795 = -56837.093766 nChanged 8 SP:Iteration 4Q (3543.330000 sec): 3 clusters Score: Raw -59934.597743 + Penalty 3071.411795 = -56863.185948 nChanged 4 SP:Iteration 5Q (3543.550000 sec): 3 clusters Score: Raw -59946.804542 + Penalty 3071.411795 = -56875.392748 nChanged 3 SP:Iteration 6Q (3543.730000 sec): 3 clusters Score: Raw -59954.789301 + Penalty 3071.411795 = -56883.377506 nChanged 2 SP:Iteration 7Q (3543.880000 sec): 3 clusters Score: Raw -59963.855909 + Penalty 3071.411795 = -56892.444114 nChanged 2 SP:Iteration 8Q (3544.080000 sec): 3 clusters Score: Raw -59969.040533 + Penalty 3071.411795 = -56897.628738 nChanged 1 SP:Iteration 9Q (3544.290000 sec): 3 clusters Score: Raw -59971.213320 + Penalty 3071.411795 = -56899.801525 nChanged 1 SP:Iteration 10Q (3544.440000 sec): 3 clusters Score: Raw -59972.775950 + Penalty 3071.411795 = -56901.364155 nChanged 1 SP:Iteration 11Q (3544.680000 sec): 3 clusters Score: Raw -59977.330360 + Penalty 3071.411795 = -56905.918565 nChanged 4 SP:Iteration 12Q (3544.850000 sec): 3 clusters Score: Raw -59989.360994 + Penalty 3071.411795 = -56917.949199 nChanged 6 SP:Iteration 13Q (3545.060000 sec): 3 clusters Score: Raw -60020.547550 + Penalty 3071.411795 = -56949.135755 nChanged 7 SP:Iteration 14Q (3545.190000 sec): 3 clusters Score: Raw -60115.070874 + Penalty 3071.411795 = -57043.659079 nChanged 8 SP:Iteration 15Q (3545.390000 sec): 3 clusters Score: Raw -60208.031739 + Penalty 3071.411795 = -57136.619944 nChanged 14 SP:Iteration 16Q (3545.580000 sec): 3 clusters Score: Raw -60245.605706 + Penalty 3071.411795 = -57174.193911 nChanged 7 SP:Iteration 17Q (3545.800000 sec): 3 clusters Score: Raw -60270.600994 + Penalty 3071.411795 = -57199.189199 nChanged 8 SP:Iteration 18Q (3545.980000 sec): 3 clusters Score: Raw -60293.568224 + Penalty 3071.411795 = -57222.156429 nChanged 11 SP:Iteration 19Q (3546.180000 sec): 3 clusters Score: Raw -60327.175790 + Penalty 3071.411795 = -57255.763996 nChanged 12 SP:Iteration 20F (3546.340000 sec): 3 clusters Score: Raw -60379.453890 + Penalty 3071.411795 = -57308.042095 nChanged 11 SP:Iteration 21Q (3546.550000 sec): 3 clusters Score: Raw -60423.935342 + Penalty 3071.411795 = -57352.523547 nChanged 11 SP:Iteration 22Q (3546.750000 sec): 3 clusters Score: Raw -60489.148587 + Penalty 3071.411795 = -57417.736792 nChanged 16 SP:Iteration 23Q (3546.950000 sec): 3 clusters Score: Raw -60669.967610 + Penalty 3071.411795 = -57598.555815 nChanged 18 SP:Iteration 24Q (3547.150000 sec): 3 clusters Score: Raw -60861.057478 + Penalty 3071.411795 = -57789.645683 nChanged 11 SP:Iteration 25Q (3547.350000 sec): 3 clusters Score: Raw -60920.433032 + Penalty 3071.411795 = -57849.021237 nChanged 7 SP:Iteration 26Q (3547.530000 sec): 3 clusters Score: Raw -61012.211010 + Penalty 3071.411795 = -57940.799216 nChanged 2 SP:Iteration 27Q (3547.730000 sec): 3 clusters Score: Raw -61033.036089 + Penalty 3071.411795 = -57961.624294 nChanged 2 SP:Iteration 28Q (3547.950000 sec): 3 clusters Score: Raw -61046.963925 + Penalty 3071.411795 = -57975.552130 nChanged 3 SP:Iteration 29Q (3548.120000 sec): 3 clusters Score: Raw -61057.246146 + Penalty 3071.411795 = -57985.834352 nChanged 0 SP:Iteration 30F (3548.320000 sec): 3 clusters Score: Raw -61057.246146 + Penalty 3071.411795 = -57985.834352 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 43 (4421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3548.450000 sec): 2 clusters Score: Raw -619475.516921 + Penalty 2081.742056 = -617393.774865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3548.680000 sec): 3 clusters Score: Raw -617366.774897 + Penalty 4163.484112 = -613203.290785 nChanged 1684 SP:Iteration 1F (3548.910000 sec): 3 clusters Score: Raw -618434.172995 + Penalty 4163.484112 = -614270.688883 nChanged 387 SP:Iteration 2F (3549.100000 sec): 3 clusters Score: Raw -618786.326193 + Penalty 4163.484112 = -614622.842081 nChanged 329 SP:Iteration 3F (3549.340000 sec): 3 clusters Score: Raw -619158.072730 + Penalty 4163.484112 = -614994.588618 nChanged 298 SP:Iteration 4F (3549.500000 sec): 3 clusters Score: Raw -619547.427146 + Penalty 4163.484112 = -615383.943034 nChanged 278 SP:Iteration 5F (3549.710000 sec): 3 clusters Score: Raw -619927.974742 + Penalty 4163.484112 = -615764.490629 nChanged 270 SP:Iteration 6F (3549.900000 sec): 3 clusters Score: Raw -620262.522364 + Penalty 4163.484112 = -616099.038252 nChanged 244 SP:Iteration 7F (3550.130000 sec): 3 clusters Score: Raw -620555.336136 + Penalty 4163.484112 = -616391.852023 nChanged 187 SP:Iteration 8Q (3550.320000 sec): 3 clusters Score: Raw -620766.679030 + Penalty 4163.484112 = -616603.194918 nChanged 117 SP:Iteration 9Q (3550.540000 sec): 3 clusters Score: Raw -620894.251906 + Penalty 4163.484112 = -616730.767794 nChanged 75 SP:Iteration 10Q (3550.790000 sec): 3 clusters Score: Raw -620959.441706 + Penalty 4163.484112 = -616795.957593 nChanged 47 SP:Iteration 11Q (3550.980000 sec): 3 clusters Score: Raw -620984.080371 + Penalty 4163.484112 = -616820.596259 nChanged 20 SP:Iteration 12Q (3551.160000 sec): 3 clusters Score: Raw -620990.352593 + Penalty 4163.484112 = -616826.868481 nChanged 11 SP:Iteration 13Q (3551.350000 sec): 3 clusters Score: Raw -620995.288334 + Penalty 4163.484112 = -616831.804222 nChanged 7 SP:Iteration 14Q (3551.580000 sec): 3 clusters Score: Raw -620997.404531 + Penalty 4163.484112 = -616833.920419 nChanged 3 SP:Iteration 15Q (3551.750000 sec): 3 clusters Score: Raw -620998.730335 + Penalty 4163.484112 = -616835.246223 nChanged 5 SP:Iteration 16Q (3551.990000 sec): 3 clusters Score: Raw -621000.991782 + Penalty 4163.484112 = -616837.507670 nChanged 9 SP:Iteration 17Q (3552.180000 sec): 3 clusters Score: Raw -621003.908286 + Penalty 4163.484112 = -616840.424174 nChanged 3 SP:Iteration 18Q (3552.360000 sec): 3 clusters Score: Raw -621004.789125 + Penalty 4163.484112 = -616841.305012 nChanged 1 SP:Iteration 19Q (3552.550000 sec): 3 clusters Score: Raw -621005.011689 + Penalty 4163.484112 = -616841.527577 nChanged 0 SP:Iteration 20F (3552.750000 sec): 3 clusters Score: Raw -621005.011689 + Penalty 4163.484112 = -616841.527577 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 44 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3552.860000 sec): 2 clusters Score: Raw -111487.886756 + Penalty 1668.699896 = -109819.186860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.030000 sec): 3 clusters Score: Raw -111330.271982 + Penalty 3337.399792 = -107992.872190 nChanged 200 SP:Iteration 1F (3553.200000 sec): 3 clusters Score: Raw -111599.014455 + Penalty 3337.399792 = -108261.614663 nChanged 54 SP:Iteration 2F (3553.360000 sec): 3 clusters Score: Raw -111672.578630 + Penalty 3337.399792 = -108335.178837 nChanged 26 SP:Iteration 3Q (3553.540000 sec): 3 clusters Score: Raw -111716.105679 + Penalty 3337.399792 = -108378.705887 nChanged 15 SP:Iteration 4Q (3553.730000 sec): 3 clusters Score: Raw -111749.828015 + Penalty 3337.399792 = -108412.428223 nChanged 11 SP:Iteration 5Q (3553.890000 sec): 3 clusters Score: Raw -111767.413302 + Penalty 3337.399792 = -108430.013509 nChanged 11 SP:Iteration 6Q (3554.090000 sec): 3 clusters Score: Raw -111786.442375 + Penalty 3337.399792 = -108449.042583 nChanged 10 SP:Iteration 7Q (3554.270000 sec): 3 clusters Score: Raw -111805.815356 + Penalty 3337.399792 = -108468.415564 nChanged 12 SP:Iteration 8Q (3554.480000 sec): 3 clusters Score: Raw -111827.632514 + Penalty 3337.399792 = -108490.232721 nChanged 4 SP:Iteration 9Q (3554.630000 sec): 3 clusters Score: Raw -111836.093592 + Penalty 3337.399792 = -108498.693800 nChanged 6 SP:Iteration 10Q (3554.850000 sec): 3 clusters Score: Raw -111845.830326 + Penalty 3337.399792 = -108508.430534 nChanged 4 SP:Iteration 11Q (3555.070000 sec): 3 clusters Score: Raw -111850.302331 + Penalty 3337.399792 = -108512.902539 nChanged 1 SP:Iteration 12Q (3555.230000 sec): 3 clusters Score: Raw -111851.682100 + Penalty 3337.399792 = -108514.282308 nChanged 1 SP:Iteration 13Q (3555.360000 sec): 3 clusters Score: Raw -111853.439329 + Penalty 3337.399792 = -108516.039536 nChanged 2 SP:Iteration 14Q (3555.580000 sec): 3 clusters Score: Raw -111855.449653 + Penalty 3337.399792 = -108518.049861 nChanged 3 SP:Iteration 15Q (3555.780000 sec): 3 clusters Score: Raw -111859.423734 + Penalty 3337.399792 = -108522.023942 nChanged 1 SP:Iteration 16Q (3556.000000 sec): 3 clusters Score: Raw -111861.065111 + Penalty 3337.399792 = -108523.665319 nChanged 0 SP:Iteration 17F (3556.180000 sec): 3 clusters Score: Raw -111861.065111 + Penalty 3337.399792 = -108523.665319 nChanged 0 Deleting Class 25 (228 points): Lose 3109.984151 but Gain 3306.418869 Iteration 99Q (3585.310000 sec): 49 clusters Score: Raw -87442709.624034 + Penalty 158708.105690 = -87284001.518344 nChanged 1416 Iteration 100F (3647.100000 sec): 49 clusters Score: Raw -87444729.348175 + Penalty 158708.105690 = -87286021.242485 nChanged 768 Iteration 101Q (3683.650000 sec): 49 clusters Score: Raw -87445652.706449 + Penalty 158708.105690 = -87286944.600759 nChanged 424 Iteration 102Q (3723.160000 sec): 49 clusters Score: Raw -87446161.249352 + Penalty 158708.105690 = -87287453.143662 nChanged 339 Iteration 103Q (3768.460000 sec): 49 clusters Score: Raw -87446581.945639 + Penalty 158708.105690 = -87287873.839949 nChanged 296 Iteration 104Q (3808.700000 sec): 49 clusters Score: Raw -87446876.807524 + Penalty 158708.105690 = -87288168.701834 nChanged 261 Iteration 105Q (3850.330000 sec): 49 clusters Score: Raw -87447141.249677 + Penalty 158708.105690 = -87288433.143987 nChanged 219 Iteration 106Q (3906.790000 sec): 49 clusters Score: Raw -87447325.104926 + Penalty 158708.105690 = -87288616.999236 nChanged 195 Iteration 107Q (3959.300000 sec): 49 clusters Score: Raw -87447582.577828 + Penalty 158708.105690 = -87288874.472138 nChanged 167 Iteration 108Q (4014.690000 sec): 49 clusters Score: Raw -87448603.543842 + Penalty 158708.105690 = -87289895.438152 nChanged 111 Iteration 109Q (4064.610000 sec): 49 clusters Score: Raw -87448732.534888 + Penalty 158708.105690 = -87290024.429198 nChanged 93 Iteration 110Q (4119.090000 sec): 49 clusters Score: Raw -87449148.218720 + Penalty 158708.105690 = -87290440.113030 nChanged 64 Iteration 111Q (4167.550000 sec): 49 clusters Score: Raw -87449156.805053 + Penalty 158708.105690 = -87290448.699363 nChanged 46 Iteration 112Q (4218.420000 sec): 49 clusters Score: Raw -87449163.379840 + Penalty 158708.105690 = -87290455.274150 nChanged 40 Iteration 113Q (4255.920000 sec): 49 clusters Score: Raw -87449169.250172 + Penalty 158708.105690 = -87290461.144482 nChanged 37 Iteration 114Q (4290.670000 sec): 49 clusters Score: Raw -87449174.366812 + Penalty 158708.105690 = -87290466.261122 nChanged 34 Iteration 115Q (4327.580000 sec): 49 clusters Score: Raw -87449179.127599 + Penalty 158708.105690 = -87290471.021909 nChanged 31 Iteration 116Q (4366.560000 sec): 49 clusters Score: Raw -87449182.432390 + Penalty 158708.105690 = -87290474.326700 nChanged 23 Iteration 117Q (4401.700000 sec): 49 clusters Score: Raw -87449184.070168 + Penalty 158708.105690 = -87290475.964478 nChanged 20 Iteration 118Q (4437.790000 sec): 49 clusters Score: Raw -87449185.907748 + Penalty 158708.105690 = -87290477.802058 nChanged 20 Iteration 119Q (4478.110000 sec): 49 clusters Score: Raw -87449188.095825 + Penalty 158708.105690 = -87290479.990135 nChanged 15 Iteration 120F (4536.490000 sec): 49 clusters Score: Raw -87449609.365018 + Penalty 158708.105690 = -87290901.259328 nChanged 59 Iteration 121Q (4571.300000 sec): 49 clusters Score: Raw -87449926.277859 + Penalty 158708.105690 = -87291218.172169 nChanged 52 Iteration 122Q (4605.910000 sec): 49 clusters Score: Raw -87450094.801522 + Penalty 158708.105690 = -87291386.695832 nChanged 48 Iteration 123Q (4643.650000 sec): 49 clusters Score: Raw -87450196.930451 + Penalty 158708.105690 = -87291488.824761 nChanged 39 Iteration 124Q (4680.900000 sec): 49 clusters Score: Raw -87450291.660447 + Penalty 158708.105690 = -87291583.554757 nChanged 42 Iteration 125Q (4722.720000 sec): 49 clusters Score: Raw -87450694.931644 + Penalty 158708.105690 = -87291986.825954 nChanged 37 Iteration 126Q (4760.540000 sec): 49 clusters Score: Raw -87450720.194275 + Penalty 158708.105690 = -87292012.088585 nChanged 28 Iteration 127Q (4800.330000 sec): 49 clusters Score: Raw -87450740.687024 + Penalty 158708.105690 = -87292032.581334 nChanged 30 Iteration 128Q (4840.230000 sec): 49 clusters Score: Raw -87450763.566388 + Penalty 158708.105690 = -87292055.460698 nChanged 24 Iteration 129Q (4882.300000 sec): 49 clusters Score: Raw -87450782.026276 + Penalty 158708.105690 = -87292073.920586 nChanged 16 Iteration 130Q (4922.010000 sec): 49 clusters Score: Raw -87450794.832969 + Penalty 158708.105690 = -87292086.727279 nChanged 6 Iteration 131Q (4961.260000 sec): 49 clusters Score: Raw -87450810.875470 + Penalty 158708.105690 = -87292102.769780 nChanged 6 Iteration 132Q (5001.380000 sec): 49 clusters Score: Raw -87450826.104330 + Penalty 158708.105690 = -87292117.998640 nChanged 1 Iteration 133Q (5041.240000 sec): 49 clusters Score: Raw -87450826.112784 + Penalty 158708.105690 = -87292118.007094 nChanged 0 Iteration 134F (5101.730000 sec): 49 clusters Score: Raw -87450937.415867 + Penalty 158708.105690 = -87292229.310177 nChanged 7 Iteration 135Q (5134.190000 sec): 49 clusters Score: Raw -87451206.268992 + Penalty 158708.105690 = -87292498.163302 nChanged 1 Iteration 136Q (5172.310000 sec): 49 clusters Score: Raw -87451209.533582 + Penalty 158708.105690 = -87292501.427892 nChanged 0 Iteration 137F (5233.020000 sec): 49 clusters Score: Raw -87451597.136675 + Penalty 158708.105690 = -87292889.030985 nChanged 7 Iteration 138Q (5270.960000 sec): 49 clusters Score: Raw -87451898.441468 + Penalty 158708.105690 = -87293190.335778 nChanged 0 Writing temp clu file Because OldScore, -87292889.030985, is greater than current (better) Score,-87293190.335778 Compute initial score before splitting: Score: Raw -87451898.441468 + Penalty 158708.105690 = -87293190.335778 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 1 (2780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5271.250000 sec): 2 clusters Score: Raw -391344.623179 + Penalty 1966.691139 = -389377.932039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5271.440000 sec): 3 clusters Score: Raw -390239.690304 + Penalty 3933.382279 = -386306.308026 nChanged 904 SP:Iteration 1F (5271.620000 sec): 3 clusters Score: Raw -390895.384891 + Penalty 3933.382279 = -386962.002613 nChanged 246 SP:Iteration 2F (5271.820000 sec): 3 clusters Score: Raw -391199.175809 + Penalty 3933.382279 = -387265.793530 nChanged 218 SP:Iteration 3F (5272.000000 sec): 3 clusters Score: Raw -391448.943716 + Penalty 3933.382279 = -387515.561437 nChanged 171 SP:Iteration 4F (5272.260000 sec): 3 clusters Score: Raw -391618.160619 + Penalty 3933.382279 = -387684.778341 nChanged 131 SP:Iteration 5Q (5272.480000 sec): 3 clusters Score: Raw -391733.897084 + Penalty 3933.382279 = -387800.514806 nChanged 120 SP:Iteration 6Q (5272.700000 sec): 3 clusters Score: Raw -391829.959898 + Penalty 3933.382279 = -387896.577619 nChanged 77 SP:Iteration 7Q (5272.920000 sec): 3 clusters Score: Raw -391884.157746 + Penalty 3933.382279 = -387950.775467 nChanged 68 SP:Iteration 8Q (5273.180000 sec): 3 clusters Score: Raw -391937.007503 + Penalty 3933.382279 = -388003.625225 nChanged 51 SP:Iteration 9Q (5273.350000 sec): 3 clusters Score: Raw -391973.930067 + Penalty 3933.382279 = -388040.547789 nChanged 38 SP:Iteration 10Q (5273.510000 sec): 3 clusters Score: Raw -392003.662411 + Penalty 3933.382279 = -388070.280132 nChanged 27 SP:Iteration 11Q (5273.690000 sec): 3 clusters Score: Raw -392021.586278 + Penalty 3933.382279 = -388088.203999 nChanged 23 SP:Iteration 12Q (5273.880000 sec): 3 clusters Score: Raw -392033.260083 + Penalty 3933.382279 = -388099.877804 nChanged 13 SP:Iteration 13Q (5274.070000 sec): 3 clusters Score: Raw -392041.097431 + Penalty 3933.382279 = -388107.715153 nChanged 11 SP:Iteration 14Q (5274.250000 sec): 3 clusters Score: Raw -392047.498809 + Penalty 3933.382279 = -388114.116531 nChanged 5 SP:Iteration 15Q (5274.400000 sec): 3 clusters Score: Raw -392051.071031 + Penalty 3933.382279 = -388117.688753 nChanged 4 SP:Iteration 16Q (5274.580000 sec): 3 clusters Score: Raw -392052.907382 + Penalty 3933.382279 = -388119.525103 nChanged 5 SP:Iteration 17Q (5274.790000 sec): 3 clusters Score: Raw -392055.463023 + Penalty 3933.382279 = -388122.080744 nChanged 4 SP:Iteration 18Q (5275.060000 sec): 3 clusters Score: Raw -392058.462202 + Penalty 3933.382279 = -388125.079924 nChanged 6 SP:Iteration 19Q (5275.240000 sec): 3 clusters Score: Raw -392061.213624 + Penalty 3933.382279 = -388127.831345 nChanged 6 SP:Iteration 20F (5275.450000 sec): 3 clusters Score: Raw -392064.783562 + Penalty 3933.382279 = -388131.401283 nChanged 7 SP:Iteration 21Q (5275.640000 sec): 3 clusters Score: Raw -392069.325433 + Penalty 3933.382279 = -388135.943154 nChanged 6 SP:Iteration 22Q (5275.830000 sec): 3 clusters Score: Raw -392072.971703 + Penalty 3933.382279 = -388139.589425 nChanged 4 SP:Iteration 23Q (5276.020000 sec): 3 clusters Score: Raw -392075.032551 + Penalty 3933.382279 = -388141.650272 nChanged 3 SP:Iteration 24Q (5276.230000 sec): 3 clusters Score: Raw -392076.434550 + Penalty 3933.382279 = -388143.052272 nChanged 2 SP:Iteration 25Q (5276.440000 sec): 3 clusters Score: Raw -392076.984899 + Penalty 3933.382279 = -388143.602620 nChanged 1 SP:Iteration 26Q (5276.670000 sec): 3 clusters Score: Raw -392077.695137 + Penalty 3933.382279 = -388144.312859 nChanged 1 SP:Iteration 27Q (5276.870000 sec): 3 clusters Score: Raw -392078.245443 + Penalty 3933.382279 = -388144.863165 nChanged 1 SP:Iteration 28Q (5277.050000 sec): 3 clusters Score: Raw -392078.710139 + Penalty 3933.382279 = -388145.327860 nChanged 4 SP:Iteration 29Q (5277.230000 sec): 3 clusters Score: Raw -392081.525258 + Penalty 3933.382279 = -388148.142980 nChanged 3 SP:Iteration 30Q (5277.480000 sec): 3 clusters Score: Raw -392082.750297 + Penalty 3933.382279 = -388149.368018 nChanged 2 SP:Iteration 31Q (5277.720000 sec): 3 clusters Score: Raw -392083.582639 + Penalty 3933.382279 = -388150.200361 nChanged 2 SP:Iteration 32Q (5277.920000 sec): 3 clusters Score: Raw -392084.461189 + Penalty 3933.382279 = -388151.078911 nChanged 0 SP:Iteration 33F (5278.140000 sec): 3 clusters Score: Raw -392084.461189 + Penalty 3933.382279 = -388151.078911 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 2 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5278.260000 sec): 2 clusters Score: Raw -246967.910694 + Penalty 1849.630167 = -245118.280527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5278.420000 sec): 3 clusters Score: Raw -246400.139472 + Penalty 3699.260334 = -242700.879138 nChanged 507 SP:Iteration 1F (5278.600000 sec): 3 clusters Score: Raw -246838.304929 + Penalty 3699.260334 = -243139.044595 nChanged 131 SP:Iteration 2F (5278.830000 sec): 3 clusters Score: Raw -246984.888367 + Penalty 3699.260334 = -243285.628033 nChanged 100 SP:Iteration 3F (5279.030000 sec): 3 clusters Score: Raw -247103.122594 + Penalty 3699.260334 = -243403.862260 nChanged 62 SP:Iteration 4Q (5279.180000 sec): 3 clusters Score: Raw -247177.534807 + Penalty 3699.260334 = -243478.274473 nChanged 41 SP:Iteration 5Q (5279.360000 sec): 3 clusters Score: Raw -247214.327698 + Penalty 3699.260334 = -243515.067364 nChanged 30 SP:Iteration 6Q (5279.560000 sec): 3 clusters Score: Raw -247235.822866 + Penalty 3699.260334 = -243536.562532 nChanged 15 SP:Iteration 7Q (5279.740000 sec): 3 clusters Score: Raw -247245.537411 + Penalty 3699.260334 = -243546.277077 nChanged 13 SP:Iteration 8Q (5279.930000 sec): 3 clusters Score: Raw -247263.371851 + Penalty 3699.260334 = -243564.111517 nChanged 15 SP:Iteration 9Q (5280.110000 sec): 3 clusters Score: Raw -247281.113798 + Penalty 3699.260334 = -243581.853464 nChanged 22 SP:Iteration 10Q (5280.260000 sec): 3 clusters Score: Raw -247304.842363 + Penalty 3699.260334 = -243605.582029 nChanged 20 SP:Iteration 11Q (5280.420000 sec): 3 clusters Score: Raw -247321.805996 + Penalty 3699.260334 = -243622.545662 nChanged 15 SP:Iteration 12Q (5280.620000 sec): 3 clusters Score: Raw -247333.632365 + Penalty 3699.260334 = -243634.372031 nChanged 11 SP:Iteration 13Q (5280.790000 sec): 3 clusters Score: Raw -247346.235220 + Penalty 3699.260334 = -243646.974885 nChanged 10 SP:Iteration 14Q (5280.990000 sec): 3 clusters Score: Raw -247356.153244 + Penalty 3699.260334 = -243656.892910 nChanged 11 SP:Iteration 15Q (5281.170000 sec): 3 clusters Score: Raw -247369.378098 + Penalty 3699.260334 = -243670.117764 nChanged 11 SP:Iteration 16Q (5281.300000 sec): 3 clusters Score: Raw -247377.156686 + Penalty 3699.260334 = -243677.896352 nChanged 9 SP:Iteration 17Q (5281.460000 sec): 3 clusters Score: Raw -247381.376783 + Penalty 3699.260334 = -243682.116449 nChanged 1 SP:Iteration 18Q (5281.680000 sec): 3 clusters Score: Raw -247381.717207 + Penalty 3699.260334 = -243682.456873 nChanged 1 SP:Iteration 19Q (5281.820000 sec): 3 clusters Score: Raw -247382.266438 + Penalty 3699.260334 = -243683.006104 nChanged 4 SP:Iteration 20F (5281.970000 sec): 3 clusters Score: Raw -247389.056748 + Penalty 3699.260334 = -243689.796414 nChanged 4 SP:Iteration 21Q (5282.110000 sec): 3 clusters Score: Raw -247392.270147 + Penalty 3699.260334 = -243693.009813 nChanged 3 SP:Iteration 22Q (5282.260000 sec): 3 clusters Score: Raw -247394.421032 + Penalty 3699.260334 = -243695.160698 nChanged 1 SP:Iteration 23Q (5282.400000 sec): 3 clusters Score: Raw -247395.436855 + Penalty 3699.260334 = -243696.176521 nChanged 2 SP:Iteration 24Q (5282.550000 sec): 3 clusters Score: Raw -247396.290027 + Penalty 3699.260334 = -243697.029693 nChanged 0 SP:Iteration 25F (5282.690000 sec): 3 clusters Score: Raw -247396.290027 + Penalty 3699.260334 = -243697.029693 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 3 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5282.790000 sec): 2 clusters Score: Raw -123954.150111 + Penalty 1680.573734 = -122273.576377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5282.920000 sec): 3 clusters Score: Raw -123787.792183 + Penalty 3361.147468 = -120426.644715 nChanged 214 SP:Iteration 1F (5283.060000 sec): 3 clusters Score: Raw -124047.241489 + Penalty 3361.147468 = -120686.094021 nChanged 58 SP:Iteration 2F (5283.250000 sec): 3 clusters Score: Raw -124119.302078 + Penalty 3361.147468 = -120758.154610 nChanged 23 SP:Iteration 3Q (5283.390000 sec): 3 clusters Score: Raw -124157.877673 + Penalty 3361.147468 = -120796.730205 nChanged 18 SP:Iteration 4Q (5283.530000 sec): 3 clusters Score: Raw -124182.528937 + Penalty 3361.147468 = -120821.381469 nChanged 13 SP:Iteration 5Q (5283.700000 sec): 3 clusters Score: Raw -124194.501756 + Penalty 3361.147468 = -120833.354288 nChanged 2 SP:Iteration 6Q (5283.820000 sec): 3 clusters Score: Raw -124196.913496 + Penalty 3361.147468 = -120835.766028 nChanged 4 SP:Iteration 7Q (5283.960000 sec): 3 clusters Score: Raw -124202.803958 + Penalty 3361.147468 = -120841.656490 nChanged 2 SP:Iteration 8Q (5284.110000 sec): 3 clusters Score: Raw -124204.690941 + Penalty 3361.147468 = -120843.543473 nChanged 2 SP:Iteration 9Q (5284.260000 sec): 3 clusters Score: Raw -124205.532078 + Penalty 3361.147468 = -120844.384610 nChanged 0 SP:Iteration 10F (5284.440000 sec): 3 clusters Score: Raw -124205.532078 + Penalty 3361.147468 = -120844.384610 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 4 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5284.590000 sec): 2 clusters Score: Raw -365100.238335 + Penalty 1939.568538 = -363160.669796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5284.760000 sec): 3 clusters Score: Raw -364117.381099 + Penalty 3879.137076 = -360238.244022 nChanged 811 SP:Iteration 1F (5284.920000 sec): 3 clusters Score: Raw -364658.136287 + Penalty 3879.137076 = -360778.999211 nChanged 172 SP:Iteration 2F (5285.130000 sec): 3 clusters Score: Raw -364786.258073 + Penalty 3879.137076 = -360907.120997 nChanged 88 SP:Iteration 3Q (5285.290000 sec): 3 clusters Score: Raw -364856.640546 + Penalty 3879.137076 = -360977.503470 nChanged 69 SP:Iteration 4Q (5285.500000 sec): 3 clusters Score: Raw -364911.075405 + Penalty 3879.137076 = -361031.938329 nChanged 48 SP:Iteration 5Q (5285.650000 sec): 3 clusters Score: Raw -364937.529384 + Penalty 3879.137076 = -361058.392308 nChanged 34 SP:Iteration 6Q (5285.790000 sec): 3 clusters Score: Raw -364960.136609 + Penalty 3879.137076 = -361080.999532 nChanged 29 SP:Iteration 7Q (5285.920000 sec): 3 clusters Score: Raw -364973.325352 + Penalty 3879.137076 = -361094.188276 nChanged 13 SP:Iteration 8Q (5286.070000 sec): 3 clusters Score: Raw -364980.598577 + Penalty 3879.137076 = -361101.461501 nChanged 15 SP:Iteration 9Q (5286.240000 sec): 3 clusters Score: Raw -364986.908455 + Penalty 3879.137076 = -361107.771379 nChanged 8 SP:Iteration 10Q (5286.380000 sec): 3 clusters Score: Raw -364990.804813 + Penalty 3879.137076 = -361111.667737 nChanged 5 SP:Iteration 11Q (5286.570000 sec): 3 clusters Score: Raw -364993.366067 + Penalty 3879.137076 = -361114.228991 nChanged 3 SP:Iteration 12Q (5286.720000 sec): 3 clusters Score: Raw -364994.122531 + Penalty 3879.137076 = -361114.985454 nChanged 1 SP:Iteration 13Q (5286.870000 sec): 3 clusters Score: Raw -364994.351374 + Penalty 3879.137076 = -361115.214298 nChanged 0 SP:Iteration 14F (5287.010000 sec): 3 clusters Score: Raw -364994.351374 + Penalty 3879.137076 = -361115.214298 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 5 (21433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5287.200000 sec): 2 clusters Score: Raw -3132425.807633 + Penalty 2473.226393 = -3129952.581240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5287.490000 sec): 3 clusters Score: Raw -3119881.133394 + Penalty 4946.452786 = -3114934.680608 nChanged 9466 SP:Iteration 1F (5287.850000 sec): 3 clusters Score: Raw -3124958.824734 + Penalty 4946.452786 = -3120012.371947 nChanged 1155 SP:Iteration 2F (5288.140000 sec): 3 clusters Score: Raw -3125421.048055 + Penalty 4946.452786 = -3120474.595269 nChanged 1044 SP:Iteration 3Q (5288.510000 sec): 3 clusters Score: Raw -3125847.546349 + Penalty 4946.452786 = -3120901.093563 nChanged 942 SP:Iteration 4Q (5288.910000 sec): 3 clusters Score: Raw -3126289.208345 + Penalty 4946.452786 = -3121342.755559 nChanged 1000 SP:Iteration 5Q (5289.240000 sec): 3 clusters Score: Raw -3126790.881304 + Penalty 4946.452786 = -3121844.428517 nChanged 994 SP:Iteration 6Q (5289.590000 sec): 3 clusters Score: Raw -3127304.893262 + Penalty 4946.452786 = -3122358.440476 nChanged 1001 SP:Iteration 7Q (5289.920000 sec): 3 clusters Score: Raw -3127810.005169 + Penalty 4946.452786 = -3122863.552382 nChanged 964 SP:Iteration 8Q (5290.250000 sec): 3 clusters Score: Raw -3128234.769646 + Penalty 4946.452786 = -3123288.316860 nChanged 841 SP:Iteration 9Q (5290.550000 sec): 3 clusters Score: Raw -3128619.743240 + Penalty 4946.452786 = -3123673.290453 nChanged 822 SP:Iteration 10Q (5290.910000 sec): 3 clusters Score: Raw -3128995.715965 + Penalty 4946.452786 = -3124049.263179 nChanged 753 SP:Iteration 11Q (5291.190000 sec): 3 clusters Score: Raw -3129326.870240 + Penalty 4946.452786 = -3124380.417453 nChanged 681 SP:Iteration 12Q (5291.600000 sec): 3 clusters Score: Raw -3129579.228361 + Penalty 4946.452786 = -3124632.775575 nChanged 600 SP:Iteration 13Q (5291.910000 sec): 3 clusters Score: Raw -3129804.550772 + Penalty 4946.452786 = -3124858.097986 nChanged 528 SP:Iteration 14Q (5292.210000 sec): 3 clusters Score: Raw -3129993.952020 + Penalty 4946.452786 = -3125047.499234 nChanged 480 SP:Iteration 15Q (5292.580000 sec): 3 clusters Score: Raw -3130170.395772 + Penalty 4946.452786 = -3125223.942986 nChanged 455 SP:Iteration 16Q (5292.850000 sec): 3 clusters Score: Raw -3130326.303093 + Penalty 4946.452786 = -3125379.850307 nChanged 441 SP:Iteration 17Q (5293.200000 sec): 3 clusters Score: Raw -3130484.495602 + Penalty 4946.452786 = -3125538.042816 nChanged 457 SP:Iteration 18Q (5293.520000 sec): 3 clusters Score: Raw -3130646.457850 + Penalty 4946.452786 = -3125700.005064 nChanged 458 SP:Iteration 19Q (5293.830000 sec): 3 clusters Score: Raw -3130820.330396 + Penalty 4946.452786 = -3125873.877609 nChanged 467 SP:Iteration 20F (5294.180000 sec): 3 clusters Score: Raw -3130998.075425 + Penalty 4946.452786 = -3126051.622639 nChanged 440 SP:Iteration 21Q (5294.500000 sec): 3 clusters Score: Raw -3131160.140947 + Penalty 4946.452786 = -3126213.688161 nChanged 410 SP:Iteration 22Q (5294.790000 sec): 3 clusters Score: Raw -3131314.217980 + Penalty 4946.452786 = -3126367.765193 nChanged 415 SP:Iteration 23Q (5295.070000 sec): 3 clusters Score: Raw -3131474.068540 + Penalty 4946.452786 = -3126527.615753 nChanged 378 SP:Iteration 24Q (5295.430000 sec): 3 clusters Score: Raw -3131622.543958 + Penalty 4946.452786 = -3126676.091171 nChanged 354 SP:Iteration 25Q (5295.720000 sec): 3 clusters Score: Raw -3131776.561035 + Penalty 4946.452786 = -3126830.108249 nChanged 331 SP:Iteration 26Q (5296.030000 sec): 3 clusters Score: Raw -3131929.249804 + Penalty 4946.452786 = -3126982.797018 nChanged 300 SP:Iteration 27Q (5296.360000 sec): 3 clusters Score: Raw -3132072.642673 + Penalty 4946.452786 = -3127126.189887 nChanged 310 SP:Iteration 28Q (5296.750000 sec): 3 clusters Score: Raw -3132219.753384 + Penalty 4946.452786 = -3127273.300598 nChanged 285 SP:Iteration 29Q (5297.020000 sec): 3 clusters Score: Raw -3132343.967042 + Penalty 4946.452786 = -3127397.514255 nChanged 279 SP:Iteration 30Q (5297.370000 sec): 3 clusters Score: Raw -3132466.131037 + Penalty 4946.452786 = -3127519.678251 nChanged 245 SP:Iteration 31Q (5297.700000 sec): 3 clusters Score: Raw -3132567.771275 + Penalty 4946.452786 = -3127621.318489 nChanged 215 SP:Iteration 32Q (5298.040000 sec): 3 clusters Score: Raw -3132646.025693 + Penalty 4946.452786 = -3127699.572907 nChanged 178 SP:Iteration 33Q (5298.370000 sec): 3 clusters Score: Raw -3132708.471808 + Penalty 4946.452786 = -3127762.019022 nChanged 146 SP:Iteration 34Q (5298.690000 sec): 3 clusters Score: Raw -3132759.385208 + Penalty 4946.452786 = -3127812.932422 nChanged 131 SP:Iteration 35Q (5299.010000 sec): 3 clusters Score: Raw -3132800.119132 + Penalty 4946.452786 = -3127853.666345 nChanged 113 SP:Iteration 36Q (5299.320000 sec): 3 clusters Score: Raw -3132828.807090 + Penalty 4946.452786 = -3127882.354303 nChanged 73 SP:Iteration 37Q (5299.670000 sec): 3 clusters Score: Raw -3132848.995788 + Penalty 4946.452786 = -3127902.543002 nChanged 76 SP:Iteration 38Q (5300.020000 sec): 3 clusters Score: Raw -3132870.955694 + Penalty 4946.452786 = -3127924.502908 nChanged 74 SP:Iteration 39Q (5300.350000 sec): 3 clusters Score: Raw -3132891.592463 + Penalty 4946.452786 = -3127945.139677 nChanged 62 SP:Iteration 40F (5300.680000 sec): 3 clusters Score: Raw -3132905.274622 + Penalty 4946.452786 = -3127958.821836 nChanged 46 SP:Iteration 41Q (5301.100000 sec): 3 clusters Score: Raw -3132916.200908 + Penalty 4946.452786 = -3127969.748122 nChanged 38 SP:Iteration 42Q (5301.360000 sec): 3 clusters Score: Raw -3132926.549456 + Penalty 4946.452786 = -3127980.096670 nChanged 35 SP:Iteration 43Q (5301.680000 sec): 3 clusters Score: Raw -3132933.892123 + Penalty 4946.452786 = -3127987.439337 nChanged 21 SP:Iteration 44Q (5302.000000 sec): 3 clusters Score: Raw -3132937.968785 + Penalty 4946.452786 = -3127991.515999 nChanged 23 SP:Iteration 45Q (5302.300000 sec): 3 clusters Score: Raw -3132942.708004 + Penalty 4946.452786 = -3127996.255218 nChanged 24 SP:Iteration 46Q (5302.590000 sec): 3 clusters Score: Raw -3132948.381132 + Penalty 4946.452786 = -3128001.928346 nChanged 25 SP:Iteration 47Q (5302.980000 sec): 3 clusters Score: Raw -3132954.134814 + Penalty 4946.452786 = -3128007.682028 nChanged 26 SP:Iteration 48Q (5303.300000 sec): 3 clusters Score: Raw -3132959.848971 + Penalty 4946.452786 = -3128013.396184 nChanged 21 SP:Iteration 49Q (5303.570000 sec): 3 clusters Score: Raw -3132964.502874 + Penalty 4946.452786 = -3128018.050088 nChanged 23 SP:Iteration 50Q (5303.950000 sec): 3 clusters Score: Raw -3132970.244640 + Penalty 4946.452786 = -3128023.791853 nChanged 26 SP:Iteration 51Q (5304.220000 sec): 3 clusters Score: Raw -3132978.076726 + Penalty 4946.452786 = -3128031.623939 nChanged 26 SP:Iteration 52Q (5304.530000 sec): 3 clusters Score: Raw -3132983.955072 + Penalty 4946.452786 = -3128037.502285 nChanged 19 SP:Iteration 53Q (5304.870000 sec): 3 clusters Score: Raw -3132988.149961 + Penalty 4946.452786 = -3128041.697174 nChanged 23 SP:Iteration 54Q (5305.110000 sec): 3 clusters Score: Raw -3132993.571550 + Penalty 4946.452786 = -3128047.118763 nChanged 25 SP:Iteration 55Q (5305.420000 sec): 3 clusters Score: Raw -3132998.801598 + Penalty 4946.452786 = -3128052.348811 nChanged 16 SP:Iteration 56Q (5305.690000 sec): 3 clusters Score: Raw -3133002.083043 + Penalty 4946.452786 = -3128055.630257 nChanged 9 SP:Iteration 57Q (5306.050000 sec): 3 clusters Score: Raw -3133004.383990 + Penalty 4946.452786 = -3128057.931204 nChanged 11 SP:Iteration 58Q (5306.310000 sec): 3 clusters Score: Raw -3133006.490890 + Penalty 4946.452786 = -3128060.038103 nChanged 4 SP:Iteration 59Q (5306.590000 sec): 3 clusters Score: Raw -3133007.930860 + Penalty 4946.452786 = -3128061.478073 nChanged 6 SP:Iteration 60F (5306.900000 sec): 3 clusters Score: Raw -3133009.223698 + Penalty 4946.452786 = -3128062.770912 nChanged 7 SP:Iteration 61Q (5307.200000 sec): 3 clusters Score: Raw -3133010.497915 + Penalty 4946.452786 = -3128064.045128 nChanged 3 SP:Iteration 62Q (5307.500000 sec): 3 clusters Score: Raw -3133010.797450 + Penalty 4946.452786 = -3128064.344663 nChanged 2 SP:Iteration 63Q (5307.810000 sec): 3 clusters Score: Raw -3133011.034422 + Penalty 4946.452786 = -3128064.581635 nChanged 3 SP:Iteration 64Q (5308.170000 sec): 3 clusters Score: Raw -3133011.457020 + Penalty 4946.452786 = -3128065.004234 nChanged 1 SP:Iteration 65Q (5308.520000 sec): 3 clusters Score: Raw -3133011.679122 + Penalty 4946.452786 = -3128065.226336 nChanged 0 SP:Iteration 66F (5308.770000 sec): 3 clusters Score: Raw -3133011.679122 + Penalty 4946.452786 = -3128065.226336 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 6 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5308.940000 sec): 2 clusters Score: Raw -33021.550379 + Penalty 1385.637667 = -31635.912712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5309.090000 sec): 3 clusters Score: Raw -33263.007017 + Penalty 2771.275335 = -30491.731682 nChanged 39 SP:Iteration 1F (5309.210000 sec): 3 clusters Score: Raw -33439.422522 + Penalty 2771.275335 = -30668.147187 nChanged 12 SP:Iteration 2Q (5309.350000 sec): 3 clusters Score: Raw -33506.165244 + Penalty 2771.275335 = -30734.889910 nChanged 4 SP:Iteration 3Q (5309.510000 sec): 3 clusters Score: Raw -33516.170148 + Penalty 2771.275335 = -30744.894813 nChanged 2 SP:Iteration 4Q (5309.660000 sec): 3 clusters Score: Raw -33521.451245 + Penalty 2771.275335 = -30750.175910 nChanged 0 SP:Iteration 5F (5309.780000 sec): 3 clusters Score: Raw -33521.451245 + Penalty 2771.275335 = -30750.175910 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 7 (7358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5309.910000 sec): 2 clusters Score: Raw -1027596.433771 + Penalty 2208.078772 = -1025388.354999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5310.120000 sec): 3 clusters Score: Raw -1023718.091283 + Penalty 4416.157544 = -1019301.933739 nChanged 3010 SP:Iteration 1F (5310.370000 sec): 3 clusters Score: Raw -1025320.269915 + Penalty 4416.157544 = -1020904.112371 nChanged 509 SP:Iteration 2F (5310.630000 sec): 3 clusters Score: Raw -1025556.679309 + Penalty 4416.157544 = -1021140.521765 nChanged 353 SP:Iteration 3Q (5310.880000 sec): 3 clusters Score: Raw -1025719.334827 + Penalty 4416.157544 = -1021303.177283 nChanged 285 SP:Iteration 4Q (5311.130000 sec): 3 clusters Score: Raw -1025846.766793 + Penalty 4416.157544 = -1021430.609249 nChanged 249 SP:Iteration 5Q (5311.400000 sec): 3 clusters Score: Raw -1025956.680825 + Penalty 4416.157544 = -1021540.523281 nChanged 207 SP:Iteration 6Q (5311.650000 sec): 3 clusters Score: Raw -1026045.637783 + Penalty 4416.157544 = -1021629.480239 nChanged 187 SP:Iteration 7Q (5311.930000 sec): 3 clusters Score: Raw -1026131.508256 + Penalty 4416.157544 = -1021715.350712 nChanged 184 SP:Iteration 8Q (5312.160000 sec): 3 clusters Score: Raw -1026215.597660 + Penalty 4416.157544 = -1021799.440116 nChanged 196 SP:Iteration 9Q (5312.400000 sec): 3 clusters Score: Raw -1026291.762167 + Penalty 4416.157544 = -1021875.604623 nChanged 180 SP:Iteration 10Q (5312.620000 sec): 3 clusters Score: Raw -1026366.286955 + Penalty 4416.157544 = -1021950.129411 nChanged 157 SP:Iteration 11Q (5312.840000 sec): 3 clusters Score: Raw -1026428.685580 + Penalty 4416.157544 = -1022012.528036 nChanged 150 SP:Iteration 12Q (5313.090000 sec): 3 clusters Score: Raw -1026478.516728 + Penalty 4416.157544 = -1022062.359184 nChanged 126 SP:Iteration 13Q (5313.340000 sec): 3 clusters Score: Raw -1026528.371763 + Penalty 4416.157544 = -1022112.214219 nChanged 136 SP:Iteration 14Q (5313.540000 sec): 3 clusters Score: Raw -1026582.057738 + Penalty 4416.157544 = -1022165.900194 nChanged 140 SP:Iteration 15Q (5313.810000 sec): 3 clusters Score: Raw -1026641.990879 + Penalty 4416.157544 = -1022225.833335 nChanged 143 SP:Iteration 16Q (5314.040000 sec): 3 clusters Score: Raw -1026711.591888 + Penalty 4416.157544 = -1022295.434344 nChanged 158 SP:Iteration 17Q (5314.280000 sec): 3 clusters Score: Raw -1026786.837236 + Penalty 4416.157544 = -1022370.679692 nChanged 166 SP:Iteration 18Q (5314.510000 sec): 3 clusters Score: Raw -1026877.306261 + Penalty 4416.157544 = -1022461.148716 nChanged 182 SP:Iteration 19Q (5314.770000 sec): 3 clusters Score: Raw -1026980.395188 + Penalty 4416.157544 = -1022564.237644 nChanged 202 SP:Iteration 20F (5314.950000 sec): 3 clusters Score: Raw -1027102.657301 + Penalty 4416.157544 = -1022686.499757 nChanged 213 SP:Iteration 21Q (5315.140000 sec): 3 clusters Score: Raw -1027241.012292 + Penalty 4416.157544 = -1022824.854748 nChanged 195 SP:Iteration 22Q (5315.380000 sec): 3 clusters Score: Raw -1027387.618688 + Penalty 4416.157544 = -1022971.461144 nChanged 198 SP:Iteration 23Q (5315.570000 sec): 3 clusters Score: Raw -1027551.536622 + Penalty 4416.157544 = -1023135.379078 nChanged 211 SP:Iteration 24Q (5315.780000 sec): 3 clusters Score: Raw -1027724.950196 + Penalty 4416.157544 = -1023308.792652 nChanged 193 SP:Iteration 25Q (5316.020000 sec): 3 clusters Score: Raw -1027886.659039 + Penalty 4416.157544 = -1023470.501495 nChanged 182 SP:Iteration 26Q (5316.210000 sec): 3 clusters Score: Raw -1028033.792663 + Penalty 4416.157544 = -1023617.635119 nChanged 156 SP:Iteration 27Q (5316.440000 sec): 3 clusters Score: Raw -1028166.376858 + Penalty 4416.157544 = -1023750.219314 nChanged 126 SP:Iteration 28Q (5316.690000 sec): 3 clusters Score: Raw -1028268.771235 + Penalty 4416.157544 = -1023852.613691 nChanged 121 SP:Iteration 29Q (5316.890000 sec): 3 clusters Score: Raw -1028355.237808 + Penalty 4416.157544 = -1023939.080263 nChanged 101 SP:Iteration 30Q (5317.100000 sec): 3 clusters Score: Raw -1028426.400965 + Penalty 4416.157544 = -1024010.243421 nChanged 86 SP:Iteration 31Q (5317.340000 sec): 3 clusters Score: Raw -1028473.498321 + Penalty 4416.157544 = -1024057.340777 nChanged 60 SP:Iteration 32Q (5317.520000 sec): 3 clusters Score: Raw -1028505.213503 + Penalty 4416.157544 = -1024089.055959 nChanged 48 SP:Iteration 33Q (5317.760000 sec): 3 clusters Score: Raw -1028524.413497 + Penalty 4416.157544 = -1024108.255953 nChanged 37 SP:Iteration 34Q (5318.000000 sec): 3 clusters Score: Raw -1028539.093652 + Penalty 4416.157544 = -1024122.936108 nChanged 28 SP:Iteration 35Q (5318.220000 sec): 3 clusters Score: Raw -1028546.658021 + Penalty 4416.157544 = -1024130.500477 nChanged 15 SP:Iteration 36Q (5318.440000 sec): 3 clusters Score: Raw -1028550.967502 + Penalty 4416.157544 = -1024134.809958 nChanged 13 SP:Iteration 37Q (5318.670000 sec): 3 clusters Score: Raw -1028555.244370 + Penalty 4416.157544 = -1024139.086826 nChanged 11 SP:Iteration 38Q (5318.880000 sec): 3 clusters Score: Raw -1028558.100893 + Penalty 4416.157544 = -1024141.943349 nChanged 14 SP:Iteration 39Q (5319.050000 sec): 3 clusters Score: Raw -1028561.762460 + Penalty 4416.157544 = -1024145.604916 nChanged 12 SP:Iteration 40F (5319.300000 sec): 3 clusters Score: Raw -1028564.375446 + Penalty 4416.157544 = -1024148.217902 nChanged 9 SP:Iteration 41Q (5319.520000 sec): 3 clusters Score: Raw -1028567.221687 + Penalty 4416.157544 = -1024151.064143 nChanged 12 SP:Iteration 42Q (5319.780000 sec): 3 clusters Score: Raw -1028569.393559 + Penalty 4416.157544 = -1024153.236015 nChanged 4 SP:Iteration 43Q (5319.980000 sec): 3 clusters Score: Raw -1028570.708767 + Penalty 4416.157544 = -1024154.551223 nChanged 6 SP:Iteration 44Q (5320.170000 sec): 3 clusters Score: Raw -1028572.138558 + Penalty 4416.157544 = -1024155.981014 nChanged 6 SP:Iteration 45Q (5320.470000 sec): 3 clusters Score: Raw -1028573.546589 + Penalty 4416.157544 = -1024157.389045 nChanged 2 SP:Iteration 46Q (5320.640000 sec): 3 clusters Score: Raw -1028574.563853 + Penalty 4416.157544 = -1024158.406309 nChanged 3 SP:Iteration 47Q (5320.900000 sec): 3 clusters Score: Raw -1028575.723239 + Penalty 4416.157544 = -1024159.565695 nChanged 4 SP:Iteration 48Q (5321.160000 sec): 3 clusters Score: Raw -1028576.533992 + Penalty 4416.157544 = -1024160.376448 nChanged 5 SP:Iteration 49Q (5321.360000 sec): 3 clusters Score: Raw -1028577.603921 + Penalty 4416.157544 = -1024161.446377 nChanged 4 SP:Iteration 50Q (5321.620000 sec): 3 clusters Score: Raw -1028578.186937 + Penalty 4416.157544 = -1024162.029392 nChanged 1 SP:Iteration 51Q (5321.860000 sec): 3 clusters Score: Raw -1028578.330988 + Penalty 4416.157544 = -1024162.173444 nChanged 0 SP:Iteration 52F (5322.090000 sec): 3 clusters Score: Raw -1028578.330988 + Penalty 4416.157544 = -1024162.173444 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 8 (45048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5322.470000 sec): 2 clusters Score: Raw -6559872.074979 + Penalty 2657.439999 = -6557214.634980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5322.870000 sec): 3 clusters Score: Raw -6532120.361324 + Penalty 5314.879998 = -6526805.481326 nChanged 20727 SP:Iteration 1F (5323.330000 sec): 3 clusters Score: Raw -6543575.487461 + Penalty 5314.879998 = -6538260.607463 nChanged 2047 SP:Iteration 2Q (5323.800000 sec): 3 clusters Score: Raw -6544270.730013 + Penalty 5314.879998 = -6538955.850015 nChanged 1934 SP:Iteration 3Q (5324.260000 sec): 3 clusters Score: Raw -6544981.153563 + Penalty 5314.879998 = -6539666.273565 nChanged 1943 SP:Iteration 4Q (5324.770000 sec): 3 clusters Score: Raw -6545758.430482 + Penalty 5314.879998 = -6540443.550484 nChanged 1948 SP:Iteration 5Q (5325.280000 sec): 3 clusters Score: Raw -6546641.584691 + Penalty 5314.879998 = -6541326.704693 nChanged 2047 SP:Iteration 6Q (5325.760000 sec): 3 clusters Score: Raw -6547709.005049 + Penalty 5314.879998 = -6542394.125051 nChanged 2231 SP:Iteration 7Q (5326.230000 sec): 3 clusters Score: Raw -6549113.740425 + Penalty 5314.879998 = -6543798.860427 nChanged 2462 SP:Iteration 8F (5326.620000 sec): 3 clusters Score: Raw -6550846.704295 + Penalty 5314.879998 = -6545531.824297 nChanged 2610 SP:Iteration 9F (5327.040000 sec): 3 clusters Score: Raw -6552834.427263 + Penalty 5314.879998 = -6547519.547265 nChanged 2504 SP:Iteration 10F (5327.480000 sec): 3 clusters Score: Raw -6554833.449985 + Penalty 5314.879998 = -6549518.569987 nChanged 2271 SP:Iteration 11F (5327.860000 sec): 3 clusters Score: Raw -6556644.580680 + Penalty 5314.879998 = -6551329.700682 nChanged 1763 SP:Iteration 12Q (5328.310000 sec): 3 clusters Score: Raw -6558001.667281 + Penalty 5314.879998 = -6552686.787283 nChanged 1184 SP:Iteration 13Q (5328.740000 sec): 3 clusters Score: Raw -6558842.353486 + Penalty 5314.879998 = -6553527.473488 nChanged 783 SP:Iteration 14Q (5329.160000 sec): 3 clusters Score: Raw -6559354.317685 + Penalty 5314.879998 = -6554039.437687 nChanged 480 SP:Iteration 15Q (5329.690000 sec): 3 clusters Score: Raw -6559669.305124 + Penalty 5314.879998 = -6554354.425126 nChanged 300 SP:Iteration 16Q (5330.140000 sec): 3 clusters Score: Raw -6559848.589600 + Penalty 5314.879998 = -6554533.709602 nChanged 197 SP:Iteration 17Q (5330.540000 sec): 3 clusters Score: Raw -6559986.324214 + Penalty 5314.879998 = -6554671.444216 nChanged 150 SP:Iteration 18Q (5330.970000 sec): 3 clusters Score: Raw -6560082.326101 + Penalty 5314.879998 = -6554767.446103 nChanged 98 SP:Iteration 19Q (5331.380000 sec): 3 clusters Score: Raw -6560147.020002 + Penalty 5314.879998 = -6554832.140004 nChanged 74 SP:Iteration 20F (5331.870000 sec): 3 clusters Score: Raw -6560190.112670 + Penalty 5314.879998 = -6554875.232672 nChanged 56 SP:Iteration 21Q (5332.310000 sec): 3 clusters Score: Raw -6560222.462649 + Penalty 5314.879998 = -6554907.582651 nChanged 38 SP:Iteration 22Q (5332.730000 sec): 3 clusters Score: Raw -6560247.186094 + Penalty 5314.879998 = -6554932.306096 nChanged 36 SP:Iteration 23Q (5333.130000 sec): 3 clusters Score: Raw -6560269.460834 + Penalty 5314.879998 = -6554954.580836 nChanged 26 SP:Iteration 24Q (5333.520000 sec): 3 clusters Score: Raw -6560287.214495 + Penalty 5314.879998 = -6554972.334497 nChanged 24 SP:Iteration 25Q (5333.970000 sec): 3 clusters Score: Raw -6560303.757182 + Penalty 5314.879998 = -6554988.877184 nChanged 22 SP:Iteration 26Q (5334.380000 sec): 3 clusters Score: Raw -6560316.749128 + Penalty 5314.879998 = -6555001.869130 nChanged 13 SP:Iteration 27Q (5334.750000 sec): 3 clusters Score: Raw -6560324.114209 + Penalty 5314.879998 = -6555009.234211 nChanged 7 SP:Iteration 28Q (5335.160000 sec): 3 clusters Score: Raw -6560327.293849 + Penalty 5314.879998 = -6555012.413851 nChanged 10 SP:Iteration 29Q (5335.550000 sec): 3 clusters Score: Raw -6560331.791830 + Penalty 5314.879998 = -6555016.911832 nChanged 5 SP:Iteration 30Q (5335.940000 sec): 3 clusters Score: Raw -6560335.020121 + Penalty 5314.879998 = -6555020.140123 nChanged 6 SP:Iteration 31Q (5336.290000 sec): 3 clusters Score: Raw -6560338.585816 + Penalty 5314.879998 = -6555023.705818 nChanged 8 SP:Iteration 32Q (5336.720000 sec): 3 clusters Score: Raw -6560343.381782 + Penalty 5314.879998 = -6555028.501784 nChanged 7 SP:Iteration 33Q (5337.140000 sec): 3 clusters Score: Raw -6560347.721050 + Penalty 5314.879998 = -6555032.841052 nChanged 5 SP:Iteration 34Q (5337.580000 sec): 3 clusters Score: Raw -6560349.821792 + Penalty 5314.879998 = -6555034.941794 nChanged 4 SP:Iteration 35Q (5338.020000 sec): 3 clusters Score: Raw -6560352.248407 + Penalty 5314.879998 = -6555037.368409 nChanged 5 SP:Iteration 36Q (5338.370000 sec): 3 clusters Score: Raw -6560355.055612 + Penalty 5314.879998 = -6555040.175614 nChanged 2 SP:Iteration 37Q (5338.780000 sec): 3 clusters Score: Raw -6560356.324684 + Penalty 5314.879998 = -6555041.444686 nChanged 2 SP:Iteration 38Q (5339.180000 sec): 3 clusters Score: Raw -6560357.546900 + Penalty 5314.879998 = -6555042.666902 nChanged 2 SP:Iteration 39Q (5339.610000 sec): 3 clusters Score: Raw -6560358.850530 + Penalty 5314.879998 = -6555043.970532 nChanged 4 SP:Iteration 40F (5340.020000 sec): 3 clusters Score: Raw -6560361.239224 + Penalty 5314.879998 = -6555046.359226 nChanged 1 SP:Iteration 41Q (5340.340000 sec): 3 clusters Score: Raw -6560362.448830 + Penalty 5314.879998 = -6555047.568832 nChanged 0 SP:Iteration 42F (5340.770000 sec): 3 clusters Score: Raw -6560362.448830 + Penalty 5314.879998 = -6555047.568832 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 9 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5340.900000 sec): 2 clusters Score: Raw -44403.093929 + Penalty 1441.904372 = -42961.189557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5341.120000 sec): 3 clusters Score: Raw -44529.635134 + Penalty 2883.808744 = -41645.826390 nChanged 46 SP:Iteration 1F (5341.280000 sec): 3 clusters Score: Raw -44648.535411 + Penalty 2883.808744 = -41764.726667 nChanged 12 SP:Iteration 2Q (5341.500000 sec): 3 clusters Score: Raw -44684.732066 + Penalty 2883.808744 = -41800.923322 nChanged 6 SP:Iteration 3Q (5341.710000 sec): 3 clusters Score: Raw -44704.569556 + Penalty 2883.808744 = -41820.760812 nChanged 5 SP:Iteration 4Q (5341.870000 sec): 3 clusters Score: Raw -44717.974584 + Penalty 2883.808744 = -41834.165840 nChanged 2 SP:Iteration 5Q (5342.030000 sec): 3 clusters Score: Raw -44721.568424 + Penalty 2883.808744 = -41837.759680 nChanged 1 SP:Iteration 6Q (5342.280000 sec): 3 clusters Score: Raw -44723.947796 + Penalty 2883.808744 = -41840.139053 nChanged 1 SP:Iteration 7Q (5342.430000 sec): 3 clusters Score: Raw -44726.236822 + Penalty 2883.808744 = -41842.428078 nChanged 1 SP:Iteration 8Q (5342.680000 sec): 3 clusters Score: Raw -44729.907141 + Penalty 2883.808744 = -41846.098397 nChanged 1 SP:Iteration 9Q (5342.870000 sec): 3 clusters Score: Raw -44737.374129 + Penalty 2883.808744 = -41853.565385 nChanged 5 SP:Iteration 10Q (5343.010000 sec): 3 clusters Score: Raw -44762.635760 + Penalty 2883.808744 = -41878.827016 nChanged 4 SP:Iteration 11Q (5343.210000 sec): 3 clusters Score: Raw -44783.095850 + Penalty 2883.808744 = -41899.287107 nChanged 3 SP:Iteration 12Q (5343.390000 sec): 3 clusters Score: Raw -44792.679962 + Penalty 2883.808744 = -41908.871218 nChanged 1 SP:Iteration 13Q (5343.590000 sec): 3 clusters Score: Raw -44794.864837 + Penalty 2883.808744 = -41911.056093 nChanged 0 SP:Iteration 14F (5343.740000 sec): 3 clusters Score: Raw -44794.864837 + Penalty 2883.808744 = -41911.056093 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 10 (50955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5344.070000 sec): 2 clusters Score: Raw -7463883.988776 + Penalty 2687.997146 = -7461195.991630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5344.570000 sec): 3 clusters Score: Raw -7432378.394149 + Penalty 5375.994292 = -7427002.399858 nChanged 23486 SP:Iteration 1F (5345.010000 sec): 3 clusters Score: Raw -7445169.493992 + Penalty 5375.994292 = -7439793.499700 nChanged 1939 SP:Iteration 2Q (5345.460000 sec): 3 clusters Score: Raw -7445683.162240 + Penalty 5375.994292 = -7440307.167948 nChanged 1835 SP:Iteration 3Q (5346.020000 sec): 3 clusters Score: Raw -7446193.410083 + Penalty 5375.994292 = -7440817.415791 nChanged 1748 SP:Iteration 4Q (5346.520000 sec): 3 clusters Score: Raw -7446721.492635 + Penalty 5375.994292 = -7441345.498343 nChanged 1866 SP:Iteration 5Q (5346.990000 sec): 3 clusters Score: Raw -7447441.171766 + Penalty 5375.994292 = -7442065.177474 nChanged 2180 SP:Iteration 6Q (5347.470000 sec): 3 clusters Score: Raw -7448499.289125 + Penalty 5375.994292 = -7443123.294833 nChanged 2730 SP:Iteration 7F (5347.930000 sec): 3 clusters Score: Raw -7450194.708221 + Penalty 5375.994292 = -7444818.713929 nChanged 3251 SP:Iteration 8F (5348.470000 sec): 3 clusters Score: Raw -7452668.831845 + Penalty 5375.994292 = -7447292.837553 nChanged 3543 SP:Iteration 9F (5348.910000 sec): 3 clusters Score: Raw -7455706.541440 + Penalty 5375.994292 = -7450330.547148 nChanged 3358 SP:Iteration 10F (5349.400000 sec): 3 clusters Score: Raw -7458694.250960 + Penalty 5375.994292 = -7453318.256668 nChanged 2567 SP:Iteration 11F (5349.830000 sec): 3 clusters Score: Raw -7460998.247419 + Penalty 5375.994292 = -7455622.253127 nChanged 1713 SP:Iteration 12Q (5350.290000 sec): 3 clusters Score: Raw -7462474.033619 + Penalty 5375.994292 = -7457098.039327 nChanged 1002 SP:Iteration 13Q (5350.780000 sec): 3 clusters Score: Raw -7463295.558512 + Penalty 5375.994292 = -7457919.564220 nChanged 588 SP:Iteration 14Q (5351.160000 sec): 3 clusters Score: Raw -7463750.379979 + Penalty 5375.994292 = -7458374.385687 nChanged 328 SP:Iteration 15Q (5351.550000 sec): 3 clusters Score: Raw -7463979.545584 + Penalty 5375.994292 = -7458603.551292 nChanged 194 SP:Iteration 16Q (5351.970000 sec): 3 clusters Score: Raw -7464119.484415 + Penalty 5375.994292 = -7458743.490123 nChanged 135 SP:Iteration 17Q (5352.410000 sec): 3 clusters Score: Raw -7464214.811539 + Penalty 5375.994292 = -7458838.817248 nChanged 108 SP:Iteration 18Q (5352.820000 sec): 3 clusters Score: Raw -7464278.103062 + Penalty 5375.994292 = -7458902.108770 nChanged 64 SP:Iteration 19Q (5353.250000 sec): 3 clusters Score: Raw -7464316.289675 + Penalty 5375.994292 = -7458940.295383 nChanged 56 SP:Iteration 20F (5353.690000 sec): 3 clusters Score: Raw -7464351.360007 + Penalty 5375.994292 = -7458975.365715 nChanged 39 SP:Iteration 21Q (5354.070000 sec): 3 clusters Score: Raw -7464375.108045 + Penalty 5375.994292 = -7458999.113753 nChanged 29 SP:Iteration 22Q (5354.520000 sec): 3 clusters Score: Raw -7464388.108761 + Penalty 5375.994292 = -7459012.114469 nChanged 17 SP:Iteration 23Q (5354.960000 sec): 3 clusters Score: Raw -7464396.779365 + Penalty 5375.994292 = -7459020.785073 nChanged 16 SP:Iteration 24Q (5355.400000 sec): 3 clusters Score: Raw -7464404.737242 + Penalty 5375.994292 = -7459028.742950 nChanged 11 SP:Iteration 25Q (5355.790000 sec): 3 clusters Score: Raw -7464411.315122 + Penalty 5375.994292 = -7459035.320830 nChanged 8 SP:Iteration 26Q (5356.250000 sec): 3 clusters Score: Raw -7464416.075890 + Penalty 5375.994292 = -7459040.081598 nChanged 5 SP:Iteration 27Q (5356.710000 sec): 3 clusters Score: Raw -7464419.237163 + Penalty 5375.994292 = -7459043.242871 nChanged 7 SP:Iteration 28Q (5357.170000 sec): 3 clusters Score: Raw -7464422.056340 + Penalty 5375.994292 = -7459046.062048 nChanged 5 SP:Iteration 29Q (5357.600000 sec): 3 clusters Score: Raw -7464424.472680 + Penalty 5375.994292 = -7459048.478388 nChanged 2 SP:Iteration 30Q (5358.030000 sec): 3 clusters Score: Raw -7464426.316316 + Penalty 5375.994292 = -7459050.322024 nChanged 6 SP:Iteration 31Q (5358.460000 sec): 3 clusters Score: Raw -7464429.938408 + Penalty 5375.994292 = -7459053.944116 nChanged 9 SP:Iteration 32Q (5358.870000 sec): 3 clusters Score: Raw -7464434.875855 + Penalty 5375.994292 = -7459058.881563 nChanged 6 SP:Iteration 33Q (5359.250000 sec): 3 clusters Score: Raw -7464437.963596 + Penalty 5375.994292 = -7459061.969304 nChanged 6 SP:Iteration 34Q (5359.670000 sec): 3 clusters Score: Raw -7464441.927827 + Penalty 5375.994292 = -7459065.933535 nChanged 6 SP:Iteration 35Q (5360.110000 sec): 3 clusters Score: Raw -7464445.048175 + Penalty 5375.994292 = -7459069.053883 nChanged 1 SP:Iteration 36Q (5360.530000 sec): 3 clusters Score: Raw -7464445.320460 + Penalty 5375.994292 = -7459069.326168 nChanged 0 SP:Iteration 37F (5361.000000 sec): 3 clusters Score: Raw -7464445.320460 + Penalty 5375.994292 = -7459069.326168 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 11 (781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5361.130000 sec): 2 clusters Score: Raw -102223.584620 + Penalty 1651.822637 = -100571.761983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5361.330000 sec): 3 clusters Score: Raw -102224.201032 + Penalty 3303.645274 = -98920.555758 nChanged 204 SP:Iteration 1F (5361.510000 sec): 3 clusters Score: Raw -102669.003766 + Penalty 3303.645274 = -99365.358492 nChanged 68 SP:Iteration 2F (5361.730000 sec): 3 clusters Score: Raw -102885.972332 + Penalty 3303.645274 = -99582.327057 nChanged 40 SP:Iteration 3F (5361.870000 sec): 3 clusters Score: Raw -102960.533293 + Penalty 3303.645274 = -99656.888019 nChanged 20 SP:Iteration 4Q (5362.080000 sec): 3 clusters Score: Raw -103006.336739 + Penalty 3303.645274 = -99702.691464 nChanged 13 SP:Iteration 5Q (5362.240000 sec): 3 clusters Score: Raw -103025.732584 + Penalty 3303.645274 = -99722.087310 nChanged 10 SP:Iteration 6Q (5362.430000 sec): 3 clusters Score: Raw -103041.200264 + Penalty 3303.645274 = -99737.554990 nChanged 6 SP:Iteration 7Q (5362.610000 sec): 3 clusters Score: Raw -103068.451685 + Penalty 3303.645274 = -99764.806411 nChanged 4 SP:Iteration 8Q (5362.760000 sec): 3 clusters Score: Raw -103075.202992 + Penalty 3303.645274 = -99771.557718 nChanged 1 SP:Iteration 9Q (5362.940000 sec): 3 clusters Score: Raw -103075.521632 + Penalty 3303.645274 = -99771.876358 nChanged 0 SP:Iteration 10F (5363.130000 sec): 3 clusters Score: Raw -103075.521632 + Penalty 3303.645274 = -99771.876358 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 12 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5363.210000 sec): 2 clusters Score: Raw -30704.097698 + Penalty 1366.328307 = -29337.769391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5363.410000 sec): 3 clusters Score: Raw -30956.040787 + Penalty 2732.656615 = -28223.384172 nChanged 36 SP:Iteration 1F (5363.590000 sec): 3 clusters Score: Raw -31128.815738 + Penalty 2732.656615 = -28396.159123 nChanged 12 SP:Iteration 2Q (5363.810000 sec): 3 clusters Score: Raw -31179.873689 + Penalty 2732.656615 = -28447.217074 nChanged 2 SP:Iteration 3Q (5363.980000 sec): 3 clusters Score: Raw -31190.922917 + Penalty 2732.656615 = -28458.266302 nChanged 1 SP:Iteration 4Q (5364.130000 sec): 3 clusters Score: Raw -31197.263388 + Penalty 2732.656615 = -28464.606773 nChanged 0 SP:Iteration 5F (5364.290000 sec): 3 clusters Score: Raw -31197.263388 + Penalty 2732.656615 = -28464.606773 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 13 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5364.370000 sec): 2 clusters Score: Raw -14616.084359 + Penalty 1205.233476 = -13410.850883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5364.570000 sec): 3 clusters Score: Raw -15015.702504 + Penalty 2410.466953 = -12605.235552 nChanged 3 SP:Iteration 1Q (5364.710000 sec): 3 clusters Score: Raw -15046.146547 + Penalty 2410.466953 = -12635.679594 nChanged 0 SP:Iteration 2F (5364.900000 sec): 3 clusters Score: Raw -15046.146547 + Penalty 2410.466953 = -12635.679594 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 14 (5927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5365.050000 sec): 2 clusters Score: Raw -836517.279311 + Penalty 2154.443819 = -834362.835493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5365.210000 sec): 3 clusters Score: Raw -833475.178958 + Penalty 4308.887637 = -829166.291321 nChanged 2342 SP:Iteration 1F (5365.430000 sec): 3 clusters Score: Raw -834796.794843 + Penalty 4308.887637 = -830487.907206 nChanged 452 SP:Iteration 2F (5365.660000 sec): 3 clusters Score: Raw -835044.742349 + Penalty 4308.887637 = -830735.854712 nChanged 300 SP:Iteration 3F (5365.860000 sec): 3 clusters Score: Raw -835210.454898 + Penalty 4308.887637 = -830901.567261 nChanged 259 SP:Iteration 4Q (5366.110000 sec): 3 clusters Score: Raw -835338.795758 + Penalty 4308.887637 = -831029.908121 nChanged 202 SP:Iteration 5Q (5366.310000 sec): 3 clusters Score: Raw -835440.066565 + Penalty 4308.887637 = -831131.178928 nChanged 179 SP:Iteration 6Q (5366.560000 sec): 3 clusters Score: Raw -835519.445699 + Penalty 4308.887637 = -831210.558062 nChanged 143 SP:Iteration 7Q (5366.730000 sec): 3 clusters Score: Raw -835581.004348 + Penalty 4308.887637 = -831272.116711 nChanged 138 SP:Iteration 8Q (5366.930000 sec): 3 clusters Score: Raw -835645.421157 + Penalty 4308.887637 = -831336.533520 nChanged 149 SP:Iteration 9Q (5367.140000 sec): 3 clusters Score: Raw -835710.632779 + Penalty 4308.887637 = -831401.745142 nChanged 133 SP:Iteration 10Q (5367.380000 sec): 3 clusters Score: Raw -835770.357981 + Penalty 4308.887637 = -831461.470344 nChanged 125 SP:Iteration 11Q (5367.570000 sec): 3 clusters Score: Raw -835840.989306 + Penalty 4308.887637 = -831532.101669 nChanged 155 SP:Iteration 12Q (5367.800000 sec): 3 clusters Score: Raw -835921.963241 + Penalty 4308.887637 = -831613.075604 nChanged 127 SP:Iteration 13Q (5368.010000 sec): 3 clusters Score: Raw -835992.454616 + Penalty 4308.887637 = -831683.566979 nChanged 132 SP:Iteration 14Q (5368.190000 sec): 3 clusters Score: Raw -836064.521277 + Penalty 4308.887637 = -831755.633640 nChanged 119 SP:Iteration 15Q (5368.400000 sec): 3 clusters Score: Raw -836132.180629 + Penalty 4308.887637 = -831823.292992 nChanged 102 SP:Iteration 16Q (5368.580000 sec): 3 clusters Score: Raw -836188.146342 + Penalty 4308.887637 = -831879.258705 nChanged 95 SP:Iteration 17Q (5368.820000 sec): 3 clusters Score: Raw -836244.217942 + Penalty 4308.887637 = -831935.330305 nChanged 98 SP:Iteration 18Q (5369.030000 sec): 3 clusters Score: Raw -836303.730490 + Penalty 4308.887637 = -831994.842853 nChanged 104 SP:Iteration 19Q (5369.240000 sec): 3 clusters Score: Raw -836365.709171 + Penalty 4308.887637 = -832056.821534 nChanged 93 SP:Iteration 20F (5369.500000 sec): 3 clusters Score: Raw -836433.410634 + Penalty 4308.887637 = -832124.522997 nChanged 80 SP:Iteration 21Q (5369.670000 sec): 3 clusters Score: Raw -836490.569637 + Penalty 4308.887637 = -832181.682000 nChanged 73 SP:Iteration 22Q (5369.910000 sec): 3 clusters Score: Raw -836548.125734 + Penalty 4308.887637 = -832239.238097 nChanged 63 SP:Iteration 23Q (5370.140000 sec): 3 clusters Score: Raw -836593.856717 + Penalty 4308.887637 = -832284.969080 nChanged 49 SP:Iteration 24Q (5370.310000 sec): 3 clusters Score: Raw -836632.771654 + Penalty 4308.887637 = -832323.884017 nChanged 37 SP:Iteration 25Q (5370.520000 sec): 3 clusters Score: Raw -836664.240269 + Penalty 4308.887637 = -832355.352632 nChanged 33 SP:Iteration 26Q (5370.730000 sec): 3 clusters Score: Raw -836688.518330 + Penalty 4308.887637 = -832379.630693 nChanged 37 SP:Iteration 27Q (5370.950000 sec): 3 clusters Score: Raw -836718.453470 + Penalty 4308.887637 = -832409.565833 nChanged 25 SP:Iteration 28Q (5371.170000 sec): 3 clusters Score: Raw -836737.872706 + Penalty 4308.887637 = -832428.985069 nChanged 15 SP:Iteration 29Q (5371.360000 sec): 3 clusters Score: Raw -836748.726883 + Penalty 4308.887637 = -832439.839246 nChanged 9 SP:Iteration 30Q (5371.560000 sec): 3 clusters Score: Raw -836755.189565 + Penalty 4308.887637 = -832446.301928 nChanged 9 SP:Iteration 31Q (5371.770000 sec): 3 clusters Score: Raw -836763.169916 + Penalty 4308.887637 = -832454.282279 nChanged 5 SP:Iteration 32Q (5371.960000 sec): 3 clusters Score: Raw -836768.509638 + Penalty 4308.887637 = -832459.622000 nChanged 6 SP:Iteration 33Q (5372.190000 sec): 3 clusters Score: Raw -836771.918977 + Penalty 4308.887637 = -832463.031339 nChanged 3 SP:Iteration 34Q (5372.410000 sec): 3 clusters Score: Raw -836773.854558 + Penalty 4308.887637 = -832464.966921 nChanged 1 SP:Iteration 35Q (5372.600000 sec): 3 clusters Score: Raw -836774.322852 + Penalty 4308.887637 = -832465.435215 nChanged 0 SP:Iteration 36F (5372.840000 sec): 3 clusters Score: Raw -836774.322852 + Penalty 4308.887637 = -832465.435215 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 15 (12808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5372.960000 sec): 2 clusters Score: Raw -1837433.960406 + Penalty 2345.540663 = -1835088.419743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5373.170000 sec): 3 clusters Score: Raw -1830293.161528 + Penalty 4691.081326 = -1825602.080202 nChanged 5491 SP:Iteration 1F (5373.450000 sec): 3 clusters Score: Raw -1833239.694754 + Penalty 4691.081326 = -1828548.613428 nChanged 778 SP:Iteration 2F (5373.640000 sec): 3 clusters Score: Raw -1833553.846950 + Penalty 4691.081326 = -1828862.765624 nChanged 616 SP:Iteration 3Q (5373.950000 sec): 3 clusters Score: Raw -1833794.948972 + Penalty 4691.081326 = -1829103.867645 nChanged 499 SP:Iteration 4Q (5374.220000 sec): 3 clusters Score: Raw -1833966.513882 + Penalty 4691.081326 = -1829275.432556 nChanged 432 SP:Iteration 5Q (5374.530000 sec): 3 clusters Score: Raw -1834124.563250 + Penalty 4691.081326 = -1829433.481924 nChanged 421 SP:Iteration 6Q (5374.790000 sec): 3 clusters Score: Raw -1834289.358214 + Penalty 4691.081326 = -1829598.276887 nChanged 429 SP:Iteration 7Q (5375.080000 sec): 3 clusters Score: Raw -1834459.981710 + Penalty 4691.081326 = -1829768.900383 nChanged 441 SP:Iteration 8Q (5375.350000 sec): 3 clusters Score: Raw -1834650.720623 + Penalty 4691.081326 = -1829959.639297 nChanged 458 SP:Iteration 9Q (5375.610000 sec): 3 clusters Score: Raw -1834862.591435 + Penalty 4691.081326 = -1830171.510108 nChanged 451 SP:Iteration 10Q (5375.900000 sec): 3 clusters Score: Raw -1835069.506916 + Penalty 4691.081326 = -1830378.425590 nChanged 451 SP:Iteration 11Q (5376.150000 sec): 3 clusters Score: Raw -1835280.124296 + Penalty 4691.081326 = -1830589.042969 nChanged 418 SP:Iteration 12Q (5376.360000 sec): 3 clusters Score: Raw -1835476.001101 + Penalty 4691.081326 = -1830784.919774 nChanged 420 SP:Iteration 13Q (5376.640000 sec): 3 clusters Score: Raw -1835680.101274 + Penalty 4691.081326 = -1830989.019948 nChanged 407 SP:Iteration 14Q (5376.890000 sec): 3 clusters Score: Raw -1835896.490228 + Penalty 4691.081326 = -1831205.408902 nChanged 438 SP:Iteration 15Q (5377.200000 sec): 3 clusters Score: Raw -1836155.500739 + Penalty 4691.081326 = -1831464.419412 nChanged 396 SP:Iteration 16Q (5377.440000 sec): 3 clusters Score: Raw -1836392.040904 + Penalty 4691.081326 = -1831700.959578 nChanged 383 SP:Iteration 17Q (5377.710000 sec): 3 clusters Score: Raw -1836640.543189 + Penalty 4691.081326 = -1831949.461863 nChanged 340 SP:Iteration 18Q (5377.950000 sec): 3 clusters Score: Raw -1836850.388031 + Penalty 4691.081326 = -1832159.306705 nChanged 286 SP:Iteration 19Q (5378.220000 sec): 3 clusters Score: Raw -1837040.733266 + Penalty 4691.081326 = -1832349.651940 nChanged 245 SP:Iteration 20F (5378.480000 sec): 3 clusters Score: Raw -1837203.036531 + Penalty 4691.081326 = -1832511.955205 nChanged 187 SP:Iteration 21Q (5378.740000 sec): 3 clusters Score: Raw -1837323.896324 + Penalty 4691.081326 = -1832632.814998 nChanged 138 SP:Iteration 22Q (5379.020000 sec): 3 clusters Score: Raw -1837425.736351 + Penalty 4691.081326 = -1832734.655024 nChanged 124 SP:Iteration 23Q (5379.300000 sec): 3 clusters Score: Raw -1837513.849323 + Penalty 4691.081326 = -1832822.767997 nChanged 86 SP:Iteration 24Q (5379.550000 sec): 3 clusters Score: Raw -1837577.478953 + Penalty 4691.081326 = -1832886.397627 nChanged 62 SP:Iteration 25Q (5379.760000 sec): 3 clusters Score: Raw -1837625.264417 + Penalty 4691.081326 = -1832934.183090 nChanged 50 SP:Iteration 26Q (5380.070000 sec): 3 clusters Score: Raw -1837659.680886 + Penalty 4691.081326 = -1832968.599560 nChanged 23 SP:Iteration 27Q (5380.290000 sec): 3 clusters Score: Raw -1837673.997617 + Penalty 4691.081326 = -1832982.916291 nChanged 17 SP:Iteration 28Q (5380.560000 sec): 3 clusters Score: Raw -1837685.134806 + Penalty 4691.081326 = -1832994.053480 nChanged 17 SP:Iteration 29Q (5380.810000 sec): 3 clusters Score: Raw -1837695.522720 + Penalty 4691.081326 = -1833004.441393 nChanged 11 SP:Iteration 30Q (5381.090000 sec): 3 clusters Score: Raw -1837701.395397 + Penalty 4691.081326 = -1833010.314070 nChanged 7 SP:Iteration 31Q (5381.340000 sec): 3 clusters Score: Raw -1837706.167708 + Penalty 4691.081326 = -1833015.086381 nChanged 3 SP:Iteration 32Q (5381.470000 sec): 3 clusters Score: Raw -1837707.248207 + Penalty 4691.081326 = -1833016.166880 nChanged 1 SP:Iteration 33Q (5381.710000 sec): 3 clusters Score: Raw -1837708.208357 + Penalty 4691.081326 = -1833017.127031 nChanged 3 SP:Iteration 34Q (5381.950000 sec): 3 clusters Score: Raw -1837709.555431 + Penalty 4691.081326 = -1833018.474105 nChanged 1 SP:Iteration 35Q (5382.210000 sec): 3 clusters Score: Raw -1837710.601986 + Penalty 4691.081326 = -1833019.520660 nChanged 1 SP:Iteration 36Q (5382.420000 sec): 3 clusters Score: Raw -1837711.426927 + Penalty 4691.081326 = -1833020.345601 nChanged 3 SP:Iteration 37Q (5382.630000 sec): 3 clusters Score: Raw -1837714.382640 + Penalty 4691.081326 = -1833023.301314 nChanged 5 SP:Iteration 38Q (5382.880000 sec): 3 clusters Score: Raw -1837717.591368 + Penalty 4691.081326 = -1833026.510042 nChanged 3 SP:Iteration 39Q (5383.130000 sec): 3 clusters Score: Raw -1837719.153567 + Penalty 4691.081326 = -1833028.072240 nChanged 1 SP:Iteration 40F (5383.420000 sec): 3 clusters Score: Raw -1837719.487538 + Penalty 4691.081326 = -1833028.406212 nChanged 1 SP:Iteration 41Q (5383.670000 sec): 3 clusters Score: Raw -1837720.038135 + Penalty 4691.081326 = -1833028.956808 nChanged 1 SP:Iteration 42Q (5383.940000 sec): 3 clusters Score: Raw -1837720.918244 + Penalty 4691.081326 = -1833029.836918 nChanged 0 SP:Iteration 43F (5384.220000 sec): 3 clusters Score: Raw -1837720.918244 + Penalty 4691.081326 = -1833029.836918 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 16 (8296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5384.340000 sec): 2 clusters Score: Raw -1160421.843228 + Penalty 2237.835130 = -1158184.008098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5384.580000 sec): 3 clusters Score: Raw -1156120.094587 + Penalty 4475.670260 = -1151644.424327 nChanged 3391 SP:Iteration 1F (5384.820000 sec): 3 clusters Score: Raw -1158025.881348 + Penalty 4475.670260 = -1153550.211088 nChanged 608 SP:Iteration 2F (5385.080000 sec): 3 clusters Score: Raw -1158389.622260 + Penalty 4475.670260 = -1153913.952000 nChanged 494 SP:Iteration 3F (5385.250000 sec): 3 clusters Score: Raw -1158694.747436 + Penalty 4475.670260 = -1154219.077176 nChanged 431 SP:Iteration 4F (5385.490000 sec): 3 clusters Score: Raw -1158980.016421 + Penalty 4475.670260 = -1154504.346161 nChanged 428 SP:Iteration 5F (5385.650000 sec): 3 clusters Score: Raw -1159266.277718 + Penalty 4475.670260 = -1154790.607458 nChanged 378 SP:Iteration 6Q (5385.880000 sec): 3 clusters Score: Raw -1159508.813344 + Penalty 4475.670260 = -1155033.143084 nChanged 315 SP:Iteration 7Q (5386.140000 sec): 3 clusters Score: Raw -1159717.345917 + Penalty 4475.670260 = -1155241.675657 nChanged 289 SP:Iteration 8Q (5386.380000 sec): 3 clusters Score: Raw -1159915.128435 + Penalty 4475.670260 = -1155439.458175 nChanged 235 SP:Iteration 9Q (5386.620000 sec): 3 clusters Score: Raw -1160074.464828 + Penalty 4475.670260 = -1155598.794568 nChanged 202 SP:Iteration 10Q (5386.870000 sec): 3 clusters Score: Raw -1160213.930594 + Penalty 4475.670260 = -1155738.260334 nChanged 194 SP:Iteration 11Q (5387.080000 sec): 3 clusters Score: Raw -1160328.331733 + Penalty 4475.670260 = -1155852.661473 nChanged 168 SP:Iteration 12Q (5387.290000 sec): 3 clusters Score: Raw -1160418.082414 + Penalty 4475.670260 = -1155942.412154 nChanged 140 SP:Iteration 13Q (5387.520000 sec): 3 clusters Score: Raw -1160480.409204 + Penalty 4475.670260 = -1156004.738944 nChanged 107 SP:Iteration 14Q (5387.710000 sec): 3 clusters Score: Raw -1160522.949465 + Penalty 4475.670260 = -1156047.279205 nChanged 79 SP:Iteration 15Q (5387.910000 sec): 3 clusters Score: Raw -1160553.650743 + Penalty 4475.670260 = -1156077.980483 nChanged 65 SP:Iteration 16Q (5388.120000 sec): 3 clusters Score: Raw -1160575.896131 + Penalty 4475.670260 = -1156100.225871 nChanged 51 SP:Iteration 17Q (5388.310000 sec): 3 clusters Score: Raw -1160596.328530 + Penalty 4475.670260 = -1156120.658270 nChanged 41 SP:Iteration 18Q (5388.590000 sec): 3 clusters Score: Raw -1160613.181637 + Penalty 4475.670260 = -1156137.511377 nChanged 35 SP:Iteration 19Q (5388.820000 sec): 3 clusters Score: Raw -1160628.351789 + Penalty 4475.670260 = -1156152.681529 nChanged 36 SP:Iteration 20F (5389.100000 sec): 3 clusters Score: Raw -1160643.183864 + Penalty 4475.670260 = -1156167.513604 nChanged 33 SP:Iteration 21Q (5389.350000 sec): 3 clusters Score: Raw -1160653.774356 + Penalty 4475.670260 = -1156178.104096 nChanged 20 SP:Iteration 22Q (5389.590000 sec): 3 clusters Score: Raw -1160659.863483 + Penalty 4475.670260 = -1156184.193223 nChanged 16 SP:Iteration 23Q (5389.820000 sec): 3 clusters Score: Raw -1160662.680402 + Penalty 4475.670260 = -1156187.010143 nChanged 7 SP:Iteration 24Q (5390.070000 sec): 3 clusters Score: Raw -1160664.441246 + Penalty 4475.670260 = -1156188.770986 nChanged 6 SP:Iteration 25Q (5390.340000 sec): 3 clusters Score: Raw -1160666.389560 + Penalty 4475.670260 = -1156190.719300 nChanged 8 SP:Iteration 26Q (5390.590000 sec): 3 clusters Score: Raw -1160668.568734 + Penalty 4475.670260 = -1156192.898474 nChanged 6 SP:Iteration 27Q (5390.790000 sec): 3 clusters Score: Raw -1160670.427626 + Penalty 4475.670260 = -1156194.757366 nChanged 9 SP:Iteration 28Q (5391.030000 sec): 3 clusters Score: Raw -1160674.051141 + Penalty 4475.670260 = -1156198.380881 nChanged 10 SP:Iteration 29Q (5391.240000 sec): 3 clusters Score: Raw -1160677.119093 + Penalty 4475.670260 = -1156201.448833 nChanged 16 SP:Iteration 30Q (5391.470000 sec): 3 clusters Score: Raw -1160681.853018 + Penalty 4475.670260 = -1156206.182758 nChanged 18 SP:Iteration 31Q (5391.720000 sec): 3 clusters Score: Raw -1160685.967289 + Penalty 4475.670260 = -1156210.297029 nChanged 6 SP:Iteration 32Q (5391.930000 sec): 3 clusters Score: Raw -1160687.699022 + Penalty 4475.670260 = -1156212.028762 nChanged 9 SP:Iteration 33Q (5392.150000 sec): 3 clusters Score: Raw -1160689.777430 + Penalty 4475.670260 = -1156214.107170 nChanged 8 SP:Iteration 34Q (5392.380000 sec): 3 clusters Score: Raw -1160691.663138 + Penalty 4475.670260 = -1156215.992878 nChanged 8 SP:Iteration 35Q (5392.660000 sec): 3 clusters Score: Raw -1160694.843915 + Penalty 4475.670260 = -1156219.173655 nChanged 13 SP:Iteration 36Q (5392.880000 sec): 3 clusters Score: Raw -1160700.623267 + Penalty 4475.670260 = -1156224.953007 nChanged 14 SP:Iteration 37Q (5393.100000 sec): 3 clusters Score: Raw -1160706.079507 + Penalty 4475.670260 = -1156230.409247 nChanged 18 SP:Iteration 38Q (5393.310000 sec): 3 clusters Score: Raw -1160711.090827 + Penalty 4475.670260 = -1156235.420567 nChanged 12 SP:Iteration 39Q (5393.510000 sec): 3 clusters Score: Raw -1160714.293371 + Penalty 4475.670260 = -1156238.623111 nChanged 8 SP:Iteration 40F (5393.760000 sec): 3 clusters Score: Raw -1160716.515157 + Penalty 4475.670260 = -1156240.844897 nChanged 8 SP:Iteration 41Q (5393.970000 sec): 3 clusters Score: Raw -1160718.881015 + Penalty 4475.670260 = -1156243.210755 nChanged 6 SP:Iteration 42Q (5394.260000 sec): 3 clusters Score: Raw -1160720.611762 + Penalty 4475.670260 = -1156244.941502 nChanged 4 SP:Iteration 43Q (5394.490000 sec): 3 clusters Score: Raw -1160721.540193 + Penalty 4475.670260 = -1156245.869933 nChanged 4 SP:Iteration 44Q (5394.750000 sec): 3 clusters Score: Raw -1160722.278522 + Penalty 4475.670260 = -1156246.608262 nChanged 3 SP:Iteration 45Q (5394.980000 sec): 3 clusters Score: Raw -1160722.910709 + Penalty 4475.670260 = -1156247.240449 nChanged 3 SP:Iteration 46Q (5395.270000 sec): 3 clusters Score: Raw -1160723.580380 + Penalty 4475.670260 = -1156247.910120 nChanged 3 SP:Iteration 47Q (5395.500000 sec): 3 clusters Score: Raw -1160724.060732 + Penalty 4475.670260 = -1156248.390472 nChanged 1 SP:Iteration 48Q (5395.690000 sec): 3 clusters Score: Raw -1160724.138363 + Penalty 4475.670260 = -1156248.468103 nChanged 1 SP:Iteration 49Q (5395.940000 sec): 3 clusters Score: Raw -1160724.343829 + Penalty 4475.670260 = -1156248.673569 nChanged 2 SP:Iteration 50Q (5396.200000 sec): 3 clusters Score: Raw -1160724.755778 + Penalty 4475.670260 = -1156249.085518 nChanged 2 SP:Iteration 51Q (5396.520000 sec): 3 clusters Score: Raw -1160725.198116 + Penalty 4475.670260 = -1156249.527856 nChanged 3 SP:Iteration 52Q (5396.720000 sec): 3 clusters Score: Raw -1160725.571581 + Penalty 4475.670260 = -1156249.901321 nChanged 1 SP:Iteration 53Q (5396.930000 sec): 3 clusters Score: Raw -1160725.748829 + Penalty 4475.670260 = -1156250.078569 nChanged 0 SP:Iteration 54F (5397.180000 sec): 3 clusters Score: Raw -1160725.748829 + Penalty 4475.670260 = -1156250.078569 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 17 (177060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5398.180000 sec): 2 clusters Score: Raw -25586021.175016 + Penalty 2996.892496 = -25583024.282520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5399.250000 sec): 3 clusters Score: Raw -25470312.846225 + Penalty 5993.784993 = -25464319.061232 nChanged 85026 SP:Iteration 1F (5400.350000 sec): 3 clusters Score: Raw -25519705.369245 + Penalty 5993.784993 = -25513711.584252 nChanged 5200 SP:Iteration 2Q (5401.580000 sec): 3 clusters Score: Raw -25520842.703453 + Penalty 5993.784993 = -25514848.918460 nChanged 5430 SP:Iteration 3Q (5402.760000 sec): 3 clusters Score: Raw -25522196.153528 + Penalty 5993.784993 = -25516202.368535 nChanged 5882 SP:Iteration 4Q (5404.040000 sec): 3 clusters Score: Raw -25523836.627674 + Penalty 5993.784993 = -25517842.842682 nChanged 6397 SP:Iteration 5Q (5405.290000 sec): 3 clusters Score: Raw -25525790.856597 + Penalty 5993.784993 = -25519797.071604 nChanged 6952 SP:Iteration 6Q (5406.590000 sec): 3 clusters Score: Raw -25528123.258242 + Penalty 5993.784993 = -25522129.473249 nChanged 7512 SP:Iteration 7Q (5407.840000 sec): 3 clusters Score: Raw -25530858.659713 + Penalty 5993.784993 = -25524864.874721 nChanged 7884 SP:Iteration 8Q (5409.070000 sec): 3 clusters Score: Raw -25534027.771284 + Penalty 5993.784993 = -25528033.986291 nChanged 8350 SP:Iteration 9Q (5410.220000 sec): 3 clusters Score: Raw -25537911.927331 + Penalty 5993.784993 = -25531918.142338 nChanged 8869 SP:Iteration 10F (5411.450000 sec): 3 clusters Score: Raw -25542818.825210 + Penalty 5993.784993 = -25536825.040217 nChanged 9261 SP:Iteration 11F (5412.720000 sec): 3 clusters Score: Raw -25548475.959885 + Penalty 5993.784993 = -25542482.174892 nChanged 8968 SP:Iteration 12F (5413.850000 sec): 3 clusters Score: Raw -25553899.174112 + Penalty 5993.784993 = -25547905.389119 nChanged 7588 SP:Iteration 13Q (5415.170000 sec): 3 clusters Score: Raw -25557423.042111 + Penalty 5993.784993 = -25551429.257118 nChanged 5437 SP:Iteration 14Q (5416.490000 sec): 3 clusters Score: Raw -25559107.491214 + Penalty 5993.784993 = -25553113.706221 nChanged 3374 SP:Iteration 15Q (5417.890000 sec): 3 clusters Score: Raw -25559785.302030 + Penalty 5993.784993 = -25553791.517037 nChanged 2113 SP:Iteration 16Q (5419.110000 sec): 3 clusters Score: Raw -25560129.172099 + Penalty 5993.784993 = -25554135.387107 nChanged 1683 SP:Iteration 17Q (5420.310000 sec): 3 clusters Score: Raw -25560411.259569 + Penalty 5993.784993 = -25554417.474576 nChanged 1614 SP:Iteration 18Q (5421.490000 sec): 3 clusters Score: Raw -25560694.427983 + Penalty 5993.784993 = -25554700.642990 nChanged 1685 SP:Iteration 19Q (5422.640000 sec): 3 clusters Score: Raw -25560992.680380 + Penalty 5993.784993 = -25554998.895388 nChanged 1795 SP:Iteration 20F (5423.810000 sec): 3 clusters Score: Raw -25561328.862226 + Penalty 5993.784993 = -25555335.077233 nChanged 1928 SP:Iteration 21Q (5425.050000 sec): 3 clusters Score: Raw -25561697.251818 + Penalty 5993.784993 = -25555703.466825 nChanged 2019 SP:Iteration 22Q (5426.260000 sec): 3 clusters Score: Raw -25562105.035385 + Penalty 5993.784993 = -25556111.250392 nChanged 2159 SP:Iteration 23Q (5427.520000 sec): 3 clusters Score: Raw -25562566.211844 + Penalty 5993.784993 = -25556572.426851 nChanged 2316 SP:Iteration 24Q (5428.660000 sec): 3 clusters Score: Raw -25563102.314408 + Penalty 5993.784993 = -25557108.529415 nChanged 2524 SP:Iteration 25Q (5429.850000 sec): 3 clusters Score: Raw -25563733.171009 + Penalty 5993.784993 = -25557739.386016 nChanged 2660 SP:Iteration 26Q (5430.960000 sec): 3 clusters Score: Raw -25564440.981580 + Penalty 5993.784993 = -25558447.196587 nChanged 2834 SP:Iteration 27Q (5432.200000 sec): 3 clusters Score: Raw -25565275.901701 + Penalty 5993.784993 = -25559282.116708 nChanged 2989 SP:Iteration 28Q (5433.460000 sec): 3 clusters Score: Raw -25566221.515971 + Penalty 5993.784993 = -25560227.730978 nChanged 3104 SP:Iteration 29Q (5434.700000 sec): 3 clusters Score: Raw -25567259.644595 + Penalty 5993.784993 = -25561265.859602 nChanged 3202 SP:Iteration 30Q (5435.850000 sec): 3 clusters Score: Raw -25568418.754682 + Penalty 5993.784993 = -25562424.969689 nChanged 3287 SP:Iteration 31Q (5436.980000 sec): 3 clusters Score: Raw -25569713.253397 + Penalty 5993.784993 = -25563719.468404 nChanged 3440 SP:Iteration 32Q (5438.150000 sec): 3 clusters Score: Raw -25571178.643236 + Penalty 5993.784993 = -25565184.858243 nChanged 3408 SP:Iteration 33Q (5439.230000 sec): 3 clusters Score: Raw -25572670.688286 + Penalty 5993.784993 = -25566676.903294 nChanged 3272 SP:Iteration 34Q (5440.290000 sec): 3 clusters Score: Raw -25574140.785236 + Penalty 5993.784993 = -25568147.000243 nChanged 3145 SP:Iteration 35Q (5441.380000 sec): 3 clusters Score: Raw -25575581.725522 + Penalty 5993.784993 = -25569587.940529 nChanged 2887 SP:Iteration 36Q (5442.450000 sec): 3 clusters Score: Raw -25576949.403226 + Penalty 5993.784993 = -25570955.618233 nChanged 2715 SP:Iteration 37Q (5443.590000 sec): 3 clusters Score: Raw -25578298.959986 + Penalty 5993.784993 = -25572305.174993 nChanged 2560 SP:Iteration 38Q (5444.760000 sec): 3 clusters Score: Raw -25579599.249333 + Penalty 5993.784993 = -25573605.464340 nChanged 2211 SP:Iteration 39Q (5446.030000 sec): 3 clusters Score: Raw -25580735.009056 + Penalty 5993.784993 = -25574741.224064 nChanged 1971 SP:Iteration 40F (5447.250000 sec): 3 clusters Score: Raw -25581816.365993 + Penalty 5993.784993 = -25575822.581000 nChanged 1751 SP:Iteration 41Q (5448.350000 sec): 3 clusters Score: Raw -25582761.745957 + Penalty 5993.784993 = -25576767.960964 nChanged 1533 SP:Iteration 42Q (5449.460000 sec): 3 clusters Score: Raw -25583556.181936 + Penalty 5993.784993 = -25577562.396943 nChanged 1249 SP:Iteration 43Q (5450.560000 sec): 3 clusters Score: Raw -25584163.532929 + Penalty 5993.784993 = -25578169.747936 nChanged 1035 SP:Iteration 44Q (5451.560000 sec): 3 clusters Score: Raw -25584637.931358 + Penalty 5993.784993 = -25578644.146365 nChanged 855 SP:Iteration 45Q (5452.560000 sec): 3 clusters Score: Raw -25585026.230891 + Penalty 5993.784993 = -25579032.445898 nChanged 694 SP:Iteration 46Q (5453.570000 sec): 3 clusters Score: Raw -25585337.965231 + Penalty 5993.784993 = -25579344.180239 nChanged 553 SP:Iteration 47Q (5454.590000 sec): 3 clusters Score: Raw -25585581.645185 + Penalty 5993.784993 = -25579587.860192 nChanged 456 SP:Iteration 48Q (5455.600000 sec): 3 clusters Score: Raw -25585792.080975 + Penalty 5993.784993 = -25579798.295982 nChanged 384 SP:Iteration 49Q (5456.600000 sec): 3 clusters Score: Raw -25585978.107415 + Penalty 5993.784993 = -25579984.322423 nChanged 299 SP:Iteration 50Q (5457.640000 sec): 3 clusters Score: Raw -25586153.390655 + Penalty 5993.784993 = -25580159.605662 nChanged 231 SP:Iteration 51Q (5458.660000 sec): 3 clusters Score: Raw -25586297.847781 + Penalty 5993.784993 = -25580304.062788 nChanged 179 SP:Iteration 52Q (5459.590000 sec): 3 clusters Score: Raw -25586412.735686 + Penalty 5993.784993 = -25580418.950693 nChanged 133 SP:Iteration 53Q (5460.600000 sec): 3 clusters Score: Raw -25586501.402052 + Penalty 5993.784993 = -25580507.617059 nChanged 120 SP:Iteration 54Q (5461.660000 sec): 3 clusters Score: Raw -25586573.928012 + Penalty 5993.784993 = -25580580.143020 nChanged 90 SP:Iteration 55Q (5462.760000 sec): 3 clusters Score: Raw -25586656.841441 + Penalty 5993.784993 = -25580663.056448 nChanged 92 SP:Iteration 56Q (5463.940000 sec): 3 clusters Score: Raw -25586718.395887 + Penalty 5993.784993 = -25580724.610894 nChanged 78 SP:Iteration 57Q (5465.120000 sec): 3 clusters Score: Raw -25586757.600176 + Penalty 5993.784993 = -25580763.815183 nChanged 69 SP:Iteration 58Q (5466.330000 sec): 3 clusters Score: Raw -25586787.902487 + Penalty 5993.784993 = -25580794.117495 nChanged 55 SP:Iteration 59Q (5467.390000 sec): 3 clusters Score: Raw -25586811.594832 + Penalty 5993.784993 = -25580817.809839 nChanged 39 SP:Iteration 60F (5468.520000 sec): 3 clusters Score: Raw -25586827.490900 + Penalty 5993.784993 = -25580833.705908 nChanged 32 SP:Iteration 61Q (5469.500000 sec): 3 clusters Score: Raw -25586839.481659 + Penalty 5993.784993 = -25580845.696666 nChanged 29 SP:Iteration 62Q (5470.460000 sec): 3 clusters Score: Raw -25586848.623914 + Penalty 5993.784993 = -25580854.838922 nChanged 17 SP:Iteration 63Q (5471.520000 sec): 3 clusters Score: Raw -25586854.452210 + Penalty 5993.784993 = -25580860.667217 nChanged 18 SP:Iteration 64Q (5472.650000 sec): 3 clusters Score: Raw -25586860.858686 + Penalty 5993.784993 = -25580867.073693 nChanged 22 SP:Iteration 65Q (5473.720000 sec): 3 clusters Score: Raw -25586869.382714 + Penalty 5993.784993 = -25580875.597721 nChanged 18 SP:Iteration 66Q (5474.740000 sec): 3 clusters Score: Raw -25586875.325274 + Penalty 5993.784993 = -25580881.540281 nChanged 8 SP:Iteration 67Q (5475.740000 sec): 3 clusters Score: Raw -25586878.038199 + Penalty 5993.784993 = -25580884.253206 nChanged 8 SP:Iteration 68Q (5476.780000 sec): 3 clusters Score: Raw -25586880.964276 + Penalty 5993.784993 = -25580887.179284 nChanged 9 SP:Iteration 69Q (5477.800000 sec): 3 clusters Score: Raw -25586884.376345 + Penalty 5993.784993 = -25580890.591353 nChanged 6 SP:Iteration 70Q (5478.770000 sec): 3 clusters Score: Raw -25586886.434987 + Penalty 5993.784993 = -25580892.649994 nChanged 2 SP:Iteration 71Q (5479.800000 sec): 3 clusters Score: Raw -25586886.856032 + Penalty 5993.784993 = -25580893.071039 nChanged 2 SP:Iteration 72Q (5480.840000 sec): 3 clusters Score: Raw -25586887.262051 + Penalty 5993.784993 = -25580893.477058 nChanged 0 SP:Iteration 73F (5482.020000 sec): 3 clusters Score: Raw -25586887.262051 + Penalty 5993.784993 = -25580893.477058 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 18 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5482.190000 sec): 2 clusters Score: Raw -122273.714138 + Penalty 1705.057558 = -120568.656581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5482.380000 sec): 3 clusters Score: Raw -122143.728143 + Penalty 3410.115115 = -118733.613027 nChanged 271 SP:Iteration 1F (5482.600000 sec): 3 clusters Score: Raw -122569.148229 + Penalty 3410.115115 = -119159.033114 nChanged 73 SP:Iteration 2F (5482.780000 sec): 3 clusters Score: Raw -122747.304122 + Penalty 3410.115115 = -119337.189007 nChanged 50 SP:Iteration 3F (5482.920000 sec): 3 clusters Score: Raw -122861.076693 + Penalty 3410.115115 = -119450.961578 nChanged 36 SP:Iteration 4Q (5483.150000 sec): 3 clusters Score: Raw -122931.729721 + Penalty 3410.115115 = -119521.614605 nChanged 19 SP:Iteration 5Q (5483.370000 sec): 3 clusters Score: Raw -122972.116560 + Penalty 3410.115115 = -119562.001445 nChanged 18 SP:Iteration 6Q (5483.520000 sec): 3 clusters Score: Raw -122993.317545 + Penalty 3410.115115 = -119583.202430 nChanged 14 SP:Iteration 7Q (5483.700000 sec): 3 clusters Score: Raw -123014.323703 + Penalty 3410.115115 = -119604.208588 nChanged 12 SP:Iteration 8Q (5483.900000 sec): 3 clusters Score: Raw -123028.811474 + Penalty 3410.115115 = -119618.696359 nChanged 10 SP:Iteration 9Q (5484.130000 sec): 3 clusters Score: Raw -123039.606207 + Penalty 3410.115115 = -119629.491091 nChanged 6 SP:Iteration 10Q (5484.300000 sec): 3 clusters Score: Raw -123045.949750 + Penalty 3410.115115 = -119635.834635 nChanged 1 SP:Iteration 11Q (5484.460000 sec): 3 clusters Score: Raw -123048.002261 + Penalty 3410.115115 = -119637.887146 nChanged 3 SP:Iteration 12Q (5484.620000 sec): 3 clusters Score: Raw -123061.144238 + Penalty 3410.115115 = -119651.029123 nChanged 3 SP:Iteration 13Q (5484.800000 sec): 3 clusters Score: Raw -123064.279071 + Penalty 3410.115115 = -119654.163955 nChanged 1 SP:Iteration 14Q (5485.050000 sec): 3 clusters Score: Raw -123066.851352 + Penalty 3410.115115 = -119656.736237 nChanged 1 SP:Iteration 15Q (5485.220000 sec): 3 clusters Score: Raw -123069.285322 + Penalty 3410.115115 = -119659.170206 nChanged 0 SP:Iteration 16F (5485.440000 sec): 3 clusters Score: Raw -123069.285322 + Penalty 3410.115115 = -119659.170206 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 19 (3178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5485.530000 sec): 2 clusters Score: Raw -456828.613513 + Penalty 1999.873822 = -454828.739691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5485.760000 sec): 3 clusters Score: Raw -455432.248602 + Penalty 3999.747644 = -451432.500958 nChanged 1119 SP:Iteration 1F (5485.930000 sec): 3 clusters Score: Raw -456084.923684 + Penalty 3999.747644 = -452085.176039 nChanged 218 SP:Iteration 2F (5486.140000 sec): 3 clusters Score: Raw -456241.745817 + Penalty 3999.747644 = -452241.998173 nChanged 158 SP:Iteration 3Q (5486.340000 sec): 3 clusters Score: Raw -456361.456687 + Penalty 3999.747644 = -452361.709043 nChanged 129 SP:Iteration 4Q (5486.530000 sec): 3 clusters Score: Raw -456443.944965 + Penalty 3999.747644 = -452444.197320 nChanged 86 SP:Iteration 5Q (5486.740000 sec): 3 clusters Score: Raw -456494.901436 + Penalty 3999.747644 = -452495.153791 nChanged 59 SP:Iteration 6Q (5486.920000 sec): 3 clusters Score: Raw -456526.273681 + Penalty 3999.747644 = -452526.526037 nChanged 48 SP:Iteration 7Q (5487.120000 sec): 3 clusters Score: Raw -456557.027368 + Penalty 3999.747644 = -452557.279723 nChanged 53 SP:Iteration 8Q (5487.280000 sec): 3 clusters Score: Raw -456582.189227 + Penalty 3999.747644 = -452582.441583 nChanged 41 SP:Iteration 9Q (5487.510000 sec): 3 clusters Score: Raw -456605.202143 + Penalty 3999.747644 = -452605.454498 nChanged 46 SP:Iteration 10Q (5487.700000 sec): 3 clusters Score: Raw -456638.246764 + Penalty 3999.747644 = -452638.499120 nChanged 52 SP:Iteration 11Q (5487.920000 sec): 3 clusters Score: Raw -456676.197074 + Penalty 3999.747644 = -452676.449430 nChanged 66 SP:Iteration 12Q (5488.150000 sec): 3 clusters Score: Raw -456723.846226 + Penalty 3999.747644 = -452724.098582 nChanged 60 SP:Iteration 13Q (5488.370000 sec): 3 clusters Score: Raw -456768.401221 + Penalty 3999.747644 = -452768.653577 nChanged 58 SP:Iteration 14Q (5488.560000 sec): 3 clusters Score: Raw -456814.012846 + Penalty 3999.747644 = -452814.265202 nChanged 65 SP:Iteration 15Q (5488.790000 sec): 3 clusters Score: Raw -456857.677932 + Penalty 3999.747644 = -452857.930288 nChanged 61 SP:Iteration 16Q (5489.030000 sec): 3 clusters Score: Raw -456900.368121 + Penalty 3999.747644 = -452900.620477 nChanged 61 SP:Iteration 17Q (5489.250000 sec): 3 clusters Score: Raw -456938.749551 + Penalty 3999.747644 = -452939.001907 nChanged 69 SP:Iteration 18Q (5489.420000 sec): 3 clusters Score: Raw -456985.031906 + Penalty 3999.747644 = -452985.284262 nChanged 55 SP:Iteration 19Q (5489.610000 sec): 3 clusters Score: Raw -457019.337662 + Penalty 3999.747644 = -453019.590018 nChanged 51 SP:Iteration 20F (5489.830000 sec): 3 clusters Score: Raw -457050.522361 + Penalty 3999.747644 = -453050.774717 nChanged 43 SP:Iteration 21Q (5490.080000 sec): 3 clusters Score: Raw -457075.818540 + Penalty 3999.747644 = -453076.070896 nChanged 36 SP:Iteration 22Q (5490.270000 sec): 3 clusters Score: Raw -457098.931128 + Penalty 3999.747644 = -453099.183484 nChanged 39 SP:Iteration 23Q (5490.450000 sec): 3 clusters Score: Raw -457123.339043 + Penalty 3999.747644 = -453123.591399 nChanged 51 SP:Iteration 24Q (5490.630000 sec): 3 clusters Score: Raw -457159.118575 + Penalty 3999.747644 = -453159.370930 nChanged 53 SP:Iteration 25Q (5490.910000 sec): 3 clusters Score: Raw -457194.245149 + Penalty 3999.747644 = -453194.497505 nChanged 47 SP:Iteration 26Q (5491.080000 sec): 3 clusters Score: Raw -457233.202033 + Penalty 3999.747644 = -453233.454389 nChanged 52 SP:Iteration 27Q (5491.320000 sec): 3 clusters Score: Raw -457265.861336 + Penalty 3999.747644 = -453266.113692 nChanged 35 SP:Iteration 28Q (5491.510000 sec): 3 clusters Score: Raw -457291.034486 + Penalty 3999.747644 = -453291.286842 nChanged 41 SP:Iteration 29Q (5491.740000 sec): 3 clusters Score: Raw -457320.615967 + Penalty 3999.747644 = -453320.868323 nChanged 40 SP:Iteration 30Q (5491.940000 sec): 3 clusters Score: Raw -457350.003304 + Penalty 3999.747644 = -453350.255660 nChanged 45 SP:Iteration 31Q (5492.140000 sec): 3 clusters Score: Raw -457386.647933 + Penalty 3999.747644 = -453386.900289 nChanged 55 SP:Iteration 32Q (5492.310000 sec): 3 clusters Score: Raw -457437.199310 + Penalty 3999.747644 = -453437.451665 nChanged 67 SP:Iteration 33Q (5492.540000 sec): 3 clusters Score: Raw -457510.561588 + Penalty 3999.747644 = -453510.813944 nChanged 85 SP:Iteration 34Q (5492.720000 sec): 3 clusters Score: Raw -457603.569009 + Penalty 3999.747644 = -453603.821365 nChanged 84 SP:Iteration 35Q (5492.960000 sec): 3 clusters Score: Raw -457685.550634 + Penalty 3999.747644 = -453685.802990 nChanged 65 SP:Iteration 36Q (5493.180000 sec): 3 clusters Score: Raw -457756.468425 + Penalty 3999.747644 = -453756.720781 nChanged 57 SP:Iteration 37Q (5493.350000 sec): 3 clusters Score: Raw -457812.412179 + Penalty 3999.747644 = -453812.664535 nChanged 48 SP:Iteration 38Q (5493.540000 sec): 3 clusters Score: Raw -457854.446623 + Penalty 3999.747644 = -453854.698979 nChanged 33 SP:Iteration 39Q (5493.710000 sec): 3 clusters Score: Raw -457877.937236 + Penalty 3999.747644 = -453878.189592 nChanged 21 SP:Iteration 40F (5493.920000 sec): 3 clusters Score: Raw -457892.074341 + Penalty 3999.747644 = -453892.326697 nChanged 16 SP:Iteration 41Q (5494.170000 sec): 3 clusters Score: Raw -457901.962042 + Penalty 3999.747644 = -453902.214398 nChanged 17 SP:Iteration 42Q (5494.310000 sec): 3 clusters Score: Raw -457915.437805 + Penalty 3999.747644 = -453915.690161 nChanged 11 SP:Iteration 43Q (5494.530000 sec): 3 clusters Score: Raw -457921.254273 + Penalty 3999.747644 = -453921.506629 nChanged 13 SP:Iteration 44Q (5494.770000 sec): 3 clusters Score: Raw -457927.376442 + Penalty 3999.747644 = -453927.628798 nChanged 3 SP:Iteration 45Q (5494.970000 sec): 3 clusters Score: Raw -457928.710903 + Penalty 3999.747644 = -453928.963259 nChanged 1 SP:Iteration 46Q (5495.200000 sec): 3 clusters Score: Raw -457929.328972 + Penalty 3999.747644 = -453929.581327 nChanged 1 SP:Iteration 47Q (5495.380000 sec): 3 clusters Score: Raw -457929.746601 + Penalty 3999.747644 = -453929.998957 nChanged 2 SP:Iteration 48Q (5495.620000 sec): 3 clusters Score: Raw -457930.468769 + Penalty 3999.747644 = -453930.721124 nChanged 2 SP:Iteration 49Q (5495.820000 sec): 3 clusters Score: Raw -457931.101691 + Penalty 3999.747644 = -453931.354046 nChanged 1 SP:Iteration 50Q (5496.000000 sec): 3 clusters Score: Raw -457932.299453 + Penalty 3999.747644 = -453932.551809 nChanged 3 SP:Iteration 51Q (5496.180000 sec): 3 clusters Score: Raw -457934.132129 + Penalty 3999.747644 = -453934.384485 nChanged 4 SP:Iteration 52Q (5496.370000 sec): 3 clusters Score: Raw -457935.715767 + Penalty 3999.747644 = -453935.968123 nChanged 6 SP:Iteration 53Q (5496.620000 sec): 3 clusters Score: Raw -457938.335925 + Penalty 3999.747644 = -453938.588281 nChanged 1 SP:Iteration 54Q (5496.800000 sec): 3 clusters Score: Raw -457938.639621 + Penalty 3999.747644 = -453938.891977 nChanged 0 SP:Iteration 55F (5497.040000 sec): 3 clusters Score: Raw -457938.639621 + Penalty 3999.747644 = -453938.891977 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 20 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5497.100000 sec): 2 clusters Score: Raw -14470.131282 + Penalty 1189.356055 = -13280.775226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5497.270000 sec): 3 clusters Score: Raw -14872.493453 + Penalty 2378.712111 = -12493.781342 nChanged 2 SP:Iteration 1Q (5497.470000 sec): 3 clusters Score: Raw -14891.653689 + Penalty 2378.712111 = -12512.941578 nChanged 1 SP:Iteration 2Q (5497.690000 sec): 3 clusters Score: Raw -14896.863532 + Penalty 2378.712111 = -12518.151421 nChanged 0 SP:Iteration 3F (5497.880000 sec): 3 clusters Score: Raw -14896.863532 + Penalty 2378.712111 = -12518.151421 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 21 (9094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5498.040000 sec): 2 clusters Score: Raw -1327229.134599 + Penalty 2260.611793 = -1324968.522806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5498.310000 sec): 3 clusters Score: Raw -1322341.425694 + Penalty 4521.223587 = -1317820.202107 nChanged 3757 SP:Iteration 1F (5498.590000 sec): 3 clusters Score: Raw -1324384.162018 + Penalty 4521.223587 = -1319862.938431 nChanged 609 SP:Iteration 2F (5498.840000 sec): 3 clusters Score: Raw -1324697.455762 + Penalty 4521.223587 = -1320176.232175 nChanged 494 SP:Iteration 3F (5499.150000 sec): 3 clusters Score: Raw -1324947.909446 + Penalty 4521.223587 = -1320426.685860 nChanged 447 SP:Iteration 4Q (5499.370000 sec): 3 clusters Score: Raw -1325186.846083 + Penalty 4521.223587 = -1320665.622497 nChanged 410 SP:Iteration 5Q (5499.630000 sec): 3 clusters Score: Raw -1325405.207236 + Penalty 4521.223587 = -1320883.983650 nChanged 404 SP:Iteration 6Q (5499.900000 sec): 3 clusters Score: Raw -1325609.221027 + Penalty 4521.223587 = -1321087.997440 nChanged 384 SP:Iteration 7Q (5500.160000 sec): 3 clusters Score: Raw -1325799.614080 + Penalty 4521.223587 = -1321278.390494 nChanged 368 SP:Iteration 8Q (5500.360000 sec): 3 clusters Score: Raw -1325989.215100 + Penalty 4521.223587 = -1321467.991513 nChanged 341 SP:Iteration 9Q (5500.690000 sec): 3 clusters Score: Raw -1326160.579157 + Penalty 4521.223587 = -1321639.355570 nChanged 316 SP:Iteration 10Q (5500.970000 sec): 3 clusters Score: Raw -1326305.163695 + Penalty 4521.223587 = -1321783.940109 nChanged 277 SP:Iteration 11Q (5501.220000 sec): 3 clusters Score: Raw -1326421.191946 + Penalty 4521.223587 = -1321899.968360 nChanged 231 SP:Iteration 12Q (5501.450000 sec): 3 clusters Score: Raw -1326522.445416 + Penalty 4521.223587 = -1322001.221829 nChanged 225 SP:Iteration 13Q (5501.730000 sec): 3 clusters Score: Raw -1326618.988860 + Penalty 4521.223587 = -1322097.765273 nChanged 193 SP:Iteration 14Q (5501.970000 sec): 3 clusters Score: Raw -1326702.118720 + Penalty 4521.223587 = -1322180.895133 nChanged 171 SP:Iteration 15Q (5502.250000 sec): 3 clusters Score: Raw -1326772.907530 + Penalty 4521.223587 = -1322251.683943 nChanged 173 SP:Iteration 16Q (5502.490000 sec): 3 clusters Score: Raw -1326842.657592 + Penalty 4521.223587 = -1322321.434006 nChanged 161 SP:Iteration 17Q (5502.730000 sec): 3 clusters Score: Raw -1326908.246238 + Penalty 4521.223587 = -1322387.022652 nChanged 145 SP:Iteration 18Q (5503.040000 sec): 3 clusters Score: Raw -1326964.727124 + Penalty 4521.223587 = -1322443.503538 nChanged 120 SP:Iteration 19Q (5503.280000 sec): 3 clusters Score: Raw -1327014.892259 + Penalty 4521.223587 = -1322493.668673 nChanged 127 SP:Iteration 20F (5503.540000 sec): 3 clusters Score: Raw -1327068.536160 + Penalty 4521.223587 = -1322547.312573 nChanged 116 SP:Iteration 21Q (5503.770000 sec): 3 clusters Score: Raw -1327123.873804 + Penalty 4521.223587 = -1322602.650217 nChanged 125 SP:Iteration 22Q (5504.010000 sec): 3 clusters Score: Raw -1327176.706088 + Penalty 4521.223587 = -1322655.482501 nChanged 96 SP:Iteration 23Q (5504.260000 sec): 3 clusters Score: Raw -1327215.367177 + Penalty 4521.223587 = -1322694.143590 nChanged 77 SP:Iteration 24Q (5504.540000 sec): 3 clusters Score: Raw -1327244.713767 + Penalty 4521.223587 = -1322723.490180 nChanged 63 SP:Iteration 25Q (5504.800000 sec): 3 clusters Score: Raw -1327270.282250 + Penalty 4521.223587 = -1322749.058663 nChanged 56 SP:Iteration 26Q (5505.040000 sec): 3 clusters Score: Raw -1327292.154898 + Penalty 4521.223587 = -1322770.931311 nChanged 62 SP:Iteration 27Q (5505.350000 sec): 3 clusters Score: Raw -1327318.817818 + Penalty 4521.223587 = -1322797.594231 nChanged 61 SP:Iteration 28Q (5505.560000 sec): 3 clusters Score: Raw -1327346.932537 + Penalty 4521.223587 = -1322825.708950 nChanged 52 SP:Iteration 29Q (5505.800000 sec): 3 clusters Score: Raw -1327371.708400 + Penalty 4521.223587 = -1322850.484813 nChanged 51 SP:Iteration 30Q (5506.030000 sec): 3 clusters Score: Raw -1327400.300998 + Penalty 4521.223587 = -1322879.077411 nChanged 41 SP:Iteration 31Q (5506.290000 sec): 3 clusters Score: Raw -1327419.494502 + Penalty 4521.223587 = -1322898.270916 nChanged 40 SP:Iteration 32Q (5506.560000 sec): 3 clusters Score: Raw -1327438.111848 + Penalty 4521.223587 = -1322916.888261 nChanged 36 SP:Iteration 33Q (5506.810000 sec): 3 clusters Score: Raw -1327456.740976 + Penalty 4521.223587 = -1322935.517389 nChanged 38 SP:Iteration 34Q (5507.010000 sec): 3 clusters Score: Raw -1327474.565700 + Penalty 4521.223587 = -1322953.342114 nChanged 29 SP:Iteration 35Q (5507.220000 sec): 3 clusters Score: Raw -1327488.785902 + Penalty 4521.223587 = -1322967.562315 nChanged 28 SP:Iteration 36Q (5507.500000 sec): 3 clusters Score: Raw -1327500.181553 + Penalty 4521.223587 = -1322978.957966 nChanged 19 SP:Iteration 37Q (5507.780000 sec): 3 clusters Score: Raw -1327509.299651 + Penalty 4521.223587 = -1322988.076064 nChanged 21 SP:Iteration 38Q (5508.000000 sec): 3 clusters Score: Raw -1327519.154041 + Penalty 4521.223587 = -1322997.930455 nChanged 19 SP:Iteration 39Q (5508.210000 sec): 3 clusters Score: Raw -1327527.256994 + Penalty 4521.223587 = -1323006.033407 nChanged 13 SP:Iteration 40F (5508.430000 sec): 3 clusters Score: Raw -1327531.317691 + Penalty 4521.223587 = -1323010.094104 nChanged 8 SP:Iteration 41Q (5508.670000 sec): 3 clusters Score: Raw -1327534.990434 + Penalty 4521.223587 = -1323013.766848 nChanged 10 SP:Iteration 42Q (5508.900000 sec): 3 clusters Score: Raw -1327540.905720 + Penalty 4521.223587 = -1323019.682133 nChanged 11 SP:Iteration 43Q (5509.190000 sec): 3 clusters Score: Raw -1327545.244048 + Penalty 4521.223587 = -1323024.020461 nChanged 9 SP:Iteration 44Q (5509.420000 sec): 3 clusters Score: Raw -1327548.616894 + Penalty 4521.223587 = -1323027.393307 nChanged 9 SP:Iteration 45Q (5509.650000 sec): 3 clusters Score: Raw -1327552.032740 + Penalty 4521.223587 = -1323030.809153 nChanged 6 SP:Iteration 46Q (5509.880000 sec): 3 clusters Score: Raw -1327555.987082 + Penalty 4521.223587 = -1323034.763495 nChanged 4 SP:Iteration 47Q (5510.170000 sec): 3 clusters Score: Raw -1327557.480698 + Penalty 4521.223587 = -1323036.257111 nChanged 4 SP:Iteration 48Q (5510.380000 sec): 3 clusters Score: Raw -1327558.685351 + Penalty 4521.223587 = -1323037.461765 nChanged 2 SP:Iteration 49Q (5510.620000 sec): 3 clusters Score: Raw -1327560.224614 + Penalty 4521.223587 = -1323039.001027 nChanged 2 SP:Iteration 50Q (5510.870000 sec): 3 clusters Score: Raw -1327562.070057 + Penalty 4521.223587 = -1323040.846470 nChanged 4 SP:Iteration 51Q (5511.140000 sec): 3 clusters Score: Raw -1327564.549731 + Penalty 4521.223587 = -1323043.326144 nChanged 5 SP:Iteration 52Q (5511.420000 sec): 3 clusters Score: Raw -1327568.040467 + Penalty 4521.223587 = -1323046.816881 nChanged 11 SP:Iteration 53Q (5511.640000 sec): 3 clusters Score: Raw -1327574.293643 + Penalty 4521.223587 = -1323053.070056 nChanged 12 SP:Iteration 54Q (5511.890000 sec): 3 clusters Score: Raw -1327581.813805 + Penalty 4521.223587 = -1323060.590219 nChanged 7 SP:Iteration 55Q (5512.140000 sec): 3 clusters Score: Raw -1327584.853811 + Penalty 4521.223587 = -1323063.630224 nChanged 8 SP:Iteration 56Q (5512.380000 sec): 3 clusters Score: Raw -1327589.568721 + Penalty 4521.223587 = -1323068.345134 nChanged 7 SP:Iteration 57Q (5512.580000 sec): 3 clusters Score: Raw -1327591.918478 + Penalty 4521.223587 = -1323070.694892 nChanged 8 SP:Iteration 58Q (5512.860000 sec): 3 clusters Score: Raw -1327594.894496 + Penalty 4521.223587 = -1323073.670909 nChanged 2 SP:Iteration 59Q (5513.100000 sec): 3 clusters Score: Raw -1327595.960365 + Penalty 4521.223587 = -1323074.736778 nChanged 3 SP:Iteration 60F (5513.340000 sec): 3 clusters Score: Raw -1327597.738120 + Penalty 4521.223587 = -1323076.514533 nChanged 7 SP:Iteration 61Q (5513.580000 sec): 3 clusters Score: Raw -1327600.822857 + Penalty 4521.223587 = -1323079.599270 nChanged 2 SP:Iteration 62Q (5513.850000 sec): 3 clusters Score: Raw -1327601.330109 + Penalty 4521.223587 = -1323080.106522 nChanged 0 SP:Iteration 63F (5514.110000 sec): 3 clusters Score: Raw -1327601.330109 + Penalty 4521.223587 = -1323080.106522 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 22 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5514.210000 sec): 2 clusters Score: Raw -23492.094116 + Penalty 1293.304068 = -22198.790048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5514.430000 sec): 3 clusters Score: Raw -23703.721522 + Penalty 2586.608136 = -21117.113386 nChanged 8 SP:Iteration 1Q (5514.630000 sec): 3 clusters Score: Raw -23738.871036 + Penalty 2586.608136 = -21152.262900 nChanged 0 SP:Iteration 2F (5514.840000 sec): 3 clusters Score: Raw -23738.871036 + Penalty 2586.608136 = -21152.262900 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 23 (131332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5515.610000 sec): 2 clusters Score: Raw -19321443.331032 + Penalty 2922.799969 = -19318520.531063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5516.480000 sec): 3 clusters Score: Raw -19236540.448571 + Penalty 5845.599939 = -19230694.848632 nChanged 62446 SP:Iteration 1F (5517.380000 sec): 3 clusters Score: Raw -19272938.276075 + Penalty 5845.599939 = -19267092.676136 nChanged 5391 SP:Iteration 2Q (5518.360000 sec): 3 clusters Score: Raw -19274938.222476 + Penalty 5845.599939 = -19269092.622537 nChanged 6829 SP:Iteration 3F (5519.350000 sec): 3 clusters Score: Raw -19278452.171833 + Penalty 5845.599939 = -19272606.571894 nChanged 8930 SP:Iteration 4F (5520.250000 sec): 3 clusters Score: Raw -19284403.765696 + Penalty 5845.599939 = -19278558.165758 nChanged 10696 SP:Iteration 5F (5521.210000 sec): 3 clusters Score: Raw -19293071.200824 + Penalty 5845.599939 = -19287225.600886 nChanged 11070 SP:Iteration 6F (5522.110000 sec): 3 clusters Score: Raw -19303051.429019 + Penalty 5845.599939 = -19297205.829080 nChanged 9086 SP:Iteration 7F (5522.980000 sec): 3 clusters Score: Raw -19311418.411084 + Penalty 5845.599939 = -19305572.811146 nChanged 5877 SP:Iteration 8Q (5523.960000 sec): 3 clusters Score: Raw -19316542.090611 + Penalty 5845.599939 = -19310696.490673 nChanged 3312 SP:Iteration 9Q (5524.930000 sec): 3 clusters Score: Raw -19319297.286326 + Penalty 5845.599939 = -19313451.686387 nChanged 1688 SP:Iteration 10Q (5525.760000 sec): 3 clusters Score: Raw -19320644.082467 + Penalty 5845.599939 = -19314798.482529 nChanged 781 SP:Iteration 11Q (5526.560000 sec): 3 clusters Score: Raw -19321236.989277 + Penalty 5845.599939 = -19315391.389339 nChanged 381 SP:Iteration 12Q (5527.430000 sec): 3 clusters Score: Raw -19321522.342679 + Penalty 5845.599939 = -19315676.742740 nChanged 180 SP:Iteration 13Q (5528.250000 sec): 3 clusters Score: Raw -19321646.651343 + Penalty 5845.599939 = -19315801.051405 nChanged 105 SP:Iteration 14Q (5529.060000 sec): 3 clusters Score: Raw -19321723.085701 + Penalty 5845.599939 = -19315877.485762 nChanged 75 SP:Iteration 15Q (5529.840000 sec): 3 clusters Score: Raw -19321772.229043 + Penalty 5845.599939 = -19315926.629104 nChanged 50 SP:Iteration 16Q (5530.750000 sec): 3 clusters Score: Raw -19321801.680420 + Penalty 5845.599939 = -19315956.080482 nChanged 46 SP:Iteration 17Q (5531.520000 sec): 3 clusters Score: Raw -19321835.901957 + Penalty 5845.599939 = -19315990.302018 nChanged 35 SP:Iteration 18Q (5532.340000 sec): 3 clusters Score: Raw -19321864.252040 + Penalty 5845.599939 = -19316018.652101 nChanged 28 SP:Iteration 19Q (5533.110000 sec): 3 clusters Score: Raw -19321885.152833 + Penalty 5845.599939 = -19316039.552895 nChanged 33 SP:Iteration 20F (5534.000000 sec): 3 clusters Score: Raw -19321903.528202 + Penalty 5845.599939 = -19316057.928264 nChanged 19 SP:Iteration 21Q (5534.810000 sec): 3 clusters Score: Raw -19321914.826664 + Penalty 5845.599939 = -19316069.226725 nChanged 18 SP:Iteration 22Q (5535.570000 sec): 3 clusters Score: Raw -19321928.167184 + Penalty 5845.599939 = -19316082.567245 nChanged 20 SP:Iteration 23Q (5536.320000 sec): 3 clusters Score: Raw -19321940.966313 + Penalty 5845.599939 = -19316095.366375 nChanged 15 SP:Iteration 24Q (5537.050000 sec): 3 clusters Score: Raw -19321949.150838 + Penalty 5845.599939 = -19316103.550900 nChanged 18 SP:Iteration 25Q (5537.790000 sec): 3 clusters Score: Raw -19321962.359138 + Penalty 5845.599939 = -19316116.759199 nChanged 19 SP:Iteration 26Q (5538.570000 sec): 3 clusters Score: Raw -19321977.790620 + Penalty 5845.599939 = -19316132.190681 nChanged 12 SP:Iteration 27Q (5539.320000 sec): 3 clusters Score: Raw -19321985.341671 + Penalty 5845.599939 = -19316139.741732 nChanged 11 SP:Iteration 28Q (5540.110000 sec): 3 clusters Score: Raw -19321993.771225 + Penalty 5845.599939 = -19316148.171287 nChanged 13 SP:Iteration 29Q (5540.900000 sec): 3 clusters Score: Raw -19322002.429007 + Penalty 5845.599939 = -19316156.829068 nChanged 12 SP:Iteration 30Q (5541.690000 sec): 3 clusters Score: Raw -19322010.207970 + Penalty 5845.599939 = -19316164.608031 nChanged 9 SP:Iteration 31Q (5542.510000 sec): 3 clusters Score: Raw -19322015.729845 + Penalty 5845.599939 = -19316170.129907 nChanged 7 SP:Iteration 32Q (5543.380000 sec): 3 clusters Score: Raw -19322018.817035 + Penalty 5845.599939 = -19316173.217096 nChanged 3 SP:Iteration 33Q (5544.190000 sec): 3 clusters Score: Raw -19322020.650459 + Penalty 5845.599939 = -19316175.050520 nChanged 1 SP:Iteration 34Q (5544.980000 sec): 3 clusters Score: Raw -19322021.819861 + Penalty 5845.599939 = -19316176.219922 nChanged 1 SP:Iteration 35Q (5545.770000 sec): 3 clusters Score: Raw -19322022.323821 + Penalty 5845.599939 = -19316176.723882 nChanged 0 SP:Iteration 36F (5546.700000 sec): 3 clusters Score: Raw -19322022.323821 + Penalty 5845.599939 = -19316176.723882 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 24 (13521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5546.880000 sec): 2 clusters Score: Raw -1922033.909643 + Penalty 2358.975829 = -1919674.933814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5547.130000 sec): 3 clusters Score: Raw -1914489.427889 + Penalty 4717.951658 = -1909771.476231 nChanged 5774 SP:Iteration 1F (5547.420000 sec): 3 clusters Score: Raw -1917761.629637 + Penalty 4717.951658 = -1913043.677978 nChanged 974 SP:Iteration 2F (5547.660000 sec): 3 clusters Score: Raw -1918432.462682 + Penalty 4717.951658 = -1913714.511023 nChanged 969 SP:Iteration 3F (5547.920000 sec): 3 clusters Score: Raw -1919116.650831 + Penalty 4717.951658 = -1914398.699173 nChanged 908 SP:Iteration 4F (5548.190000 sec): 3 clusters Score: Raw -1919698.405624 + Penalty 4717.951658 = -1914980.453965 nChanged 842 SP:Iteration 5F (5548.440000 sec): 3 clusters Score: Raw -1920217.768884 + Penalty 4717.951658 = -1915499.817225 nChanged 777 SP:Iteration 6F (5548.720000 sec): 3 clusters Score: Raw -1920669.792886 + Penalty 4717.951658 = -1915951.841228 nChanged 594 SP:Iteration 7Q (5548.990000 sec): 3 clusters Score: Raw -1920986.703722 + Penalty 4717.951658 = -1916268.752063 nChanged 477 SP:Iteration 8Q (5549.230000 sec): 3 clusters Score: Raw -1921221.386075 + Penalty 4717.951658 = -1916503.434416 nChanged 365 SP:Iteration 9Q (5549.490000 sec): 3 clusters Score: Raw -1921401.313772 + Penalty 4717.951658 = -1916683.362114 nChanged 327 SP:Iteration 10Q (5549.770000 sec): 3 clusters Score: Raw -1921549.531695 + Penalty 4717.951658 = -1916831.580036 nChanged 240 SP:Iteration 11Q (5550.080000 sec): 3 clusters Score: Raw -1921648.131813 + Penalty 4717.951658 = -1916930.180155 nChanged 210 SP:Iteration 12Q (5550.310000 sec): 3 clusters Score: Raw -1921731.274530 + Penalty 4717.951658 = -1917013.322871 nChanged 195 SP:Iteration 13Q (5550.580000 sec): 3 clusters Score: Raw -1921817.235932 + Penalty 4717.951658 = -1917099.284274 nChanged 199 SP:Iteration 14Q (5550.850000 sec): 3 clusters Score: Raw -1921899.180094 + Penalty 4717.951658 = -1917181.228436 nChanged 191 SP:Iteration 15Q (5551.120000 sec): 3 clusters Score: Raw -1921974.083680 + Penalty 4717.951658 = -1917256.132022 nChanged 165 SP:Iteration 16Q (5551.390000 sec): 3 clusters Score: Raw -1922042.087853 + Penalty 4717.951658 = -1917324.136195 nChanged 152 SP:Iteration 17Q (5551.690000 sec): 3 clusters Score: Raw -1922107.331738 + Penalty 4717.951658 = -1917389.380080 nChanged 144 SP:Iteration 18Q (5551.950000 sec): 3 clusters Score: Raw -1922165.775314 + Penalty 4717.951658 = -1917447.823656 nChanged 122 SP:Iteration 19Q (5552.200000 sec): 3 clusters Score: Raw -1922215.216246 + Penalty 4717.951658 = -1917497.264588 nChanged 122 SP:Iteration 20F (5552.490000 sec): 3 clusters Score: Raw -1922261.626742 + Penalty 4717.951658 = -1917543.675084 nChanged 107 SP:Iteration 21Q (5552.740000 sec): 3 clusters Score: Raw -1922304.294733 + Penalty 4717.951658 = -1917586.343074 nChanged 100 SP:Iteration 22Q (5553.000000 sec): 3 clusters Score: Raw -1922344.389460 + Penalty 4717.951658 = -1917626.437802 nChanged 82 SP:Iteration 23Q (5553.290000 sec): 3 clusters Score: Raw -1922380.945396 + Penalty 4717.951658 = -1917662.993738 nChanged 76 SP:Iteration 24Q (5553.520000 sec): 3 clusters Score: Raw -1922416.902687 + Penalty 4717.951658 = -1917698.951029 nChanged 49 SP:Iteration 25Q (5553.840000 sec): 3 clusters Score: Raw -1922436.405049 + Penalty 4717.951658 = -1917718.453390 nChanged 58 SP:Iteration 26Q (5554.120000 sec): 3 clusters Score: Raw -1922460.075121 + Penalty 4717.951658 = -1917742.123463 nChanged 55 SP:Iteration 27Q (5554.380000 sec): 3 clusters Score: Raw -1922487.843489 + Penalty 4717.951658 = -1917769.891831 nChanged 48 SP:Iteration 28Q (5554.650000 sec): 3 clusters Score: Raw -1922512.516700 + Penalty 4717.951658 = -1917794.565042 nChanged 36 SP:Iteration 29Q (5554.950000 sec): 3 clusters Score: Raw -1922529.325729 + Penalty 4717.951658 = -1917811.374071 nChanged 34 SP:Iteration 30Q (5555.290000 sec): 3 clusters Score: Raw -1922542.843876 + Penalty 4717.951658 = -1917824.892217 nChanged 28 SP:Iteration 31Q (5555.550000 sec): 3 clusters Score: Raw -1922553.408898 + Penalty 4717.951658 = -1917835.457240 nChanged 29 SP:Iteration 32Q (5555.840000 sec): 3 clusters Score: Raw -1922563.866413 + Penalty 4717.951658 = -1917845.914755 nChanged 31 SP:Iteration 33Q (5556.120000 sec): 3 clusters Score: Raw -1922577.497628 + Penalty 4717.951658 = -1917859.545970 nChanged 28 SP:Iteration 34Q (5556.370000 sec): 3 clusters Score: Raw -1922588.541024 + Penalty 4717.951658 = -1917870.589366 nChanged 20 SP:Iteration 35Q (5556.660000 sec): 3 clusters Score: Raw -1922599.729281 + Penalty 4717.951658 = -1917881.777623 nChanged 24 SP:Iteration 36Q (5556.900000 sec): 3 clusters Score: Raw -1922610.329290 + Penalty 4717.951658 = -1917892.377631 nChanged 23 SP:Iteration 37Q (5557.150000 sec): 3 clusters Score: Raw -1922618.140514 + Penalty 4717.951658 = -1917900.188856 nChanged 16 SP:Iteration 38Q (5557.470000 sec): 3 clusters Score: Raw -1922625.156132 + Penalty 4717.951658 = -1917907.204473 nChanged 18 SP:Iteration 39Q (5557.740000 sec): 3 clusters Score: Raw -1922631.243691 + Penalty 4717.951658 = -1917913.292033 nChanged 18 SP:Iteration 40F (5558.040000 sec): 3 clusters Score: Raw -1922638.492625 + Penalty 4717.951658 = -1917920.540967 nChanged 23 SP:Iteration 41Q (5558.320000 sec): 3 clusters Score: Raw -1922650.175813 + Penalty 4717.951658 = -1917932.224155 nChanged 19 SP:Iteration 42Q (5558.610000 sec): 3 clusters Score: Raw -1922658.856969 + Penalty 4717.951658 = -1917940.905311 nChanged 17 SP:Iteration 43Q (5558.870000 sec): 3 clusters Score: Raw -1922669.811271 + Penalty 4717.951658 = -1917951.859613 nChanged 20 SP:Iteration 44Q (5559.180000 sec): 3 clusters Score: Raw -1922682.785710 + Penalty 4717.951658 = -1917964.834052 nChanged 22 SP:Iteration 45Q (5559.470000 sec): 3 clusters Score: Raw -1922697.583499 + Penalty 4717.951658 = -1917979.631840 nChanged 26 SP:Iteration 46Q (5559.700000 sec): 3 clusters Score: Raw -1922714.340032 + Penalty 4717.951658 = -1917996.388374 nChanged 24 SP:Iteration 47Q (5559.990000 sec): 3 clusters Score: Raw -1922729.778634 + Penalty 4717.951658 = -1918011.826975 nChanged 19 SP:Iteration 48Q (5560.200000 sec): 3 clusters Score: Raw -1922743.612159 + Penalty 4717.951658 = -1918025.660500 nChanged 23 SP:Iteration 49Q (5560.440000 sec): 3 clusters Score: Raw -1922763.272617 + Penalty 4717.951658 = -1918045.320959 nChanged 20 SP:Iteration 50Q (5560.720000 sec): 3 clusters Score: Raw -1922785.898938 + Penalty 4717.951658 = -1918067.947280 nChanged 17 SP:Iteration 51Q (5561.030000 sec): 3 clusters Score: Raw -1922801.576975 + Penalty 4717.951658 = -1918083.625316 nChanged 16 SP:Iteration 52Q (5561.270000 sec): 3 clusters Score: Raw -1922814.918108 + Penalty 4717.951658 = -1918096.966449 nChanged 22 SP:Iteration 53Q (5561.550000 sec): 3 clusters Score: Raw -1922831.291200 + Penalty 4717.951658 = -1918113.339541 nChanged 19 SP:Iteration 54Q (5561.820000 sec): 3 clusters Score: Raw -1922842.483756 + Penalty 4717.951658 = -1918124.532098 nChanged 10 SP:Iteration 55Q (5562.080000 sec): 3 clusters Score: Raw -1922849.256109 + Penalty 4717.951658 = -1918131.304451 nChanged 12 SP:Iteration 56Q (5562.370000 sec): 3 clusters Score: Raw -1922856.636122 + Penalty 4717.951658 = -1918138.684463 nChanged 11 SP:Iteration 57Q (5562.600000 sec): 3 clusters Score: Raw -1922865.427359 + Penalty 4717.951658 = -1918147.475700 nChanged 13 SP:Iteration 58Q (5562.910000 sec): 3 clusters Score: Raw -1922874.574778 + Penalty 4717.951658 = -1918156.623120 nChanged 8 SP:Iteration 59Q (5563.180000 sec): 3 clusters Score: Raw -1922883.293106 + Penalty 4717.951658 = -1918165.341448 nChanged 14 SP:Iteration 60F (5563.470000 sec): 3 clusters Score: Raw -1922895.263538 + Penalty 4717.951658 = -1918177.311880 nChanged 16 SP:Iteration 61Q (5563.730000 sec): 3 clusters Score: Raw -1922911.696759 + Penalty 4717.951658 = -1918193.745101 nChanged 13 SP:Iteration 62Q (5563.970000 sec): 3 clusters Score: Raw -1922923.443133 + Penalty 4717.951658 = -1918205.491475 nChanged 13 SP:Iteration 63Q (5564.160000 sec): 3 clusters Score: Raw -1922935.799440 + Penalty 4717.951658 = -1918217.847782 nChanged 12 SP:Iteration 64Q (5564.390000 sec): 3 clusters Score: Raw -1922943.094155 + Penalty 4717.951658 = -1918225.142497 nChanged 5 SP:Iteration 65Q (5564.690000 sec): 3 clusters Score: Raw -1922945.973376 + Penalty 4717.951658 = -1918228.021717 nChanged 8 SP:Iteration 66Q (5564.910000 sec): 3 clusters Score: Raw -1922949.908783 + Penalty 4717.951658 = -1918231.957125 nChanged 2 SP:Iteration 67Q (5565.190000 sec): 3 clusters Score: Raw -1922950.883206 + Penalty 4717.951658 = -1918232.931547 nChanged 2 SP:Iteration 68Q (5565.420000 sec): 3 clusters Score: Raw -1922951.594491 + Penalty 4717.951658 = -1918233.642833 nChanged 0 SP:Iteration 69F (5565.640000 sec): 3 clusters Score: Raw -1922951.594491 + Penalty 4717.951658 = -1918233.642833 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 26 (1806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5565.720000 sec): 2 clusters Score: Raw -242172.250556 + Penalty 1859.719694 = -240312.530862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5565.930000 sec): 3 clusters Score: Raw -241557.409339 + Penalty 3719.439388 = -237837.969951 nChanged 572 SP:Iteration 1F (5566.090000 sec): 3 clusters Score: Raw -242303.524667 + Penalty 3719.439388 = -238584.085279 nChanged 193 SP:Iteration 2F (5566.330000 sec): 3 clusters Score: Raw -242672.721523 + Penalty 3719.439388 = -238953.282135 nChanged 128 SP:Iteration 3F (5566.530000 sec): 3 clusters Score: Raw -242893.977736 + Penalty 3719.439388 = -239174.538348 nChanged 90 SP:Iteration 4Q (5566.710000 sec): 3 clusters Score: Raw -243048.525661 + Penalty 3719.439388 = -239329.086273 nChanged 65 SP:Iteration 5Q (5566.900000 sec): 3 clusters Score: Raw -243159.998285 + Penalty 3719.439388 = -239440.558897 nChanged 56 SP:Iteration 6Q (5567.100000 sec): 3 clusters Score: Raw -243244.007159 + Penalty 3719.439388 = -239524.567771 nChanged 41 SP:Iteration 7Q (5567.270000 sec): 3 clusters Score: Raw -243308.160984 + Penalty 3719.439388 = -239588.721596 nChanged 34 SP:Iteration 8Q (5567.440000 sec): 3 clusters Score: Raw -243368.569256 + Penalty 3719.439388 = -239649.129868 nChanged 33 SP:Iteration 9Q (5567.640000 sec): 3 clusters Score: Raw -243428.006874 + Penalty 3719.439388 = -239708.567485 nChanged 38 SP:Iteration 10Q (5567.750000 sec): 3 clusters Score: Raw -243479.760291 + Penalty 3719.439388 = -239760.320903 nChanged 19 SP:Iteration 11Q (5567.920000 sec): 3 clusters Score: Raw -243518.758876 + Penalty 3719.439388 = -239799.319488 nChanged 24 SP:Iteration 12Q (5568.100000 sec): 3 clusters Score: Raw -243560.218646 + Penalty 3719.439388 = -239840.779258 nChanged 14 SP:Iteration 13Q (5568.260000 sec): 3 clusters Score: Raw -243574.938216 + Penalty 3719.439388 = -239855.498828 nChanged 7 SP:Iteration 14Q (5568.450000 sec): 3 clusters Score: Raw -243582.034952 + Penalty 3719.439388 = -239862.595564 nChanged 7 SP:Iteration 15Q (5568.620000 sec): 3 clusters Score: Raw -243588.336152 + Penalty 3719.439388 = -239868.896764 nChanged 7 SP:Iteration 16Q (5568.830000 sec): 3 clusters Score: Raw -243595.294277 + Penalty 3719.439388 = -239875.854889 nChanged 4 SP:Iteration 17Q (5569.030000 sec): 3 clusters Score: Raw -243601.769962 + Penalty 3719.439388 = -239882.330574 nChanged 5 SP:Iteration 18Q (5569.220000 sec): 3 clusters Score: Raw -243610.614832 + Penalty 3719.439388 = -239891.175444 nChanged 1 SP:Iteration 19Q (5569.390000 sec): 3 clusters Score: Raw -243611.100853 + Penalty 3719.439388 = -239891.661465 nChanged 0 SP:Iteration 20F (5569.560000 sec): 3 clusters Score: Raw -243611.100853 + Penalty 3719.439388 = -239891.661465 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 27 (6529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5569.680000 sec): 2 clusters Score: Raw -880453.647319 + Penalty 2178.434250 = -878275.213070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5569.910000 sec): 3 clusters Score: Raw -877126.976905 + Penalty 4356.868499 = -872770.108406 nChanged 2631 SP:Iteration 1F (5570.150000 sec): 3 clusters Score: Raw -878746.832436 + Penalty 4356.868499 = -874389.963936 nChanged 539 SP:Iteration 2F (5570.330000 sec): 3 clusters Score: Raw -879113.186944 + Penalty 4356.868499 = -874756.318445 nChanged 399 SP:Iteration 3F (5570.550000 sec): 3 clusters Score: Raw -879401.690636 + Penalty 4356.868499 = -875044.822136 nChanged 342 SP:Iteration 4F (5570.780000 sec): 3 clusters Score: Raw -879624.055770 + Penalty 4356.868499 = -875267.187270 nChanged 305 SP:Iteration 5Q (5570.980000 sec): 3 clusters Score: Raw -879837.019321 + Penalty 4356.868499 = -875480.150821 nChanged 269 SP:Iteration 6Q (5571.200000 sec): 3 clusters Score: Raw -879998.515097 + Penalty 4356.868499 = -875641.646598 nChanged 243 SP:Iteration 7Q (5571.440000 sec): 3 clusters Score: Raw -880166.063558 + Penalty 4356.868499 = -875809.195059 nChanged 230 SP:Iteration 8Q (5571.690000 sec): 3 clusters Score: Raw -880295.530636 + Penalty 4356.868499 = -875938.662137 nChanged 170 SP:Iteration 9Q (5571.900000 sec): 3 clusters Score: Raw -880366.942568 + Penalty 4356.868499 = -876010.074069 nChanged 121 SP:Iteration 10Q (5572.080000 sec): 3 clusters Score: Raw -880411.878024 + Penalty 4356.868499 = -876055.009525 nChanged 80 SP:Iteration 11Q (5572.340000 sec): 3 clusters Score: Raw -880439.854795 + Penalty 4356.868499 = -876082.986296 nChanged 75 SP:Iteration 12Q (5572.520000 sec): 3 clusters Score: Raw -880464.875034 + Penalty 4356.868499 = -876108.006535 nChanged 69 SP:Iteration 13Q (5572.740000 sec): 3 clusters Score: Raw -880494.945586 + Penalty 4356.868499 = -876138.077087 nChanged 65 SP:Iteration 14Q (5572.990000 sec): 3 clusters Score: Raw -880517.909532 + Penalty 4356.868499 = -876161.041033 nChanged 61 SP:Iteration 15Q (5573.200000 sec): 3 clusters Score: Raw -880534.493012 + Penalty 4356.868499 = -876177.624512 nChanged 49 SP:Iteration 16Q (5573.440000 sec): 3 clusters Score: Raw -880549.133735 + Penalty 4356.868499 = -876192.265236 nChanged 53 SP:Iteration 17Q (5573.650000 sec): 3 clusters Score: Raw -880564.493878 + Penalty 4356.868499 = -876207.625379 nChanged 37 SP:Iteration 18Q (5573.870000 sec): 3 clusters Score: Raw -880573.925115 + Penalty 4356.868499 = -876217.056615 nChanged 29 SP:Iteration 19Q (5574.070000 sec): 3 clusters Score: Raw -880581.774464 + Penalty 4356.868499 = -876224.905965 nChanged 28 SP:Iteration 20F (5574.280000 sec): 3 clusters Score: Raw -880587.615685 + Penalty 4356.868499 = -876230.747185 nChanged 22 SP:Iteration 21Q (5574.470000 sec): 3 clusters Score: Raw -880594.926113 + Penalty 4356.868499 = -876238.057614 nChanged 23 SP:Iteration 22Q (5574.740000 sec): 3 clusters Score: Raw -880600.359161 + Penalty 4356.868499 = -876243.490661 nChanged 17 SP:Iteration 23Q (5574.930000 sec): 3 clusters Score: Raw -880603.478790 + Penalty 4356.868499 = -876246.610291 nChanged 7 SP:Iteration 24Q (5575.150000 sec): 3 clusters Score: Raw -880605.079448 + Penalty 4356.868499 = -876248.210948 nChanged 3 SP:Iteration 25Q (5575.410000 sec): 3 clusters Score: Raw -880605.640522 + Penalty 4356.868499 = -876248.772023 nChanged 6 SP:Iteration 26Q (5575.590000 sec): 3 clusters Score: Raw -880606.829453 + Penalty 4356.868499 = -876249.960954 nChanged 5 SP:Iteration 27Q (5575.800000 sec): 3 clusters Score: Raw -880608.178986 + Penalty 4356.868499 = -876251.310486 nChanged 6 SP:Iteration 28Q (5576.010000 sec): 3 clusters Score: Raw -880609.166673 + Penalty 4356.868499 = -876252.298174 nChanged 8 SP:Iteration 29Q (5576.220000 sec): 3 clusters Score: Raw -880610.381184 + Penalty 4356.868499 = -876253.512685 nChanged 7 SP:Iteration 30Q (5576.380000 sec): 3 clusters Score: Raw -880611.292046 + Penalty 4356.868499 = -876254.423547 nChanged 4 SP:Iteration 31Q (5576.600000 sec): 3 clusters Score: Raw -880612.456643 + Penalty 4356.868499 = -876255.588144 nChanged 4 SP:Iteration 32Q (5576.830000 sec): 3 clusters Score: Raw -880613.551352 + Penalty 4356.868499 = -876256.682853 nChanged 5 SP:Iteration 33Q (5577.030000 sec): 3 clusters Score: Raw -880614.396490 + Penalty 4356.868499 = -876257.527990 nChanged 1 SP:Iteration 34Q (5577.260000 sec): 3 clusters Score: Raw -880614.586635 + Penalty 4356.868499 = -876257.718135 nChanged 2 SP:Iteration 35Q (5577.460000 sec): 3 clusters Score: Raw -880614.834783 + Penalty 4356.868499 = -876257.966284 nChanged 1 SP:Iteration 36Q (5577.680000 sec): 3 clusters Score: Raw -880614.928074 + Penalty 4356.868499 = -876258.059575 nChanged 1 SP:Iteration 37Q (5577.950000 sec): 3 clusters Score: Raw -880615.016309 + Penalty 4356.868499 = -876258.147810 nChanged 0 SP:Iteration 38F (5578.110000 sec): 3 clusters Score: Raw -880615.016309 + Penalty 4356.868499 = -876258.147810 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 28 (1644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5578.220000 sec): 2 clusters Score: Raw -219354.784937 + Penalty 1836.412119 = -217518.372818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5578.380000 sec): 3 clusters Score: Raw -218792.077213 + Penalty 3672.824238 = -215119.252976 nChanged 481 SP:Iteration 1F (5578.580000 sec): 3 clusters Score: Raw -219231.599712 + Penalty 3672.824238 = -215558.775474 nChanged 129 SP:Iteration 2F (5578.790000 sec): 3 clusters Score: Raw -219375.690858 + Penalty 3672.824238 = -215702.866620 nChanged 70 SP:Iteration 3Q (5578.970000 sec): 3 clusters Score: Raw -219454.479654 + Penalty 3672.824238 = -215781.655417 nChanged 51 SP:Iteration 4Q (5579.130000 sec): 3 clusters Score: Raw -219518.593482 + Penalty 3672.824238 = -215845.769244 nChanged 39 SP:Iteration 5Q (5579.290000 sec): 3 clusters Score: Raw -219567.437425 + Penalty 3672.824238 = -215894.613188 nChanged 44 SP:Iteration 6Q (5579.430000 sec): 3 clusters Score: Raw -219623.019631 + Penalty 3672.824238 = -215950.195394 nChanged 38 SP:Iteration 7Q (5579.580000 sec): 3 clusters Score: Raw -219670.321950 + Penalty 3672.824238 = -215997.497713 nChanged 43 SP:Iteration 8Q (5579.770000 sec): 3 clusters Score: Raw -219726.835019 + Penalty 3672.824238 = -216054.010781 nChanged 36 SP:Iteration 9Q (5579.940000 sec): 3 clusters Score: Raw -219769.455030 + Penalty 3672.824238 = -216096.630792 nChanged 36 SP:Iteration 10Q (5580.130000 sec): 3 clusters Score: Raw -219816.661992 + Penalty 3672.824238 = -216143.837754 nChanged 41 SP:Iteration 11Q (5580.320000 sec): 3 clusters Score: Raw -219886.477538 + Penalty 3672.824238 = -216213.653300 nChanged 43 SP:Iteration 12Q (5580.550000 sec): 3 clusters Score: Raw -219959.074539 + Penalty 3672.824238 = -216286.250302 nChanged 41 SP:Iteration 13Q (5580.710000 sec): 3 clusters Score: Raw -220024.073891 + Penalty 3672.824238 = -216351.249653 nChanged 50 SP:Iteration 14Q (5580.920000 sec): 3 clusters Score: Raw -220094.889736 + Penalty 3672.824238 = -216422.065499 nChanged 35 SP:Iteration 15Q (5581.120000 sec): 3 clusters Score: Raw -220146.955295 + Penalty 3672.824238 = -216474.131058 nChanged 27 SP:Iteration 16Q (5581.250000 sec): 3 clusters Score: Raw -220184.555294 + Penalty 3672.824238 = -216511.731056 nChanged 19 SP:Iteration 17Q (5581.450000 sec): 3 clusters Score: Raw -220209.062698 + Penalty 3672.824238 = -216536.238460 nChanged 13 SP:Iteration 18Q (5581.640000 sec): 3 clusters Score: Raw -220227.999204 + Penalty 3672.824238 = -216555.174966 nChanged 9 SP:Iteration 19Q (5581.840000 sec): 3 clusters Score: Raw -220241.461834 + Penalty 3672.824238 = -216568.637597 nChanged 9 SP:Iteration 20F (5582.030000 sec): 3 clusters Score: Raw -220247.899057 + Penalty 3672.824238 = -216575.074820 nChanged 4 SP:Iteration 21Q (5582.190000 sec): 3 clusters Score: Raw -220250.953440 + Penalty 3672.824238 = -216578.129202 nChanged 2 SP:Iteration 22Q (5582.350000 sec): 3 clusters Score: Raw -220252.196969 + Penalty 3672.824238 = -216579.372732 nChanged 2 SP:Iteration 23Q (5582.540000 sec): 3 clusters Score: Raw -220254.160275 + Penalty 3672.824238 = -216581.336037 nChanged 1 SP:Iteration 24Q (5582.730000 sec): 3 clusters Score: Raw -220254.568616 + Penalty 3672.824238 = -216581.744379 nChanged 0 SP:Iteration 25F (5582.870000 sec): 3 clusters Score: Raw -220254.568616 + Penalty 3672.824238 = -216581.744379 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 29 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5582.970000 sec): 2 clusters Score: Raw -506226.296880 + Penalty 2024.657357 = -504201.639523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5583.190000 sec): 3 clusters Score: Raw -504666.664967 + Penalty 4049.314714 = -500617.350253 nChanged 1258 SP:Iteration 1F (5583.370000 sec): 3 clusters Score: Raw -505425.835500 + Penalty 4049.314714 = -501376.520787 nChanged 277 SP:Iteration 2F (5583.570000 sec): 3 clusters Score: Raw -505640.080565 + Penalty 4049.314714 = -501590.765852 nChanged 202 SP:Iteration 3F (5583.790000 sec): 3 clusters Score: Raw -505803.428046 + Penalty 4049.314714 = -501754.113333 nChanged 170 SP:Iteration 4Q (5583.950000 sec): 3 clusters Score: Raw -505948.900108 + Penalty 4049.314714 = -501899.585394 nChanged 138 SP:Iteration 5Q (5584.200000 sec): 3 clusters Score: Raw -506055.477325 + Penalty 4049.314714 = -502006.162611 nChanged 117 SP:Iteration 6Q (5584.410000 sec): 3 clusters Score: Raw -506143.398168 + Penalty 4049.314714 = -502094.083455 nChanged 107 SP:Iteration 7Q (5584.630000 sec): 3 clusters Score: Raw -506230.466208 + Penalty 4049.314714 = -502181.151494 nChanged 102 SP:Iteration 8Q (5584.790000 sec): 3 clusters Score: Raw -506313.548041 + Penalty 4049.314714 = -502264.233327 nChanged 115 SP:Iteration 9Q (5585.010000 sec): 3 clusters Score: Raw -506393.585713 + Penalty 4049.314714 = -502344.270999 nChanged 96 SP:Iteration 10Q (5585.230000 sec): 3 clusters Score: Raw -506464.246205 + Penalty 4049.314714 = -502414.931491 nChanged 83 SP:Iteration 11Q (5585.380000 sec): 3 clusters Score: Raw -506541.357590 + Penalty 4049.314714 = -502492.042876 nChanged 89 SP:Iteration 12Q (5585.550000 sec): 3 clusters Score: Raw -506618.902757 + Penalty 4049.314714 = -502569.588043 nChanged 95 SP:Iteration 13Q (5585.730000 sec): 3 clusters Score: Raw -506693.529028 + Penalty 4049.314714 = -502644.214314 nChanged 72 SP:Iteration 14Q (5585.920000 sec): 3 clusters Score: Raw -506747.440518 + Penalty 4049.314714 = -502698.125805 nChanged 57 SP:Iteration 15Q (5586.100000 sec): 3 clusters Score: Raw -506789.102594 + Penalty 4049.314714 = -502739.787880 nChanged 59 SP:Iteration 16Q (5586.310000 sec): 3 clusters Score: Raw -506830.376063 + Penalty 4049.314714 = -502781.061349 nChanged 61 SP:Iteration 17Q (5586.500000 sec): 3 clusters Score: Raw -506880.266374 + Penalty 4049.314714 = -502830.951660 nChanged 52 SP:Iteration 18Q (5586.700000 sec): 3 clusters Score: Raw -506922.889702 + Penalty 4049.314714 = -502873.574988 nChanged 51 SP:Iteration 19Q (5586.870000 sec): 3 clusters Score: Raw -506969.662606 + Penalty 4049.314714 = -502920.347892 nChanged 50 SP:Iteration 20F (5587.080000 sec): 3 clusters Score: Raw -507006.429686 + Penalty 4049.314714 = -502957.114973 nChanged 40 SP:Iteration 21Q (5587.260000 sec): 3 clusters Score: Raw -507031.730459 + Penalty 4049.314714 = -502982.415745 nChanged 30 SP:Iteration 22Q (5587.480000 sec): 3 clusters Score: Raw -507052.036616 + Penalty 4049.314714 = -503002.721902 nChanged 24 SP:Iteration 23Q (5587.700000 sec): 3 clusters Score: Raw -507064.983629 + Penalty 4049.314714 = -503015.668916 nChanged 14 SP:Iteration 24Q (5587.920000 sec): 3 clusters Score: Raw -507071.535274 + Penalty 4049.314714 = -503022.220560 nChanged 10 SP:Iteration 25Q (5588.100000 sec): 3 clusters Score: Raw -507076.051341 + Penalty 4049.314714 = -503026.736627 nChanged 10 SP:Iteration 26Q (5588.330000 sec): 3 clusters Score: Raw -507080.187161 + Penalty 4049.314714 = -503030.872447 nChanged 7 SP:Iteration 27Q (5588.520000 sec): 3 clusters Score: Raw -507083.028896 + Penalty 4049.314714 = -503033.714183 nChanged 4 SP:Iteration 28Q (5588.700000 sec): 3 clusters Score: Raw -507084.757558 + Penalty 4049.314714 = -503035.442844 nChanged 3 SP:Iteration 29Q (5588.890000 sec): 3 clusters Score: Raw -507085.810800 + Penalty 4049.314714 = -503036.496087 nChanged 6 SP:Iteration 30Q (5589.100000 sec): 3 clusters Score: Raw -507088.719759 + Penalty 4049.314714 = -503039.405045 nChanged 3 SP:Iteration 31Q (5589.280000 sec): 3 clusters Score: Raw -507089.813365 + Penalty 4049.314714 = -503040.498651 nChanged 1 SP:Iteration 32Q (5589.480000 sec): 3 clusters Score: Raw -507090.029116 + Penalty 4049.314714 = -503040.714403 nChanged 0 SP:Iteration 33F (5589.650000 sec): 3 clusters Score: Raw -507090.029116 + Penalty 4049.314714 = -503040.714403 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 30 (6492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5589.760000 sec): 2 clusters Score: Raw -928017.282963 + Penalty 2177.024830 = -925840.258133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5589.950000 sec): 3 clusters Score: Raw -924720.089887 + Penalty 4354.049661 = -920366.040226 nChanged 2537 SP:Iteration 1F (5590.190000 sec): 3 clusters Score: Raw -926073.235724 + Penalty 4354.049661 = -921719.186064 nChanged 471 SP:Iteration 2F (5590.380000 sec): 3 clusters Score: Raw -926313.906983 + Penalty 4354.049661 = -921959.857323 nChanged 332 SP:Iteration 3F (5590.580000 sec): 3 clusters Score: Raw -926486.513555 + Penalty 4354.049661 = -922132.463894 nChanged 260 SP:Iteration 4Q (5590.840000 sec): 3 clusters Score: Raw -926611.083650 + Penalty 4354.049661 = -922257.033989 nChanged 227 SP:Iteration 5Q (5591.030000 sec): 3 clusters Score: Raw -926703.380232 + Penalty 4354.049661 = -922349.330571 nChanged 162 SP:Iteration 6Q (5591.250000 sec): 3 clusters Score: Raw -926767.137102 + Penalty 4354.049661 = -922413.087442 nChanged 136 SP:Iteration 7Q (5591.480000 sec): 3 clusters Score: Raw -926823.972175 + Penalty 4354.049661 = -922469.922514 nChanged 139 SP:Iteration 8Q (5591.680000 sec): 3 clusters Score: Raw -926894.722121 + Penalty 4354.049661 = -922540.672460 nChanged 165 SP:Iteration 9Q (5591.890000 sec): 3 clusters Score: Raw -926965.705885 + Penalty 4354.049661 = -922611.656224 nChanged 148 SP:Iteration 10Q (5592.080000 sec): 3 clusters Score: Raw -927025.748449 + Penalty 4354.049661 = -922671.698789 nChanged 121 SP:Iteration 11Q (5592.330000 sec): 3 clusters Score: Raw -927078.875085 + Penalty 4354.049661 = -922724.825425 nChanged 120 SP:Iteration 12Q (5592.510000 sec): 3 clusters Score: Raw -927132.042088 + Penalty 4354.049661 = -922777.992427 nChanged 119 SP:Iteration 13Q (5592.710000 sec): 3 clusters Score: Raw -927186.957228 + Penalty 4354.049661 = -922832.907567 nChanged 130 SP:Iteration 14Q (5592.920000 sec): 3 clusters Score: Raw -927249.022557 + Penalty 4354.049661 = -922894.972897 nChanged 118 SP:Iteration 15Q (5593.150000 sec): 3 clusters Score: Raw -927308.029477 + Penalty 4354.049661 = -922953.979816 nChanged 124 SP:Iteration 16Q (5593.340000 sec): 3 clusters Score: Raw -927368.145539 + Penalty 4354.049661 = -923014.095879 nChanged 129 SP:Iteration 17Q (5593.590000 sec): 3 clusters Score: Raw -927431.387355 + Penalty 4354.049661 = -923077.337695 nChanged 131 SP:Iteration 18Q (5593.820000 sec): 3 clusters Score: Raw -927503.098524 + Penalty 4354.049661 = -923149.048864 nChanged 125 SP:Iteration 19Q (5594.020000 sec): 3 clusters Score: Raw -927573.899543 + Penalty 4354.049661 = -923219.849883 nChanged 123 SP:Iteration 20F (5594.230000 sec): 3 clusters Score: Raw -927643.423667 + Penalty 4354.049661 = -923289.374006 nChanged 113 SP:Iteration 21Q (5594.450000 sec): 3 clusters Score: Raw -927713.645316 + Penalty 4354.049661 = -923359.595655 nChanged 123 SP:Iteration 22Q (5594.660000 sec): 3 clusters Score: Raw -927791.346100 + Penalty 4354.049661 = -923437.296439 nChanged 103 SP:Iteration 23Q (5594.870000 sec): 3 clusters Score: Raw -927856.771113 + Penalty 4354.049661 = -923502.721452 nChanged 102 SP:Iteration 24Q (5595.130000 sec): 3 clusters Score: Raw -927918.461773 + Penalty 4354.049661 = -923564.412112 nChanged 73 SP:Iteration 25Q (5595.310000 sec): 3 clusters Score: Raw -927960.423848 + Penalty 4354.049661 = -923606.374187 nChanged 74 SP:Iteration 26Q (5595.510000 sec): 3 clusters Score: Raw -928010.686061 + Penalty 4354.049661 = -923656.636400 nChanged 64 SP:Iteration 27Q (5595.690000 sec): 3 clusters Score: Raw -928052.918082 + Penalty 4354.049661 = -923698.868422 nChanged 59 SP:Iteration 28Q (5595.910000 sec): 3 clusters Score: Raw -928092.271407 + Penalty 4354.049661 = -923738.221746 nChanged 43 SP:Iteration 29Q (5596.150000 sec): 3 clusters Score: Raw -928127.946773 + Penalty 4354.049661 = -923773.897113 nChanged 44 SP:Iteration 30Q (5596.380000 sec): 3 clusters Score: Raw -928169.490666 + Penalty 4354.049661 = -923815.441005 nChanged 33 SP:Iteration 31Q (5596.580000 sec): 3 clusters Score: Raw -928197.486992 + Penalty 4354.049661 = -923843.437331 nChanged 31 SP:Iteration 32Q (5596.780000 sec): 3 clusters Score: Raw -928223.593123 + Penalty 4354.049661 = -923869.543462 nChanged 24 SP:Iteration 33Q (5597.010000 sec): 3 clusters Score: Raw -928242.182767 + Penalty 4354.049661 = -923888.133106 nChanged 18 SP:Iteration 34Q (5597.170000 sec): 3 clusters Score: Raw -928258.455757 + Penalty 4354.049661 = -923904.406096 nChanged 14 SP:Iteration 35Q (5597.400000 sec): 3 clusters Score: Raw -928272.757641 + Penalty 4354.049661 = -923918.707981 nChanged 17 SP:Iteration 36Q (5597.590000 sec): 3 clusters Score: Raw -928284.920812 + Penalty 4354.049661 = -923930.871152 nChanged 10 SP:Iteration 37Q (5597.850000 sec): 3 clusters Score: Raw -928292.972117 + Penalty 4354.049661 = -923938.922456 nChanged 7 SP:Iteration 38Q (5598.070000 sec): 3 clusters Score: Raw -928299.165429 + Penalty 4354.049661 = -923945.115768 nChanged 5 SP:Iteration 39Q (5598.270000 sec): 3 clusters Score: Raw -928304.067668 + Penalty 4354.049661 = -923950.018008 nChanged 5 SP:Iteration 40F (5598.450000 sec): 3 clusters Score: Raw -928307.566863 + Penalty 4354.049661 = -923953.517203 nChanged 6 SP:Iteration 41Q (5598.650000 sec): 3 clusters Score: Raw -928312.856115 + Penalty 4354.049661 = -923958.806454 nChanged 4 SP:Iteration 42Q (5598.890000 sec): 3 clusters Score: Raw -928316.789580 + Penalty 4354.049661 = -923962.739919 nChanged 5 SP:Iteration 43Q (5599.140000 sec): 3 clusters Score: Raw -928321.300772 + Penalty 4354.049661 = -923967.251112 nChanged 3 SP:Iteration 44Q (5599.360000 sec): 3 clusters Score: Raw -928324.037027 + Penalty 4354.049661 = -923969.987366 nChanged 3 SP:Iteration 45Q (5599.550000 sec): 3 clusters Score: Raw -928327.126630 + Penalty 4354.049661 = -923973.076970 nChanged 3 SP:Iteration 46Q (5599.800000 sec): 3 clusters Score: Raw -928331.535380 + Penalty 4354.049661 = -923977.485719 nChanged 3 SP:Iteration 47Q (5600.000000 sec): 3 clusters Score: Raw -928334.306051 + Penalty 4354.049661 = -923980.256391 nChanged 3 SP:Iteration 48Q (5600.180000 sec): 3 clusters Score: Raw -928339.112990 + Penalty 4354.049661 = -923985.063329 nChanged 2 SP:Iteration 49Q (5600.420000 sec): 3 clusters Score: Raw -928340.408366 + Penalty 4354.049661 = -923986.358705 nChanged 2 SP:Iteration 50Q (5600.610000 sec): 3 clusters Score: Raw -928343.114416 + Penalty 4354.049661 = -923989.064755 nChanged 4 SP:Iteration 51Q (5600.860000 sec): 3 clusters Score: Raw -928347.016654 + Penalty 4354.049661 = -923992.966993 nChanged 2 SP:Iteration 52Q (5601.050000 sec): 3 clusters Score: Raw -928348.306826 + Penalty 4354.049661 = -923994.257165 nChanged 1 SP:Iteration 53Q (5601.310000 sec): 3 clusters Score: Raw -928349.283670 + Penalty 4354.049661 = -923995.234010 nChanged 1 SP:Iteration 54Q (5601.500000 sec): 3 clusters Score: Raw -928349.946142 + Penalty 4354.049661 = -923995.896481 nChanged 0 SP:Iteration 55F (5601.690000 sec): 3 clusters Score: Raw -928349.946142 + Penalty 4354.049661 = -923995.896481 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 31 (8284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5601.820000 sec): 2 clusters Score: Raw -1265241.070088 + Penalty 2237.476143 = -1263003.593945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5602.080000 sec): 3 clusters Score: Raw -1260854.167600 + Penalty 4474.952286 = -1256379.215314 nChanged 3439 SP:Iteration 1F (5602.340000 sec): 3 clusters Score: Raw -1262721.279709 + Penalty 4474.952286 = -1258246.327423 nChanged 548 SP:Iteration 2F (5602.560000 sec): 3 clusters Score: Raw -1262976.877217 + Penalty 4474.952286 = -1258501.924931 nChanged 399 SP:Iteration 3Q (5602.740000 sec): 3 clusters Score: Raw -1263139.914094 + Penalty 4474.952286 = -1258664.961808 nChanged 321 SP:Iteration 4Q (5603.020000 sec): 3 clusters Score: Raw -1263270.080163 + Penalty 4474.952286 = -1258795.127877 nChanged 253 SP:Iteration 5Q (5603.230000 sec): 3 clusters Score: Raw -1263365.265506 + Penalty 4474.952286 = -1258890.313220 nChanged 245 SP:Iteration 6Q (5603.440000 sec): 3 clusters Score: Raw -1263449.863473 + Penalty 4474.952286 = -1258974.911186 nChanged 192 SP:Iteration 7Q (5603.690000 sec): 3 clusters Score: Raw -1263520.076333 + Penalty 4474.952286 = -1259045.124047 nChanged 177 SP:Iteration 8Q (5603.990000 sec): 3 clusters Score: Raw -1263581.147635 + Penalty 4474.952286 = -1259106.195348 nChanged 166 SP:Iteration 9Q (5604.230000 sec): 3 clusters Score: Raw -1263635.018135 + Penalty 4474.952286 = -1259160.065848 nChanged 150 SP:Iteration 10Q (5604.480000 sec): 3 clusters Score: Raw -1263684.816401 + Penalty 4474.952286 = -1259209.864115 nChanged 129 SP:Iteration 11Q (5604.760000 sec): 3 clusters Score: Raw -1263726.140943 + Penalty 4474.952286 = -1259251.188657 nChanged 113 SP:Iteration 12Q (5605.030000 sec): 3 clusters Score: Raw -1263762.304636 + Penalty 4474.952286 = -1259287.352350 nChanged 122 SP:Iteration 13Q (5605.220000 sec): 3 clusters Score: Raw -1263796.638028 + Penalty 4474.952286 = -1259321.685741 nChanged 112 SP:Iteration 14Q (5605.420000 sec): 3 clusters Score: Raw -1263830.385198 + Penalty 4474.952286 = -1259355.432911 nChanged 114 SP:Iteration 15Q (5605.690000 sec): 3 clusters Score: Raw -1263862.559949 + Penalty 4474.952286 = -1259387.607662 nChanged 85 SP:Iteration 16Q (5605.910000 sec): 3 clusters Score: Raw -1263885.766268 + Penalty 4474.952286 = -1259410.813982 nChanged 79 SP:Iteration 17Q (5606.160000 sec): 3 clusters Score: Raw -1263907.898536 + Penalty 4474.952286 = -1259432.946250 nChanged 78 SP:Iteration 18Q (5606.400000 sec): 3 clusters Score: Raw -1263930.919296 + Penalty 4474.952286 = -1259455.967010 nChanged 80 SP:Iteration 19Q (5606.650000 sec): 3 clusters Score: Raw -1263957.432420 + Penalty 4474.952286 = -1259482.480133 nChanged 83 SP:Iteration 20F (5606.880000 sec): 3 clusters Score: Raw -1263986.192285 + Penalty 4474.952286 = -1259511.239999 nChanged 99 SP:Iteration 21Q (5607.070000 sec): 3 clusters Score: Raw -1264018.584727 + Penalty 4474.952286 = -1259543.632440 nChanged 105 SP:Iteration 22Q (5607.310000 sec): 3 clusters Score: Raw -1264058.456837 + Penalty 4474.952286 = -1259583.504551 nChanged 122 SP:Iteration 23Q (5607.500000 sec): 3 clusters Score: Raw -1264101.970041 + Penalty 4474.952286 = -1259627.017755 nChanged 129 SP:Iteration 24Q (5607.730000 sec): 3 clusters Score: Raw -1264157.432064 + Penalty 4474.952286 = -1259682.479777 nChanged 148 SP:Iteration 25Q (5607.940000 sec): 3 clusters Score: Raw -1264214.676069 + Penalty 4474.952286 = -1259739.723782 nChanged 145 SP:Iteration 26Q (5608.170000 sec): 3 clusters Score: Raw -1264278.530732 + Penalty 4474.952286 = -1259803.578445 nChanged 156 SP:Iteration 27Q (5608.390000 sec): 3 clusters Score: Raw -1264353.099239 + Penalty 4474.952286 = -1259878.146953 nChanged 161 SP:Iteration 28Q (5608.620000 sec): 3 clusters Score: Raw -1264432.500680 + Penalty 4474.952286 = -1259957.548394 nChanged 152 SP:Iteration 29Q (5608.830000 sec): 3 clusters Score: Raw -1264500.236364 + Penalty 4474.952286 = -1260025.284078 nChanged 143 SP:Iteration 30Q (5609.110000 sec): 3 clusters Score: Raw -1264563.637291 + Penalty 4474.952286 = -1260088.685004 nChanged 151 SP:Iteration 31Q (5609.350000 sec): 3 clusters Score: Raw -1264633.998718 + Penalty 4474.952286 = -1260159.046431 nChanged 153 SP:Iteration 32Q (5609.580000 sec): 3 clusters Score: Raw -1264716.415768 + Penalty 4474.952286 = -1260241.463481 nChanged 132 SP:Iteration 33Q (5609.860000 sec): 3 clusters Score: Raw -1264783.216958 + Penalty 4474.952286 = -1260308.264672 nChanged 115 SP:Iteration 34Q (5610.090000 sec): 3 clusters Score: Raw -1264842.465681 + Penalty 4474.952286 = -1260367.513394 nChanged 122 SP:Iteration 35Q (5610.350000 sec): 3 clusters Score: Raw -1264898.403122 + Penalty 4474.952286 = -1260423.450835 nChanged 97 SP:Iteration 36Q (5610.550000 sec): 3 clusters Score: Raw -1264942.510685 + Penalty 4474.952286 = -1260467.558399 nChanged 89 SP:Iteration 37Q (5610.820000 sec): 3 clusters Score: Raw -1264981.507915 + Penalty 4474.952286 = -1260506.555628 nChanged 70 SP:Iteration 38Q (5611.000000 sec): 3 clusters Score: Raw -1265005.554638 + Penalty 4474.952286 = -1260530.602352 nChanged 58 SP:Iteration 39Q (5611.310000 sec): 3 clusters Score: Raw -1265025.059021 + Penalty 4474.952286 = -1260550.106735 nChanged 49 SP:Iteration 40F (5611.540000 sec): 3 clusters Score: Raw -1265041.357246 + Penalty 4474.952286 = -1260566.404960 nChanged 40 SP:Iteration 41Q (5611.840000 sec): 3 clusters Score: Raw -1265053.671003 + Penalty 4474.952286 = -1260578.718717 nChanged 35 SP:Iteration 42Q (5612.050000 sec): 3 clusters Score: Raw -1265063.668998 + Penalty 4474.952286 = -1260588.716712 nChanged 29 SP:Iteration 43Q (5612.290000 sec): 3 clusters Score: Raw -1265071.391537 + Penalty 4474.952286 = -1260596.439250 nChanged 22 SP:Iteration 44Q (5612.560000 sec): 3 clusters Score: Raw -1265077.327777 + Penalty 4474.952286 = -1260602.375491 nChanged 19 SP:Iteration 45Q (5612.820000 sec): 3 clusters Score: Raw -1265083.416669 + Penalty 4474.952286 = -1260608.464382 nChanged 18 SP:Iteration 46Q (5613.070000 sec): 3 clusters Score: Raw -1265087.351968 + Penalty 4474.952286 = -1260612.399682 nChanged 16 SP:Iteration 47Q (5613.300000 sec): 3 clusters Score: Raw -1265092.192846 + Penalty 4474.952286 = -1260617.240559 nChanged 21 SP:Iteration 48Q (5613.570000 sec): 3 clusters Score: Raw -1265099.339172 + Penalty 4474.952286 = -1260624.386885 nChanged 24 SP:Iteration 49Q (5613.830000 sec): 3 clusters Score: Raw -1265107.440231 + Penalty 4474.952286 = -1260632.487945 nChanged 29 SP:Iteration 50Q (5614.090000 sec): 3 clusters Score: Raw -1265117.628598 + Penalty 4474.952286 = -1260642.676312 nChanged 25 SP:Iteration 51Q (5614.270000 sec): 3 clusters Score: Raw -1265125.288880 + Penalty 4474.952286 = -1260650.336593 nChanged 22 SP:Iteration 52Q (5614.510000 sec): 3 clusters Score: Raw -1265131.661250 + Penalty 4474.952286 = -1260656.708963 nChanged 15 SP:Iteration 53Q (5614.800000 sec): 3 clusters Score: Raw -1265135.608040 + Penalty 4474.952286 = -1260660.655753 nChanged 9 SP:Iteration 54Q (5615.030000 sec): 3 clusters Score: Raw -1265138.225901 + Penalty 4474.952286 = -1260663.273615 nChanged 8 SP:Iteration 55Q (5615.280000 sec): 3 clusters Score: Raw -1265139.987573 + Penalty 4474.952286 = -1260665.035286 nChanged 7 SP:Iteration 56Q (5615.510000 sec): 3 clusters Score: Raw -1265142.129098 + Penalty 4474.952286 = -1260667.176811 nChanged 11 SP:Iteration 57Q (5615.710000 sec): 3 clusters Score: Raw -1265145.276521 + Penalty 4474.952286 = -1260670.324235 nChanged 5 SP:Iteration 58Q (5615.930000 sec): 3 clusters Score: Raw -1265146.638523 + Penalty 4474.952286 = -1260671.686236 nChanged 4 SP:Iteration 59Q (5616.170000 sec): 3 clusters Score: Raw -1265147.853194 + Penalty 4474.952286 = -1260672.900907 nChanged 6 SP:Iteration 60F (5616.420000 sec): 3 clusters Score: Raw -1265149.173447 + Penalty 4474.952286 = -1260674.221160 nChanged 1 SP:Iteration 61Q (5616.660000 sec): 3 clusters Score: Raw -1265149.486759 + Penalty 4474.952286 = -1260674.534472 nChanged 1 SP:Iteration 62Q (5616.930000 sec): 3 clusters Score: Raw -1265149.707169 + Penalty 4474.952286 = -1260674.754883 nChanged 3 SP:Iteration 63Q (5617.180000 sec): 3 clusters Score: Raw -1265150.237932 + Penalty 4474.952286 = -1260675.285646 nChanged 2 SP:Iteration 64Q (5617.420000 sec): 3 clusters Score: Raw -1265150.532699 + Penalty 4474.952286 = -1260675.580412 nChanged 2 SP:Iteration 65Q (5617.670000 sec): 3 clusters Score: Raw -1265151.020949 + Penalty 4474.952286 = -1260676.068662 nChanged 4 SP:Iteration 66Q (5617.960000 sec): 3 clusters Score: Raw -1265152.508244 + Penalty 4474.952286 = -1260677.555958 nChanged 10 SP:Iteration 67Q (5618.210000 sec): 3 clusters Score: Raw -1265155.442916 + Penalty 4474.952286 = -1260680.490630 nChanged 5 SP:Iteration 68Q (5618.400000 sec): 3 clusters Score: Raw -1265157.133352 + Penalty 4474.952286 = -1260682.181065 nChanged 6 SP:Iteration 69Q (5618.630000 sec): 3 clusters Score: Raw -1265159.155917 + Penalty 4474.952286 = -1260684.203630 nChanged 8 SP:Iteration 70Q (5618.880000 sec): 3 clusters Score: Raw -1265161.636864 + Penalty 4474.952286 = -1260686.684578 nChanged 10 SP:Iteration 71Q (5619.100000 sec): 3 clusters Score: Raw -1265165.556296 + Penalty 4474.952286 = -1260690.604010 nChanged 10 SP:Iteration 72Q (5619.350000 sec): 3 clusters Score: Raw -1265168.413150 + Penalty 4474.952286 = -1260693.460863 nChanged 9 SP:Iteration 73Q (5619.620000 sec): 3 clusters Score: Raw -1265170.412125 + Penalty 4474.952286 = -1260695.459839 nChanged 8 SP:Iteration 74Q (5619.840000 sec): 3 clusters Score: Raw -1265172.349705 + Penalty 4474.952286 = -1260697.397418 nChanged 4 SP:Iteration 75Q (5620.110000 sec): 3 clusters Score: Raw -1265173.271362 + Penalty 4474.952286 = -1260698.319076 nChanged 2 SP:Iteration 76Q (5620.370000 sec): 3 clusters Score: Raw -1265173.862620 + Penalty 4474.952286 = -1260698.910333 nChanged 4 SP:Iteration 77Q (5620.580000 sec): 3 clusters Score: Raw -1265175.104403 + Penalty 4474.952286 = -1260700.152117 nChanged 5 SP:Iteration 78Q (5620.790000 sec): 3 clusters Score: Raw -1265176.852039 + Penalty 4474.952286 = -1260701.899752 nChanged 7 SP:Iteration 79Q (5621.020000 sec): 3 clusters Score: Raw -1265179.041050 + Penalty 4474.952286 = -1260704.088764 nChanged 4 SP:Iteration 80F (5621.330000 sec): 3 clusters Score: Raw -1265180.063530 + Penalty 4474.952286 = -1260705.111244 nChanged 6 SP:Iteration 81Q (5621.540000 sec): 3 clusters Score: Raw -1265181.863164 + Penalty 4474.952286 = -1260706.910877 nChanged 9 SP:Iteration 82Q (5621.780000 sec): 3 clusters Score: Raw -1265185.230515 + Penalty 4474.952286 = -1260710.278229 nChanged 14 SP:Iteration 83Q (5621.970000 sec): 3 clusters Score: Raw -1265191.060355 + Penalty 4474.952286 = -1260716.108069 nChanged 21 SP:Iteration 84Q (5622.180000 sec): 3 clusters Score: Raw -1265198.563517 + Penalty 4474.952286 = -1260723.611230 nChanged 11 SP:Iteration 85Q (5622.400000 sec): 3 clusters Score: Raw -1265202.368240 + Penalty 4474.952286 = -1260727.415954 nChanged 9 SP:Iteration 86Q (5622.640000 sec): 3 clusters Score: Raw -1265204.779613 + Penalty 4474.952286 = -1260729.827326 nChanged 6 SP:Iteration 87Q (5622.880000 sec): 3 clusters Score: Raw -1265206.388999 + Penalty 4474.952286 = -1260731.436713 nChanged 5 SP:Iteration 88Q (5623.120000 sec): 3 clusters Score: Raw -1265207.245263 + Penalty 4474.952286 = -1260732.292977 nChanged 4 SP:Iteration 89Q (5623.320000 sec): 3 clusters Score: Raw -1265208.698233 + Penalty 4474.952286 = -1260733.745946 nChanged 6 SP:Iteration 90Q (5623.560000 sec): 3 clusters Score: Raw -1265210.867563 + Penalty 4474.952286 = -1260735.915276 nChanged 6 SP:Iteration 91Q (5623.760000 sec): 3 clusters Score: Raw -1265212.114066 + Penalty 4474.952286 = -1260737.161780 nChanged 5 SP:Iteration 92Q (5623.950000 sec): 3 clusters Score: Raw -1265213.446594 + Penalty 4474.952286 = -1260738.494307 nChanged 4 SP:Iteration 93Q (5624.190000 sec): 3 clusters Score: Raw -1265214.474890 + Penalty 4474.952286 = -1260739.522603 nChanged 4 SP:Iteration 94Q (5624.400000 sec): 3 clusters Score: Raw -1265215.800735 + Penalty 4474.952286 = -1260740.848448 nChanged 5 SP:Iteration 95Q (5624.640000 sec): 3 clusters Score: Raw -1265217.571113 + Penalty 4474.952286 = -1260742.618827 nChanged 6 SP:Iteration 96Q (5624.880000 sec): 3 clusters Score: Raw -1265219.296016 + Penalty 4474.952286 = -1260744.343729 nChanged 6 SP:Iteration 97Q (5625.140000 sec): 3 clusters Score: Raw -1265220.881170 + Penalty 4474.952286 = -1260745.928884 nChanged 3 SP:Iteration 98Q (5625.360000 sec): 3 clusters Score: Raw -1265221.684037 + Penalty 4474.952286 = -1260746.731751 nChanged 3 SP:Iteration 99Q (5625.570000 sec): 3 clusters Score: Raw -1265222.612563 + Penalty 4474.952286 = -1260747.660277 nChanged 2 SP:Iteration 100F (5625.710000 sec): 3 clusters Score: Raw -1265223.122128 + Penalty 4474.952286 = -1260748.169842 nChanged 3 SP:Iteration 101Q (5626.000000 sec): 3 clusters Score: Raw -1265224.064966 + Penalty 4474.952286 = -1260749.112679 nChanged 5 SP:Iteration 102Q (5626.160000 sec): 3 clusters Score: Raw -1265225.921820 + Penalty 4474.952286 = -1260750.969534 nChanged 6 SP:Iteration 103Q (5626.400000 sec): 3 clusters Score: Raw -1265227.660047 + Penalty 4474.952286 = -1260752.707761 nChanged 7 SP:Iteration 104Q (5626.560000 sec): 3 clusters Score: Raw -1265229.764871 + Penalty 4474.952286 = -1260754.812585 nChanged 9 SP:Iteration 105Q (5626.720000 sec): 3 clusters Score: Raw -1265232.468964 + Penalty 4474.952286 = -1260757.516678 nChanged 9 SP:Iteration 106Q (5626.870000 sec): 3 clusters Score: Raw -1265235.096376 + Penalty 4474.952286 = -1260760.144090 nChanged 7 SP:Iteration 107Q (5627.020000 sec): 3 clusters Score: Raw -1265237.316418 + Penalty 4474.952286 = -1260762.364132 nChanged 8 SP:Iteration 108Q (5627.240000 sec): 3 clusters Score: Raw -1265239.735475 + Penalty 4474.952286 = -1260764.783188 nChanged 11 SP:Iteration 109Q (5627.490000 sec): 3 clusters Score: Raw -1265244.036954 + Penalty 4474.952286 = -1260769.084668 nChanged 10 SP:Iteration 110Q (5627.660000 sec): 3 clusters Score: Raw -1265248.098350 + Penalty 4474.952286 = -1260773.146064 nChanged 9 SP:Iteration 111Q (5627.840000 sec): 3 clusters Score: Raw -1265252.815497 + Penalty 4474.952286 = -1260777.863210 nChanged 12 SP:Iteration 112Q (5628.050000 sec): 3 clusters Score: Raw -1265257.841816 + Penalty 4474.952286 = -1260782.889530 nChanged 10 SP:Iteration 113Q (5628.240000 sec): 3 clusters Score: Raw -1265261.870291 + Penalty 4474.952286 = -1260786.918004 nChanged 15 SP:Iteration 114Q (5628.490000 sec): 3 clusters Score: Raw -1265267.497905 + Penalty 4474.952286 = -1260792.545618 nChanged 18 SP:Iteration 115Q (5628.720000 sec): 3 clusters Score: Raw -1265274.277158 + Penalty 4474.952286 = -1260799.324871 nChanged 15 SP:Iteration 116Q (5628.970000 sec): 3 clusters Score: Raw -1265281.060543 + Penalty 4474.952286 = -1260806.108256 nChanged 10 SP:Iteration 117Q (5629.180000 sec): 3 clusters Score: Raw -1265284.794373 + Penalty 4474.952286 = -1260809.842086 nChanged 9 SP:Iteration 118Q (5629.460000 sec): 3 clusters Score: Raw -1265287.395871 + Penalty 4474.952286 = -1260812.443585 nChanged 4 SP:Iteration 119Q (5629.650000 sec): 3 clusters Score: Raw -1265288.812269 + Penalty 4474.952286 = -1260813.859982 nChanged 4 SP:Iteration 120F (5629.880000 sec): 3 clusters Score: Raw -1265290.049662 + Penalty 4474.952286 = -1260815.097375 nChanged 8 SP:Iteration 121Q (5630.130000 sec): 3 clusters Score: Raw -1265292.272277 + Penalty 4474.952286 = -1260817.319991 nChanged 7 SP:Iteration 122Q (5630.360000 sec): 3 clusters Score: Raw -1265294.265029 + Penalty 4474.952286 = -1260819.312742 nChanged 3 SP:Iteration 123Q (5630.570000 sec): 3 clusters Score: Raw -1265295.195348 + Penalty 4474.952286 = -1260820.243062 nChanged 1 SP:Iteration 124Q (5630.840000 sec): 3 clusters Score: Raw -1265295.560129 + Penalty 4474.952286 = -1260820.607843 nChanged 1 SP:Iteration 125Q (5631.100000 sec): 3 clusters Score: Raw -1265295.826160 + Penalty 4474.952286 = -1260820.873873 nChanged 0 SP:Iteration 126F (5631.280000 sec): 3 clusters Score: Raw -1265295.826160 + Penalty 4474.952286 = -1260820.873873 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 32 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5631.380000 sec): 2 clusters Score: Raw -61672.420791 + Penalty 1508.955854 = -60163.464936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5631.580000 sec): 3 clusters Score: Raw -61722.361951 + Penalty 3017.911709 = -58704.450242 nChanged 59 SP:Iteration 1F (5631.810000 sec): 3 clusters Score: Raw -61844.204981 + Penalty 3017.911709 = -58826.293272 nChanged 6 SP:Iteration 2Q (5631.980000 sec): 3 clusters Score: Raw -61855.565870 + Penalty 3017.911709 = -58837.654161 nChanged 3 SP:Iteration 3Q (5632.150000 sec): 3 clusters Score: Raw -61863.244402 + Penalty 3017.911709 = -58845.332693 nChanged 3 SP:Iteration 4Q (5632.360000 sec): 3 clusters Score: Raw -61869.717127 + Penalty 3017.911709 = -58851.805418 nChanged 0 SP:Iteration 5F (5632.520000 sec): 3 clusters Score: Raw -61869.717127 + Penalty 3017.911709 = -58851.805418 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 33 (6601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5632.630000 sec): 2 clusters Score: Raw -922686.153803 + Penalty 2181.154155 = -920504.999647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5632.860000 sec): 3 clusters Score: Raw -919338.938768 + Penalty 4362.308310 = -914976.630458 nChanged 2574 SP:Iteration 1F (5633.070000 sec): 3 clusters Score: Raw -920825.708713 + Penalty 4362.308310 = -916463.400403 nChanged 455 SP:Iteration 2F (5633.290000 sec): 3 clusters Score: Raw -921052.475417 + Penalty 4362.308310 = -916690.167107 nChanged 295 SP:Iteration 3Q (5633.520000 sec): 3 clusters Score: Raw -921182.899009 + Penalty 4362.308310 = -916820.590699 nChanged 240 SP:Iteration 4Q (5633.710000 sec): 3 clusters Score: Raw -921284.282725 + Penalty 4362.308310 = -916921.974415 nChanged 203 SP:Iteration 5Q (5633.980000 sec): 3 clusters Score: Raw -921367.691690 + Penalty 4362.308310 = -917005.383380 nChanged 165 SP:Iteration 6Q (5634.270000 sec): 3 clusters Score: Raw -921437.079147 + Penalty 4362.308310 = -917074.770837 nChanged 153 SP:Iteration 7Q (5634.500000 sec): 3 clusters Score: Raw -921493.184676 + Penalty 4362.308310 = -917130.876366 nChanged 133 SP:Iteration 8Q (5634.760000 sec): 3 clusters Score: Raw -921547.528141 + Penalty 4362.308310 = -917185.219831 nChanged 121 SP:Iteration 9Q (5634.940000 sec): 3 clusters Score: Raw -921590.891913 + Penalty 4362.308310 = -917228.583603 nChanged 97 SP:Iteration 10Q (5635.170000 sec): 3 clusters Score: Raw -921628.012312 + Penalty 4362.308310 = -917265.704002 nChanged 96 SP:Iteration 11Q (5635.420000 sec): 3 clusters Score: Raw -921662.525269 + Penalty 4362.308310 = -917300.216959 nChanged 78 SP:Iteration 12Q (5635.660000 sec): 3 clusters Score: Raw -921689.766072 + Penalty 4362.308310 = -917327.457762 nChanged 69 SP:Iteration 13Q (5635.890000 sec): 3 clusters Score: Raw -921709.751652 + Penalty 4362.308310 = -917347.443342 nChanged 63 SP:Iteration 14Q (5636.060000 sec): 3 clusters Score: Raw -921732.155691 + Penalty 4362.308310 = -917369.847381 nChanged 64 SP:Iteration 15Q (5636.290000 sec): 3 clusters Score: Raw -921751.745225 + Penalty 4362.308310 = -917389.436915 nChanged 65 SP:Iteration 16Q (5636.520000 sec): 3 clusters Score: Raw -921773.343984 + Penalty 4362.308310 = -917411.035673 nChanged 66 SP:Iteration 17Q (5636.750000 sec): 3 clusters Score: Raw -921799.264659 + Penalty 4362.308310 = -917436.956349 nChanged 80 SP:Iteration 18Q (5636.990000 sec): 3 clusters Score: Raw -921837.969180 + Penalty 4362.308310 = -917475.660870 nChanged 94 SP:Iteration 19Q (5637.200000 sec): 3 clusters Score: Raw -921882.684300 + Penalty 4362.308310 = -917520.375990 nChanged 116 SP:Iteration 20F (5637.430000 sec): 3 clusters Score: Raw -921936.518333 + Penalty 4362.308310 = -917574.210022 nChanged 116 SP:Iteration 21Q (5637.610000 sec): 3 clusters Score: Raw -921985.511641 + Penalty 4362.308310 = -917623.203331 nChanged 113 SP:Iteration 22Q (5637.820000 sec): 3 clusters Score: Raw -922033.574004 + Penalty 4362.308310 = -917671.265694 nChanged 122 SP:Iteration 23Q (5638.080000 sec): 3 clusters Score: Raw -922080.170507 + Penalty 4362.308310 = -917717.862197 nChanged 92 SP:Iteration 24Q (5638.340000 sec): 3 clusters Score: Raw -922118.557870 + Penalty 4362.308310 = -917756.249560 nChanged 98 SP:Iteration 25Q (5638.550000 sec): 3 clusters Score: Raw -922161.384623 + Penalty 4362.308310 = -917799.076313 nChanged 104 SP:Iteration 26Q (5638.820000 sec): 3 clusters Score: Raw -922217.081142 + Penalty 4362.308310 = -917854.772832 nChanged 125 SP:Iteration 27Q (5639.070000 sec): 3 clusters Score: Raw -922278.824836 + Penalty 4362.308310 = -917916.516526 nChanged 117 SP:Iteration 28Q (5639.300000 sec): 3 clusters Score: Raw -922341.567011 + Penalty 4362.308310 = -917979.258701 nChanged 119 SP:Iteration 29Q (5639.520000 sec): 3 clusters Score: Raw -922399.133966 + Penalty 4362.308310 = -918036.825656 nChanged 106 SP:Iteration 30Q (5639.830000 sec): 3 clusters Score: Raw -922458.107087 + Penalty 4362.308310 = -918095.798777 nChanged 112 SP:Iteration 31Q (5640.080000 sec): 3 clusters Score: Raw -922522.163011 + Penalty 4362.308310 = -918159.854701 nChanged 108 SP:Iteration 32Q (5640.270000 sec): 3 clusters Score: Raw -922583.628838 + Penalty 4362.308310 = -918221.320528 nChanged 115 SP:Iteration 33Q (5640.480000 sec): 3 clusters Score: Raw -922657.542377 + Penalty 4362.308310 = -918295.234066 nChanged 87 SP:Iteration 34Q (5640.740000 sec): 3 clusters Score: Raw -922719.116856 + Penalty 4362.308310 = -918356.808546 nChanged 93 SP:Iteration 35Q (5640.930000 sec): 3 clusters Score: Raw -922786.114320 + Penalty 4362.308310 = -918423.806010 nChanged 77 SP:Iteration 36Q (5641.140000 sec): 3 clusters Score: Raw -922836.970190 + Penalty 4362.308310 = -918474.661880 nChanged 63 SP:Iteration 37Q (5641.360000 sec): 3 clusters Score: Raw -922874.145412 + Penalty 4362.308310 = -918511.837102 nChanged 49 SP:Iteration 38Q (5641.560000 sec): 3 clusters Score: Raw -922909.228873 + Penalty 4362.308310 = -918546.920563 nChanged 50 SP:Iteration 39Q (5641.740000 sec): 3 clusters Score: Raw -922944.565541 + Penalty 4362.308310 = -918582.257231 nChanged 46 SP:Iteration 40F (5641.960000 sec): 3 clusters Score: Raw -922976.524312 + Penalty 4362.308310 = -918614.216002 nChanged 40 SP:Iteration 41Q (5642.200000 sec): 3 clusters Score: Raw -923002.473955 + Penalty 4362.308310 = -918640.165645 nChanged 17 SP:Iteration 42Q (5642.420000 sec): 3 clusters Score: Raw -923011.702109 + Penalty 4362.308310 = -918649.393799 nChanged 16 SP:Iteration 43Q (5642.690000 sec): 3 clusters Score: Raw -923020.896770 + Penalty 4362.308310 = -918658.588460 nChanged 15 SP:Iteration 44Q (5642.910000 sec): 3 clusters Score: Raw -923031.471801 + Penalty 4362.308310 = -918669.163491 nChanged 16 SP:Iteration 45Q (5643.140000 sec): 3 clusters Score: Raw -923039.921371 + Penalty 4362.308310 = -918677.613061 nChanged 16 SP:Iteration 46Q (5643.340000 sec): 3 clusters Score: Raw -923052.891580 + Penalty 4362.308310 = -918690.583270 nChanged 18 SP:Iteration 47Q (5643.570000 sec): 3 clusters Score: Raw -923071.881944 + Penalty 4362.308310 = -918709.573634 nChanged 19 SP:Iteration 48Q (5643.760000 sec): 3 clusters Score: Raw -923087.761257 + Penalty 4362.308310 = -918725.452947 nChanged 21 SP:Iteration 49Q (5643.940000 sec): 3 clusters Score: Raw -923102.062484 + Penalty 4362.308310 = -918739.754174 nChanged 13 SP:Iteration 50Q (5644.160000 sec): 3 clusters Score: Raw -923111.566958 + Penalty 4362.308310 = -918749.258648 nChanged 17 SP:Iteration 51Q (5644.390000 sec): 3 clusters Score: Raw -923121.383838 + Penalty 4362.308310 = -918759.075528 nChanged 17 SP:Iteration 52Q (5644.600000 sec): 3 clusters Score: Raw -923132.468320 + Penalty 4362.308310 = -918770.160010 nChanged 13 SP:Iteration 53Q (5644.810000 sec): 3 clusters Score: Raw -923141.336597 + Penalty 4362.308310 = -918779.028286 nChanged 11 SP:Iteration 54Q (5645.020000 sec): 3 clusters Score: Raw -923146.371995 + Penalty 4362.308310 = -918784.063684 nChanged 7 SP:Iteration 55Q (5645.220000 sec): 3 clusters Score: Raw -923150.998447 + Penalty 4362.308310 = -918788.690137 nChanged 8 SP:Iteration 56Q (5645.420000 sec): 3 clusters Score: Raw -923155.759724 + Penalty 4362.308310 = -918793.451413 nChanged 8 SP:Iteration 57Q (5645.660000 sec): 3 clusters Score: Raw -923160.038352 + Penalty 4362.308310 = -918797.730042 nChanged 7 SP:Iteration 58Q (5645.880000 sec): 3 clusters Score: Raw -923164.593767 + Penalty 4362.308310 = -918802.285457 nChanged 4 SP:Iteration 59Q (5646.110000 sec): 3 clusters Score: Raw -923168.112875 + Penalty 4362.308310 = -918805.804565 nChanged 4 SP:Iteration 60F (5646.380000 sec): 3 clusters Score: Raw -923169.935212 + Penalty 4362.308310 = -918807.626902 nChanged 5 SP:Iteration 61Q (5646.560000 sec): 3 clusters Score: Raw -923173.209915 + Penalty 4362.308310 = -918810.901605 nChanged 6 SP:Iteration 62Q (5646.760000 sec): 3 clusters Score: Raw -923176.772709 + Penalty 4362.308310 = -918814.464399 nChanged 6 SP:Iteration 63Q (5646.970000 sec): 3 clusters Score: Raw -923180.502669 + Penalty 4362.308310 = -918818.194359 nChanged 5 SP:Iteration 64Q (5647.160000 sec): 3 clusters Score: Raw -923183.444884 + Penalty 4362.308310 = -918821.136574 nChanged 9 SP:Iteration 65Q (5647.370000 sec): 3 clusters Score: Raw -923190.298155 + Penalty 4362.308310 = -918827.989845 nChanged 10 SP:Iteration 66Q (5647.580000 sec): 3 clusters Score: Raw -923197.320592 + Penalty 4362.308310 = -918835.012282 nChanged 8 SP:Iteration 67Q (5647.820000 sec): 3 clusters Score: Raw -923202.605418 + Penalty 4362.308310 = -918840.297108 nChanged 4 SP:Iteration 68Q (5648.000000 sec): 3 clusters Score: Raw -923204.545426 + Penalty 4362.308310 = -918842.237116 nChanged 4 SP:Iteration 69Q (5648.230000 sec): 3 clusters Score: Raw -923206.717989 + Penalty 4362.308310 = -918844.409678 nChanged 3 SP:Iteration 70Q (5648.460000 sec): 3 clusters Score: Raw -923208.466539 + Penalty 4362.308310 = -918846.158229 nChanged 4 SP:Iteration 71Q (5648.640000 sec): 3 clusters Score: Raw -923211.935141 + Penalty 4362.308310 = -918849.626830 nChanged 4 SP:Iteration 72Q (5648.910000 sec): 3 clusters Score: Raw -923214.533795 + Penalty 4362.308310 = -918852.225485 nChanged 3 SP:Iteration 73Q (5649.080000 sec): 3 clusters Score: Raw -923216.271440 + Penalty 4362.308310 = -918853.963130 nChanged 5 SP:Iteration 74Q (5649.250000 sec): 3 clusters Score: Raw -923219.153043 + Penalty 4362.308310 = -918856.844733 nChanged 2 SP:Iteration 75Q (5649.460000 sec): 3 clusters Score: Raw -923220.258883 + Penalty 4362.308310 = -918857.950573 nChanged 2 SP:Iteration 76Q (5649.660000 sec): 3 clusters Score: Raw -923222.488329 + Penalty 4362.308310 = -918860.180019 nChanged 3 SP:Iteration 77Q (5649.870000 sec): 3 clusters Score: Raw -923224.402810 + Penalty 4362.308310 = -918862.094500 nChanged 3 SP:Iteration 78Q (5650.070000 sec): 3 clusters Score: Raw -923226.454957 + Penalty 4362.308310 = -918864.146647 nChanged 2 SP:Iteration 79Q (5650.300000 sec): 3 clusters Score: Raw -923227.375646 + Penalty 4362.308310 = -918865.067336 nChanged 4 SP:Iteration 80F (5650.500000 sec): 3 clusters Score: Raw -923229.497823 + Penalty 4362.308310 = -918867.189513 nChanged 3 SP:Iteration 81Q (5650.710000 sec): 3 clusters Score: Raw -923231.784345 + Penalty 4362.308310 = -918869.476035 nChanged 5 SP:Iteration 82Q (5650.940000 sec): 3 clusters Score: Raw -923234.659543 + Penalty 4362.308310 = -918872.351233 nChanged 2 SP:Iteration 83Q (5651.100000 sec): 3 clusters Score: Raw -923236.105745 + Penalty 4362.308310 = -918873.797435 nChanged 1 SP:Iteration 84Q (5651.330000 sec): 3 clusters Score: Raw -923236.922571 + Penalty 4362.308310 = -918874.614261 nChanged 2 SP:Iteration 85Q (5651.580000 sec): 3 clusters Score: Raw -923238.654532 + Penalty 4362.308310 = -918876.346222 nChanged 2 SP:Iteration 86Q (5651.760000 sec): 3 clusters Score: Raw -923239.616773 + Penalty 4362.308310 = -918877.308462 nChanged 2 SP:Iteration 87Q (5651.960000 sec): 3 clusters Score: Raw -923241.218220 + Penalty 4362.308310 = -918878.909910 nChanged 1 SP:Iteration 88Q (5652.180000 sec): 3 clusters Score: Raw -923241.556496 + Penalty 4362.308310 = -918879.248186 nChanged 0 SP:Iteration 89F (5652.460000 sec): 3 clusters Score: Raw -923241.556496 + Penalty 4362.308310 = -918879.248186 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 34 (11143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5652.560000 sec): 2 clusters Score: Raw -1658513.200485 + Penalty 2311.004561 = -1656202.195924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5652.780000 sec): 3 clusters Score: Raw -1652410.865271 + Penalty 4622.009121 = -1647788.856149 nChanged 4734 SP:Iteration 1F (5653.000000 sec): 3 clusters Score: Raw -1655020.184475 + Penalty 4622.009121 = -1650398.175354 nChanged 724 SP:Iteration 2F (5653.220000 sec): 3 clusters Score: Raw -1655502.648046 + Penalty 4622.009121 = -1650880.638925 nChanged 655 SP:Iteration 3F (5653.460000 sec): 3 clusters Score: Raw -1655957.253492 + Penalty 4622.009121 = -1651335.244371 nChanged 669 SP:Iteration 4F (5653.760000 sec): 3 clusters Score: Raw -1656348.546987 + Penalty 4622.009121 = -1651726.537865 nChanged 622 SP:Iteration 5F (5654.020000 sec): 3 clusters Score: Raw -1656706.735941 + Penalty 4622.009121 = -1652084.726820 nChanged 606 SP:Iteration 6F (5654.320000 sec): 3 clusters Score: Raw -1657090.794979 + Penalty 4622.009121 = -1652468.785858 nChanged 624 SP:Iteration 7F (5654.630000 sec): 3 clusters Score: Raw -1657489.575427 + Penalty 4622.009121 = -1652867.566306 nChanged 580 SP:Iteration 8F (5654.840000 sec): 3 clusters Score: Raw -1657848.795644 + Penalty 4622.009121 = -1653226.786523 nChanged 561 SP:Iteration 9F (5655.090000 sec): 3 clusters Score: Raw -1658188.601309 + Penalty 4622.009121 = -1653566.592187 nChanged 479 SP:Iteration 10Q (5655.330000 sec): 3 clusters Score: Raw -1658474.926382 + Penalty 4622.009121 = -1653852.917260 nChanged 401 SP:Iteration 11Q (5655.560000 sec): 3 clusters Score: Raw -1658696.876767 + Penalty 4622.009121 = -1654074.867646 nChanged 342 SP:Iteration 12Q (5655.780000 sec): 3 clusters Score: Raw -1658886.485640 + Penalty 4622.009121 = -1654264.476519 nChanged 306 SP:Iteration 13Q (5656.080000 sec): 3 clusters Score: Raw -1659051.831960 + Penalty 4622.009121 = -1654429.822838 nChanged 248 SP:Iteration 14Q (5656.310000 sec): 3 clusters Score: Raw -1659175.294706 + Penalty 4622.009121 = -1654553.285584 nChanged 207 SP:Iteration 15Q (5656.590000 sec): 3 clusters Score: Raw -1659281.699195 + Penalty 4622.009121 = -1654659.690074 nChanged 196 SP:Iteration 16Q (5656.830000 sec): 3 clusters Score: Raw -1659382.136814 + Penalty 4622.009121 = -1654760.127692 nChanged 156 SP:Iteration 17Q (5657.060000 sec): 3 clusters Score: Raw -1659456.993177 + Penalty 4622.009121 = -1654834.984055 nChanged 143 SP:Iteration 18Q (5657.360000 sec): 3 clusters Score: Raw -1659526.469152 + Penalty 4622.009121 = -1654904.460031 nChanged 98 SP:Iteration 19Q (5657.640000 sec): 3 clusters Score: Raw -1659568.766048 + Penalty 4622.009121 = -1654946.756927 nChanged 86 SP:Iteration 20F (5657.890000 sec): 3 clusters Score: Raw -1659609.775757 + Penalty 4622.009121 = -1654987.766635 nChanged 75 SP:Iteration 21Q (5658.170000 sec): 3 clusters Score: Raw -1659648.758682 + Penalty 4622.009121 = -1655026.749561 nChanged 49 SP:Iteration 22Q (5658.440000 sec): 3 clusters Score: Raw -1659668.124033 + Penalty 4622.009121 = -1655046.114911 nChanged 34 SP:Iteration 23Q (5658.680000 sec): 3 clusters Score: Raw -1659684.920580 + Penalty 4622.009121 = -1655062.911459 nChanged 39 SP:Iteration 24Q (5658.920000 sec): 3 clusters Score: Raw -1659704.424156 + Penalty 4622.009121 = -1655082.415035 nChanged 41 SP:Iteration 25Q (5659.120000 sec): 3 clusters Score: Raw -1659724.718616 + Penalty 4622.009121 = -1655102.709495 nChanged 44 SP:Iteration 26Q (5659.400000 sec): 3 clusters Score: Raw -1659748.343977 + Penalty 4622.009121 = -1655126.334856 nChanged 36 SP:Iteration 27Q (5659.620000 sec): 3 clusters Score: Raw -1659771.918149 + Penalty 4622.009121 = -1655149.909027 nChanged 41 SP:Iteration 28Q (5659.920000 sec): 3 clusters Score: Raw -1659802.131978 + Penalty 4622.009121 = -1655180.122857 nChanged 39 SP:Iteration 29Q (5660.170000 sec): 3 clusters Score: Raw -1659827.053459 + Penalty 4622.009121 = -1655205.044337 nChanged 35 SP:Iteration 30Q (5660.400000 sec): 3 clusters Score: Raw -1659853.214530 + Penalty 4622.009121 = -1655231.205409 nChanged 41 SP:Iteration 31Q (5660.670000 sec): 3 clusters Score: Raw -1659880.270645 + Penalty 4622.009121 = -1655258.261523 nChanged 32 SP:Iteration 32Q (5660.930000 sec): 3 clusters Score: Raw -1659902.375973 + Penalty 4622.009121 = -1655280.366852 nChanged 30 SP:Iteration 33Q (5661.130000 sec): 3 clusters Score: Raw -1659926.335149 + Penalty 4622.009121 = -1655304.326027 nChanged 36 SP:Iteration 34Q (5661.450000 sec): 3 clusters Score: Raw -1659951.614316 + Penalty 4622.009121 = -1655329.605195 nChanged 31 SP:Iteration 35Q (5661.690000 sec): 3 clusters Score: Raw -1659978.820523 + Penalty 4622.009121 = -1655356.811401 nChanged 22 SP:Iteration 36Q (5661.880000 sec): 3 clusters Score: Raw -1659993.982936 + Penalty 4622.009121 = -1655371.973814 nChanged 20 SP:Iteration 37Q (5662.090000 sec): 3 clusters Score: Raw -1660009.436300 + Penalty 4622.009121 = -1655387.427178 nChanged 15 SP:Iteration 38Q (5662.330000 sec): 3 clusters Score: Raw -1660021.283709 + Penalty 4622.009121 = -1655399.274588 nChanged 20 SP:Iteration 39Q (5662.650000 sec): 3 clusters Score: Raw -1660033.120706 + Penalty 4622.009121 = -1655411.111584 nChanged 16 SP:Iteration 40F (5662.960000 sec): 3 clusters Score: Raw -1660043.866670 + Penalty 4622.009121 = -1655421.857548 nChanged 18 SP:Iteration 41Q (5663.160000 sec): 3 clusters Score: Raw -1660063.291067 + Penalty 4622.009121 = -1655441.281945 nChanged 22 SP:Iteration 42Q (5663.380000 sec): 3 clusters Score: Raw -1660085.722495 + Penalty 4622.009121 = -1655463.713373 nChanged 17 SP:Iteration 43Q (5663.600000 sec): 3 clusters Score: Raw -1660100.576777 + Penalty 4622.009121 = -1655478.567656 nChanged 17 SP:Iteration 44Q (5663.850000 sec): 3 clusters Score: Raw -1660110.643237 + Penalty 4622.009121 = -1655488.634116 nChanged 14 SP:Iteration 45Q (5664.090000 sec): 3 clusters Score: Raw -1660122.341048 + Penalty 4622.009121 = -1655500.331926 nChanged 12 SP:Iteration 46Q (5664.350000 sec): 3 clusters Score: Raw -1660134.332973 + Penalty 4622.009121 = -1655512.323851 nChanged 13 SP:Iteration 47Q (5664.600000 sec): 3 clusters Score: Raw -1660146.026828 + Penalty 4622.009121 = -1655524.017706 nChanged 14 SP:Iteration 48Q (5664.850000 sec): 3 clusters Score: Raw -1660157.337891 + Penalty 4622.009121 = -1655535.328770 nChanged 11 SP:Iteration 49Q (5665.110000 sec): 3 clusters Score: Raw -1660162.761896 + Penalty 4622.009121 = -1655540.752774 nChanged 2 SP:Iteration 50Q (5665.320000 sec): 3 clusters Score: Raw -1660163.426003 + Penalty 4622.009121 = -1655541.416881 nChanged 1 SP:Iteration 51Q (5665.610000 sec): 3 clusters Score: Raw -1660163.836379 + Penalty 4622.009121 = -1655541.827258 nChanged 0 SP:Iteration 52F (5665.880000 sec): 3 clusters Score: Raw -1660163.836379 + Penalty 4622.009121 = -1655541.827258 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 35 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5665.980000 sec): 2 clusters Score: Raw -40762.739360 + Penalty 1421.868637 = -39340.870723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5666.200000 sec): 3 clusters Score: Raw -40913.851941 + Penalty 2843.737273 = -38070.114667 nChanged 45 SP:Iteration 1F (5666.440000 sec): 3 clusters Score: Raw -41067.053846 + Penalty 2843.737273 = -38223.316573 nChanged 16 SP:Iteration 2F (5666.620000 sec): 3 clusters Score: Raw -41128.106373 + Penalty 2843.737273 = -38284.369100 nChanged 4 SP:Iteration 3Q (5666.750000 sec): 3 clusters Score: Raw -41151.635089 + Penalty 2843.737273 = -38307.897816 nChanged 1 SP:Iteration 4Q (5666.910000 sec): 3 clusters Score: Raw -41153.917517 + Penalty 2843.737273 = -38310.180243 nChanged 1 SP:Iteration 5Q (5667.130000 sec): 3 clusters Score: Raw -41161.108346 + Penalty 2843.737273 = -38317.371073 nChanged 0 SP:Iteration 6F (5667.320000 sec): 3 clusters Score: Raw -41161.108346 + Penalty 2843.737273 = -38317.371073 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 36 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5667.370000 sec): 2 clusters Score: Raw -25615.269635 + Penalty 1327.260817 = -24288.008818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5667.610000 sec): 3 clusters Score: Raw -25893.803879 + Penalty 2654.521634 = -23239.282245 nChanged 30 SP:Iteration 1F (5667.720000 sec): 3 clusters Score: Raw -26059.839613 + Penalty 2654.521634 = -23405.317979 nChanged 3 SP:Iteration 2Q (5667.910000 sec): 3 clusters Score: Raw -26086.902350 + Penalty 2654.521634 = -23432.380716 nChanged 2 SP:Iteration 3Q (5668.090000 sec): 3 clusters Score: Raw -26109.482485 + Penalty 2654.521634 = -23454.960851 nChanged 3 SP:Iteration 4Q (5668.320000 sec): 3 clusters Score: Raw -26135.841273 + Penalty 2654.521634 = -23481.319639 nChanged 2 SP:Iteration 5Q (5668.500000 sec): 3 clusters Score: Raw -26152.063952 + Penalty 2654.521634 = -23497.542318 nChanged 0 SP:Iteration 6F (5668.700000 sec): 3 clusters Score: Raw -26152.063952 + Penalty 2654.521634 = -23497.542318 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 37 (4894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5668.840000 sec): 2 clusters Score: Raw -668108.900438 + Penalty 2106.949781 = -666001.950657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5669.100000 sec): 3 clusters Score: Raw -665798.994266 + Penalty 4213.899561 = -661585.094705 nChanged 1838 SP:Iteration 1F (5669.290000 sec): 3 clusters Score: Raw -667078.015190 + Penalty 4213.899561 = -662864.115629 nChanged 416 SP:Iteration 2F (5669.510000 sec): 3 clusters Score: Raw -667500.745026 + Penalty 4213.899561 = -663286.845465 nChanged 357 SP:Iteration 3F (5669.710000 sec): 3 clusters Score: Raw -667858.861225 + Penalty 4213.899561 = -663644.961664 nChanged 291 SP:Iteration 4F (5669.930000 sec): 3 clusters Score: Raw -668112.347255 + Penalty 4213.899561 = -663898.447694 nChanged 239 SP:Iteration 5Q (5670.170000 sec): 3 clusters Score: Raw -668354.021529 + Penalty 4213.899561 = -664140.121968 nChanged 263 SP:Iteration 6F (5670.410000 sec): 3 clusters Score: Raw -668643.018306 + Penalty 4213.899561 = -664429.118745 nChanged 211 SP:Iteration 7Q (5670.630000 sec): 3 clusters Score: Raw -668870.069583 + Penalty 4213.899561 = -664656.170022 nChanged 175 SP:Iteration 8Q (5670.890000 sec): 3 clusters Score: Raw -669037.670110 + Penalty 4213.899561 = -664823.770549 nChanged 156 SP:Iteration 9Q (5671.120000 sec): 3 clusters Score: Raw -669161.257453 + Penalty 4213.899561 = -664947.357892 nChanged 123 SP:Iteration 10Q (5671.320000 sec): 3 clusters Score: Raw -669255.370214 + Penalty 4213.899561 = -665041.470653 nChanged 83 SP:Iteration 11Q (5671.530000 sec): 3 clusters Score: Raw -669327.970225 + Penalty 4213.899561 = -665114.070664 nChanged 68 SP:Iteration 12Q (5671.780000 sec): 3 clusters Score: Raw -669373.848958 + Penalty 4213.899561 = -665159.949397 nChanged 51 SP:Iteration 13Q (5671.990000 sec): 3 clusters Score: Raw -669404.464073 + Penalty 4213.899561 = -665190.564512 nChanged 44 SP:Iteration 14Q (5672.250000 sec): 3 clusters Score: Raw -669423.725898 + Penalty 4213.899561 = -665209.826337 nChanged 29 SP:Iteration 15Q (5672.460000 sec): 3 clusters Score: Raw -669435.366706 + Penalty 4213.899561 = -665221.467145 nChanged 23 SP:Iteration 16Q (5672.650000 sec): 3 clusters Score: Raw -669443.472688 + Penalty 4213.899561 = -665229.573126 nChanged 12 SP:Iteration 17Q (5672.910000 sec): 3 clusters Score: Raw -669447.065896 + Penalty 4213.899561 = -665233.166335 nChanged 7 SP:Iteration 18Q (5673.120000 sec): 3 clusters Score: Raw -669449.308763 + Penalty 4213.899561 = -665235.409202 nChanged 4 SP:Iteration 19Q (5673.330000 sec): 3 clusters Score: Raw -669450.390044 + Penalty 4213.899561 = -665236.490483 nChanged 1 SP:Iteration 20F (5673.570000 sec): 3 clusters Score: Raw -669450.562655 + Penalty 4213.899561 = -665236.663094 nChanged 1 SP:Iteration 21Q (5673.770000 sec): 3 clusters Score: Raw -669450.920448 + Penalty 4213.899561 = -665237.020887 nChanged 1 SP:Iteration 22Q (5673.980000 sec): 3 clusters Score: Raw -669451.164233 + Penalty 4213.899561 = -665237.264672 nChanged 0 SP:Iteration 23F (5674.230000 sec): 3 clusters Score: Raw -669451.164233 + Penalty 4213.899561 = -665237.264672 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 38 (7039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5674.340000 sec): 2 clusters Score: Raw -1029287.869333 + Penalty 2197.086906 = -1027090.782427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5674.600000 sec): 3 clusters Score: Raw -1025800.822769 + Penalty 4394.173811 = -1021406.648958 nChanged 2786 SP:Iteration 1F (5674.830000 sec): 3 clusters Score: Raw -1027280.716098 + Penalty 4394.173811 = -1022886.542287 nChanged 440 SP:Iteration 2F (5675.070000 sec): 3 clusters Score: Raw -1027471.748341 + Penalty 4394.173811 = -1023077.574530 nChanged 283 SP:Iteration 3Q (5675.310000 sec): 3 clusters Score: Raw -1027578.237735 + Penalty 4394.173811 = -1023184.063924 nChanged 193 SP:Iteration 4Q (5675.560000 sec): 3 clusters Score: Raw -1027642.924013 + Penalty 4394.173811 = -1023248.750202 nChanged 151 SP:Iteration 5Q (5675.780000 sec): 3 clusters Score: Raw -1027690.650553 + Penalty 4394.173811 = -1023296.476742 nChanged 123 SP:Iteration 6Q (5676.030000 sec): 3 clusters Score: Raw -1027729.243256 + Penalty 4394.173811 = -1023335.069445 nChanged 99 SP:Iteration 7Q (5676.260000 sec): 3 clusters Score: Raw -1027760.687811 + Penalty 4394.173811 = -1023366.514000 nChanged 85 SP:Iteration 8Q (5676.500000 sec): 3 clusters Score: Raw -1027783.882653 + Penalty 4394.173811 = -1023389.708842 nChanged 76 SP:Iteration 9Q (5676.750000 sec): 3 clusters Score: Raw -1027805.818129 + Penalty 4394.173811 = -1023411.644318 nChanged 78 SP:Iteration 10Q (5676.930000 sec): 3 clusters Score: Raw -1027831.076799 + Penalty 4394.173811 = -1023436.902988 nChanged 83 SP:Iteration 11Q (5677.250000 sec): 3 clusters Score: Raw -1027856.338565 + Penalty 4394.173811 = -1023462.164754 nChanged 78 SP:Iteration 12Q (5677.450000 sec): 3 clusters Score: Raw -1027880.539635 + Penalty 4394.173811 = -1023486.365824 nChanged 64 SP:Iteration 13Q (5677.670000 sec): 3 clusters Score: Raw -1027901.271094 + Penalty 4394.173811 = -1023507.097283 nChanged 74 SP:Iteration 14Q (5677.860000 sec): 3 clusters Score: Raw -1027925.747321 + Penalty 4394.173811 = -1023531.573510 nChanged 78 SP:Iteration 15Q (5678.120000 sec): 3 clusters Score: Raw -1027948.801346 + Penalty 4394.173811 = -1023554.627535 nChanged 75 SP:Iteration 16Q (5678.340000 sec): 3 clusters Score: Raw -1027972.276383 + Penalty 4394.173811 = -1023578.102572 nChanged 69 SP:Iteration 17Q (5678.570000 sec): 3 clusters Score: Raw -1027988.545896 + Penalty 4394.173811 = -1023594.372085 nChanged 59 SP:Iteration 18Q (5678.790000 sec): 3 clusters Score: Raw -1028007.453872 + Penalty 4394.173811 = -1023613.280060 nChanged 56 SP:Iteration 19Q (5679.010000 sec): 3 clusters Score: Raw -1028020.817825 + Penalty 4394.173811 = -1023626.644014 nChanged 44 SP:Iteration 20F (5679.270000 sec): 3 clusters Score: Raw -1028034.821739 + Penalty 4394.173811 = -1023640.647928 nChanged 64 SP:Iteration 21Q (5679.440000 sec): 3 clusters Score: Raw -1028053.416535 + Penalty 4394.173811 = -1023659.242724 nChanged 63 SP:Iteration 22Q (5679.650000 sec): 3 clusters Score: Raw -1028069.088127 + Penalty 4394.173811 = -1023674.914316 nChanged 40 SP:Iteration 23Q (5679.920000 sec): 3 clusters Score: Raw -1028082.012587 + Penalty 4394.173811 = -1023687.838776 nChanged 48 SP:Iteration 24Q (5680.160000 sec): 3 clusters Score: Raw -1028095.146828 + Penalty 4394.173811 = -1023700.973017 nChanged 42 SP:Iteration 25Q (5680.380000 sec): 3 clusters Score: Raw -1028108.229930 + Penalty 4394.173811 = -1023714.056119 nChanged 50 SP:Iteration 26Q (5680.650000 sec): 3 clusters Score: Raw -1028122.361275 + Penalty 4394.173811 = -1023728.187464 nChanged 54 SP:Iteration 27Q (5680.820000 sec): 3 clusters Score: Raw -1028139.397178 + Penalty 4394.173811 = -1023745.223367 nChanged 50 SP:Iteration 28Q (5681.020000 sec): 3 clusters Score: Raw -1028156.106902 + Penalty 4394.173811 = -1023761.933091 nChanged 51 SP:Iteration 29Q (5681.230000 sec): 3 clusters Score: Raw -1028173.054310 + Penalty 4394.173811 = -1023778.880499 nChanged 64 SP:Iteration 30Q (5681.440000 sec): 3 clusters Score: Raw -1028194.888221 + Penalty 4394.173811 = -1023800.714410 nChanged 49 SP:Iteration 31Q (5681.690000 sec): 3 clusters Score: Raw -1028212.229323 + Penalty 4394.173811 = -1023818.055511 nChanged 64 SP:Iteration 32Q (5681.910000 sec): 3 clusters Score: Raw -1028233.721504 + Penalty 4394.173811 = -1023839.547693 nChanged 61 SP:Iteration 33Q (5682.170000 sec): 3 clusters Score: Raw -1028252.265947 + Penalty 4394.173811 = -1023858.092136 nChanged 57 SP:Iteration 34Q (5682.390000 sec): 3 clusters Score: Raw -1028272.751767 + Penalty 4394.173811 = -1023878.577956 nChanged 75 SP:Iteration 35Q (5682.580000 sec): 3 clusters Score: Raw -1028299.768328 + Penalty 4394.173811 = -1023905.594517 nChanged 75 SP:Iteration 36Q (5682.830000 sec): 3 clusters Score: Raw -1028323.650279 + Penalty 4394.173811 = -1023929.476468 nChanged 79 SP:Iteration 37Q (5683.070000 sec): 3 clusters Score: Raw -1028352.090579 + Penalty 4394.173811 = -1023957.916768 nChanged 88 SP:Iteration 38Q (5683.250000 sec): 3 clusters Score: Raw -1028389.420729 + Penalty 4394.173811 = -1023995.246918 nChanged 111 SP:Iteration 39Q (5683.510000 sec): 3 clusters Score: Raw -1028446.281139 + Penalty 4394.173811 = -1024052.107328 nChanged 122 SP:Iteration 40F (5683.680000 sec): 3 clusters Score: Raw -1028500.630396 + Penalty 4394.173811 = -1024106.456585 nChanged 116 SP:Iteration 41Q (5683.910000 sec): 3 clusters Score: Raw -1028557.006649 + Penalty 4394.173811 = -1024162.832838 nChanged 111 SP:Iteration 42Q (5684.150000 sec): 3 clusters Score: Raw -1028607.213281 + Penalty 4394.173811 = -1024213.039470 nChanged 120 SP:Iteration 43Q (5684.390000 sec): 3 clusters Score: Raw -1028667.959556 + Penalty 4394.173811 = -1024273.785745 nChanged 135 SP:Iteration 44Q (5684.620000 sec): 3 clusters Score: Raw -1028745.509962 + Penalty 4394.173811 = -1024351.336150 nChanged 163 SP:Iteration 45Q (5684.870000 sec): 3 clusters Score: Raw -1028843.194918 + Penalty 4394.173811 = -1024449.021107 nChanged 159 SP:Iteration 46Q (5685.120000 sec): 3 clusters Score: Raw -1028945.197860 + Penalty 4394.173811 = -1024551.024049 nChanged 128 SP:Iteration 47Q (5685.410000 sec): 3 clusters Score: Raw -1029029.235491 + Penalty 4394.173811 = -1024635.061679 nChanged 132 SP:Iteration 48Q (5685.620000 sec): 3 clusters Score: Raw -1029120.445248 + Penalty 4394.173811 = -1024726.271436 nChanged 116 SP:Iteration 49Q (5685.920000 sec): 3 clusters Score: Raw -1029204.166003 + Penalty 4394.173811 = -1024809.992192 nChanged 81 SP:Iteration 50Q (5686.170000 sec): 3 clusters Score: Raw -1029253.133812 + Penalty 4394.173811 = -1024858.960000 nChanged 57 SP:Iteration 51Q (5686.390000 sec): 3 clusters Score: Raw -1029288.979254 + Penalty 4394.173811 = -1024894.805443 nChanged 54 SP:Iteration 52Q (5686.610000 sec): 3 clusters Score: Raw -1029330.815985 + Penalty 4394.173811 = -1024936.642174 nChanged 46 SP:Iteration 53Q (5686.880000 sec): 3 clusters Score: Raw -1029363.868998 + Penalty 4394.173811 = -1024969.695186 nChanged 31 SP:Iteration 54Q (5687.090000 sec): 3 clusters Score: Raw -1029386.867525 + Penalty 4394.173811 = -1024992.693714 nChanged 23 SP:Iteration 55Q (5687.320000 sec): 3 clusters Score: Raw -1029408.036260 + Penalty 4394.173811 = -1025013.862448 nChanged 27 SP:Iteration 56Q (5687.500000 sec): 3 clusters Score: Raw -1029429.622625 + Penalty 4394.173811 = -1025035.448814 nChanged 25 SP:Iteration 57Q (5687.740000 sec): 3 clusters Score: Raw -1029450.745087 + Penalty 4394.173811 = -1025056.571276 nChanged 25 SP:Iteration 58Q (5687.950000 sec): 3 clusters Score: Raw -1029475.474038 + Penalty 4394.173811 = -1025081.300227 nChanged 19 SP:Iteration 59Q (5688.210000 sec): 3 clusters Score: Raw -1029490.542382 + Penalty 4394.173811 = -1025096.368570 nChanged 13 SP:Iteration 60F (5688.480000 sec): 3 clusters Score: Raw -1029501.268226 + Penalty 4394.173811 = -1025107.094415 nChanged 15 SP:Iteration 61Q (5688.730000 sec): 3 clusters Score: Raw -1029516.654816 + Penalty 4394.173811 = -1025122.481005 nChanged 14 SP:Iteration 62Q (5688.950000 sec): 3 clusters Score: Raw -1029527.121417 + Penalty 4394.173811 = -1025132.947605 nChanged 8 SP:Iteration 63Q (5689.140000 sec): 3 clusters Score: Raw -1029533.771210 + Penalty 4394.173811 = -1025139.597398 nChanged 8 SP:Iteration 64Q (5689.330000 sec): 3 clusters Score: Raw -1029539.048176 + Penalty 4394.173811 = -1025144.874365 nChanged 5 SP:Iteration 65Q (5689.530000 sec): 3 clusters Score: Raw -1029542.744543 + Penalty 4394.173811 = -1025148.570732 nChanged 5 SP:Iteration 66Q (5689.770000 sec): 3 clusters Score: Raw -1029547.829671 + Penalty 4394.173811 = -1025153.655860 nChanged 7 SP:Iteration 67Q (5689.990000 sec): 3 clusters Score: Raw -1029552.780669 + Penalty 4394.173811 = -1025158.606858 nChanged 4 SP:Iteration 68Q (5690.230000 sec): 3 clusters Score: Raw -1029555.217962 + Penalty 4394.173811 = -1025161.044150 nChanged 4 SP:Iteration 69Q (5690.460000 sec): 3 clusters Score: Raw -1029558.692740 + Penalty 4394.173811 = -1025164.518929 nChanged 5 SP:Iteration 70Q (5690.650000 sec): 3 clusters Score: Raw -1029562.346204 + Penalty 4394.173811 = -1025168.172393 nChanged 3 SP:Iteration 71Q (5690.890000 sec): 3 clusters Score: Raw -1029565.209882 + Penalty 4394.173811 = -1025171.036071 nChanged 5 SP:Iteration 72Q (5691.140000 sec): 3 clusters Score: Raw -1029568.006121 + Penalty 4394.173811 = -1025173.832310 nChanged 5 SP:Iteration 73Q (5691.360000 sec): 3 clusters Score: Raw -1029571.057647 + Penalty 4394.173811 = -1025176.883836 nChanged 4 SP:Iteration 74Q (5691.630000 sec): 3 clusters Score: Raw -1029573.933974 + Penalty 4394.173811 = -1025179.760162 nChanged 4 SP:Iteration 75Q (5691.850000 sec): 3 clusters Score: Raw -1029576.924211 + Penalty 4394.173811 = -1025182.750400 nChanged 4 SP:Iteration 76Q (5692.060000 sec): 3 clusters Score: Raw -1029580.939559 + Penalty 4394.173811 = -1025186.765748 nChanged 4 SP:Iteration 77Q (5692.280000 sec): 3 clusters Score: Raw -1029584.225498 + Penalty 4394.173811 = -1025190.051686 nChanged 3 SP:Iteration 78Q (5692.490000 sec): 3 clusters Score: Raw -1029587.505295 + Penalty 4394.173811 = -1025193.331484 nChanged 3 SP:Iteration 79Q (5692.730000 sec): 3 clusters Score: Raw -1029588.767443 + Penalty 4394.173811 = -1025194.593632 nChanged 1 SP:Iteration 80F (5692.920000 sec): 3 clusters Score: Raw -1029589.620797 + Penalty 4394.173811 = -1025195.446986 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 39 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5693.020000 sec): 2 clusters Score: Raw -27301.603175 + Penalty 1340.978599 = -25960.624575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5693.210000 sec): 3 clusters Score: Raw -27585.585021 + Penalty 2681.957199 = -24903.627822 nChanged 34 SP:Iteration 1F (5693.380000 sec): 3 clusters Score: Raw -27721.520658 + Penalty 2681.957199 = -25039.563459 nChanged 5 SP:Iteration 2Q (5693.580000 sec): 3 clusters Score: Raw -27762.742142 + Penalty 2681.957199 = -25080.784943 nChanged 2 SP:Iteration 3Q (5693.750000 sec): 3 clusters Score: Raw -27773.978622 + Penalty 2681.957199 = -25092.021423 nChanged 1 SP:Iteration 4Q (5693.930000 sec): 3 clusters Score: Raw -27778.865053 + Penalty 2681.957199 = -25096.907854 nChanged 0 SP:Iteration 5F (5694.140000 sec): 3 clusters Score: Raw -27778.865053 + Penalty 2681.957199 = -25096.907854 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 40 (45171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5694.460000 sec): 2 clusters Score: Raw -6607096.758484 + Penalty 2658.116221 = -6604438.642263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5694.990000 sec): 3 clusters Score: Raw -6579215.860572 + Penalty 5316.232441 = -6573899.628130 nChanged 20628 SP:Iteration 1F (5695.500000 sec): 3 clusters Score: Raw -6590799.373979 + Penalty 5316.232441 = -6585483.141538 nChanged 1982 SP:Iteration 2Q (5696.040000 sec): 3 clusters Score: Raw -6591433.206816 + Penalty 5316.232441 = -6586116.974375 nChanged 2003 SP:Iteration 3Q (5696.530000 sec): 3 clusters Score: Raw -6592119.092566 + Penalty 5316.232441 = -6586802.860125 nChanged 2120 SP:Iteration 4Q (5697.040000 sec): 3 clusters Score: Raw -6593014.790404 + Penalty 5316.232441 = -6587698.557963 nChanged 2359 SP:Iteration 5F (5697.470000 sec): 3 clusters Score: Raw -6594287.007323 + Penalty 5316.232441 = -6588970.774881 nChanged 2754 SP:Iteration 6F (5697.940000 sec): 3 clusters Score: Raw -6596074.670592 + Penalty 5316.232441 = -6590758.438151 nChanged 2851 SP:Iteration 7F (5698.390000 sec): 3 clusters Score: Raw -6598121.728662 + Penalty 5316.232441 = -6592805.496221 nChanged 2701 SP:Iteration 8F (5698.770000 sec): 3 clusters Score: Raw -6600115.735666 + Penalty 5316.232441 = -6594799.503224 nChanged 2364 SP:Iteration 9F (5699.250000 sec): 3 clusters Score: Raw -6601878.089725 + Penalty 5316.232441 = -6596561.857283 nChanged 1933 SP:Iteration 10Q (5699.780000 sec): 3 clusters Score: Raw -6603301.618624 + Penalty 5316.232441 = -6597985.386183 nChanged 1514 SP:Iteration 11Q (5700.240000 sec): 3 clusters Score: Raw -6604406.914117 + Penalty 5316.232441 = -6599090.681676 nChanged 1132 SP:Iteration 12Q (5700.650000 sec): 3 clusters Score: Raw -6605239.858696 + Penalty 5316.232441 = -6599923.626255 nChanged 832 SP:Iteration 13Q (5701.110000 sec): 3 clusters Score: Raw -6605848.822847 + Penalty 5316.232441 = -6600532.590405 nChanged 592 SP:Iteration 14Q (5701.600000 sec): 3 clusters Score: Raw -6606281.557556 + Penalty 5316.232441 = -6600965.325114 nChanged 457 SP:Iteration 15Q (5701.980000 sec): 3 clusters Score: Raw -6606623.570551 + Penalty 5316.232441 = -6601307.338110 nChanged 336 SP:Iteration 16Q (5702.380000 sec): 3 clusters Score: Raw -6606880.135721 + Penalty 5316.232441 = -6601563.903280 nChanged 229 SP:Iteration 17Q (5702.800000 sec): 3 clusters Score: Raw -6607043.222527 + Penalty 5316.232441 = -6601726.990086 nChanged 137 SP:Iteration 18Q (5703.220000 sec): 3 clusters Score: Raw -6607140.217030 + Penalty 5316.232441 = -6601823.984589 nChanged 112 SP:Iteration 19Q (5703.570000 sec): 3 clusters Score: Raw -6607225.954863 + Penalty 5316.232441 = -6601909.722422 nChanged 77 SP:Iteration 20F (5703.980000 sec): 3 clusters Score: Raw -6607276.657122 + Penalty 5316.232441 = -6601960.424680 nChanged 53 SP:Iteration 21Q (5704.360000 sec): 3 clusters Score: Raw -6607313.817601 + Penalty 5316.232441 = -6601997.585160 nChanged 42 SP:Iteration 22Q (5704.720000 sec): 3 clusters Score: Raw -6607340.225763 + Penalty 5316.232441 = -6602023.993322 nChanged 21 SP:Iteration 23Q (5705.100000 sec): 3 clusters Score: Raw -6607352.498403 + Penalty 5316.232441 = -6602036.265962 nChanged 20 SP:Iteration 24Q (5705.480000 sec): 3 clusters Score: Raw -6607365.358318 + Penalty 5316.232441 = -6602049.125876 nChanged 18 SP:Iteration 25Q (5705.910000 sec): 3 clusters Score: Raw -6607377.523621 + Penalty 5316.232441 = -6602061.291180 nChanged 16 SP:Iteration 26Q (5706.290000 sec): 3 clusters Score: Raw -6607389.289957 + Penalty 5316.232441 = -6602073.057516 nChanged 13 SP:Iteration 27Q (5706.720000 sec): 3 clusters Score: Raw -6607398.782618 + Penalty 5316.232441 = -6602082.550177 nChanged 17 SP:Iteration 28Q (5707.080000 sec): 3 clusters Score: Raw -6607410.195744 + Penalty 5316.232441 = -6602093.963303 nChanged 13 SP:Iteration 29Q (5707.490000 sec): 3 clusters Score: Raw -6607422.360064 + Penalty 5316.232441 = -6602106.127622 nChanged 11 SP:Iteration 30Q (5707.910000 sec): 3 clusters Score: Raw -6607430.871236 + Penalty 5316.232441 = -6602114.638794 nChanged 4 SP:Iteration 31Q (5708.280000 sec): 3 clusters Score: Raw -6607434.579309 + Penalty 5316.232441 = -6602118.346868 nChanged 5 SP:Iteration 32Q (5708.700000 sec): 3 clusters Score: Raw -6607437.078548 + Penalty 5316.232441 = -6602120.846107 nChanged 2 SP:Iteration 33Q (5709.070000 sec): 3 clusters Score: Raw -6607438.584345 + Penalty 5316.232441 = -6602122.351904 nChanged 2 SP:Iteration 34Q (5709.500000 sec): 3 clusters Score: Raw -6607439.994971 + Penalty 5316.232441 = -6602123.762530 nChanged 3 SP:Iteration 35Q (5709.890000 sec): 3 clusters Score: Raw -6607441.857439 + Penalty 5316.232441 = -6602125.624998 nChanged 2 SP:Iteration 36Q (5710.340000 sec): 3 clusters Score: Raw -6607443.335738 + Penalty 5316.232441 = -6602127.103297 nChanged 3 SP:Iteration 37Q (5710.800000 sec): 3 clusters Score: Raw -6607446.231961 + Penalty 5316.232441 = -6602129.999520 nChanged 6 SP:Iteration 38Q (5711.170000 sec): 3 clusters Score: Raw -6607451.036224 + Penalty 5316.232441 = -6602134.803782 nChanged 10 SP:Iteration 39Q (5711.610000 sec): 3 clusters Score: Raw -6607462.826079 + Penalty 5316.232441 = -6602146.593638 nChanged 10 SP:Iteration 40F (5712.040000 sec): 3 clusters Score: Raw -6607470.656966 + Penalty 5316.232441 = -6602154.424525 nChanged 9 SP:Iteration 41Q (5712.480000 sec): 3 clusters Score: Raw -6607475.866434 + Penalty 5316.232441 = -6602159.633992 nChanged 8 SP:Iteration 42Q (5712.930000 sec): 3 clusters Score: Raw -6607481.200317 + Penalty 5316.232441 = -6602164.967876 nChanged 2 SP:Iteration 43Q (5713.350000 sec): 3 clusters Score: Raw -6607482.485348 + Penalty 5316.232441 = -6602166.252907 nChanged 1 SP:Iteration 44Q (5713.770000 sec): 3 clusters Score: Raw -6607482.796212 + Penalty 5316.232441 = -6602166.563771 nChanged 1 SP:Iteration 45Q (5714.240000 sec): 3 clusters Score: Raw -6607483.358772 + Penalty 5316.232441 = -6602167.126331 nChanged 1 SP:Iteration 46Q (5714.690000 sec): 3 clusters Score: Raw -6607483.961580 + Penalty 5316.232441 = -6602167.729139 nChanged 2 SP:Iteration 47Q (5715.100000 sec): 3 clusters Score: Raw -6607485.095346 + Penalty 5316.232441 = -6602168.862905 nChanged 0 SP:Iteration 48F (5715.560000 sec): 3 clusters Score: Raw -6607485.095346 + Penalty 5316.232441 = -6602168.862905 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 41 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5715.640000 sec): 2 clusters Score: Raw -34857.394918 + Penalty 1392.055770 = -33465.339147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5715.820000 sec): 3 clusters Score: Raw -34958.743109 + Penalty 2784.111541 = -32174.631568 nChanged 27 SP:Iteration 1F (5716.010000 sec): 3 clusters Score: Raw -35050.830015 + Penalty 2784.111541 = -32266.718474 nChanged 4 SP:Iteration 2Q (5716.220000 sec): 3 clusters Score: Raw -35067.987727 + Penalty 2784.111541 = -32283.876186 nChanged 2 SP:Iteration 3Q (5716.410000 sec): 3 clusters Score: Raw -35074.042307 + Penalty 2784.111541 = -32289.930766 nChanged 2 SP:Iteration 4Q (5716.550000 sec): 3 clusters Score: Raw -35081.909783 + Penalty 2784.111541 = -32297.798242 nChanged 1 SP:Iteration 5Q (5716.790000 sec): 3 clusters Score: Raw -35083.581796 + Penalty 2784.111541 = -32299.470255 nChanged 1 SP:Iteration 6Q (5716.950000 sec): 3 clusters Score: Raw -35088.616032 + Penalty 2784.111541 = -32304.504491 nChanged 3 SP:Iteration 7Q (5717.140000 sec): 3 clusters Score: Raw -35101.141644 + Penalty 2784.111541 = -32317.030103 nChanged 3 SP:Iteration 8Q (5717.320000 sec): 3 clusters Score: Raw -35109.937590 + Penalty 2784.111541 = -32325.826050 nChanged 0 SP:Iteration 9F (5717.480000 sec): 3 clusters Score: Raw -35109.937590 + Penalty 2784.111541 = -32325.826050 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 42 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5717.570000 sec): 2 clusters Score: Raw -20743.050448 + Penalty 1270.743067 = -19472.307381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5717.770000 sec): 3 clusters Score: Raw -20963.482095 + Penalty 2541.486134 = -18421.995961 nChanged 14 SP:Iteration 1F (5717.900000 sec): 3 clusters Score: Raw -21025.117459 + Penalty 2541.486134 = -18483.631325 nChanged 3 SP:Iteration 2Q (5718.090000 sec): 3 clusters Score: Raw -21042.209954 + Penalty 2541.486134 = -18500.723820 nChanged 1 SP:Iteration 3Q (5718.260000 sec): 3 clusters Score: Raw -21048.073411 + Penalty 2541.486134 = -18506.587278 nChanged 0 SP:Iteration 4F (5718.500000 sec): 3 clusters Score: Raw -21048.073411 + Penalty 2541.486134 = -18506.587278 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 43 (4416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5718.560000 sec): 2 clusters Score: Raw -618953.247473 + Penalty 2081.461418 = -616871.786055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5718.780000 sec): 3 clusters Score: Raw -616860.248259 + Penalty 4162.922836 = -612697.325424 nChanged 1687 SP:Iteration 1F (5718.930000 sec): 3 clusters Score: Raw -617979.294829 + Penalty 4162.922836 = -613816.371993 nChanged 428 SP:Iteration 2F (5719.160000 sec): 3 clusters Score: Raw -618396.396214 + Penalty 4162.922836 = -614233.473379 nChanged 331 SP:Iteration 3F (5719.380000 sec): 3 clusters Score: Raw -618779.620436 + Penalty 4162.922836 = -614616.697600 nChanged 316 SP:Iteration 4F (5719.590000 sec): 3 clusters Score: Raw -619148.781242 + Penalty 4162.922836 = -614985.858407 nChanged 286 SP:Iteration 5F (5719.800000 sec): 3 clusters Score: Raw -619594.025357 + Penalty 4162.922836 = -615431.102521 nChanged 266 SP:Iteration 6F (5719.980000 sec): 3 clusters Score: Raw -620005.882461 + Penalty 4162.922836 = -615842.959625 nChanged 241 SP:Iteration 7F (5720.150000 sec): 3 clusters Score: Raw -620309.000619 + Penalty 4162.922836 = -616146.077784 nChanged 176 SP:Iteration 8Q (5720.380000 sec): 3 clusters Score: Raw -620495.410140 + Penalty 4162.922836 = -616332.487305 nChanged 125 SP:Iteration 9Q (5720.540000 sec): 3 clusters Score: Raw -620630.779595 + Penalty 4162.922836 = -616467.856759 nChanged 108 SP:Iteration 10Q (5720.810000 sec): 3 clusters Score: Raw -620802.141630 + Penalty 4162.922836 = -616639.218794 nChanged 106 SP:Iteration 11Q (5721.000000 sec): 3 clusters Score: Raw -620966.929814 + Penalty 4162.922836 = -616804.006978 nChanged 73 SP:Iteration 12Q (5721.250000 sec): 3 clusters Score: Raw -621043.394909 + Penalty 4162.922836 = -616880.472073 nChanged 48 SP:Iteration 13Q (5721.410000 sec): 3 clusters Score: Raw -621074.988601 + Penalty 4162.922836 = -616912.065766 nChanged 29 SP:Iteration 14Q (5721.630000 sec): 3 clusters Score: Raw -621088.143457 + Penalty 4162.922836 = -616925.220622 nChanged 11 SP:Iteration 15Q (5721.840000 sec): 3 clusters Score: Raw -621092.002446 + Penalty 4162.922836 = -616929.079610 nChanged 9 SP:Iteration 16Q (5722.070000 sec): 3 clusters Score: Raw -621094.872727 + Penalty 4162.922836 = -616931.949891 nChanged 6 SP:Iteration 17Q (5722.250000 sec): 3 clusters Score: Raw -621096.336038 + Penalty 4162.922836 = -616933.413202 nChanged 6 SP:Iteration 18Q (5722.460000 sec): 3 clusters Score: Raw -621097.606325 + Penalty 4162.922836 = -616934.683489 nChanged 1 SP:Iteration 19Q (5722.650000 sec): 3 clusters Score: Raw -621097.830904 + Penalty 4162.922836 = -616934.908068 nChanged 0 SP:Iteration 20F (5722.880000 sec): 3 clusters Score: Raw -621097.830904 + Penalty 4162.922836 = -616934.908068 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 4.61 GB. Trying to split cluster 44 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5722.990000 sec): 2 clusters Score: Raw -111359.883761 + Penalty 1668.403068 = -109691.480694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5723.190000 sec): 3 clusters Score: Raw -111222.547296 + Penalty 3336.806136 = -107885.741160 nChanged 213 SP:Iteration 1F (5723.310000 sec): 3 clusters Score: Raw -111522.948550 + Penalty 3336.806136 = -108186.142414 nChanged 64 SP:Iteration 2F (5723.510000 sec): 3 clusters Score: Raw -111645.389913 + Penalty 3336.806136 = -108308.583777 nChanged 35 SP:Iteration 3Q (5723.680000 sec): 3 clusters Score: Raw -111698.483249 + Penalty 3336.806136 = -108361.677114 nChanged 16 SP:Iteration 4Q (5723.890000 sec): 3 clusters Score: Raw -111735.629337 + Penalty 3336.806136 = -108398.823202 nChanged 6 SP:Iteration 5Q (5724.050000 sec): 3 clusters Score: Raw -111744.460000 + Penalty 3336.806136 = -108407.653865 nChanged 6 SP:Iteration 6Q (5724.230000 sec): 3 clusters Score: Raw -111752.816424 + Penalty 3336.806136 = -108416.010289 nChanged 7 SP:Iteration 7Q (5724.430000 sec): 3 clusters Score: Raw -111759.411713 + Penalty 3336.806136 = -108422.605578 nChanged 2 SP:Iteration 8Q (5724.610000 sec): 3 clusters Score: Raw -111763.367265 + Penalty 3336.806136 = -108426.561129 nChanged 2 SP:Iteration 9Q (5724.810000 sec): 3 clusters Score: Raw -111767.347554 + Penalty 3336.806136 = -108430.541418 nChanged 0 SP:Iteration 10F (5725.010000 sec): 3 clusters Score: Raw -111767.347554 + Penalty 3336.806136 = -108430.541418 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 45 (5352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5725.130000 sec): 2 clusters Score: Raw -788921.041986 + Penalty 2129.135949 = -786791.906037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5725.400000 sec): 3 clusters Score: Raw -786396.472394 + Penalty 4258.271898 = -782138.200496 nChanged 2040 SP:Iteration 1F (5725.600000 sec): 3 clusters Score: Raw -787478.166672 + Penalty 4258.271898 = -783219.894773 nChanged 349 SP:Iteration 2F (5725.820000 sec): 3 clusters Score: Raw -787663.473661 + Penalty 4258.271898 = -783405.201763 nChanged 252 SP:Iteration 3Q (5726.020000 sec): 3 clusters Score: Raw -787792.104986 + Penalty 4258.271898 = -783533.833087 nChanged 200 SP:Iteration 4Q (5726.230000 sec): 3 clusters Score: Raw -787892.824309 + Penalty 4258.271898 = -783634.552411 nChanged 162 SP:Iteration 5Q (5726.420000 sec): 3 clusters Score: Raw -787976.544713 + Penalty 4258.271898 = -783718.272815 nChanged 159 SP:Iteration 6Q (5726.660000 sec): 3 clusters Score: Raw -788068.643515 + Penalty 4258.271898 = -783810.371617 nChanged 157 SP:Iteration 7Q (5726.890000 sec): 3 clusters Score: Raw -788141.707990 + Penalty 4258.271898 = -783883.436091 nChanged 132 SP:Iteration 8Q (5727.090000 sec): 3 clusters Score: Raw -788204.054174 + Penalty 4258.271898 = -783945.782276 nChanged 120 SP:Iteration 9Q (5727.290000 sec): 3 clusters Score: Raw -788257.770868 + Penalty 4258.271898 = -783999.498969 nChanged 104 SP:Iteration 10Q (5727.530000 sec): 3 clusters Score: Raw -788300.244633 + Penalty 4258.271898 = -784041.972735 nChanged 101 SP:Iteration 11Q (5727.710000 sec): 3 clusters Score: Raw -788340.462534 + Penalty 4258.271898 = -784082.190635 nChanged 87 SP:Iteration 12Q (5727.930000 sec): 3 clusters Score: Raw -788374.940321 + Penalty 4258.271898 = -784116.668423 nChanged 73 SP:Iteration 13Q (5728.150000 sec): 3 clusters Score: Raw -788408.968640 + Penalty 4258.271898 = -784150.696741 nChanged 88 SP:Iteration 14Q (5728.340000 sec): 3 clusters Score: Raw -788449.496393 + Penalty 4258.271898 = -784191.224494 nChanged 91 SP:Iteration 15Q (5728.550000 sec): 3 clusters Score: Raw -788495.604585 + Penalty 4258.271898 = -784237.332686 nChanged 99 SP:Iteration 16Q (5728.790000 sec): 3 clusters Score: Raw -788545.978712 + Penalty 4258.271898 = -784287.706814 nChanged 104 SP:Iteration 17Q (5729.000000 sec): 3 clusters Score: Raw -788609.492938 + Penalty 4258.271898 = -784351.221040 nChanged 118 SP:Iteration 18Q (5729.200000 sec): 3 clusters Score: Raw -788681.950038 + Penalty 4258.271898 = -784423.678140 nChanged 111 SP:Iteration 19Q (5729.370000 sec): 3 clusters Score: Raw -788749.837797 + Penalty 4258.271898 = -784491.565899 nChanged 86 SP:Iteration 20F (5729.610000 sec): 3 clusters Score: Raw -788805.726451 + Penalty 4258.271898 = -784547.454553 nChanged 81 SP:Iteration 21Q (5729.770000 sec): 3 clusters Score: Raw -788860.275567 + Penalty 4258.271898 = -784602.003668 nChanged 65 SP:Iteration 22Q (5729.990000 sec): 3 clusters Score: Raw -788899.620375 + Penalty 4258.271898 = -784641.348476 nChanged 45 SP:Iteration 23Q (5730.210000 sec): 3 clusters Score: Raw -788929.570673 + Penalty 4258.271898 = -784671.298775 nChanged 38 SP:Iteration 24Q (5730.430000 sec): 3 clusters Score: Raw -788956.785957 + Penalty 4258.271898 = -784698.514058 nChanged 37 SP:Iteration 25Q (5730.640000 sec): 3 clusters Score: Raw -788979.947054 + Penalty 4258.271898 = -784721.675155 nChanged 28 SP:Iteration 26Q (5730.830000 sec): 3 clusters Score: Raw -788996.416896 + Penalty 4258.271898 = -784738.144998 nChanged 20 SP:Iteration 27Q (5731.070000 sec): 3 clusters Score: Raw -789007.968999 + Penalty 4258.271898 = -784749.697100 nChanged 18 SP:Iteration 28Q (5731.260000 sec): 3 clusters Score: Raw -789019.219055 + Penalty 4258.271898 = -784760.947156 nChanged 12 SP:Iteration 29Q (5731.470000 sec): 3 clusters Score: Raw -789025.853647 + Penalty 4258.271898 = -784767.581748 nChanged 19 SP:Iteration 30Q (5731.740000 sec): 3 clusters Score: Raw -789037.002770 + Penalty 4258.271898 = -784778.730871 nChanged 22 SP:Iteration 31Q (5731.960000 sec): 3 clusters Score: Raw -789051.168265 + Penalty 4258.271898 = -784792.896367 nChanged 17 SP:Iteration 32Q (5732.170000 sec): 3 clusters Score: Raw -789063.044997 + Penalty 4258.271898 = -784804.773099 nChanged 13 SP:Iteration 33Q (5732.380000 sec): 3 clusters Score: Raw -789071.221306 + Penalty 4258.271898 = -784812.949408 nChanged 7 SP:Iteration 34Q (5732.590000 sec): 3 clusters Score: Raw -789075.230680 + Penalty 4258.271898 = -784816.958782 nChanged 9 SP:Iteration 35Q (5732.800000 sec): 3 clusters Score: Raw -789081.743905 + Penalty 4258.271898 = -784823.472006 nChanged 10 SP:Iteration 36Q (5733.020000 sec): 3 clusters Score: Raw -789088.189183 + Penalty 4258.271898 = -784829.917285 nChanged 8 SP:Iteration 37Q (5733.240000 sec): 3 clusters Score: Raw -789092.698388 + Penalty 4258.271898 = -784834.426489 nChanged 3 SP:Iteration 38Q (5733.470000 sec): 3 clusters Score: Raw -789094.139843 + Penalty 4258.271898 = -784835.867944 nChanged 0 SP:Iteration 39F (5733.670000 sec): 3 clusters Score: Raw -789094.139843 + Penalty 4258.271898 = -784835.867944 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 46 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5733.750000 sec): 2 clusters Score: Raw -28205.408012 + Penalty 1362.279238 = -26843.128774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5733.980000 sec): 3 clusters Score: Raw -28692.816506 + Penalty 2724.558476 = -25968.258030 nChanged 29 SP:Iteration 1F (5734.170000 sec): 3 clusters Score: Raw -28872.466114 + Penalty 2724.558476 = -26147.907638 nChanged 9 SP:Iteration 2Q (5734.390000 sec): 3 clusters Score: Raw -28976.506033 + Penalty 2724.558476 = -26251.947557 nChanged 1 SP:Iteration 3Q (5734.570000 sec): 3 clusters Score: Raw -28983.898348 + Penalty 2724.558476 = -26259.339872 nChanged 1 SP:Iteration 4Q (5734.720000 sec): 3 clusters Score: Raw -28995.468673 + Penalty 2724.558476 = -26270.910197 nChanged 0 SP:Iteration 5F (5734.940000 sec): 3 clusters Score: Raw -28995.468673 + Penalty 2724.558476 = -26270.910197 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 47 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5735.050000 sec): 2 clusters Score: Raw -80265.672874 + Penalty 1595.369143 = -78670.303731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5735.240000 sec): 3 clusters Score: Raw -80233.317022 + Penalty 3190.738286 = -77042.578736 nChanged 135 SP:Iteration 1F (5735.440000 sec): 3 clusters Score: Raw -80476.275374 + Penalty 3190.738286 = -77285.537088 nChanged 37 SP:Iteration 2F (5735.670000 sec): 3 clusters Score: Raw -80558.360720 + Penalty 3190.738286 = -77367.622434 nChanged 14 SP:Iteration 3Q (5735.820000 sec): 3 clusters Score: Raw -80600.188256 + Penalty 3190.738286 = -77409.449970 nChanged 20 SP:Iteration 4Q (5735.990000 sec): 3 clusters Score: Raw -80653.435122 + Penalty 3190.738286 = -77462.696836 nChanged 19 SP:Iteration 5Q (5736.170000 sec): 3 clusters Score: Raw -80699.375583 + Penalty 3190.738286 = -77508.637297 nChanged 10 SP:Iteration 6Q (5736.360000 sec): 3 clusters Score: Raw -80725.552493 + Penalty 3190.738286 = -77534.814207 nChanged 12 SP:Iteration 7Q (5736.530000 sec): 3 clusters Score: Raw -80756.269043 + Penalty 3190.738286 = -77565.530757 nChanged 17 SP:Iteration 8Q (5736.740000 sec): 3 clusters Score: Raw -80815.942316 + Penalty 3190.738286 = -77625.204030 nChanged 16 SP:Iteration 9Q (5736.900000 sec): 3 clusters Score: Raw -80882.605585 + Penalty 3190.738286 = -77691.867299 nChanged 17 SP:Iteration 10Q (5737.080000 sec): 3 clusters Score: Raw -80943.758194 + Penalty 3190.738286 = -77753.019908 nChanged 16 SP:Iteration 11Q (5737.280000 sec): 3 clusters Score: Raw -80998.114902 + Penalty 3190.738286 = -77807.376616 nChanged 11 SP:Iteration 12Q (5737.450000 sec): 3 clusters Score: Raw -81039.739763 + Penalty 3190.738286 = -77849.001477 nChanged 9 SP:Iteration 13Q (5737.650000 sec): 3 clusters Score: Raw -81077.099818 + Penalty 3190.738286 = -77886.361532 nChanged 13 SP:Iteration 14Q (5737.850000 sec): 3 clusters Score: Raw -81158.360421 + Penalty 3190.738286 = -77967.622135 nChanged 17 SP:Iteration 15Q (5738.000000 sec): 3 clusters Score: Raw -81295.103477 + Penalty 3190.738286 = -78104.365191 nChanged 13 SP:Iteration 16Q (5738.220000 sec): 3 clusters Score: Raw -81448.893639 + Penalty 3190.738286 = -78258.155353 nChanged 13 SP:Iteration 17Q (5738.400000 sec): 3 clusters Score: Raw -81690.376862 + Penalty 3190.738286 = -78499.638576 nChanged 17 SP:Iteration 18Q (5738.550000 sec): 3 clusters Score: Raw -81779.815423 + Penalty 3190.738286 = -78589.077137 nChanged 18 SP:Iteration 19Q (5738.740000 sec): 3 clusters Score: Raw -81883.564200 + Penalty 3190.738286 = -78692.825914 nChanged 12 SP:Iteration 20F (5738.960000 sec): 3 clusters Score: Raw -81977.122604 + Penalty 3190.738286 = -78786.384318 nChanged 15 SP:Iteration 21Q (5739.170000 sec): 3 clusters Score: Raw -82306.141865 + Penalty 3190.738286 = -79115.403579 nChanged 2 SP:Iteration 22Q (5739.340000 sec): 3 clusters Score: Raw -82536.324317 + Penalty 3190.738286 = -79345.586031 nChanged 0 SP:Iteration 23F (5739.490000 sec): 3 clusters Score: Raw -82536.324317 + Penalty 3190.738286 = -79345.586031 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 48 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5739.600000 sec): 2 clusters Score: Raw -30114.141521 + Penalty 1337.619631 = -28776.521890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5739.800000 sec): 3 clusters Score: Raw -30281.121618 + Penalty 2675.239263 = -27605.882355 nChanged 9 SP:Iteration 1Q (5739.960000 sec): 3 clusters Score: Raw -30323.587385 + Penalty 2675.239263 = -27648.348122 nChanged 1 SP:Iteration 2Q (5740.130000 sec): 3 clusters Score: Raw -30329.025551 + Penalty 2675.239263 = -27653.786288 nChanged 0 SP:Iteration 3F (5740.310000 sec): 3 clusters Score: Raw -30329.025551 + Penalty 2675.239263 = -27653.786288 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 49 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5740.370000 sec): 2 clusters Score: Raw -44839.125280 + Penalty 1456.285212 = -43382.840068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5740.640000 sec): 3 clusters Score: Raw -44890.330304 + Penalty 2912.570424 = -41977.759881 nChanged 54 SP:Iteration 1F (5740.820000 sec): 3 clusters Score: Raw -45025.703265 + Penalty 2912.570424 = -42113.132841 nChanged 17 SP:Iteration 2Q (5741.040000 sec): 3 clusters Score: Raw -45073.131517 + Penalty 2912.570424 = -42160.561093 nChanged 5 SP:Iteration 3Q (5741.210000 sec): 3 clusters Score: Raw -45089.331590 + Penalty 2912.570424 = -42176.761167 nChanged 3 SP:Iteration 4Q (5741.340000 sec): 3 clusters Score: Raw -45098.217543 + Penalty 2912.570424 = -42185.647119 nChanged 3 SP:Iteration 5Q (5741.560000 sec): 3 clusters Score: Raw -45113.448328 + Penalty 2912.570424 = -42200.877904 nChanged 1 SP:Iteration 6Q (5741.740000 sec): 3 clusters Score: Raw -45118.710164 + Penalty 2912.570424 = -42206.139740 nChanged 1 SP:Iteration 7Q (5741.920000 sec): 3 clusters Score: Raw -45123.574701 + Penalty 2912.570424 = -42211.004278 nChanged 1 SP:Iteration 8Q (5742.090000 sec): 3 clusters Score: Raw -45126.269147 + Penalty 2912.570424 = -42213.698723 nChanged 0 SP:Iteration 9F (5742.270000 sec): 3 clusters Score: Raw -45126.269147 + Penalty 2912.570424 = -42213.698723 nChanged 0 Iteration 139F (5802.990000 sec): 51 clusters Score: Raw -87456632.589383 + Penalty 165320.943427 = -87291311.645956 nChanged 492 Iteration 140F (5867.470000 sec): 51 clusters Score: Raw -87456859.798008 + Penalty 165320.943427 = -87291538.854581 nChanged 151 Iteration 141Q (5901.000000 sec): 51 clusters Score: Raw -87456896.259746 + Penalty 165320.943427 = -87291575.316319 nChanged 77 Iteration 142Q (5932.750000 sec): 51 clusters Score: Raw -87456908.407763 + Penalty 165320.943427 = -87291587.464336 nChanged 34 Iteration 143Q (5963.000000 sec): 51 clusters Score: Raw -87456914.829479 + Penalty 165320.943427 = -87291593.886052 nChanged 26 Iteration 144Q (5997.720000 sec): 51 clusters Score: Raw -87456919.296820 + Penalty 165320.943427 = -87291598.353393 nChanged 21 Iteration 145Q (6031.750000 sec): 51 clusters Score: Raw -87456921.993413 + Penalty 165320.943427 = -87291601.049986 nChanged 10 Iteration 146Q (6066.810000 sec): 51 clusters Score: Raw -87456923.059447 + Penalty 165320.943427 = -87291602.116020 nChanged 6 Iteration 147Q (6101.940000 sec): 51 clusters Score: Raw -87456923.483950 + Penalty 165320.943427 = -87291602.540523 nChanged 3 Iteration 148Q (6140.830000 sec): 51 clusters Score: Raw -87456923.784521 + Penalty 165320.943427 = -87291602.841094 nChanged 0 Iteration 149F (6209.420000 sec): 51 clusters Score: Raw -87456923.784521 + Penalty 165320.943427 = -87291602.841094 nChanged 0 Compute initial score before splitting: Score: Raw -87456923.784521 + Penalty 165320.943427 = -87291602.841094 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 1 (2777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6209.510000 sec): 2 clusters Score: Raw -390927.111723 + Penalty 1966.423369 = -388960.688354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6209.740000 sec): 3 clusters Score: Raw -389748.357126 + Penalty 3932.846738 = -385815.510388 nChanged 1006 SP:Iteration 1F (6209.920000 sec): 3 clusters Score: Raw -390450.703270 + Penalty 3932.846738 = -386517.856532 nChanged 217 SP:Iteration 2F (6210.090000 sec): 3 clusters Score: Raw -390644.010591 + Penalty 3932.846738 = -386711.163853 nChanged 144 SP:Iteration 3F (6210.230000 sec): 3 clusters Score: Raw -390755.914046 + Penalty 3932.846738 = -386823.067308 nChanged 89 SP:Iteration 4Q (6210.410000 sec): 3 clusters Score: Raw -390824.674080 + Penalty 3932.846738 = -386891.827343 nChanged 81 SP:Iteration 5Q (6210.630000 sec): 3 clusters Score: Raw -390881.055698 + Penalty 3932.846738 = -386948.208960 nChanged 63 SP:Iteration 6Q (6210.770000 sec): 3 clusters Score: Raw -390928.767730 + Penalty 3932.846738 = -386995.920992 nChanged 57 SP:Iteration 7Q (6210.960000 sec): 3 clusters Score: Raw -390971.622008 + Penalty 3932.846738 = -387038.775270 nChanged 53 SP:Iteration 8Q (6211.120000 sec): 3 clusters Score: Raw -391017.999941 + Penalty 3932.846738 = -387085.153203 nChanged 52 SP:Iteration 9Q (6211.320000 sec): 3 clusters Score: Raw -391065.311985 + Penalty 3932.846738 = -387132.465248 nChanged 64 SP:Iteration 10Q (6211.500000 sec): 3 clusters Score: Raw -391129.422618 + Penalty 3932.846738 = -387196.575880 nChanged 62 SP:Iteration 11Q (6211.660000 sec): 3 clusters Score: Raw -391188.608568 + Penalty 3932.846738 = -387255.761830 nChanged 78 SP:Iteration 12Q (6211.840000 sec): 3 clusters Score: Raw -391259.219996 + Penalty 3932.846738 = -387326.373259 nChanged 72 SP:Iteration 13Q (6212.020000 sec): 3 clusters Score: Raw -391323.109879 + Penalty 3932.846738 = -387390.263141 nChanged 84 SP:Iteration 14Q (6212.220000 sec): 3 clusters Score: Raw -391389.200607 + Penalty 3932.846738 = -387456.353870 nChanged 69 SP:Iteration 15Q (6212.420000 sec): 3 clusters Score: Raw -391438.350773 + Penalty 3932.846738 = -387505.504036 nChanged 63 SP:Iteration 16Q (6212.540000 sec): 3 clusters Score: Raw -391489.600064 + Penalty 3932.846738 = -387556.753326 nChanged 54 SP:Iteration 17Q (6212.730000 sec): 3 clusters Score: Raw -391529.589366 + Penalty 3932.846738 = -387596.742628 nChanged 40 SP:Iteration 18Q (6212.880000 sec): 3 clusters Score: Raw -391559.856832 + Penalty 3932.846738 = -387627.010094 nChanged 35 SP:Iteration 19Q (6213.050000 sec): 3 clusters Score: Raw -391584.102607 + Penalty 3932.846738 = -387651.255870 nChanged 27 SP:Iteration 20F (6213.240000 sec): 3 clusters Score: Raw -391603.588811 + Penalty 3932.846738 = -387670.742073 nChanged 29 SP:Iteration 21Q (6213.400000 sec): 3 clusters Score: Raw -391622.087468 + Penalty 3932.846738 = -387689.240730 nChanged 26 SP:Iteration 22Q (6213.570000 sec): 3 clusters Score: Raw -391639.285177 + Penalty 3932.846738 = -387706.438439 nChanged 21 SP:Iteration 23Q (6213.770000 sec): 3 clusters Score: Raw -391653.494321 + Penalty 3932.846738 = -387720.647583 nChanged 18 SP:Iteration 24Q (6213.990000 sec): 3 clusters Score: Raw -391665.046065 + Penalty 3932.846738 = -387732.199327 nChanged 8 SP:Iteration 25Q (6214.140000 sec): 3 clusters Score: Raw -391668.973393 + Penalty 3932.846738 = -387736.126655 nChanged 8 SP:Iteration 26Q (6214.330000 sec): 3 clusters Score: Raw -391673.345167 + Penalty 3932.846738 = -387740.498429 nChanged 9 SP:Iteration 27Q (6214.510000 sec): 3 clusters Score: Raw -391678.190841 + Penalty 3932.846738 = -387745.344104 nChanged 6 SP:Iteration 28Q (6214.710000 sec): 3 clusters Score: Raw -391681.911555 + Penalty 3932.846738 = -387749.064818 nChanged 6 SP:Iteration 29Q (6214.930000 sec): 3 clusters Score: Raw -391684.372235 + Penalty 3932.846738 = -387751.525497 nChanged 3 SP:Iteration 30Q (6215.080000 sec): 3 clusters Score: Raw -391686.365366 + Penalty 3932.846738 = -387753.518629 nChanged 6 SP:Iteration 31Q (6215.250000 sec): 3 clusters Score: Raw -391689.576190 + Penalty 3932.846738 = -387756.729452 nChanged 7 SP:Iteration 32Q (6215.430000 sec): 3 clusters Score: Raw -391693.121809 + Penalty 3932.846738 = -387760.275072 nChanged 5 SP:Iteration 33Q (6215.600000 sec): 3 clusters Score: Raw -391695.328864 + Penalty 3932.846738 = -387762.482127 nChanged 5 SP:Iteration 34Q (6215.760000 sec): 3 clusters Score: Raw -391696.855759 + Penalty 3932.846738 = -387764.009021 nChanged 2 SP:Iteration 35Q (6215.930000 sec): 3 clusters Score: Raw -391697.648373 + Penalty 3932.846738 = -387764.801635 nChanged 1 SP:Iteration 36Q (6216.110000 sec): 3 clusters Score: Raw -391698.092699 + Penalty 3932.846738 = -387765.245961 nChanged 0 SP:Iteration 37F (6216.300000 sec): 3 clusters Score: Raw -391698.092699 + Penalty 3932.846738 = -387765.245961 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 2 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6216.380000 sec): 2 clusters Score: Raw -247245.528697 + Penalty 1849.916046 = -245395.612650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6216.590000 sec): 3 clusters Score: Raw -246660.619219 + Penalty 3699.832092 = -242960.787127 nChanged 545 SP:Iteration 1F (6216.800000 sec): 3 clusters Score: Raw -247180.567869 + Penalty 3699.832092 = -243480.735777 nChanged 144 SP:Iteration 2F (6217.010000 sec): 3 clusters Score: Raw -247376.926178 + Penalty 3699.832092 = -243677.094086 nChanged 120 SP:Iteration 3F (6217.170000 sec): 3 clusters Score: Raw -247526.854848 + Penalty 3699.832092 = -243827.022756 nChanged 87 SP:Iteration 4F (6217.400000 sec): 3 clusters Score: Raw -247629.167711 + Penalty 3699.832092 = -243929.335619 nChanged 52 SP:Iteration 5Q (6217.530000 sec): 3 clusters Score: Raw -247672.343589 + Penalty 3699.832092 = -243972.511496 nChanged 21 SP:Iteration 6Q (6217.710000 sec): 3 clusters Score: Raw -247694.054654 + Penalty 3699.832092 = -243994.222562 nChanged 14 SP:Iteration 7Q (6217.910000 sec): 3 clusters Score: Raw -247706.936492 + Penalty 3699.832092 = -244007.104400 nChanged 12 SP:Iteration 8Q (6218.150000 sec): 3 clusters Score: Raw -247719.271855 + Penalty 3699.832092 = -244019.439763 nChanged 7 SP:Iteration 9Q (6218.330000 sec): 3 clusters Score: Raw -247723.637973 + Penalty 3699.832092 = -244023.805881 nChanged 7 SP:Iteration 10Q (6218.500000 sec): 3 clusters Score: Raw -247733.014138 + Penalty 3699.832092 = -244033.182046 nChanged 7 SP:Iteration 11Q (6218.660000 sec): 3 clusters Score: Raw -247738.495752 + Penalty 3699.832092 = -244038.663660 nChanged 5 SP:Iteration 12Q (6218.870000 sec): 3 clusters Score: Raw -247744.549176 + Penalty 3699.832092 = -244044.717084 nChanged 6 SP:Iteration 13Q (6219.010000 sec): 3 clusters Score: Raw -247750.863978 + Penalty 3699.832092 = -244051.031886 nChanged 8 SP:Iteration 14Q (6219.220000 sec): 3 clusters Score: Raw -247756.768254 + Penalty 3699.832092 = -244056.936162 nChanged 6 SP:Iteration 15Q (6219.370000 sec): 3 clusters Score: Raw -247765.580451 + Penalty 3699.832092 = -244065.748359 nChanged 7 SP:Iteration 16Q (6219.530000 sec): 3 clusters Score: Raw -247771.573512 + Penalty 3699.832092 = -244071.741420 nChanged 4 SP:Iteration 17Q (6219.700000 sec): 3 clusters Score: Raw -247775.577055 + Penalty 3699.832092 = -244075.744963 nChanged 4 SP:Iteration 18Q (6219.870000 sec): 3 clusters Score: Raw -247779.428596 + Penalty 3699.832092 = -244079.596503 nChanged 3 SP:Iteration 19Q (6220.010000 sec): 3 clusters Score: Raw -247781.796027 + Penalty 3699.832092 = -244081.963935 nChanged 4 SP:Iteration 20F (6220.150000 sec): 3 clusters Score: Raw -247784.812516 + Penalty 3699.832092 = -244084.980424 nChanged 2 SP:Iteration 21Q (6220.340000 sec): 3 clusters Score: Raw -247787.035060 + Penalty 3699.832092 = -244087.202968 nChanged 0 SP:Iteration 22F (6220.510000 sec): 3 clusters Score: Raw -247787.035060 + Penalty 3699.832092 = -244087.202968 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 3 (877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6220.620000 sec): 2 clusters Score: Raw -123954.150111 + Penalty 1680.573734 = -122273.576377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6220.790000 sec): 3 clusters Score: Raw -123846.137030 + Penalty 3361.147468 = -120484.989562 nChanged 208 SP:Iteration 1F (6220.970000 sec): 3 clusters Score: Raw -124114.920847 + Penalty 3361.147468 = -120753.773378 nChanged 48 SP:Iteration 2F (6221.130000 sec): 3 clusters Score: Raw -124187.086294 + Penalty 3361.147468 = -120825.938826 nChanged 28 SP:Iteration 3Q (6221.370000 sec): 3 clusters Score: Raw -124232.702635 + Penalty 3361.147468 = -120871.555167 nChanged 22 SP:Iteration 4Q (6221.560000 sec): 3 clusters Score: Raw -124261.173776 + Penalty 3361.147468 = -120900.026308 nChanged 11 SP:Iteration 5Q (6221.730000 sec): 3 clusters Score: Raw -124281.969090 + Penalty 3361.147468 = -120920.821621 nChanged 7 SP:Iteration 6Q (6221.920000 sec): 3 clusters Score: Raw -124290.103311 + Penalty 3361.147468 = -120928.955843 nChanged 7 SP:Iteration 7Q (6222.090000 sec): 3 clusters Score: Raw -124296.565523 + Penalty 3361.147468 = -120935.418055 nChanged 4 SP:Iteration 8Q (6222.300000 sec): 3 clusters Score: Raw -124301.482034 + Penalty 3361.147468 = -120940.334566 nChanged 5 SP:Iteration 9Q (6222.510000 sec): 3 clusters Score: Raw -124311.371966 + Penalty 3361.147468 = -120950.224498 nChanged 4 SP:Iteration 10Q (6222.680000 sec): 3 clusters Score: Raw -124314.990571 + Penalty 3361.147468 = -120953.843103 nChanged 1 SP:Iteration 11Q (6222.860000 sec): 3 clusters Score: Raw -124315.799273 + Penalty 3361.147468 = -120954.651805 nChanged 1 SP:Iteration 12Q (6223.070000 sec): 3 clusters Score: Raw -124316.700499 + Penalty 3361.147468 = -120955.553031 nChanged 2 SP:Iteration 13Q (6223.250000 sec): 3 clusters Score: Raw -124320.898558 + Penalty 3361.147468 = -120959.751090 nChanged 3 SP:Iteration 14Q (6223.460000 sec): 3 clusters Score: Raw -124326.011943 + Penalty 3361.147468 = -120964.864475 nChanged 1 SP:Iteration 15Q (6223.570000 sec): 3 clusters Score: Raw -124327.374759 + Penalty 3361.147468 = -120966.227291 nChanged 0 SP:Iteration 16F (6223.730000 sec): 3 clusters Score: Raw -124327.374759 + Penalty 3361.147468 = -120966.227291 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 4 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6223.860000 sec): 2 clusters Score: Raw -365100.238335 + Penalty 1939.568538 = -363160.669796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6224.030000 sec): 3 clusters Score: Raw -364043.981133 + Penalty 3879.137076 = -360164.844057 nChanged 852 SP:Iteration 1F (6224.210000 sec): 3 clusters Score: Raw -364604.209244 + Penalty 3879.137076 = -360725.072168 nChanged 192 SP:Iteration 2F (6224.360000 sec): 3 clusters Score: Raw -364731.268792 + Penalty 3879.137076 = -360852.131715 nChanged 106 SP:Iteration 3Q (6224.610000 sec): 3 clusters Score: Raw -364800.139626 + Penalty 3879.137076 = -360921.002549 nChanged 77 SP:Iteration 4Q (6224.800000 sec): 3 clusters Score: Raw -364849.402681 + Penalty 3879.137076 = -360970.265605 nChanged 50 SP:Iteration 5Q (6224.970000 sec): 3 clusters Score: Raw -364883.478418 + Penalty 3879.137076 = -361004.341342 nChanged 46 SP:Iteration 6Q (6225.200000 sec): 3 clusters Score: Raw -364914.819599 + Penalty 3879.137076 = -361035.682522 nChanged 48 SP:Iteration 7Q (6225.360000 sec): 3 clusters Score: Raw -364943.895624 + Penalty 3879.137076 = -361064.758548 nChanged 44 SP:Iteration 8Q (6225.560000 sec): 3 clusters Score: Raw -364968.237084 + Penalty 3879.137076 = -361089.100008 nChanged 25 SP:Iteration 9Q (6225.710000 sec): 3 clusters Score: Raw -364983.018656 + Penalty 3879.137076 = -361103.881580 nChanged 19 SP:Iteration 10Q (6225.890000 sec): 3 clusters Score: Raw -364992.918783 + Penalty 3879.137076 = -361113.781707 nChanged 16 SP:Iteration 11Q (6226.140000 sec): 3 clusters Score: Raw -365000.438685 + Penalty 3879.137076 = -361121.301609 nChanged 10 SP:Iteration 12Q (6226.340000 sec): 3 clusters Score: Raw -365006.466560 + Penalty 3879.137076 = -361127.329483 nChanged 9 SP:Iteration 13Q (6226.490000 sec): 3 clusters Score: Raw -365011.277084 + Penalty 3879.137076 = -361132.140007 nChanged 8 SP:Iteration 14Q (6226.710000 sec): 3 clusters Score: Raw -365015.676420 + Penalty 3879.137076 = -361136.539344 nChanged 7 SP:Iteration 15Q (6226.930000 sec): 3 clusters Score: Raw -365018.353373 + Penalty 3879.137076 = -361139.216296 nChanged 9 SP:Iteration 16Q (6227.130000 sec): 3 clusters Score: Raw -365023.528198 + Penalty 3879.137076 = -361144.391121 nChanged 5 SP:Iteration 17Q (6227.290000 sec): 3 clusters Score: Raw -365024.875774 + Penalty 3879.137076 = -361145.738697 nChanged 1 SP:Iteration 18Q (6227.520000 sec): 3 clusters Score: Raw -365025.178762 + Penalty 3879.137076 = -361146.041685 nChanged 3 SP:Iteration 19Q (6227.710000 sec): 3 clusters Score: Raw -365026.526593 + Penalty 3879.137076 = -361147.389516 nChanged 2 SP:Iteration 20F (6227.900000 sec): 3 clusters Score: Raw -365027.289006 + Penalty 3879.137076 = -361148.151929 nChanged 1 SP:Iteration 21Q (6228.110000 sec): 3 clusters Score: Raw -365028.049165 + Penalty 3879.137076 = -361148.912089 nChanged 2 SP:Iteration 22Q (6228.310000 sec): 3 clusters Score: Raw -365028.704270 + Penalty 3879.137076 = -361149.567194 nChanged 1 SP:Iteration 23Q (6228.540000 sec): 3 clusters Score: Raw -365029.174684 + Penalty 3879.137076 = -361150.037608 nChanged 0 SP:Iteration 24F (6228.710000 sec): 3 clusters Score: Raw -365029.174684 + Penalty 3879.137076 = -361150.037608 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 5 (21431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6228.880000 sec): 2 clusters Score: Raw -3132142.665300 + Penalty 2473.203250 = -3129669.462050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6229.180000 sec): 3 clusters Score: Raw -3119597.985817 + Penalty 4946.406500 = -3114651.579317 nChanged 9497 SP:Iteration 1F (6229.460000 sec): 3 clusters Score: Raw -3124950.987906 + Penalty 4946.406500 = -3120004.581406 nChanged 1295 SP:Iteration 2F (6229.820000 sec): 3 clusters Score: Raw -3125610.112142 + Penalty 4946.406500 = -3120663.705642 nChanged 1208 SP:Iteration 3F (6230.080000 sec): 3 clusters Score: Raw -3126228.254674 + Penalty 4946.406500 = -3121281.848174 nChanged 1169 SP:Iteration 4F (6230.360000 sec): 3 clusters Score: Raw -3126903.587063 + Penalty 4946.406500 = -3121957.180563 nChanged 1226 SP:Iteration 5F (6230.630000 sec): 3 clusters Score: Raw -3127583.310746 + Penalty 4946.406500 = -3122636.904246 nChanged 1181 SP:Iteration 6F (6230.910000 sec): 3 clusters Score: Raw -3128242.415953 + Penalty 4946.406500 = -3123296.009452 nChanged 1087 SP:Iteration 7F (6231.220000 sec): 3 clusters Score: Raw -3128796.236996 + Penalty 4946.406500 = -3123849.830496 nChanged 934 SP:Iteration 8Q (6231.490000 sec): 3 clusters Score: Raw -3129217.369746 + Penalty 4946.406500 = -3124270.963246 nChanged 786 SP:Iteration 9Q (6231.840000 sec): 3 clusters Score: Raw -3129516.954189 + Penalty 4946.406500 = -3124570.547688 nChanged 653 SP:Iteration 10Q (6232.170000 sec): 3 clusters Score: Raw -3129733.529692 + Penalty 4946.406500 = -3124787.123192 nChanged 489 SP:Iteration 11Q (6232.440000 sec): 3 clusters Score: Raw -3129861.745115 + Penalty 4946.406500 = -3124915.338614 nChanged 355 SP:Iteration 12Q (6232.790000 sec): 3 clusters Score: Raw -3129944.361579 + Penalty 4946.406500 = -3124997.955078 nChanged 300 SP:Iteration 13Q (6233.100000 sec): 3 clusters Score: Raw -3130011.156236 + Penalty 4946.406500 = -3125064.749736 nChanged 253 SP:Iteration 14Q (6233.410000 sec): 3 clusters Score: Raw -3130057.735859 + Penalty 4946.406500 = -3125111.329359 nChanged 199 SP:Iteration 15Q (6233.680000 sec): 3 clusters Score: Raw -3130095.367134 + Penalty 4946.406500 = -3125148.960633 nChanged 198 SP:Iteration 16Q (6233.980000 sec): 3 clusters Score: Raw -3130133.805543 + Penalty 4946.406500 = -3125187.399043 nChanged 211 SP:Iteration 17Q (6234.300000 sec): 3 clusters Score: Raw -3130174.840879 + Penalty 4946.406500 = -3125228.434379 nChanged 190 SP:Iteration 18Q (6234.650000 sec): 3 clusters Score: Raw -3130211.659668 + Penalty 4946.406500 = -3125265.253168 nChanged 199 SP:Iteration 19Q (6234.940000 sec): 3 clusters Score: Raw -3130251.838462 + Penalty 4946.406500 = -3125305.431961 nChanged 203 SP:Iteration 20F (6235.300000 sec): 3 clusters Score: Raw -3130295.631948 + Penalty 4946.406500 = -3125349.225447 nChanged 230 SP:Iteration 21Q (6235.560000 sec): 3 clusters Score: Raw -3130346.637840 + Penalty 4946.406500 = -3125400.231340 nChanged 223 SP:Iteration 22Q (6235.860000 sec): 3 clusters Score: Raw -3130398.206118 + Penalty 4946.406500 = -3125451.799617 nChanged 256 SP:Iteration 23Q (6236.170000 sec): 3 clusters Score: Raw -3130464.852414 + Penalty 4946.406500 = -3125518.445913 nChanged 283 SP:Iteration 24Q (6236.520000 sec): 3 clusters Score: Raw -3130547.592256 + Penalty 4946.406500 = -3125601.185755 nChanged 297 SP:Iteration 25Q (6236.840000 sec): 3 clusters Score: Raw -3130633.013395 + Penalty 4946.406500 = -3125686.606895 nChanged 311 SP:Iteration 26Q (6237.130000 sec): 3 clusters Score: Raw -3130731.315822 + Penalty 4946.406500 = -3125784.909321 nChanged 331 SP:Iteration 27Q (6237.410000 sec): 3 clusters Score: Raw -3130842.865953 + Penalty 4946.406500 = -3125896.459452 nChanged 316 SP:Iteration 28Q (6237.730000 sec): 3 clusters Score: Raw -3130957.324201 + Penalty 4946.406500 = -3126010.917701 nChanged 326 SP:Iteration 29Q (6237.980000 sec): 3 clusters Score: Raw -3131082.899366 + Penalty 4946.406500 = -3126136.492866 nChanged 358 SP:Iteration 30Q (6238.290000 sec): 3 clusters Score: Raw -3131240.371686 + Penalty 4946.406500 = -3126293.965186 nChanged 359 SP:Iteration 31Q (6238.560000 sec): 3 clusters Score: Raw -3131394.377195 + Penalty 4946.406500 = -3126447.970695 nChanged 328 SP:Iteration 32Q (6238.880000 sec): 3 clusters Score: Raw -3131541.714782 + Penalty 4946.406500 = -3126595.308281 nChanged 339 SP:Iteration 33Q (6239.180000 sec): 3 clusters Score: Raw -3131699.689254 + Penalty 4946.406500 = -3126753.282754 nChanged 325 SP:Iteration 34Q (6239.520000 sec): 3 clusters Score: Raw -3131835.501295 + Penalty 4946.406500 = -3126889.094794 nChanged 304 SP:Iteration 35Q (6239.810000 sec): 3 clusters Score: Raw -3131953.603992 + Penalty 4946.406500 = -3127007.197492 nChanged 269 SP:Iteration 36Q (6240.090000 sec): 3 clusters Score: Raw -3132058.076595 + Penalty 4946.406500 = -3127111.670094 nChanged 252 SP:Iteration 37Q (6240.430000 sec): 3 clusters Score: Raw -3132141.752511 + Penalty 4946.406500 = -3127195.346011 nChanged 213 SP:Iteration 38Q (6240.730000 sec): 3 clusters Score: Raw -3132206.735382 + Penalty 4946.406500 = -3127260.328881 nChanged 179 SP:Iteration 39Q (6241.030000 sec): 3 clusters Score: Raw -3132259.517311 + Penalty 4946.406500 = -3127313.110811 nChanged 176 SP:Iteration 40F (6241.340000 sec): 3 clusters Score: Raw -3132310.992832 + Penalty 4946.406500 = -3127364.586331 nChanged 166 SP:Iteration 41Q (6241.650000 sec): 3 clusters Score: Raw -3132359.460226 + Penalty 4946.406500 = -3127413.053726 nChanged 140 SP:Iteration 42Q (6241.900000 sec): 3 clusters Score: Raw -3132396.207366 + Penalty 4946.406500 = -3127449.800866 nChanged 117 SP:Iteration 43Q (6242.210000 sec): 3 clusters Score: Raw -3132427.187585 + Penalty 4946.406500 = -3127480.781085 nChanged 106 SP:Iteration 44Q (6242.560000 sec): 3 clusters Score: Raw -3132450.509861 + Penalty 4946.406500 = -3127504.103360 nChanged 91 SP:Iteration 45Q (6242.840000 sec): 3 clusters Score: Raw -3132470.133753 + Penalty 4946.406500 = -3127523.727253 nChanged 68 SP:Iteration 46Q (6243.120000 sec): 3 clusters Score: Raw -3132482.483823 + Penalty 4946.406500 = -3127536.077323 nChanged 51 SP:Iteration 47Q (6243.450000 sec): 3 clusters Score: Raw -3132490.602296 + Penalty 4946.406500 = -3127544.195795 nChanged 44 SP:Iteration 48Q (6243.730000 sec): 3 clusters Score: Raw -3132498.781866 + Penalty 4946.406500 = -3127552.375366 nChanged 46 SP:Iteration 49Q (6244.090000 sec): 3 clusters Score: Raw -3132509.466278 + Penalty 4946.406500 = -3127563.059778 nChanged 50 SP:Iteration 50Q (6244.440000 sec): 3 clusters Score: Raw -3132518.806803 + Penalty 4946.406500 = -3127572.400303 nChanged 50 SP:Iteration 51Q (6244.720000 sec): 3 clusters Score: Raw -3132527.546164 + Penalty 4946.406500 = -3127581.139663 nChanged 43 SP:Iteration 52Q (6245.020000 sec): 3 clusters Score: Raw -3132535.003644 + Penalty 4946.406500 = -3127588.597144 nChanged 41 SP:Iteration 53Q (6245.300000 sec): 3 clusters Score: Raw -3132543.589227 + Penalty 4946.406500 = -3127597.182727 nChanged 43 SP:Iteration 54Q (6245.630000 sec): 3 clusters Score: Raw -3132551.417968 + Penalty 4946.406500 = -3127605.011468 nChanged 40 SP:Iteration 55Q (6245.950000 sec): 3 clusters Score: Raw -3132559.259723 + Penalty 4946.406500 = -3127612.853223 nChanged 38 SP:Iteration 56Q (6246.260000 sec): 3 clusters Score: Raw -3132566.279976 + Penalty 4946.406500 = -3127619.873476 nChanged 46 SP:Iteration 57Q (6246.540000 sec): 3 clusters Score: Raw -3132575.299048 + Penalty 4946.406500 = -3127628.892548 nChanged 40 SP:Iteration 58Q (6246.840000 sec): 3 clusters Score: Raw -3132584.831716 + Penalty 4946.406500 = -3127638.425216 nChanged 40 SP:Iteration 59Q (6247.100000 sec): 3 clusters Score: Raw -3132592.913965 + Penalty 4946.406500 = -3127646.507465 nChanged 39 SP:Iteration 60F (6247.430000 sec): 3 clusters Score: Raw -3132598.723773 + Penalty 4946.406500 = -3127652.317273 nChanged 31 SP:Iteration 61Q (6247.680000 sec): 3 clusters Score: Raw -3132603.760716 + Penalty 4946.406500 = -3127657.354216 nChanged 22 SP:Iteration 62Q (6247.970000 sec): 3 clusters Score: Raw -3132606.561151 + Penalty 4946.406500 = -3127660.154650 nChanged 13 SP:Iteration 63Q (6248.260000 sec): 3 clusters Score: Raw -3132608.182636 + Penalty 4946.406500 = -3127661.776136 nChanged 8 SP:Iteration 64Q (6248.490000 sec): 3 clusters Score: Raw -3132608.931300 + Penalty 4946.406500 = -3127662.524800 nChanged 6 SP:Iteration 65Q (6248.770000 sec): 3 clusters Score: Raw -3132609.496812 + Penalty 4946.406500 = -3127663.090312 nChanged 4 SP:Iteration 66Q (6249.080000 sec): 3 clusters Score: Raw -3132609.837977 + Penalty 4946.406500 = -3127663.431477 nChanged 3 SP:Iteration 67Q (6249.400000 sec): 3 clusters Score: Raw -3132610.379575 + Penalty 4946.406500 = -3127663.973074 nChanged 7 SP:Iteration 68Q (6249.680000 sec): 3 clusters Score: Raw -3132611.450897 + Penalty 4946.406500 = -3127665.044397 nChanged 14 SP:Iteration 69Q (6249.950000 sec): 3 clusters Score: Raw -3132613.823515 + Penalty 4946.406500 = -3127667.417015 nChanged 17 SP:Iteration 70Q (6250.240000 sec): 3 clusters Score: Raw -3132616.365996 + Penalty 4946.406500 = -3127669.959495 nChanged 14 SP:Iteration 71Q (6250.510000 sec): 3 clusters Score: Raw -3132618.786460 + Penalty 4946.406500 = -3127672.379960 nChanged 12 SP:Iteration 72Q (6250.790000 sec): 3 clusters Score: Raw -3132620.685492 + Penalty 4946.406500 = -3127674.278992 nChanged 18 SP:Iteration 73Q (6251.060000 sec): 3 clusters Score: Raw -3132623.591779 + Penalty 4946.406500 = -3127677.185279 nChanged 17 SP:Iteration 74Q (6251.340000 sec): 3 clusters Score: Raw -3132627.136107 + Penalty 4946.406500 = -3127680.729607 nChanged 21 SP:Iteration 75Q (6251.610000 sec): 3 clusters Score: Raw -3132631.489645 + Penalty 4946.406500 = -3127685.083145 nChanged 19 SP:Iteration 76Q (6251.890000 sec): 3 clusters Score: Raw -3132635.419300 + Penalty 4946.406500 = -3127689.012800 nChanged 16 SP:Iteration 77Q (6252.170000 sec): 3 clusters Score: Raw -3132638.303645 + Penalty 4946.406500 = -3127691.897144 nChanged 20 SP:Iteration 78Q (6252.510000 sec): 3 clusters Score: Raw -3132641.811189 + Penalty 4946.406500 = -3127695.404689 nChanged 19 SP:Iteration 79Q (6252.840000 sec): 3 clusters Score: Raw -3132645.214323 + Penalty 4946.406500 = -3127698.807822 nChanged 17 SP:Iteration 80F (6253.150000 sec): 3 clusters Score: Raw -3132648.229790 + Penalty 4946.406500 = -3127701.823289 nChanged 17 SP:Iteration 81Q (6253.420000 sec): 3 clusters Score: Raw -3132650.767494 + Penalty 4946.406500 = -3127704.360993 nChanged 15 SP:Iteration 82Q (6253.780000 sec): 3 clusters Score: Raw -3132653.027747 + Penalty 4946.406500 = -3127706.621247 nChanged 13 SP:Iteration 83Q (6254.090000 sec): 3 clusters Score: Raw -3132655.284448 + Penalty 4946.406500 = -3127708.877948 nChanged 12 SP:Iteration 84Q (6254.350000 sec): 3 clusters Score: Raw -3132657.395032 + Penalty 4946.406500 = -3127710.988532 nChanged 10 SP:Iteration 85Q (6254.640000 sec): 3 clusters Score: Raw -3132658.850329 + Penalty 4946.406500 = -3127712.443829 nChanged 12 SP:Iteration 86Q (6254.940000 sec): 3 clusters Score: Raw -3132660.807343 + Penalty 4946.406500 = -3127714.400843 nChanged 11 SP:Iteration 87Q (6255.250000 sec): 3 clusters Score: Raw -3132662.568368 + Penalty 4946.406500 = -3127716.161867 nChanged 12 SP:Iteration 88Q (6255.560000 sec): 3 clusters Score: Raw -3132664.418311 + Penalty 4946.406500 = -3127718.011810 nChanged 12 SP:Iteration 89Q (6255.830000 sec): 3 clusters Score: Raw -3132666.661243 + Penalty 4946.406500 = -3127720.254743 nChanged 10 SP:Iteration 90Q (6256.120000 sec): 3 clusters Score: Raw -3132668.511403 + Penalty 4946.406500 = -3127722.104903 nChanged 10 SP:Iteration 91Q (6256.400000 sec): 3 clusters Score: Raw -3132670.675890 + Penalty 4946.406500 = -3127724.269390 nChanged 11 SP:Iteration 92Q (6256.710000 sec): 3 clusters Score: Raw -3132672.975416 + Penalty 4946.406500 = -3127726.568916 nChanged 12 SP:Iteration 93Q (6256.990000 sec): 3 clusters Score: Raw -3132674.685592 + Penalty 4946.406500 = -3127728.279091 nChanged 9 SP:Iteration 94Q (6257.290000 sec): 3 clusters Score: Raw -3132676.155748 + Penalty 4946.406500 = -3127729.749247 nChanged 15 SP:Iteration 95Q (6257.570000 sec): 3 clusters Score: Raw -3132678.920083 + Penalty 4946.406500 = -3127732.513582 nChanged 13 SP:Iteration 96Q (6257.900000 sec): 3 clusters Score: Raw -3132680.814080 + Penalty 4946.406500 = -3127734.407580 nChanged 11 SP:Iteration 97Q (6258.180000 sec): 3 clusters Score: Raw -3132682.078728 + Penalty 4946.406500 = -3127735.672227 nChanged 7 SP:Iteration 98Q (6258.500000 sec): 3 clusters Score: Raw -3132682.756318 + Penalty 4946.406500 = -3127736.349817 nChanged 5 SP:Iteration 99Q (6258.790000 sec): 3 clusters Score: Raw -3132683.234170 + Penalty 4946.406500 = -3127736.827669 nChanged 2 SP:Iteration 100F (6259.100000 sec): 3 clusters Score: Raw -3132683.398301 + Penalty 4946.406500 = -3127736.991801 nChanged 1 SP:Iteration 101Q (6259.370000 sec): 3 clusters Score: Raw -3132683.449440 + Penalty 4946.406500 = -3127737.042940 nChanged 0 SP:Iteration 102F (6259.730000 sec): 3 clusters Score: Raw -3132683.449440 + Penalty 4946.406500 = -3127737.042940 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 6 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6259.820000 sec): 2 clusters Score: Raw -33123.037661 + Penalty 1386.564771 = -31736.472889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6260.050000 sec): 3 clusters Score: Raw -33330.867187 + Penalty 2773.129542 = -30557.737645 nChanged 31 SP:Iteration 1F (6260.210000 sec): 3 clusters Score: Raw -33454.976415 + Penalty 2773.129542 = -30681.846873 nChanged 6 SP:Iteration 2Q (6260.370000 sec): 3 clusters Score: Raw -33484.498327 + Penalty 2773.129542 = -30711.368785 nChanged 3 SP:Iteration 3Q (6260.570000 sec): 3 clusters Score: Raw -33490.990282 + Penalty 2773.129542 = -30717.860740 nChanged 1 SP:Iteration 4Q (6260.790000 sec): 3 clusters Score: Raw -33492.193636 + Penalty 2773.129542 = -30719.064093 nChanged 2 SP:Iteration 5Q (6260.950000 sec): 3 clusters Score: Raw -33497.401332 + Penalty 2773.129542 = -30724.271790 nChanged 0 SP:Iteration 6F (6261.170000 sec): 3 clusters Score: Raw -33497.401332 + Penalty 2773.129542 = -30724.271790 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 7 (7350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6261.280000 sec): 2 clusters Score: Raw -1026503.937208 + Penalty 2207.808987 = -1024296.128221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6261.510000 sec): 3 clusters Score: Raw -1022686.826062 + Penalty 4415.617974 = -1018271.208088 nChanged 2973 SP:Iteration 1F (6261.790000 sec): 3 clusters Score: Raw -1024243.000579 + Penalty 4415.617974 = -1019827.382606 nChanged 534 SP:Iteration 2F (6262.020000 sec): 3 clusters Score: Raw -1024525.434744 + Penalty 4415.617974 = -1020109.816771 nChanged 405 SP:Iteration 3F (6262.210000 sec): 3 clusters Score: Raw -1024743.358087 + Penalty 4415.617974 = -1020327.740113 nChanged 347 SP:Iteration 4Q (6262.430000 sec): 3 clusters Score: Raw -1024928.780664 + Penalty 4415.617974 = -1020513.162690 nChanged 309 SP:Iteration 5Q (6262.640000 sec): 3 clusters Score: Raw -1025098.567176 + Penalty 4415.617974 = -1020682.949202 nChanged 299 SP:Iteration 6Q (6262.890000 sec): 3 clusters Score: Raw -1025271.469072 + Penalty 4415.617974 = -1020855.851098 nChanged 270 SP:Iteration 7Q (6263.090000 sec): 3 clusters Score: Raw -1025431.994128 + Penalty 4415.617974 = -1021016.376154 nChanged 263 SP:Iteration 8Q (6263.320000 sec): 3 clusters Score: Raw -1025580.115213 + Penalty 4415.617974 = -1021164.497239 nChanged 232 SP:Iteration 9Q (6263.570000 sec): 3 clusters Score: Raw -1025701.076290 + Penalty 4415.617974 = -1021285.458316 nChanged 219 SP:Iteration 10Q (6263.780000 sec): 3 clusters Score: Raw -1025818.255547 + Penalty 4415.617974 = -1021402.637573 nChanged 198 SP:Iteration 11Q (6263.960000 sec): 3 clusters Score: Raw -1025918.403725 + Penalty 4415.617974 = -1021502.785752 nChanged 194 SP:Iteration 12Q (6264.210000 sec): 3 clusters Score: Raw -1026009.365966 + Penalty 4415.617974 = -1021593.747993 nChanged 172 SP:Iteration 13Q (6264.420000 sec): 3 clusters Score: Raw -1026093.483384 + Penalty 4415.617974 = -1021677.865410 nChanged 158 SP:Iteration 14Q (6264.670000 sec): 3 clusters Score: Raw -1026168.242554 + Penalty 4415.617974 = -1021752.624580 nChanged 160 SP:Iteration 15Q (6264.900000 sec): 3 clusters Score: Raw -1026241.345577 + Penalty 4415.617974 = -1021825.727604 nChanged 120 SP:Iteration 16Q (6265.110000 sec): 3 clusters Score: Raw -1026286.604057 + Penalty 4415.617974 = -1021870.986083 nChanged 85 SP:Iteration 17Q (6265.360000 sec): 3 clusters Score: Raw -1026327.366642 + Penalty 4415.617974 = -1021911.748668 nChanged 103 SP:Iteration 18Q (6265.590000 sec): 3 clusters Score: Raw -1026377.427076 + Penalty 4415.617974 = -1021961.809103 nChanged 109 SP:Iteration 19Q (6265.790000 sec): 3 clusters Score: Raw -1026440.909784 + Penalty 4415.617974 = -1022025.291810 nChanged 121 SP:Iteration 20F (6266.050000 sec): 3 clusters Score: Raw -1026510.968743 + Penalty 4415.617974 = -1022095.350769 nChanged 131 SP:Iteration 21Q (6266.270000 sec): 3 clusters Score: Raw -1026607.553874 + Penalty 4415.617974 = -1022191.935900 nChanged 150 SP:Iteration 22Q (6266.470000 sec): 3 clusters Score: Raw -1026731.233858 + Penalty 4415.617974 = -1022315.615884 nChanged 158 SP:Iteration 23Q (6266.690000 sec): 3 clusters Score: Raw -1026883.977494 + Penalty 4415.617974 = -1022468.359520 nChanged 154 SP:Iteration 24Q (6266.910000 sec): 3 clusters Score: Raw -1027025.617712 + Penalty 4415.617974 = -1022609.999738 nChanged 169 SP:Iteration 25Q (6267.140000 sec): 3 clusters Score: Raw -1027164.749907 + Penalty 4415.617974 = -1022749.131934 nChanged 147 SP:Iteration 26Q (6267.400000 sec): 3 clusters Score: Raw -1027264.865877 + Penalty 4415.617974 = -1022849.247904 nChanged 123 SP:Iteration 27Q (6267.640000 sec): 3 clusters Score: Raw -1027336.501532 + Penalty 4415.617974 = -1022920.883559 nChanged 89 SP:Iteration 28Q (6267.900000 sec): 3 clusters Score: Raw -1027391.439239 + Penalty 4415.617974 = -1022975.821265 nChanged 73 SP:Iteration 29Q (6268.130000 sec): 3 clusters Score: Raw -1027431.246404 + Penalty 4415.617974 = -1023015.628430 nChanged 55 SP:Iteration 30Q (6268.310000 sec): 3 clusters Score: Raw -1027458.078409 + Penalty 4415.617974 = -1023042.460435 nChanged 38 SP:Iteration 31Q (6268.510000 sec): 3 clusters Score: Raw -1027472.663501 + Penalty 4415.617974 = -1023057.045527 nChanged 17 SP:Iteration 32Q (6268.810000 sec): 3 clusters Score: Raw -1027477.002476 + Penalty 4415.617974 = -1023061.384503 nChanged 9 SP:Iteration 33Q (6268.960000 sec): 3 clusters Score: Raw -1027479.677153 + Penalty 4415.617974 = -1023064.059180 nChanged 7 SP:Iteration 34Q (6269.180000 sec): 3 clusters Score: Raw -1027481.220771 + Penalty 4415.617974 = -1023065.602798 nChanged 5 SP:Iteration 35Q (6269.400000 sec): 3 clusters Score: Raw -1027482.363089 + Penalty 4415.617974 = -1023066.745116 nChanged 3 SP:Iteration 36Q (6269.610000 sec): 3 clusters Score: Raw -1027482.786052 + Penalty 4415.617974 = -1023067.168078 nChanged 2 SP:Iteration 37Q (6269.820000 sec): 3 clusters Score: Raw -1027483.207165 + Penalty 4415.617974 = -1023067.589192 nChanged 0 SP:Iteration 38F (6270.030000 sec): 3 clusters Score: Raw -1027483.207165 + Penalty 4415.617974 = -1023067.589192 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 8 (45052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6270.360000 sec): 2 clusters Score: Raw -6560437.304284 + Penalty 2657.462019 = -6557779.842265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6270.730000 sec): 3 clusters Score: Raw -6532723.977741 + Penalty 5314.924038 = -6527409.053703 nChanged 20625 SP:Iteration 1F (6271.080000 sec): 3 clusters Score: Raw -6544019.132925 + Penalty 5314.924038 = -6538704.208887 nChanged 1743 SP:Iteration 2Q (6271.610000 sec): 3 clusters Score: Raw -6544495.328641 + Penalty 5314.924038 = -6539180.404603 nChanged 1649 SP:Iteration 3Q (6272.040000 sec): 3 clusters Score: Raw -6544958.663347 + Penalty 5314.924038 = -6539643.739309 nChanged 1559 SP:Iteration 4Q (6272.480000 sec): 3 clusters Score: Raw -6545436.666663 + Penalty 5314.924038 = -6540121.742625 nChanged 1632 SP:Iteration 5Q (6272.950000 sec): 3 clusters Score: Raw -6546022.730877 + Penalty 5314.924038 = -6540707.806839 nChanged 1824 SP:Iteration 6Q (6273.420000 sec): 3 clusters Score: Raw -6546815.303525 + Penalty 5314.924038 = -6541500.379487 nChanged 2253 SP:Iteration 7F (6273.900000 sec): 3 clusters Score: Raw -6548050.817124 + Penalty 5314.924038 = -6542735.893086 nChanged 2736 SP:Iteration 8F (6274.310000 sec): 3 clusters Score: Raw -6549877.484336 + Penalty 5314.924038 = -6544562.560298 nChanged 3165 SP:Iteration 9F (6274.760000 sec): 3 clusters Score: Raw -6552333.305721 + Penalty 5314.924038 = -6547018.381683 nChanged 3276 SP:Iteration 10F (6275.170000 sec): 3 clusters Score: Raw -6555214.320397 + Penalty 5314.924038 = -6549899.396359 nChanged 2675 SP:Iteration 11F (6275.610000 sec): 3 clusters Score: Raw -6557655.373153 + Penalty 5314.924038 = -6552340.449115 nChanged 1724 SP:Iteration 12Q (6276.020000 sec): 3 clusters Score: Raw -6559250.020929 + Penalty 5314.924038 = -6553935.096891 nChanged 910 SP:Iteration 13Q (6276.430000 sec): 3 clusters Score: Raw -6560059.930362 + Penalty 5314.924038 = -6554745.006324 nChanged 407 SP:Iteration 14Q (6276.920000 sec): 3 clusters Score: Raw -6560417.720749 + Penalty 5314.924038 = -6555102.796711 nChanged 178 SP:Iteration 15Q (6277.370000 sec): 3 clusters Score: Raw -6560603.442995 + Penalty 5314.924038 = -6555288.518957 nChanged 93 SP:Iteration 16Q (6277.800000 sec): 3 clusters Score: Raw -6560703.553258 + Penalty 5314.924038 = -6555388.629220 nChanged 45 SP:Iteration 17Q (6278.150000 sec): 3 clusters Score: Raw -6560751.548731 + Penalty 5314.924038 = -6555436.624693 nChanged 35 SP:Iteration 18Q (6278.540000 sec): 3 clusters Score: Raw -6560786.351325 + Penalty 5314.924038 = -6555471.427287 nChanged 21 SP:Iteration 19Q (6278.960000 sec): 3 clusters Score: Raw -6560804.398574 + Penalty 5314.924038 = -6555489.474536 nChanged 10 SP:Iteration 20F (6279.400000 sec): 3 clusters Score: Raw -6560815.258627 + Penalty 5314.924038 = -6555500.334589 nChanged 4 SP:Iteration 21Q (6279.770000 sec): 3 clusters Score: Raw -6560819.262901 + Penalty 5314.924038 = -6555504.338863 nChanged 4 SP:Iteration 22Q (6280.160000 sec): 3 clusters Score: Raw -6560822.568866 + Penalty 5314.924038 = -6555507.644828 nChanged 5 SP:Iteration 23Q (6280.600000 sec): 3 clusters Score: Raw -6560826.612041 + Penalty 5314.924038 = -6555511.688003 nChanged 4 SP:Iteration 24Q (6280.920000 sec): 3 clusters Score: Raw -6560830.188265 + Penalty 5314.924038 = -6555515.264227 nChanged 3 SP:Iteration 25Q (6281.330000 sec): 3 clusters Score: Raw -6560832.682547 + Penalty 5314.924038 = -6555517.758509 nChanged 0 SP:Iteration 26F (6281.680000 sec): 3 clusters Score: Raw -6560832.682547 + Penalty 5314.924038 = -6555517.758509 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 9 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6281.830000 sec): 2 clusters Score: Raw -44272.230975 + Penalty 1441.162966 = -42831.068008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6282.000000 sec): 3 clusters Score: Raw -44575.439981 + Penalty 2882.325933 = -41693.114049 nChanged 48 SP:Iteration 1F (6282.210000 sec): 3 clusters Score: Raw -44738.815346 + Penalty 2882.325933 = -41856.489413 nChanged 17 SP:Iteration 2F (6282.400000 sec): 3 clusters Score: Raw -44797.544015 + Penalty 2882.325933 = -41915.218083 nChanged 6 SP:Iteration 3Q (6282.600000 sec): 3 clusters Score: Raw -44822.591411 + Penalty 2882.325933 = -41940.265478 nChanged 7 SP:Iteration 4Q (6282.800000 sec): 3 clusters Score: Raw -44848.055884 + Penalty 2882.325933 = -41965.729951 nChanged 2 SP:Iteration 5Q (6282.990000 sec): 3 clusters Score: Raw -44853.674812 + Penalty 2882.325933 = -41971.348880 nChanged 1 SP:Iteration 6Q (6283.220000 sec): 3 clusters Score: Raw -44859.708959 + Penalty 2882.325933 = -41977.383027 nChanged 1 SP:Iteration 7Q (6283.370000 sec): 3 clusters Score: Raw -44861.063694 + Penalty 2882.325933 = -41978.737761 nChanged 1 SP:Iteration 8Q (6283.510000 sec): 3 clusters Score: Raw -44863.892967 + Penalty 2882.325933 = -41981.567035 nChanged 2 SP:Iteration 9Q (6283.670000 sec): 3 clusters Score: Raw -44870.085581 + Penalty 2882.325933 = -41987.759649 nChanged 0 SP:Iteration 10F (6283.880000 sec): 3 clusters Score: Raw -44870.085581 + Penalty 2882.325933 = -41987.759649 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 10 (50948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6284.160000 sec): 2 clusters Score: Raw -7462885.009841 + Penalty 2687.963074 = -7460197.046766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6284.630000 sec): 3 clusters Score: Raw -7431335.359543 + Penalty 5375.926149 = -7425959.433395 nChanged 23494 SP:Iteration 1F (6285.060000 sec): 3 clusters Score: Raw -7444186.733772 + Penalty 5375.926149 = -7438810.807623 nChanged 2040 SP:Iteration 2Q (6285.550000 sec): 3 clusters Score: Raw -7444714.840881 + Penalty 5375.926149 = -7439338.914733 nChanged 1846 SP:Iteration 3Q (6286.030000 sec): 3 clusters Score: Raw -7445167.291081 + Penalty 5375.926149 = -7439791.364932 nChanged 1725 SP:Iteration 4Q (6286.530000 sec): 3 clusters Score: Raw -7445621.732645 + Penalty 5375.926149 = -7440245.806496 nChanged 1729 SP:Iteration 5Q (6287.030000 sec): 3 clusters Score: Raw -7446121.261423 + Penalty 5375.926149 = -7440745.335275 nChanged 1783 SP:Iteration 6Q (6287.500000 sec): 3 clusters Score: Raw -7446687.570609 + Penalty 5375.926149 = -7441311.644461 nChanged 1915 SP:Iteration 7Q (6288.010000 sec): 3 clusters Score: Raw -7447368.637385 + Penalty 5375.926149 = -7441992.711236 nChanged 2203 SP:Iteration 8Q (6288.560000 sec): 3 clusters Score: Raw -7448294.862535 + Penalty 5375.926149 = -7442918.936387 nChanged 2468 SP:Iteration 9Q (6289.050000 sec): 3 clusters Score: Raw -7449460.463577 + Penalty 5375.926149 = -7444084.537428 nChanged 2748 SP:Iteration 10F (6289.520000 sec): 3 clusters Score: Raw -7450859.649346 + Penalty 5375.926149 = -7445483.723197 nChanged 2707 SP:Iteration 11F (6290.030000 sec): 3 clusters Score: Raw -7452329.009295 + Penalty 5375.926149 = -7446953.083147 nChanged 2464 SP:Iteration 12Q (6290.540000 sec): 3 clusters Score: Raw -7453688.721428 + Penalty 5375.926149 = -7448312.795279 nChanged 2144 SP:Iteration 13Q (6291.030000 sec): 3 clusters Score: Raw -7455018.695830 + Penalty 5375.926149 = -7449642.769681 nChanged 1883 SP:Iteration 14Q (6291.500000 sec): 3 clusters Score: Raw -7456339.896553 + Penalty 5375.926149 = -7450963.970404 nChanged 1658 SP:Iteration 15Q (6291.970000 sec): 3 clusters Score: Raw -7457562.863352 + Penalty 5375.926149 = -7452186.937204 nChanged 1384 SP:Iteration 16Q (6292.480000 sec): 3 clusters Score: Raw -7458588.154075 + Penalty 5375.926149 = -7453212.227927 nChanged 1134 SP:Iteration 17Q (6292.920000 sec): 3 clusters Score: Raw -7459315.280310 + Penalty 5375.926149 = -7453939.354161 nChanged 918 SP:Iteration 18Q (6293.430000 sec): 3 clusters Score: Raw -7459863.565523 + Penalty 5375.926149 = -7454487.639374 nChanged 771 SP:Iteration 19Q (6293.910000 sec): 3 clusters Score: Raw -7460289.071920 + Penalty 5375.926149 = -7454913.145771 nChanged 659 SP:Iteration 20F (6294.420000 sec): 3 clusters Score: Raw -7460655.500808 + Penalty 5375.926149 = -7455279.574659 nChanged 625 SP:Iteration 21Q (6294.880000 sec): 3 clusters Score: Raw -7461017.845874 + Penalty 5375.926149 = -7455641.919725 nChanged 586 SP:Iteration 22Q (6295.360000 sec): 3 clusters Score: Raw -7461361.047931 + Penalty 5375.926149 = -7455985.121783 nChanged 532 SP:Iteration 23Q (6295.790000 sec): 3 clusters Score: Raw -7461676.878847 + Penalty 5375.926149 = -7456300.952698 nChanged 484 SP:Iteration 24Q (6296.210000 sec): 3 clusters Score: Raw -7461953.703841 + Penalty 5375.926149 = -7456577.777693 nChanged 445 SP:Iteration 25Q (6296.680000 sec): 3 clusters Score: Raw -7462197.518774 + Penalty 5375.926149 = -7456821.592626 nChanged 390 SP:Iteration 26Q (6297.150000 sec): 3 clusters Score: Raw -7462397.607713 + Penalty 5375.926149 = -7457021.681564 nChanged 348 SP:Iteration 27Q (6297.570000 sec): 3 clusters Score: Raw -7462561.572195 + Penalty 5375.926149 = -7457185.646046 nChanged 295 SP:Iteration 28Q (6297.960000 sec): 3 clusters Score: Raw -7462702.995997 + Penalty 5375.926149 = -7457327.069848 nChanged 262 SP:Iteration 29Q (6298.390000 sec): 3 clusters Score: Raw -7462824.778781 + Penalty 5375.926149 = -7457448.852632 nChanged 246 SP:Iteration 30Q (6298.800000 sec): 3 clusters Score: Raw -7462921.671174 + Penalty 5375.926149 = -7457545.745025 nChanged 205 SP:Iteration 31Q (6299.280000 sec): 3 clusters Score: Raw -7463004.052987 + Penalty 5375.926149 = -7457628.126838 nChanged 181 SP:Iteration 32Q (6299.740000 sec): 3 clusters Score: Raw -7463062.936354 + Penalty 5375.926149 = -7457687.010205 nChanged 153 SP:Iteration 33Q (6300.230000 sec): 3 clusters Score: Raw -7463107.450323 + Penalty 5375.926149 = -7457731.524174 nChanged 112 SP:Iteration 34Q (6300.600000 sec): 3 clusters Score: Raw -7463139.047195 + Penalty 5375.926149 = -7457763.121046 nChanged 88 SP:Iteration 35Q (6301.040000 sec): 3 clusters Score: Raw -7463166.440670 + Penalty 5375.926149 = -7457790.514521 nChanged 94 SP:Iteration 36Q (6301.460000 sec): 3 clusters Score: Raw -7463195.845191 + Penalty 5375.926149 = -7457819.919043 nChanged 87 SP:Iteration 37Q (6301.890000 sec): 3 clusters Score: Raw -7463222.519482 + Penalty 5375.926149 = -7457846.593333 nChanged 73 SP:Iteration 38Q (6302.330000 sec): 3 clusters Score: Raw -7463244.343860 + Penalty 5375.926149 = -7457868.417711 nChanged 57 SP:Iteration 39Q (6302.820000 sec): 3 clusters Score: Raw -7463259.169620 + Penalty 5375.926149 = -7457883.243471 nChanged 39 SP:Iteration 40F (6303.240000 sec): 3 clusters Score: Raw -7463268.481345 + Penalty 5375.926149 = -7457892.555196 nChanged 45 SP:Iteration 41Q (6303.660000 sec): 3 clusters Score: Raw -7463279.302306 + Penalty 5375.926149 = -7457903.376158 nChanged 43 SP:Iteration 42Q (6304.140000 sec): 3 clusters Score: Raw -7463291.942387 + Penalty 5375.926149 = -7457916.016238 nChanged 37 SP:Iteration 43Q (6304.580000 sec): 3 clusters Score: Raw -7463300.060183 + Penalty 5375.926149 = -7457924.134034 nChanged 24 SP:Iteration 44Q (6305.060000 sec): 3 clusters Score: Raw -7463306.265676 + Penalty 5375.926149 = -7457930.339527 nChanged 32 SP:Iteration 45Q (6305.500000 sec): 3 clusters Score: Raw -7463313.472240 + Penalty 5375.926149 = -7457937.546091 nChanged 32 SP:Iteration 46Q (6305.960000 sec): 3 clusters Score: Raw -7463320.533704 + Penalty 5375.926149 = -7457944.607555 nChanged 25 SP:Iteration 47Q (6306.410000 sec): 3 clusters Score: Raw -7463325.154304 + Penalty 5375.926149 = -7457949.228155 nChanged 22 SP:Iteration 48Q (6306.770000 sec): 3 clusters Score: Raw -7463328.935675 + Penalty 5375.926149 = -7457953.009526 nChanged 21 SP:Iteration 49Q (6307.180000 sec): 3 clusters Score: Raw -7463332.346439 + Penalty 5375.926149 = -7457956.420290 nChanged 18 SP:Iteration 50Q (6307.640000 sec): 3 clusters Score: Raw -7463335.375660 + Penalty 5375.926149 = -7457959.449511 nChanged 13 SP:Iteration 51Q (6308.080000 sec): 3 clusters Score: Raw -7463337.932658 + Penalty 5375.926149 = -7457962.006509 nChanged 17 SP:Iteration 52Q (6308.460000 sec): 3 clusters Score: Raw -7463341.163411 + Penalty 5375.926149 = -7457965.237262 nChanged 12 SP:Iteration 53Q (6308.920000 sec): 3 clusters Score: Raw -7463343.103586 + Penalty 5375.926149 = -7457967.177438 nChanged 10 SP:Iteration 54Q (6309.350000 sec): 3 clusters Score: Raw -7463345.308854 + Penalty 5375.926149 = -7457969.382705 nChanged 10 SP:Iteration 55Q (6309.760000 sec): 3 clusters Score: Raw -7463347.065349 + Penalty 5375.926149 = -7457971.139201 nChanged 10 SP:Iteration 56Q (6310.270000 sec): 3 clusters Score: Raw -7463348.612486 + Penalty 5375.926149 = -7457972.686338 nChanged 11 SP:Iteration 57Q (6310.680000 sec): 3 clusters Score: Raw -7463350.084940 + Penalty 5375.926149 = -7457974.158791 nChanged 6 SP:Iteration 58Q (6311.120000 sec): 3 clusters Score: Raw -7463351.029642 + Penalty 5375.926149 = -7457975.103494 nChanged 7 SP:Iteration 59Q (6311.510000 sec): 3 clusters Score: Raw -7463351.971513 + Penalty 5375.926149 = -7457976.045364 nChanged 8 SP:Iteration 60F (6311.930000 sec): 3 clusters Score: Raw -7463353.147867 + Penalty 5375.926149 = -7457977.221718 nChanged 7 SP:Iteration 61Q (6312.400000 sec): 3 clusters Score: Raw -7463354.193304 + Penalty 5375.926149 = -7457978.267155 nChanged 7 SP:Iteration 62Q (6312.830000 sec): 3 clusters Score: Raw -7463355.394155 + Penalty 5375.926149 = -7457979.468007 nChanged 5 SP:Iteration 63Q (6313.250000 sec): 3 clusters Score: Raw -7463355.920647 + Penalty 5375.926149 = -7457979.994498 nChanged 3 SP:Iteration 64Q (6313.720000 sec): 3 clusters Score: Raw -7463356.480600 + Penalty 5375.926149 = -7457980.554451 nChanged 4 SP:Iteration 65Q (6314.210000 sec): 3 clusters Score: Raw -7463357.093175 + Penalty 5375.926149 = -7457981.167026 nChanged 7 SP:Iteration 66Q (6314.600000 sec): 3 clusters Score: Raw -7463358.257268 + Penalty 5375.926149 = -7457982.331119 nChanged 4 SP:Iteration 67Q (6315.030000 sec): 3 clusters Score: Raw -7463359.256398 + Penalty 5375.926149 = -7457983.330249 nChanged 5 SP:Iteration 68Q (6315.450000 sec): 3 clusters Score: Raw -7463359.961800 + Penalty 5375.926149 = -7457984.035651 nChanged 4 SP:Iteration 69Q (6315.910000 sec): 3 clusters Score: Raw -7463360.583849 + Penalty 5375.926149 = -7457984.657700 nChanged 3 SP:Iteration 70Q (6316.360000 sec): 3 clusters Score: Raw -7463360.963817 + Penalty 5375.926149 = -7457985.037668 nChanged 2 SP:Iteration 71Q (6316.840000 sec): 3 clusters Score: Raw -7463361.278094 + Penalty 5375.926149 = -7457985.351945 nChanged 0 SP:Iteration 72F (6317.270000 sec): 3 clusters Score: Raw -7463361.278094 + Penalty 5375.926149 = -7457985.351945 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 11 (781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6317.400000 sec): 2 clusters Score: Raw -102223.584620 + Penalty 1651.822637 = -100571.761983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6317.610000 sec): 3 clusters Score: Raw -102225.597875 + Penalty 3303.645274 = -98921.952601 nChanged 201 SP:Iteration 1F (6317.830000 sec): 3 clusters Score: Raw -102552.137211 + Penalty 3303.645274 = -99248.491936 nChanged 79 SP:Iteration 2F (6318.020000 sec): 3 clusters Score: Raw -102762.987160 + Penalty 3303.645274 = -99459.341885 nChanged 55 SP:Iteration 3F (6318.230000 sec): 3 clusters Score: Raw -102976.556462 + Penalty 3303.645274 = -99672.911188 nChanged 30 SP:Iteration 4Q (6318.430000 sec): 3 clusters Score: Raw -103091.587244 + Penalty 3303.645274 = -99787.941969 nChanged 32 SP:Iteration 5Q (6318.600000 sec): 3 clusters Score: Raw -103164.961303 + Penalty 3303.645274 = -99861.316028 nChanged 24 SP:Iteration 6Q (6318.760000 sec): 3 clusters Score: Raw -103204.962341 + Penalty 3303.645274 = -99901.317066 nChanged 11 SP:Iteration 7Q (6318.960000 sec): 3 clusters Score: Raw -103225.824182 + Penalty 3303.645274 = -99922.178908 nChanged 8 SP:Iteration 8Q (6319.100000 sec): 3 clusters Score: Raw -103236.887387 + Penalty 3303.645274 = -99933.242112 nChanged 3 SP:Iteration 9Q (6319.270000 sec): 3 clusters Score: Raw -103243.374569 + Penalty 3303.645274 = -99939.729294 nChanged 5 SP:Iteration 10Q (6319.430000 sec): 3 clusters Score: Raw -103252.431642 + Penalty 3303.645274 = -99948.786368 nChanged 2 SP:Iteration 11Q (6319.590000 sec): 3 clusters Score: Raw -103255.199824 + Penalty 3303.645274 = -99951.554549 nChanged 2 SP:Iteration 12Q (6319.780000 sec): 3 clusters Score: Raw -103260.351812 + Penalty 3303.645274 = -99956.706537 nChanged 4 SP:Iteration 13Q (6319.950000 sec): 3 clusters Score: Raw -103264.319820 + Penalty 3303.645274 = -99960.674546 nChanged 1 SP:Iteration 14Q (6320.130000 sec): 3 clusters Score: Raw -103265.580673 + Penalty 3303.645274 = -99961.935399 nChanged 0 SP:Iteration 15F (6320.260000 sec): 3 clusters Score: Raw -103265.758787 + Penalty 3303.645274 = -99962.113513 nChanged 1 SP:Iteration 16Q (6320.400000 sec): 3 clusters Score: Raw -103305.980666 + Penalty 3303.645274 = -100002.335392 nChanged 7 SP:Iteration 17Q (6320.560000 sec): 3 clusters Score: Raw -103322.264477 + Penalty 3303.645274 = -100018.619203 nChanged 5 SP:Iteration 18Q (6320.790000 sec): 3 clusters Score: Raw -103338.591700 + Penalty 3303.645274 = -100034.946426 nChanged 5 SP:Iteration 19Q (6320.920000 sec): 3 clusters Score: Raw -103343.686236 + Penalty 3303.645274 = -100040.040962 nChanged 0 SP:Iteration 20F (6321.120000 sec): 3 clusters Score: Raw -103343.686236 + Penalty 3303.645274 = -100040.040962 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 12 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6321.180000 sec): 2 clusters Score: Raw -30704.097698 + Penalty 1366.328307 = -29337.769391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6321.340000 sec): 3 clusters Score: Raw -30974.025553 + Penalty 2732.656615 = -28241.368938 nChanged 31 SP:Iteration 1F (6321.480000 sec): 3 clusters Score: Raw -31142.417132 + Penalty 2732.656615 = -28409.760517 nChanged 12 SP:Iteration 2Q (6321.630000 sec): 3 clusters Score: Raw -31205.710426 + Penalty 2732.656615 = -28473.053811 nChanged 3 SP:Iteration 3Q (6321.740000 sec): 3 clusters Score: Raw -31220.645023 + Penalty 2732.656615 = -28487.988408 nChanged 2 SP:Iteration 4Q (6321.900000 sec): 3 clusters Score: Raw -31224.502855 + Penalty 2732.656615 = -28491.846240 nChanged 1 SP:Iteration 5Q (6322.100000 sec): 3 clusters Score: Raw -31235.077967 + Penalty 2732.656615 = -28502.421352 nChanged 1 SP:Iteration 6Q (6322.270000 sec): 3 clusters Score: Raw -31243.139280 + Penalty 2732.656615 = -28510.482665 nChanged 0 SP:Iteration 7F (6322.500000 sec): 3 clusters Score: Raw -31243.139280 + Penalty 2732.656615 = -28510.482665 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 13 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6322.580000 sec): 2 clusters Score: Raw -14679.258397 + Penalty 1207.148544 = -13472.109854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6322.780000 sec): 3 clusters Score: Raw -15083.434835 + Penalty 2414.297087 = -12669.137748 nChanged 5 SP:Iteration 1Q (6322.920000 sec): 3 clusters Score: Raw -15145.739118 + Penalty 2414.297087 = -12731.442031 nChanged 0 SP:Iteration 2F (6323.120000 sec): 3 clusters Score: Raw -15145.739118 + Penalty 2414.297087 = -12731.442031 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 14 (5930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6323.240000 sec): 2 clusters Score: Raw -836941.949256 + Penalty 2154.569314 = -834787.379942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6323.460000 sec): 3 clusters Score: Raw -833977.971331 + Penalty 4309.138628 = -829668.832703 nChanged 2327 SP:Iteration 1F (6323.720000 sec): 3 clusters Score: Raw -835327.254549 + Penalty 4309.138628 = -831018.115921 nChanged 426 SP:Iteration 2F (6323.910000 sec): 3 clusters Score: Raw -835573.977019 + Penalty 4309.138628 = -831264.838391 nChanged 306 SP:Iteration 3F (6324.100000 sec): 3 clusters Score: Raw -835750.680323 + Penalty 4309.138628 = -831441.541695 nChanged 268 SP:Iteration 4Q (6324.350000 sec): 3 clusters Score: Raw -835917.205047 + Penalty 4309.138628 = -831608.066419 nChanged 223 SP:Iteration 5Q (6324.560000 sec): 3 clusters Score: Raw -836058.618627 + Penalty 4309.138628 = -831749.479999 nChanged 236 SP:Iteration 6Q (6324.740000 sec): 3 clusters Score: Raw -836209.970792 + Penalty 4309.138628 = -831900.832164 nChanged 214 SP:Iteration 7Q (6324.990000 sec): 3 clusters Score: Raw -836342.974088 + Penalty 4309.138628 = -832033.835460 nChanged 207 SP:Iteration 8Q (6325.210000 sec): 3 clusters Score: Raw -836462.283580 + Penalty 4309.138628 = -832153.144952 nChanged 172 SP:Iteration 9Q (6325.380000 sec): 3 clusters Score: Raw -836576.773453 + Penalty 4309.138628 = -832267.634825 nChanged 196 SP:Iteration 10Q (6325.640000 sec): 3 clusters Score: Raw -836714.803791 + Penalty 4309.138628 = -832405.665163 nChanged 193 SP:Iteration 11Q (6325.810000 sec): 3 clusters Score: Raw -836839.772277 + Penalty 4309.138628 = -832530.633649 nChanged 167 SP:Iteration 12Q (6326.060000 sec): 3 clusters Score: Raw -836937.301379 + Penalty 4309.138628 = -832628.162751 nChanged 131 SP:Iteration 13Q (6326.240000 sec): 3 clusters Score: Raw -837019.784786 + Penalty 4309.138628 = -832710.646158 nChanged 125 SP:Iteration 14Q (6326.460000 sec): 3 clusters Score: Raw -837087.786750 + Penalty 4309.138628 = -832778.648122 nChanged 99 SP:Iteration 15Q (6326.680000 sec): 3 clusters Score: Raw -837142.610400 + Penalty 4309.138628 = -832833.471772 nChanged 79 SP:Iteration 16Q (6326.880000 sec): 3 clusters Score: Raw -837185.505295 + Penalty 4309.138628 = -832876.366667 nChanged 70 SP:Iteration 17Q (6327.070000 sec): 3 clusters Score: Raw -837221.057137 + Penalty 4309.138628 = -832911.918509 nChanged 68 SP:Iteration 18Q (6327.300000 sec): 3 clusters Score: Raw -837252.034581 + Penalty 4309.138628 = -832942.895953 nChanged 72 SP:Iteration 19Q (6327.550000 sec): 3 clusters Score: Raw -837281.365319 + Penalty 4309.138628 = -832972.226691 nChanged 53 SP:Iteration 20F (6327.740000 sec): 3 clusters Score: Raw -837300.397750 + Penalty 4309.138628 = -832991.259122 nChanged 47 SP:Iteration 21Q (6327.950000 sec): 3 clusters Score: Raw -837317.717092 + Penalty 4309.138628 = -833008.578464 nChanged 45 SP:Iteration 22Q (6328.170000 sec): 3 clusters Score: Raw -837334.636256 + Penalty 4309.138628 = -833025.497628 nChanged 40 SP:Iteration 23Q (6328.360000 sec): 3 clusters Score: Raw -837349.987254 + Penalty 4309.138628 = -833040.848626 nChanged 36 SP:Iteration 24Q (6328.570000 sec): 3 clusters Score: Raw -837364.934170 + Penalty 4309.138628 = -833055.795542 nChanged 33 SP:Iteration 25Q (6328.830000 sec): 3 clusters Score: Raw -837378.931061 + Penalty 4309.138628 = -833069.792432 nChanged 29 SP:Iteration 26Q (6329.040000 sec): 3 clusters Score: Raw -837389.028980 + Penalty 4309.138628 = -833079.890352 nChanged 21 SP:Iteration 27Q (6329.270000 sec): 3 clusters Score: Raw -837394.033620 + Penalty 4309.138628 = -833084.894992 nChanged 11 SP:Iteration 28Q (6329.450000 sec): 3 clusters Score: Raw -837396.406600 + Penalty 4309.138628 = -833087.267972 nChanged 7 SP:Iteration 29Q (6329.680000 sec): 3 clusters Score: Raw -837398.659918 + Penalty 4309.138628 = -833089.521290 nChanged 10 SP:Iteration 30Q (6329.900000 sec): 3 clusters Score: Raw -837400.703888 + Penalty 4309.138628 = -833091.565260 nChanged 4 SP:Iteration 31Q (6330.090000 sec): 3 clusters Score: Raw -837401.599552 + Penalty 4309.138628 = -833092.460924 nChanged 6 SP:Iteration 32Q (6330.290000 sec): 3 clusters Score: Raw -837402.941684 + Penalty 4309.138628 = -833093.803056 nChanged 6 SP:Iteration 33Q (6330.570000 sec): 3 clusters Score: Raw -837404.122557 + Penalty 4309.138628 = -833094.983929 nChanged 3 SP:Iteration 34Q (6330.790000 sec): 3 clusters Score: Raw -837405.166755 + Penalty 4309.138628 = -833096.028127 nChanged 4 SP:Iteration 35Q (6330.990000 sec): 3 clusters Score: Raw -837406.472680 + Penalty 4309.138628 = -833097.334052 nChanged 4 SP:Iteration 36Q (6331.190000 sec): 3 clusters Score: Raw -837407.780427 + Penalty 4309.138628 = -833098.641799 nChanged 7 SP:Iteration 37Q (6331.440000 sec): 3 clusters Score: Raw -837409.517652 + Penalty 4309.138628 = -833100.379024 nChanged 6 SP:Iteration 38Q (6331.640000 sec): 3 clusters Score: Raw -837411.424379 + Penalty 4309.138628 = -833102.285751 nChanged 7 SP:Iteration 39Q (6331.870000 sec): 3 clusters Score: Raw -837413.994090 + Penalty 4309.138628 = -833104.855462 nChanged 6 SP:Iteration 40F (6332.080000 sec): 3 clusters Score: Raw -837415.526772 + Penalty 4309.138628 = -833106.388144 nChanged 4 SP:Iteration 41Q (6332.310000 sec): 3 clusters Score: Raw -837416.593405 + Penalty 4309.138628 = -833107.454777 nChanged 6 SP:Iteration 42Q (6332.550000 sec): 3 clusters Score: Raw -837417.853214 + Penalty 4309.138628 = -833108.714586 nChanged 6 SP:Iteration 43Q (6332.760000 sec): 3 clusters Score: Raw -837419.496060 + Penalty 4309.138628 = -833110.357432 nChanged 6 SP:Iteration 44Q (6332.980000 sec): 3 clusters Score: Raw -837421.510563 + Penalty 4309.138628 = -833112.371935 nChanged 9 SP:Iteration 45Q (6333.250000 sec): 3 clusters Score: Raw -837424.740175 + Penalty 4309.138628 = -833115.601547 nChanged 10 SP:Iteration 46Q (6333.480000 sec): 3 clusters Score: Raw -837427.280348 + Penalty 4309.138628 = -833118.141720 nChanged 6 SP:Iteration 47Q (6333.670000 sec): 3 clusters Score: Raw -837428.522948 + Penalty 4309.138628 = -833119.384320 nChanged 4 SP:Iteration 48Q (6333.930000 sec): 3 clusters Score: Raw -837429.565498 + Penalty 4309.138628 = -833120.426870 nChanged 4 SP:Iteration 49Q (6334.150000 sec): 3 clusters Score: Raw -837430.702038 + Penalty 4309.138628 = -833121.563410 nChanged 6 SP:Iteration 50Q (6334.370000 sec): 3 clusters Score: Raw -837432.457970 + Penalty 4309.138628 = -833123.319342 nChanged 8 SP:Iteration 51Q (6334.550000 sec): 3 clusters Score: Raw -837435.666522 + Penalty 4309.138628 = -833126.527894 nChanged 7 SP:Iteration 52Q (6334.740000 sec): 3 clusters Score: Raw -837437.577412 + Penalty 4309.138628 = -833128.438784 nChanged 4 SP:Iteration 53Q (6334.970000 sec): 3 clusters Score: Raw -837438.351645 + Penalty 4309.138628 = -833129.213017 nChanged 1 SP:Iteration 54Q (6335.190000 sec): 3 clusters Score: Raw -837438.404798 + Penalty 4309.138628 = -833129.266170 nChanged 0 SP:Iteration 55F (6335.370000 sec): 3 clusters Score: Raw -837438.404798 + Penalty 4309.138628 = -833129.266170 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 15 (12811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6335.550000 sec): 2 clusters Score: Raw -1837840.192319 + Penalty 2345.598745 = -1835494.593574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6335.830000 sec): 3 clusters Score: Raw -1830798.814268 + Penalty 4691.197490 = -1826107.616778 nChanged 5388 SP:Iteration 1F (6336.090000 sec): 3 clusters Score: Raw -1833774.796110 + Penalty 4691.197490 = -1829083.598620 nChanged 846 SP:Iteration 2F (6336.310000 sec): 3 clusters Score: Raw -1834226.221415 + Penalty 4691.197490 = -1829535.023925 nChanged 735 SP:Iteration 3F (6336.630000 sec): 3 clusters Score: Raw -1834626.535540 + Penalty 4691.197490 = -1829935.338049 nChanged 658 SP:Iteration 4F (6336.890000 sec): 3 clusters Score: Raw -1835051.696937 + Penalty 4691.197490 = -1830360.499447 nChanged 653 SP:Iteration 5F (6337.120000 sec): 3 clusters Score: Raw -1835521.488604 + Penalty 4691.197490 = -1830830.291114 nChanged 718 SP:Iteration 6F (6337.410000 sec): 3 clusters Score: Raw -1836132.129427 + Penalty 4691.197490 = -1831440.931937 nChanged 754 SP:Iteration 7F (6337.640000 sec): 3 clusters Score: Raw -1836808.060249 + Penalty 4691.197490 = -1832116.862759 nChanged 715 SP:Iteration 8F (6337.880000 sec): 3 clusters Score: Raw -1837483.902416 + Penalty 4691.197490 = -1832792.704926 nChanged 690 SP:Iteration 9F (6338.160000 sec): 3 clusters Score: Raw -1838097.174337 + Penalty 4691.197490 = -1833405.976847 nChanged 508 SP:Iteration 10Q (6338.370000 sec): 3 clusters Score: Raw -1838472.529529 + Penalty 4691.197490 = -1833781.332039 nChanged 321 SP:Iteration 11Q (6338.610000 sec): 3 clusters Score: Raw -1838628.750610 + Penalty 4691.197490 = -1833937.553120 nChanged 212 SP:Iteration 12Q (6338.840000 sec): 3 clusters Score: Raw -1838708.777375 + Penalty 4691.197490 = -1834017.579885 nChanged 127 SP:Iteration 13Q (6339.100000 sec): 3 clusters Score: Raw -1838745.237034 + Penalty 4691.197490 = -1834054.039544 nChanged 84 SP:Iteration 14Q (6339.340000 sec): 3 clusters Score: Raw -1838763.614528 + Penalty 4691.197490 = -1834072.417038 nChanged 63 SP:Iteration 15Q (6339.600000 sec): 3 clusters Score: Raw -1838776.785908 + Penalty 4691.197490 = -1834085.588418 nChanged 51 SP:Iteration 16Q (6339.820000 sec): 3 clusters Score: Raw -1838786.485448 + Penalty 4691.197490 = -1834095.287958 nChanged 46 SP:Iteration 17Q (6340.050000 sec): 3 clusters Score: Raw -1838794.678079 + Penalty 4691.197490 = -1834103.480589 nChanged 44 SP:Iteration 18Q (6340.260000 sec): 3 clusters Score: Raw -1838801.741504 + Penalty 4691.197490 = -1834110.544014 nChanged 35 SP:Iteration 19Q (6340.510000 sec): 3 clusters Score: Raw -1838806.965087 + Penalty 4691.197490 = -1834115.767597 nChanged 25 SP:Iteration 20F (6340.680000 sec): 3 clusters Score: Raw -1838810.265138 + Penalty 4691.197490 = -1834119.067648 nChanged 23 SP:Iteration 21Q (6340.930000 sec): 3 clusters Score: Raw -1838813.989040 + Penalty 4691.197490 = -1834122.791550 nChanged 20 SP:Iteration 22Q (6341.200000 sec): 3 clusters Score: Raw -1838817.199639 + Penalty 4691.197490 = -1834126.002149 nChanged 19 SP:Iteration 23Q (6341.430000 sec): 3 clusters Score: Raw -1838819.914423 + Penalty 4691.197490 = -1834128.716933 nChanged 14 SP:Iteration 24Q (6341.670000 sec): 3 clusters Score: Raw -1838822.234906 + Penalty 4691.197490 = -1834131.037415 nChanged 12 SP:Iteration 25Q (6341.920000 sec): 3 clusters Score: Raw -1838823.780716 + Penalty 4691.197490 = -1834132.583226 nChanged 13 SP:Iteration 26Q (6342.200000 sec): 3 clusters Score: Raw -1838825.613113 + Penalty 4691.197490 = -1834134.415623 nChanged 10 SP:Iteration 27Q (6342.420000 sec): 3 clusters Score: Raw -1838826.747747 + Penalty 4691.197490 = -1834135.550257 nChanged 8 SP:Iteration 28Q (6342.650000 sec): 3 clusters Score: Raw -1838827.621299 + Penalty 4691.197490 = -1834136.423809 nChanged 6 SP:Iteration 29Q (6342.920000 sec): 3 clusters Score: Raw -1838828.201356 + Penalty 4691.197490 = -1834137.003866 nChanged 3 SP:Iteration 30Q (6343.170000 sec): 3 clusters Score: Raw -1838828.420919 + Penalty 4691.197490 = -1834137.223429 nChanged 3 SP:Iteration 31Q (6343.420000 sec): 3 clusters Score: Raw -1838828.669686 + Penalty 4691.197490 = -1834137.472196 nChanged 3 SP:Iteration 32Q (6343.700000 sec): 3 clusters Score: Raw -1838829.058489 + Penalty 4691.197490 = -1834137.860999 nChanged 3 SP:Iteration 33Q (6343.890000 sec): 3 clusters Score: Raw -1838829.464199 + Penalty 4691.197490 = -1834138.266709 nChanged 2 SP:Iteration 34Q (6344.200000 sec): 3 clusters Score: Raw -1838829.618606 + Penalty 4691.197490 = -1834138.421116 nChanged 0 SP:Iteration 35F (6344.480000 sec): 3 clusters Score: Raw -1838829.618606 + Penalty 4691.197490 = -1834138.421116 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 16 (8299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6344.570000 sec): 2 clusters Score: Raw -1160797.892698 + Penalty 2237.924796 = -1158559.967902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6344.800000 sec): 3 clusters Score: Raw -1156471.937661 + Penalty 4475.849591 = -1151996.088070 nChanged 3323 SP:Iteration 1F (6345.010000 sec): 3 clusters Score: Raw -1158271.495909 + Penalty 4475.849591 = -1153795.646318 nChanged 556 SP:Iteration 2F (6345.240000 sec): 3 clusters Score: Raw -1158536.486624 + Penalty 4475.849591 = -1154060.637033 nChanged 436 SP:Iteration 3F (6345.450000 sec): 3 clusters Score: Raw -1158751.656641 + Penalty 4475.849591 = -1154275.807050 nChanged 350 SP:Iteration 4Q (6345.700000 sec): 3 clusters Score: Raw -1158913.071125 + Penalty 4475.849591 = -1154437.221534 nChanged 327 SP:Iteration 5Q (6345.930000 sec): 3 clusters Score: Raw -1159065.534791 + Penalty 4475.849591 = -1154589.685200 nChanged 298 SP:Iteration 6Q (6346.160000 sec): 3 clusters Score: Raw -1159204.593057 + Penalty 4475.849591 = -1154728.743465 nChanged 286 SP:Iteration 7Q (6346.380000 sec): 3 clusters Score: Raw -1159358.869300 + Penalty 4475.849591 = -1154883.019709 nChanged 278 SP:Iteration 8Q (6346.600000 sec): 3 clusters Score: Raw -1159512.845372 + Penalty 4475.849591 = -1155036.995781 nChanged 281 SP:Iteration 9Q (6346.820000 sec): 3 clusters Score: Raw -1159674.295832 + Penalty 4475.849591 = -1155198.446241 nChanged 298 SP:Iteration 10Q (6347.020000 sec): 3 clusters Score: Raw -1159860.048042 + Penalty 4475.849591 = -1155384.198450 nChanged 283 SP:Iteration 11Q (6347.260000 sec): 3 clusters Score: Raw -1160043.788350 + Penalty 4475.849591 = -1155567.938759 nChanged 273 SP:Iteration 12Q (6347.500000 sec): 3 clusters Score: Raw -1160238.784042 + Penalty 4475.849591 = -1155762.934451 nChanged 255 SP:Iteration 13Q (6347.710000 sec): 3 clusters Score: Raw -1160435.719667 + Penalty 4475.849591 = -1155959.870075 nChanged 219 SP:Iteration 14Q (6347.960000 sec): 3 clusters Score: Raw -1160612.034571 + Penalty 4475.849591 = -1156136.184980 nChanged 199 SP:Iteration 15Q (6348.170000 sec): 3 clusters Score: Raw -1160742.420168 + Penalty 4475.849591 = -1156266.570576 nChanged 155 SP:Iteration 16Q (6348.400000 sec): 3 clusters Score: Raw -1160840.510055 + Penalty 4475.849591 = -1156364.660464 nChanged 139 SP:Iteration 17Q (6348.630000 sec): 3 clusters Score: Raw -1160947.932665 + Penalty 4475.849591 = -1156472.083074 nChanged 121 SP:Iteration 18Q (6348.850000 sec): 3 clusters Score: Raw -1161046.838704 + Penalty 4475.849591 = -1156570.989113 nChanged 94 SP:Iteration 19Q (6349.110000 sec): 3 clusters Score: Raw -1161125.210233 + Penalty 4475.849591 = -1156649.360642 nChanged 83 SP:Iteration 20F (6349.360000 sec): 3 clusters Score: Raw -1161185.279119 + Penalty 4475.849591 = -1156709.429528 nChanged 49 SP:Iteration 21Q (6349.550000 sec): 3 clusters Score: Raw -1161213.060006 + Penalty 4475.849591 = -1156737.210415 nChanged 41 SP:Iteration 22Q (6349.820000 sec): 3 clusters Score: Raw -1161237.440727 + Penalty 4475.849591 = -1156761.591136 nChanged 28 SP:Iteration 23Q (6350.000000 sec): 3 clusters Score: Raw -1161251.427259 + Penalty 4475.849591 = -1156775.577668 nChanged 23 SP:Iteration 24Q (6350.200000 sec): 3 clusters Score: Raw -1161262.626929 + Penalty 4475.849591 = -1156786.777338 nChanged 14 SP:Iteration 25Q (6350.420000 sec): 3 clusters Score: Raw -1161268.880574 + Penalty 4475.849591 = -1156793.030983 nChanged 10 SP:Iteration 26Q (6350.640000 sec): 3 clusters Score: Raw -1161274.192866 + Penalty 4475.849591 = -1156798.343275 nChanged 10 SP:Iteration 27Q (6350.920000 sec): 3 clusters Score: Raw -1161277.739783 + Penalty 4475.849591 = -1156801.890192 nChanged 8 SP:Iteration 28Q (6351.110000 sec): 3 clusters Score: Raw -1161281.095832 + Penalty 4475.849591 = -1156805.246241 nChanged 7 SP:Iteration 29Q (6351.380000 sec): 3 clusters Score: Raw -1161284.962494 + Penalty 4475.849591 = -1156809.112903 nChanged 3 SP:Iteration 30Q (6351.600000 sec): 3 clusters Score: Raw -1161286.293535 + Penalty 4475.849591 = -1156810.443944 nChanged 3 SP:Iteration 31Q (6351.800000 sec): 3 clusters Score: Raw -1161287.725882 + Penalty 4475.849591 = -1156811.876291 nChanged 1 SP:Iteration 32Q (6352.060000 sec): 3 clusters Score: Raw -1161287.995145 + Penalty 4475.849591 = -1156812.145554 nChanged 0 SP:Iteration 33F (6352.250000 sec): 3 clusters Score: Raw -1161287.995145 + Penalty 4475.849591 = -1156812.145554 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 17 (177054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6353.140000 sec): 2 clusters Score: Raw -25585193.665679 + Penalty 2996.884092 = -25582196.781586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6354.310000 sec): 3 clusters Score: Raw -25469847.080788 + Penalty 5993.768185 = -25463853.312604 nChanged 84750 SP:Iteration 1F (6355.520000 sec): 3 clusters Score: Raw -25519436.143643 + Penalty 5993.768185 = -25513442.375458 nChanged 5427 SP:Iteration 2Q (6356.900000 sec): 3 clusters Score: Raw -25520796.019590 + Penalty 5993.768185 = -25514802.251406 nChanged 6032 SP:Iteration 3Q (6358.410000 sec): 3 clusters Score: Raw -25522567.959197 + Penalty 5993.768185 = -25516574.191012 nChanged 6883 SP:Iteration 4Q (6359.760000 sec): 3 clusters Score: Raw -25524977.505607 + Penalty 5993.768185 = -25518983.737423 nChanged 7673 SP:Iteration 5Q (6360.950000 sec): 3 clusters Score: Raw -25528113.337655 + Penalty 5993.768185 = -25522119.569470 nChanged 8528 SP:Iteration 6Q (6362.190000 sec): 3 clusters Score: Raw -25532014.836075 + Penalty 5993.768185 = -25526021.067890 nChanged 9297 SP:Iteration 7F (6363.240000 sec): 3 clusters Score: Raw -25536675.774469 + Penalty 5993.768185 = -25530682.006284 nChanged 9856 SP:Iteration 8F (6364.390000 sec): 3 clusters Score: Raw -25542138.640901 + Penalty 5993.768185 = -25536144.872717 nChanged 9679 SP:Iteration 9F (6365.580000 sec): 3 clusters Score: Raw -25547733.443383 + Penalty 5993.768185 = -25541739.675198 nChanged 8973 SP:Iteration 10F (6366.840000 sec): 3 clusters Score: Raw -25552771.555582 + Penalty 5993.768185 = -25546777.787397 nChanged 7612 SP:Iteration 11Q (6368.000000 sec): 3 clusters Score: Raw -25556207.757751 + Penalty 5993.768185 = -25550213.989566 nChanged 5657 SP:Iteration 12Q (6369.250000 sec): 3 clusters Score: Raw -25557984.008320 + Penalty 5993.768185 = -25551990.240135 nChanged 3730 SP:Iteration 13Q (6370.450000 sec): 3 clusters Score: Raw -25558730.476721 + Penalty 5993.768185 = -25552736.708536 nChanged 2273 SP:Iteration 14Q (6371.620000 sec): 3 clusters Score: Raw -25559038.116038 + Penalty 5993.768185 = -25553044.347853 nChanged 1490 SP:Iteration 15Q (6372.730000 sec): 3 clusters Score: Raw -25559194.368077 + Penalty 5993.768185 = -25553200.599892 nChanged 1111 SP:Iteration 16Q (6373.990000 sec): 3 clusters Score: Raw -25559304.087138 + Penalty 5993.768185 = -25553310.318954 nChanged 994 SP:Iteration 17Q (6375.330000 sec): 3 clusters Score: Raw -25559403.358221 + Penalty 5993.768185 = -25553409.590036 nChanged 938 SP:Iteration 18Q (6376.350000 sec): 3 clusters Score: Raw -25559492.286879 + Penalty 5993.768185 = -25553498.518694 nChanged 846 SP:Iteration 19Q (6377.400000 sec): 3 clusters Score: Raw -25559563.953455 + Penalty 5993.768185 = -25553570.185270 nChanged 811 SP:Iteration 20F (6378.460000 sec): 3 clusters Score: Raw -25559633.809868 + Penalty 5993.768185 = -25553640.041684 nChanged 826 SP:Iteration 21Q (6379.580000 sec): 3 clusters Score: Raw -25559707.907496 + Penalty 5993.768185 = -25553714.139311 nChanged 811 SP:Iteration 22Q (6380.790000 sec): 3 clusters Score: Raw -25559781.074853 + Penalty 5993.768185 = -25553787.306669 nChanged 787 SP:Iteration 23Q (6381.920000 sec): 3 clusters Score: Raw -25559856.451564 + Penalty 5993.768185 = -25553862.683380 nChanged 832 SP:Iteration 24Q (6383.200000 sec): 3 clusters Score: Raw -25559935.605851 + Penalty 5993.768185 = -25553941.837667 nChanged 831 SP:Iteration 25Q (6384.390000 sec): 3 clusters Score: Raw -25560015.835367 + Penalty 5993.768185 = -25554022.067182 nChanged 867 SP:Iteration 26Q (6385.700000 sec): 3 clusters Score: Raw -25560099.786595 + Penalty 5993.768185 = -25554106.018410 nChanged 868 SP:Iteration 27Q (6386.770000 sec): 3 clusters Score: Raw -25560180.988107 + Penalty 5993.768185 = -25554187.219922 nChanged 902 SP:Iteration 28Q (6387.950000 sec): 3 clusters Score: Raw -25560266.407275 + Penalty 5993.768185 = -25554272.639090 nChanged 886 SP:Iteration 29Q (6389.040000 sec): 3 clusters Score: Raw -25560346.606394 + Penalty 5993.768185 = -25554352.838209 nChanged 868 SP:Iteration 30Q (6390.230000 sec): 3 clusters Score: Raw -25560422.643435 + Penalty 5993.768185 = -25554428.875250 nChanged 927 SP:Iteration 31Q (6391.540000 sec): 3 clusters Score: Raw -25560509.639292 + Penalty 5993.768185 = -25554515.871108 nChanged 989 SP:Iteration 32Q (6392.700000 sec): 3 clusters Score: Raw -25560606.253557 + Penalty 5993.768185 = -25554612.485372 nChanged 999 SP:Iteration 33Q (6393.860000 sec): 3 clusters Score: Raw -25560709.399780 + Penalty 5993.768185 = -25554715.631595 nChanged 1089 SP:Iteration 34Q (6395.080000 sec): 3 clusters Score: Raw -25560819.614291 + Penalty 5993.768185 = -25554825.846106 nChanged 1090 SP:Iteration 35Q (6396.210000 sec): 3 clusters Score: Raw -25560928.646084 + Penalty 5993.768185 = -25554934.877900 nChanged 1101 SP:Iteration 36Q (6397.310000 sec): 3 clusters Score: Raw -25561043.894385 + Penalty 5993.768185 = -25555050.126200 nChanged 1157 SP:Iteration 37Q (6398.440000 sec): 3 clusters Score: Raw -25561169.981180 + Penalty 5993.768185 = -25555176.212995 nChanged 1234 SP:Iteration 38Q (6399.640000 sec): 3 clusters Score: Raw -25561313.792632 + Penalty 5993.768185 = -25555320.024447 nChanged 1317 SP:Iteration 39Q (6400.860000 sec): 3 clusters Score: Raw -25561473.916951 + Penalty 5993.768185 = -25555480.148767 nChanged 1348 SP:Iteration 40F (6402.020000 sec): 3 clusters Score: Raw -25561642.229572 + Penalty 5993.768185 = -25555648.461388 nChanged 1484 SP:Iteration 41Q (6403.150000 sec): 3 clusters Score: Raw -25561842.881910 + Penalty 5993.768185 = -25555849.113726 nChanged 1621 SP:Iteration 42Q (6404.230000 sec): 3 clusters Score: Raw -25562082.472274 + Penalty 5993.768185 = -25556088.704089 nChanged 1780 SP:Iteration 43Q (6405.280000 sec): 3 clusters Score: Raw -25562365.901726 + Penalty 5993.768185 = -25556372.133541 nChanged 1903 SP:Iteration 44Q (6406.290000 sec): 3 clusters Score: Raw -25562689.521902 + Penalty 5993.768185 = -25556695.753717 nChanged 2021 SP:Iteration 45Q (6407.400000 sec): 3 clusters Score: Raw -25563052.978600 + Penalty 5993.768185 = -25557059.210415 nChanged 2242 SP:Iteration 46Q (6408.640000 sec): 3 clusters Score: Raw -25563502.271725 + Penalty 5993.768185 = -25557508.503540 nChanged 2437 SP:Iteration 47Q (6409.890000 sec): 3 clusters Score: Raw -25564028.958963 + Penalty 5993.768185 = -25558035.190779 nChanged 2565 SP:Iteration 48Q (6410.950000 sec): 3 clusters Score: Raw -25564629.085553 + Penalty 5993.768185 = -25558635.317369 nChanged 2645 SP:Iteration 49Q (6412.050000 sec): 3 clusters Score: Raw -25565295.164882 + Penalty 5993.768185 = -25559301.396698 nChanged 2811 SP:Iteration 50Q (6413.160000 sec): 3 clusters Score: Raw -25566065.457851 + Penalty 5993.768185 = -25560071.689666 nChanged 2999 SP:Iteration 51Q (6414.310000 sec): 3 clusters Score: Raw -25566947.177879 + Penalty 5993.768185 = -25560953.409695 nChanged 3132 SP:Iteration 52Q (6415.510000 sec): 3 clusters Score: Raw -25567940.896195 + Penalty 5993.768185 = -25561947.128010 nChanged 3214 SP:Iteration 53Q (6416.670000 sec): 3 clusters Score: Raw -25569069.977244 + Penalty 5993.768185 = -25563076.209060 nChanged 3362 SP:Iteration 54Q (6417.660000 sec): 3 clusters Score: Raw -25570348.217260 + Penalty 5993.768185 = -25564354.449075 nChanged 3408 SP:Iteration 55Q (6418.900000 sec): 3 clusters Score: Raw -25571769.566144 + Penalty 5993.768185 = -25565775.797959 nChanged 3424 SP:Iteration 56Q (6420.040000 sec): 3 clusters Score: Raw -25573299.415267 + Penalty 5993.768185 = -25567305.647083 nChanged 3328 SP:Iteration 57Q (6421.180000 sec): 3 clusters Score: Raw -25574907.311267 + Penalty 5993.768185 = -25568913.543083 nChanged 3224 SP:Iteration 58Q (6422.240000 sec): 3 clusters Score: Raw -25576582.608273 + Penalty 5993.768185 = -25570588.840088 nChanged 3045 SP:Iteration 59Q (6423.350000 sec): 3 clusters Score: Raw -25578262.248266 + Penalty 5993.768185 = -25572268.480081 nChanged 2755 SP:Iteration 60F (6424.530000 sec): 3 clusters Score: Raw -25579864.720728 + Penalty 5993.768185 = -25573870.952543 nChanged 2471 SP:Iteration 61Q (6425.540000 sec): 3 clusters Score: Raw -25581344.736488 + Penalty 5993.768185 = -25575350.968303 nChanged 1998 SP:Iteration 62Q (6426.560000 sec): 3 clusters Score: Raw -25582548.318840 + Penalty 5993.768185 = -25576554.550655 nChanged 1513 SP:Iteration 63Q (6427.500000 sec): 3 clusters Score: Raw -25583447.099930 + Penalty 5993.768185 = -25577453.331745 nChanged 1184 SP:Iteration 64Q (6428.450000 sec): 3 clusters Score: Raw -25584146.311624 + Penalty 5993.768185 = -25578152.543439 nChanged 825 SP:Iteration 65Q (6429.450000 sec): 3 clusters Score: Raw -25584618.330350 + Penalty 5993.768185 = -25578624.562165 nChanged 598 SP:Iteration 66Q (6430.460000 sec): 3 clusters Score: Raw -25584974.971567 + Penalty 5993.768185 = -25578981.203382 nChanged 421 SP:Iteration 67Q (6431.500000 sec): 3 clusters Score: Raw -25585224.742425 + Penalty 5993.768185 = -25579230.974241 nChanged 302 SP:Iteration 68Q (6432.540000 sec): 3 clusters Score: Raw -25585414.618347 + Penalty 5993.768185 = -25579420.850162 nChanged 226 SP:Iteration 69Q (6433.500000 sec): 3 clusters Score: Raw -25585557.167297 + Penalty 5993.768185 = -25579563.399113 nChanged 164 SP:Iteration 70Q (6434.480000 sec): 3 clusters Score: Raw -25585650.498299 + Penalty 5993.768185 = -25579656.730114 nChanged 125 SP:Iteration 71Q (6435.550000 sec): 3 clusters Score: Raw -25585719.011184 + Penalty 5993.768185 = -25579725.242999 nChanged 97 SP:Iteration 72Q (6436.450000 sec): 3 clusters Score: Raw -25585786.516357 + Penalty 5993.768185 = -25579792.748172 nChanged 78 SP:Iteration 73Q (6437.370000 sec): 3 clusters Score: Raw -25585836.862524 + Penalty 5993.768185 = -25579843.094340 nChanged 77 SP:Iteration 74Q (6438.410000 sec): 3 clusters Score: Raw -25585880.909145 + Penalty 5993.768185 = -25579887.140960 nChanged 66 SP:Iteration 75Q (6439.340000 sec): 3 clusters Score: Raw -25585914.619892 + Penalty 5993.768185 = -25579920.851708 nChanged 55 SP:Iteration 76Q (6440.480000 sec): 3 clusters Score: Raw -25585941.436236 + Penalty 5993.768185 = -25579947.668051 nChanged 36 SP:Iteration 77Q (6441.500000 sec): 3 clusters Score: Raw -25585955.417921 + Penalty 5993.768185 = -25579961.649736 nChanged 34 SP:Iteration 78Q (6442.450000 sec): 3 clusters Score: Raw -25585967.183783 + Penalty 5993.768185 = -25579973.415599 nChanged 22 SP:Iteration 79Q (6443.450000 sec): 3 clusters Score: Raw -25585974.498573 + Penalty 5993.768185 = -25579980.730388 nChanged 21 SP:Iteration 80F (6444.500000 sec): 3 clusters Score: Raw -25585981.291895 + Penalty 5993.768185 = -25579987.523711 nChanged 15 SP:Iteration 81Q (6445.440000 sec): 3 clusters Score: Raw -25585985.094721 + Penalty 5993.768185 = -25579991.326536 nChanged 11 SP:Iteration 82Q (6446.540000 sec): 3 clusters Score: Raw -25585990.405512 + Penalty 5993.768185 = -25579996.637327 nChanged 12 SP:Iteration 83Q (6447.560000 sec): 3 clusters Score: Raw -25585995.075971 + Penalty 5993.768185 = -25580001.307787 nChanged 8 SP:Iteration 84Q (6448.440000 sec): 3 clusters Score: Raw -25585997.724635 + Penalty 5993.768185 = -25580003.956450 nChanged 6 SP:Iteration 85Q (6449.300000 sec): 3 clusters Score: Raw -25585999.450473 + Penalty 5993.768185 = -25580005.682289 nChanged 8 SP:Iteration 86Q (6450.270000 sec): 3 clusters Score: Raw -25586001.537422 + Penalty 5993.768185 = -25580007.769238 nChanged 3 SP:Iteration 87Q (6451.230000 sec): 3 clusters Score: Raw -25586001.952450 + Penalty 5993.768185 = -25580008.184265 nChanged 1 SP:Iteration 88Q (6452.110000 sec): 3 clusters Score: Raw -25586002.533751 + Penalty 5993.768185 = -25580008.765566 nChanged 4 SP:Iteration 89Q (6453.040000 sec): 3 clusters Score: Raw -25586003.619229 + Penalty 5993.768185 = -25580009.851044 nChanged 3 SP:Iteration 90Q (6454.000000 sec): 3 clusters Score: Raw -25586004.838203 + Penalty 5993.768185 = -25580011.070018 nChanged 3 SP:Iteration 91Q (6454.970000 sec): 3 clusters Score: Raw -25586005.857295 + Penalty 5993.768185 = -25580012.089111 nChanged 2 SP:Iteration 92Q (6455.870000 sec): 3 clusters Score: Raw -25586006.527356 + Penalty 5993.768185 = -25580012.759172 nChanged 2 SP:Iteration 93Q (6456.790000 sec): 3 clusters Score: Raw -25586007.490687 + Penalty 5993.768185 = -25580013.722502 nChanged 3 SP:Iteration 94Q (6457.750000 sec): 3 clusters Score: Raw -25586008.463017 + Penalty 5993.768185 = -25580014.694832 nChanged 3 SP:Iteration 95Q (6458.790000 sec): 3 clusters Score: Raw -25586008.877833 + Penalty 5993.768185 = -25580015.109648 nChanged 0 SP:Iteration 96F (6459.900000 sec): 3 clusters Score: Raw -25586008.877833 + Penalty 5993.768185 = -25580015.109648 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 18 (966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6460.090000 sec): 2 clusters Score: Raw -122026.973666 + Penalty 1704.544631 = -120322.429036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6460.270000 sec): 3 clusters Score: Raw -121931.280273 + Penalty 3409.089262 = -118522.191011 nChanged 288 SP:Iteration 1F (6460.450000 sec): 3 clusters Score: Raw -122312.614016 + Penalty 3409.089262 = -118903.524754 nChanged 72 SP:Iteration 2F (6460.650000 sec): 3 clusters Score: Raw -122470.031873 + Penalty 3409.089262 = -119060.942611 nChanged 47 SP:Iteration 3Q (6460.820000 sec): 3 clusters Score: Raw -122618.582580 + Penalty 3409.089262 = -119209.493318 nChanged 38 SP:Iteration 4Q (6461.010000 sec): 3 clusters Score: Raw -122707.709034 + Penalty 3409.089262 = -119298.619773 nChanged 37 SP:Iteration 5Q (6461.200000 sec): 3 clusters Score: Raw -122837.014858 + Penalty 3409.089262 = -119427.925596 nChanged 38 SP:Iteration 6Q (6461.350000 sec): 3 clusters Score: Raw -122965.953969 + Penalty 3409.089262 = -119556.864707 nChanged 37 SP:Iteration 7Q (6461.550000 sec): 3 clusters Score: Raw -123082.342477 + Penalty 3409.089262 = -119673.253215 nChanged 30 SP:Iteration 8Q (6461.640000 sec): 3 clusters Score: Raw -123150.970701 + Penalty 3409.089262 = -119741.881439 nChanged 20 SP:Iteration 9Q (6461.830000 sec): 3 clusters Score: Raw -123200.781084 + Penalty 3409.089262 = -119791.691822 nChanged 17 SP:Iteration 10Q (6462.000000 sec): 3 clusters Score: Raw -123244.998993 + Penalty 3409.089262 = -119835.909732 nChanged 7 SP:Iteration 11Q (6462.190000 sec): 3 clusters Score: Raw -123257.697618 + Penalty 3409.089262 = -119848.608357 nChanged 2 SP:Iteration 12Q (6462.360000 sec): 3 clusters Score: Raw -123262.854736 + Penalty 3409.089262 = -119853.765474 nChanged 2 SP:Iteration 13Q (6462.500000 sec): 3 clusters Score: Raw -123268.488595 + Penalty 3409.089262 = -119859.399333 nChanged 3 SP:Iteration 14Q (6462.730000 sec): 3 clusters Score: Raw -123275.912198 + Penalty 3409.089262 = -119866.822936 nChanged 2 SP:Iteration 15Q (6462.910000 sec): 3 clusters Score: Raw -123277.009302 + Penalty 3409.089262 = -119867.920041 nChanged 0 SP:Iteration 16F (6463.090000 sec): 3 clusters Score: Raw -123282.511973 + Penalty 3409.089262 = -119873.422711 nChanged 2 SP:Iteration 17Q (6463.220000 sec): 3 clusters Score: Raw -123301.416338 + Penalty 3409.089262 = -119892.327076 nChanged 2 SP:Iteration 18Q (6463.440000 sec): 3 clusters Score: Raw -123305.029687 + Penalty 3409.089262 = -119895.940425 nChanged 1 SP:Iteration 19Q (6463.590000 sec): 3 clusters Score: Raw -123334.534602 + Penalty 3409.089262 = -119925.445340 nChanged 4 SP:Iteration 20F (6463.760000 sec): 3 clusters Score: Raw -123340.388707 + Penalty 3409.089262 = -119931.299445 nChanged 3 SP:Iteration 21Q (6463.930000 sec): 3 clusters Score: Raw -123343.774277 + Penalty 3409.089262 = -119934.685016 nChanged 2 SP:Iteration 22Q (6464.160000 sec): 3 clusters Score: Raw -123346.887550 + Penalty 3409.089262 = -119937.798288 nChanged 1 SP:Iteration 23Q (6464.340000 sec): 3 clusters Score: Raw -123347.778301 + Penalty 3409.089262 = -119938.689039 nChanged 1 SP:Iteration 24Q (6464.530000 sec): 3 clusters Score: Raw -123349.504138 + Penalty 3409.089262 = -119940.414876 nChanged 0 SP:Iteration 25F (6464.770000 sec): 3 clusters Score: Raw -123349.504138 + Penalty 3409.089262 = -119940.414876 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 19 (3176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6464.830000 sec): 2 clusters Score: Raw -456554.990915 + Penalty 1999.717700 = -454555.273215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6465.050000 sec): 3 clusters Score: Raw -455186.264602 + Penalty 3999.435400 = -451186.829202 nChanged 1123 SP:Iteration 1F (6465.220000 sec): 3 clusters Score: Raw -455923.591178 + Penalty 3999.435400 = -451924.155778 nChanged 244 SP:Iteration 2F (6465.420000 sec): 3 clusters Score: Raw -456162.809965 + Penalty 3999.435400 = -452163.374565 nChanged 200 SP:Iteration 3F (6465.590000 sec): 3 clusters Score: Raw -456332.039962 + Penalty 3999.435400 = -452332.604562 nChanged 145 SP:Iteration 4Q (6465.770000 sec): 3 clusters Score: Raw -456465.668229 + Penalty 3999.435400 = -452466.232829 nChanged 132 SP:Iteration 5Q (6465.960000 sec): 3 clusters Score: Raw -456577.208337 + Penalty 3999.435400 = -452577.772937 nChanged 98 SP:Iteration 6Q (6466.180000 sec): 3 clusters Score: Raw -456660.442975 + Penalty 3999.435400 = -452661.007575 nChanged 102 SP:Iteration 7Q (6466.380000 sec): 3 clusters Score: Raw -456757.098075 + Penalty 3999.435400 = -452757.662675 nChanged 99 SP:Iteration 8Q (6466.530000 sec): 3 clusters Score: Raw -456855.498384 + Penalty 3999.435400 = -452856.062984 nChanged 99 SP:Iteration 9Q (6466.730000 sec): 3 clusters Score: Raw -456938.970783 + Penalty 3999.435400 = -452939.535383 nChanged 81 SP:Iteration 10Q (6466.920000 sec): 3 clusters Score: Raw -457002.139450 + Penalty 3999.435400 = -453002.704050 nChanged 74 SP:Iteration 11Q (6467.090000 sec): 3 clusters Score: Raw -457056.725694 + Penalty 3999.435400 = -453057.290294 nChanged 51 SP:Iteration 12Q (6467.280000 sec): 3 clusters Score: Raw -457094.840644 + Penalty 3999.435400 = -453095.405244 nChanged 45 SP:Iteration 13Q (6467.440000 sec): 3 clusters Score: Raw -457133.112850 + Penalty 3999.435400 = -453133.677451 nChanged 41 SP:Iteration 14Q (6467.630000 sec): 3 clusters Score: Raw -457170.210698 + Penalty 3999.435400 = -453170.775298 nChanged 45 SP:Iteration 15Q (6467.810000 sec): 3 clusters Score: Raw -457202.366909 + Penalty 3999.435400 = -453202.931509 nChanged 29 SP:Iteration 16Q (6467.990000 sec): 3 clusters Score: Raw -457218.717659 + Penalty 3999.435400 = -453219.282259 nChanged 30 SP:Iteration 17Q (6468.140000 sec): 3 clusters Score: Raw -457240.911299 + Penalty 3999.435400 = -453241.475899 nChanged 28 SP:Iteration 18Q (6468.330000 sec): 3 clusters Score: Raw -457260.934243 + Penalty 3999.435400 = -453261.498843 nChanged 21 SP:Iteration 19Q (6468.460000 sec): 3 clusters Score: Raw -457272.664570 + Penalty 3999.435400 = -453273.229170 nChanged 15 SP:Iteration 20F (6468.640000 sec): 3 clusters Score: Raw -457280.746942 + Penalty 3999.435400 = -453281.311542 nChanged 15 SP:Iteration 21Q (6468.830000 sec): 3 clusters Score: Raw -457289.676375 + Penalty 3999.435400 = -453290.240975 nChanged 15 SP:Iteration 22Q (6469.000000 sec): 3 clusters Score: Raw -457298.828981 + Penalty 3999.435400 = -453299.393582 nChanged 18 SP:Iteration 23Q (6469.200000 sec): 3 clusters Score: Raw -457307.630943 + Penalty 3999.435400 = -453308.195543 nChanged 13 SP:Iteration 24Q (6469.380000 sec): 3 clusters Score: Raw -457314.636718 + Penalty 3999.435400 = -453315.201318 nChanged 10 SP:Iteration 25Q (6469.620000 sec): 3 clusters Score: Raw -457320.990852 + Penalty 3999.435400 = -453321.555452 nChanged 10 SP:Iteration 26Q (6469.820000 sec): 3 clusters Score: Raw -457325.006178 + Penalty 3999.435400 = -453325.570778 nChanged 5 SP:Iteration 27Q (6469.990000 sec): 3 clusters Score: Raw -457327.758594 + Penalty 3999.435400 = -453328.323194 nChanged 2 SP:Iteration 28Q (6470.210000 sec): 3 clusters Score: Raw -457328.692655 + Penalty 3999.435400 = -453329.257255 nChanged 2 SP:Iteration 29Q (6470.380000 sec): 3 clusters Score: Raw -457329.766151 + Penalty 3999.435400 = -453330.330752 nChanged 4 SP:Iteration 30Q (6470.580000 sec): 3 clusters Score: Raw -457331.828085 + Penalty 3999.435400 = -453332.392685 nChanged 1 SP:Iteration 31Q (6470.770000 sec): 3 clusters Score: Raw -457332.082713 + Penalty 3999.435400 = -453332.647314 nChanged 0 SP:Iteration 32F (6470.960000 sec): 3 clusters Score: Raw -457332.082713 + Penalty 3999.435400 = -453332.647314 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 20 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6471.010000 sec): 2 clusters Score: Raw -14470.131282 + Penalty 1189.356055 = -13280.775226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6471.250000 sec): 3 clusters Score: Raw -14787.326244 + Penalty 2378.712111 = -12408.614134 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 21 (9095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6471.340000 sec): 2 clusters Score: Raw -1327398.515980 + Penalty 2260.639063 = -1325137.876917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6471.570000 sec): 3 clusters Score: Raw -1322561.228116 + Penalty 4521.278125 = -1318039.949991 nChanged 3740 SP:Iteration 1F (6471.760000 sec): 3 clusters Score: Raw -1324531.394199 + Penalty 4521.278125 = -1320010.116074 nChanged 580 SP:Iteration 2F (6471.940000 sec): 3 clusters Score: Raw -1324790.448299 + Penalty 4521.278125 = -1320269.170174 nChanged 448 SP:Iteration 3Q (6472.180000 sec): 3 clusters Score: Raw -1324988.345066 + Penalty 4521.278125 = -1320467.066941 nChanged 370 SP:Iteration 4Q (6472.440000 sec): 3 clusters Score: Raw -1325147.501179 + Penalty 4521.278125 = -1320626.223054 nChanged 341 SP:Iteration 5Q (6472.670000 sec): 3 clusters Score: Raw -1325289.893196 + Penalty 4521.278125 = -1320768.615070 nChanged 306 SP:Iteration 6Q (6472.920000 sec): 3 clusters Score: Raw -1325437.169523 + Penalty 4521.278125 = -1320915.891398 nChanged 342 SP:Iteration 7Q (6473.160000 sec): 3 clusters Score: Raw -1325617.627060 + Penalty 4521.278125 = -1321096.348935 nChanged 386 SP:Iteration 8Q (6473.380000 sec): 3 clusters Score: Raw -1325828.099027 + Penalty 4521.278125 = -1321306.820902 nChanged 369 SP:Iteration 9Q (6473.620000 sec): 3 clusters Score: Raw -1326041.124906 + Penalty 4521.278125 = -1321519.846781 nChanged 362 SP:Iteration 10Q (6473.850000 sec): 3 clusters Score: Raw -1326261.913214 + Penalty 4521.278125 = -1321740.635089 nChanged 384 SP:Iteration 11Q (6474.080000 sec): 3 clusters Score: Raw -1326510.624244 + Penalty 4521.278125 = -1321989.346119 nChanged 355 SP:Iteration 12Q (6474.370000 sec): 3 clusters Score: Raw -1326752.908163 + Penalty 4521.278125 = -1322231.630038 nChanged 333 SP:Iteration 13Q (6474.580000 sec): 3 clusters Score: Raw -1326980.576793 + Penalty 4521.278125 = -1322459.298668 nChanged 259 SP:Iteration 14Q (6474.810000 sec): 3 clusters Score: Raw -1327164.348288 + Penalty 4521.278125 = -1322643.070162 nChanged 205 SP:Iteration 15Q (6475.060000 sec): 3 clusters Score: Raw -1327304.019879 + Penalty 4521.278125 = -1322782.741754 nChanged 152 SP:Iteration 16Q (6475.280000 sec): 3 clusters Score: Raw -1327404.556191 + Penalty 4521.278125 = -1322883.278066 nChanged 109 SP:Iteration 17Q (6475.560000 sec): 3 clusters Score: Raw -1327477.072372 + Penalty 4521.278125 = -1322955.794247 nChanged 92 SP:Iteration 18Q (6475.740000 sec): 3 clusters Score: Raw -1327528.396654 + Penalty 4521.278125 = -1323007.118529 nChanged 57 SP:Iteration 19Q (6476.010000 sec): 3 clusters Score: Raw -1327560.985874 + Penalty 4521.278125 = -1323039.707749 nChanged 41 SP:Iteration 20F (6476.220000 sec): 3 clusters Score: Raw -1327586.077779 + Penalty 4521.278125 = -1323064.799654 nChanged 48 SP:Iteration 21Q (6476.440000 sec): 3 clusters Score: Raw -1327614.090582 + Penalty 4521.278125 = -1323092.812457 nChanged 35 SP:Iteration 22Q (6476.660000 sec): 3 clusters Score: Raw -1327637.093700 + Penalty 4521.278125 = -1323115.815575 nChanged 31 SP:Iteration 23Q (6476.890000 sec): 3 clusters Score: Raw -1327654.541490 + Penalty 4521.278125 = -1323133.263365 nChanged 18 SP:Iteration 24Q (6477.120000 sec): 3 clusters Score: Raw -1327664.976921 + Penalty 4521.278125 = -1323143.698796 nChanged 10 SP:Iteration 25Q (6477.340000 sec): 3 clusters Score: Raw -1327672.122191 + Penalty 4521.278125 = -1323150.844066 nChanged 11 SP:Iteration 26Q (6477.580000 sec): 3 clusters Score: Raw -1327679.165575 + Penalty 4521.278125 = -1323157.887450 nChanged 11 SP:Iteration 27Q (6477.800000 sec): 3 clusters Score: Raw -1327685.707417 + Penalty 4521.278125 = -1323164.429292 nChanged 4 SP:Iteration 28Q (6478.010000 sec): 3 clusters Score: Raw -1327689.421254 + Penalty 4521.278125 = -1323168.143128 nChanged 7 SP:Iteration 29Q (6478.260000 sec): 3 clusters Score: Raw -1327692.396524 + Penalty 4521.278125 = -1323171.118399 nChanged 4 SP:Iteration 30Q (6478.480000 sec): 3 clusters Score: Raw -1327694.280749 + Penalty 4521.278125 = -1323173.002624 nChanged 2 SP:Iteration 31Q (6478.720000 sec): 3 clusters Score: Raw -1327695.981624 + Penalty 4521.278125 = -1323174.703499 nChanged 5 SP:Iteration 32Q (6478.930000 sec): 3 clusters Score: Raw -1327698.271432 + Penalty 4521.278125 = -1323176.993307 nChanged 5 SP:Iteration 33Q (6479.160000 sec): 3 clusters Score: Raw -1327700.999611 + Penalty 4521.278125 = -1323179.721486 nChanged 0 SP:Iteration 34F (6479.390000 sec): 3 clusters Score: Raw -1327700.999611 + Penalty 4521.278125 = -1323179.721486 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 22 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6479.460000 sec): 2 clusters Score: Raw -23492.094116 + Penalty 1293.304068 = -22198.790048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6479.690000 sec): 3 clusters Score: Raw -23698.513454 + Penalty 2586.608136 = -21111.905318 nChanged 13 SP:Iteration 1F (6479.860000 sec): 3 clusters Score: Raw -23753.261758 + Penalty 2586.608136 = -21166.653622 nChanged 2 SP:Iteration 2Q (6480.040000 sec): 3 clusters Score: Raw -23768.152786 + Penalty 2586.608136 = -21181.544650 nChanged 2 SP:Iteration 3Q (6480.220000 sec): 3 clusters Score: Raw -23776.359324 + Penalty 2586.608136 = -21189.751189 nChanged 0 SP:Iteration 4F (6480.400000 sec): 3 clusters Score: Raw -23776.359324 + Penalty 2586.608136 = -21189.751189 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 23 (131295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6481.100000 sec): 2 clusters Score: Raw -19316179.739908 + Penalty 2922.730091 = -19313257.009818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6482.060000 sec): 3 clusters Score: Raw -19231325.545478 + Penalty 5845.460182 = -19225480.085297 nChanged 62517 SP:Iteration 1F (6482.950000 sec): 3 clusters Score: Raw -19267014.326144 + Penalty 5845.460182 = -19261168.865962 nChanged 3658 SP:Iteration 2Q (6483.960000 sec): 3 clusters Score: Raw -19267724.625990 + Penalty 5845.460182 = -19261879.165808 nChanged 3673 SP:Iteration 3Q (6484.900000 sec): 3 clusters Score: Raw -19268533.851917 + Penalty 5845.460182 = -19262688.391736 nChanged 3849 SP:Iteration 4Q (6485.900000 sec): 3 clusters Score: Raw -19269579.704909 + Penalty 5845.460182 = -19263734.244728 nChanged 4343 SP:Iteration 5Q (6486.750000 sec): 3 clusters Score: Raw -19271060.098585 + Penalty 5845.460182 = -19265214.638404 nChanged 4975 SP:Iteration 6Q (6487.640000 sec): 3 clusters Score: Raw -19273039.065030 + Penalty 5845.460182 = -19267193.604849 nChanged 5737 SP:Iteration 7Q (6488.620000 sec): 3 clusters Score: Raw -19275578.730829 + Penalty 5845.460182 = -19269733.270647 nChanged 6595 SP:Iteration 8F (6489.560000 sec): 3 clusters Score: Raw -19278752.057807 + Penalty 5845.460182 = -19272906.597626 nChanged 7396 SP:Iteration 9F (6490.400000 sec): 3 clusters Score: Raw -19282701.583482 + Penalty 5845.460182 = -19276856.123301 nChanged 8137 SP:Iteration 10F (6491.230000 sec): 3 clusters Score: Raw -19287720.309399 + Penalty 5845.460182 = -19281874.849217 nChanged 8247 SP:Iteration 11F (6492.020000 sec): 3 clusters Score: Raw -19293321.676482 + Penalty 5845.460182 = -19287476.216300 nChanged 7738 SP:Iteration 12F (6492.960000 sec): 3 clusters Score: Raw -19298980.932852 + Penalty 5845.460182 = -19293135.472670 nChanged 6724 SP:Iteration 13F (6493.840000 sec): 3 clusters Score: Raw -19304136.368221 + Penalty 5845.460182 = -19298290.908039 nChanged 5299 SP:Iteration 14Q (6494.750000 sec): 3 clusters Score: Raw -19308177.790720 + Penalty 5845.460182 = -19302332.330539 nChanged 3905 SP:Iteration 15Q (6495.670000 sec): 3 clusters Score: Raw -19311052.045456 + Penalty 5845.460182 = -19305206.585274 nChanged 2823 SP:Iteration 16Q (6496.510000 sec): 3 clusters Score: Raw -19313033.148129 + Penalty 5845.460182 = -19307187.687948 nChanged 1972 SP:Iteration 17Q (6497.410000 sec): 3 clusters Score: Raw -19314329.082247 + Penalty 5845.460182 = -19308483.622065 nChanged 1345 SP:Iteration 18Q (6498.350000 sec): 3 clusters Score: Raw -19315191.860051 + Penalty 5845.460182 = -19309346.399869 nChanged 903 SP:Iteration 19Q (6499.130000 sec): 3 clusters Score: Raw -19315768.639335 + Penalty 5845.460182 = -19309923.179153 nChanged 585 SP:Iteration 20F (6500.030000 sec): 3 clusters Score: Raw -19316135.846122 + Penalty 5845.460182 = -19310290.385941 nChanged 350 SP:Iteration 21Q (6500.780000 sec): 3 clusters Score: Raw -19316328.590750 + Penalty 5845.460182 = -19310483.130569 nChanged 244 SP:Iteration 22Q (6501.570000 sec): 3 clusters Score: Raw -19316457.364272 + Penalty 5845.460182 = -19310611.904090 nChanged 186 SP:Iteration 23Q (6502.370000 sec): 3 clusters Score: Raw -19316565.052143 + Penalty 5845.460182 = -19310719.591961 nChanged 136 SP:Iteration 24Q (6503.130000 sec): 3 clusters Score: Raw -19316639.940586 + Penalty 5845.460182 = -19310794.480404 nChanged 104 SP:Iteration 25Q (6503.890000 sec): 3 clusters Score: Raw -19316692.534655 + Penalty 5845.460182 = -19310847.074474 nChanged 75 SP:Iteration 26Q (6504.630000 sec): 3 clusters Score: Raw -19316732.875974 + Penalty 5845.460182 = -19310887.415792 nChanged 61 SP:Iteration 27Q (6505.360000 sec): 3 clusters Score: Raw -19316763.557212 + Penalty 5845.460182 = -19310918.097030 nChanged 58 SP:Iteration 28Q (6506.090000 sec): 3 clusters Score: Raw -19316792.737484 + Penalty 5845.460182 = -19310947.277302 nChanged 51 SP:Iteration 29Q (6506.780000 sec): 3 clusters Score: Raw -19316816.853990 + Penalty 5845.460182 = -19310971.393809 nChanged 45 SP:Iteration 30Q (6507.530000 sec): 3 clusters Score: Raw -19316839.573528 + Penalty 5845.460182 = -19310994.113346 nChanged 46 SP:Iteration 31Q (6508.300000 sec): 3 clusters Score: Raw -19316861.191010 + Penalty 5845.460182 = -19311015.730828 nChanged 39 SP:Iteration 32Q (6509.030000 sec): 3 clusters Score: Raw -19316877.912774 + Penalty 5845.460182 = -19311032.452592 nChanged 29 SP:Iteration 33Q (6509.870000 sec): 3 clusters Score: Raw -19316887.122562 + Penalty 5845.460182 = -19311041.662381 nChanged 12 SP:Iteration 34Q (6510.650000 sec): 3 clusters Score: Raw -19316890.996052 + Penalty 5845.460182 = -19311045.535870 nChanged 6 SP:Iteration 35Q (6511.500000 sec): 3 clusters Score: Raw -19316893.470811 + Penalty 5845.460182 = -19311048.010629 nChanged 10 SP:Iteration 36Q (6512.460000 sec): 3 clusters Score: Raw -19316897.844391 + Penalty 5845.460182 = -19311052.384210 nChanged 9 SP:Iteration 37Q (6513.220000 sec): 3 clusters Score: Raw -19316901.419642 + Penalty 5845.460182 = -19311055.959461 nChanged 13 SP:Iteration 38Q (6514.060000 sec): 3 clusters Score: Raw -19316905.396098 + Penalty 5845.460182 = -19311059.935917 nChanged 11 SP:Iteration 39Q (6514.820000 sec): 3 clusters Score: Raw -19316908.734578 + Penalty 5845.460182 = -19311063.274396 nChanged 5 SP:Iteration 40F (6515.720000 sec): 3 clusters Score: Raw -19316911.087515 + Penalty 5845.460182 = -19311065.627333 nChanged 8 SP:Iteration 41Q (6516.530000 sec): 3 clusters Score: Raw -19316914.698667 + Penalty 5845.460182 = -19311069.238485 nChanged 10 SP:Iteration 42Q (6517.280000 sec): 3 clusters Score: Raw -19316920.166942 + Penalty 5845.460182 = -19311074.706761 nChanged 16 SP:Iteration 43Q (6518.100000 sec): 3 clusters Score: Raw -19316927.081686 + Penalty 5845.460182 = -19311081.621505 nChanged 15 SP:Iteration 44Q (6518.910000 sec): 3 clusters Score: Raw -19316934.046559 + Penalty 5845.460182 = -19311088.586377 nChanged 18 SP:Iteration 45Q (6519.740000 sec): 3 clusters Score: Raw -19316940.000338 + Penalty 5845.460182 = -19311094.540157 nChanged 14 SP:Iteration 46Q (6520.460000 sec): 3 clusters Score: Raw -19316946.237174 + Penalty 5845.460182 = -19311100.776992 nChanged 11 SP:Iteration 47Q (6521.270000 sec): 3 clusters Score: Raw -19316950.885540 + Penalty 5845.460182 = -19311105.425358 nChanged 13 SP:Iteration 48Q (6522.120000 sec): 3 clusters Score: Raw -19316955.899914 + Penalty 5845.460182 = -19311110.439733 nChanged 13 SP:Iteration 49Q (6522.960000 sec): 3 clusters Score: Raw -19316960.891845 + Penalty 5845.460182 = -19311115.431663 nChanged 15 SP:Iteration 50Q (6523.770000 sec): 3 clusters Score: Raw -19316965.447945 + Penalty 5845.460182 = -19311119.987763 nChanged 11 SP:Iteration 51Q (6524.640000 sec): 3 clusters Score: Raw -19316969.394429 + Penalty 5845.460182 = -19311123.934247 nChanged 5 SP:Iteration 52Q (6525.350000 sec): 3 clusters Score: Raw -19316970.870006 + Penalty 5845.460182 = -19311125.409825 nChanged 4 SP:Iteration 53Q (6526.150000 sec): 3 clusters Score: Raw -19316972.139288 + Penalty 5845.460182 = -19311126.679106 nChanged 5 SP:Iteration 54Q (6526.920000 sec): 3 clusters Score: Raw -19316973.268069 + Penalty 5845.460182 = -19311127.807887 nChanged 1 SP:Iteration 55Q (6527.730000 sec): 3 clusters Score: Raw -19316973.450812 + Penalty 5845.460182 = -19311127.990631 nChanged 1 SP:Iteration 56Q (6528.590000 sec): 3 clusters Score: Raw -19316973.716629 + Penalty 5845.460182 = -19311128.256447 nChanged 1 SP:Iteration 57Q (6529.470000 sec): 3 clusters Score: Raw -19316974.387977 + Penalty 5845.460182 = -19311128.927796 nChanged 2 SP:Iteration 58Q (6530.320000 sec): 3 clusters Score: Raw -19316974.846223 + Penalty 5845.460182 = -19311129.386042 nChanged 1 SP:Iteration 59Q (6531.090000 sec): 3 clusters Score: Raw -19316975.124914 + Penalty 5845.460182 = -19311129.664732 nChanged 2 SP:Iteration 60F (6531.870000 sec): 3 clusters Score: Raw -19316975.590656 + Penalty 5845.460182 = -19311130.130474 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 24 (13521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6532.090000 sec): 2 clusters Score: Raw -1922033.909643 + Penalty 2358.975829 = -1919674.933814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6532.380000 sec): 3 clusters Score: Raw -1914490.114110 + Penalty 4717.951658 = -1909772.162451 nChanged 5761 SP:Iteration 1F (6532.630000 sec): 3 clusters Score: Raw -1917769.410441 + Penalty 4717.951658 = -1913051.458782 nChanged 937 SP:Iteration 2F (6532.870000 sec): 3 clusters Score: Raw -1918333.486786 + Penalty 4717.951658 = -1913615.535128 nChanged 830 SP:Iteration 3F (6533.120000 sec): 3 clusters Score: Raw -1918839.475305 + Penalty 4717.951658 = -1914121.523646 nChanged 804 SP:Iteration 4F (6533.380000 sec): 3 clusters Score: Raw -1919289.255732 + Penalty 4717.951658 = -1914571.304073 nChanged 744 SP:Iteration 5F (6533.590000 sec): 3 clusters Score: Raw -1919683.211746 + Penalty 4717.951658 = -1914965.260088 nChanged 664 SP:Iteration 6Q (6533.880000 sec): 3 clusters Score: Raw -1920035.821857 + Penalty 4717.951658 = -1915317.870198 nChanged 629 SP:Iteration 7Q (6534.170000 sec): 3 clusters Score: Raw -1920398.238026 + Penalty 4717.951658 = -1915680.286367 nChanged 570 SP:Iteration 8Q (6534.390000 sec): 3 clusters Score: Raw -1920729.809690 + Penalty 4717.951658 = -1916011.858031 nChanged 533 SP:Iteration 9Q (6534.650000 sec): 3 clusters Score: Raw -1921057.629581 + Penalty 4717.951658 = -1916339.677923 nChanged 470 SP:Iteration 10Q (6534.950000 sec): 3 clusters Score: Raw -1921343.701576 + Penalty 4717.951658 = -1916625.749918 nChanged 404 SP:Iteration 11Q (6535.180000 sec): 3 clusters Score: Raw -1921599.825923 + Penalty 4717.951658 = -1916881.874265 nChanged 383 SP:Iteration 12Q (6535.440000 sec): 3 clusters Score: Raw -1921874.781916 + Penalty 4717.951658 = -1917156.830258 nChanged 313 SP:Iteration 13Q (6535.690000 sec): 3 clusters Score: Raw -1922144.305317 + Penalty 4717.951658 = -1917426.353658 nChanged 235 SP:Iteration 14Q (6535.940000 sec): 3 clusters Score: Raw -1922366.223649 + Penalty 4717.951658 = -1917648.271990 nChanged 180 SP:Iteration 15Q (6536.170000 sec): 3 clusters Score: Raw -1922533.506211 + Penalty 4717.951658 = -1917815.554552 nChanged 125 SP:Iteration 16Q (6536.400000 sec): 3 clusters Score: Raw -1922630.842322 + Penalty 4717.951658 = -1917912.890663 nChanged 103 SP:Iteration 17Q (6536.670000 sec): 3 clusters Score: Raw -1922699.026169 + Penalty 4717.951658 = -1917981.074511 nChanged 68 SP:Iteration 18Q (6536.930000 sec): 3 clusters Score: Raw -1922737.302824 + Penalty 4717.951658 = -1918019.351165 nChanged 44 SP:Iteration 19Q (6537.240000 sec): 3 clusters Score: Raw -1922771.783668 + Penalty 4717.951658 = -1918053.832010 nChanged 48 SP:Iteration 20F (6537.490000 sec): 3 clusters Score: Raw -1922809.246663 + Penalty 4717.951658 = -1918091.295005 nChanged 42 SP:Iteration 21Q (6537.790000 sec): 3 clusters Score: Raw -1922838.100069 + Penalty 4717.951658 = -1918120.148410 nChanged 35 SP:Iteration 22Q (6538.000000 sec): 3 clusters Score: Raw -1922853.849769 + Penalty 4717.951658 = -1918135.898111 nChanged 22 SP:Iteration 23Q (6538.260000 sec): 3 clusters Score: Raw -1922863.914024 + Penalty 4717.951658 = -1918145.962366 nChanged 18 SP:Iteration 24Q (6538.470000 sec): 3 clusters Score: Raw -1922870.993970 + Penalty 4717.951658 = -1918153.042311 nChanged 13 SP:Iteration 25Q (6538.740000 sec): 3 clusters Score: Raw -1922877.451423 + Penalty 4717.951658 = -1918159.499764 nChanged 11 SP:Iteration 26Q (6539.030000 sec): 3 clusters Score: Raw -1922883.013641 + Penalty 4717.951658 = -1918165.061983 nChanged 10 SP:Iteration 27Q (6539.290000 sec): 3 clusters Score: Raw -1922887.534582 + Penalty 4717.951658 = -1918169.582923 nChanged 9 SP:Iteration 28Q (6539.550000 sec): 3 clusters Score: Raw -1922892.338794 + Penalty 4717.951658 = -1918174.387135 nChanged 8 SP:Iteration 29Q (6539.760000 sec): 3 clusters Score: Raw -1922897.814180 + Penalty 4717.951658 = -1918179.862521 nChanged 12 SP:Iteration 30Q (6539.980000 sec): 3 clusters Score: Raw -1922904.132513 + Penalty 4717.951658 = -1918186.180855 nChanged 8 SP:Iteration 31Q (6540.210000 sec): 3 clusters Score: Raw -1922908.038974 + Penalty 4717.951658 = -1918190.087316 nChanged 8 SP:Iteration 32Q (6540.510000 sec): 3 clusters Score: Raw -1922910.493669 + Penalty 4717.951658 = -1918192.542011 nChanged 1 SP:Iteration 33Q (6540.780000 sec): 3 clusters Score: Raw -1922911.150342 + Penalty 4717.951658 = -1918193.198684 nChanged 1 SP:Iteration 34Q (6541.030000 sec): 3 clusters Score: Raw -1922911.397467 + Penalty 4717.951658 = -1918193.445808 nChanged 0 SP:Iteration 35F (6541.310000 sec): 3 clusters Score: Raw -1922911.397467 + Penalty 4717.951658 = -1918193.445808 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 25 (2418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6541.400000 sec): 2 clusters Score: Raw -339993.291427 + Penalty 1932.092616 = -338061.198811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6541.620000 sec): 3 clusters Score: Raw -339005.059107 + Penalty 3864.185231 = -335140.873876 nChanged 825 SP:Iteration 1F (6541.800000 sec): 3 clusters Score: Raw -339547.409606 + Penalty 3864.185231 = -335683.224375 nChanged 203 SP:Iteration 2F (6542.030000 sec): 3 clusters Score: Raw -339713.252627 + Penalty 3864.185231 = -335849.067396 nChanged 134 SP:Iteration 3F (6542.230000 sec): 3 clusters Score: Raw -339813.076150 + Penalty 3864.185231 = -335948.890918 nChanged 73 SP:Iteration 4Q (6542.400000 sec): 3 clusters Score: Raw -339869.785372 + Penalty 3864.185231 = -336005.600140 nChanged 62 SP:Iteration 5Q (6542.580000 sec): 3 clusters Score: Raw -339912.694946 + Penalty 3864.185231 = -336048.509714 nChanged 46 SP:Iteration 6Q (6542.810000 sec): 3 clusters Score: Raw -339945.887548 + Penalty 3864.185231 = -336081.702317 nChanged 45 SP:Iteration 7Q (6543.040000 sec): 3 clusters Score: Raw -339977.114341 + Penalty 3864.185231 = -336112.929110 nChanged 34 SP:Iteration 8Q (6543.210000 sec): 3 clusters Score: Raw -340000.431645 + Penalty 3864.185231 = -336136.246413 nChanged 37 SP:Iteration 9Q (6543.390000 sec): 3 clusters Score: Raw -340029.249553 + Penalty 3864.185231 = -336165.064321 nChanged 30 SP:Iteration 10Q (6543.570000 sec): 3 clusters Score: Raw -340059.761191 + Penalty 3864.185231 = -336195.575959 nChanged 40 SP:Iteration 11Q (6543.750000 sec): 3 clusters Score: Raw -340099.510800 + Penalty 3864.185231 = -336235.325568 nChanged 48 SP:Iteration 12Q (6543.930000 sec): 3 clusters Score: Raw -340145.585165 + Penalty 3864.185231 = -336281.399933 nChanged 55 SP:Iteration 13Q (6544.130000 sec): 3 clusters Score: Raw -340219.406652 + Penalty 3864.185231 = -336355.221421 nChanged 78 SP:Iteration 14Q (6544.310000 sec): 3 clusters Score: Raw -340346.552181 + Penalty 3864.185231 = -336482.366949 nChanged 92 SP:Iteration 15Q (6544.520000 sec): 3 clusters Score: Raw -340480.757509 + Penalty 3864.185231 = -336616.572277 nChanged 79 SP:Iteration 16Q (6544.710000 sec): 3 clusters Score: Raw -340592.228895 + Penalty 3864.185231 = -336728.043664 nChanged 80 SP:Iteration 17Q (6544.970000 sec): 3 clusters Score: Raw -340687.595047 + Penalty 3864.185231 = -336823.409816 nChanged 51 SP:Iteration 18Q (6545.170000 sec): 3 clusters Score: Raw -340742.165038 + Penalty 3864.185231 = -336877.979806 nChanged 39 SP:Iteration 19Q (6545.330000 sec): 3 clusters Score: Raw -340789.402552 + Penalty 3864.185231 = -336925.217320 nChanged 38 SP:Iteration 20F (6545.530000 sec): 3 clusters Score: Raw -340826.711891 + Penalty 3864.185231 = -336962.526660 nChanged 28 SP:Iteration 21Q (6545.650000 sec): 3 clusters Score: Raw -340861.183701 + Penalty 3864.185231 = -336996.998470 nChanged 26 SP:Iteration 22Q (6545.830000 sec): 3 clusters Score: Raw -340901.213657 + Penalty 3864.185231 = -337037.028426 nChanged 34 SP:Iteration 23Q (6546.030000 sec): 3 clusters Score: Raw -340946.912104 + Penalty 3864.185231 = -337082.726872 nChanged 30 SP:Iteration 24Q (6546.210000 sec): 3 clusters Score: Raw -340977.782184 + Penalty 3864.185231 = -337113.596952 nChanged 28 SP:Iteration 25Q (6546.390000 sec): 3 clusters Score: Raw -341001.405921 + Penalty 3864.185231 = -337137.220690 nChanged 22 SP:Iteration 26Q (6546.510000 sec): 3 clusters Score: Raw -341019.246802 + Penalty 3864.185231 = -337155.061571 nChanged 18 SP:Iteration 27Q (6546.690000 sec): 3 clusters Score: Raw -341034.991345 + Penalty 3864.185231 = -337170.806114 nChanged 16 SP:Iteration 28Q (6546.910000 sec): 3 clusters Score: Raw -341048.116801 + Penalty 3864.185231 = -337183.931570 nChanged 17 SP:Iteration 29Q (6547.030000 sec): 3 clusters Score: Raw -341064.050864 + Penalty 3864.185231 = -337199.865633 nChanged 14 SP:Iteration 30Q (6547.200000 sec): 3 clusters Score: Raw -341076.424659 + Penalty 3864.185231 = -337212.239427 nChanged 11 SP:Iteration 31Q (6547.340000 sec): 3 clusters Score: Raw -341084.933092 + Penalty 3864.185231 = -337220.747861 nChanged 2 SP:Iteration 32Q (6547.510000 sec): 3 clusters Score: Raw -341087.242331 + Penalty 3864.185231 = -337223.057099 nChanged 6 SP:Iteration 33Q (6547.670000 sec): 3 clusters Score: Raw -341094.203609 + Penalty 3864.185231 = -337230.018378 nChanged 5 SP:Iteration 34Q (6547.890000 sec): 3 clusters Score: Raw -341098.441770 + Penalty 3864.185231 = -337234.256539 nChanged 5 SP:Iteration 35Q (6548.000000 sec): 3 clusters Score: Raw -341100.833995 + Penalty 3864.185231 = -337236.648764 nChanged 3 SP:Iteration 36Q (6548.160000 sec): 3 clusters Score: Raw -341103.319304 + Penalty 3864.185231 = -337239.134072 nChanged 2 SP:Iteration 37Q (6548.310000 sec): 3 clusters Score: Raw -341103.886398 + Penalty 3864.185231 = -337239.701166 nChanged 0 SP:Iteration 38F (6548.510000 sec): 3 clusters Score: Raw -341103.886398 + Penalty 3864.185231 = -337239.701166 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 26 (1804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6548.590000 sec): 2 clusters Score: Raw -241883.084936 + Penalty 1859.444902 = -240023.640035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6548.760000 sec): 3 clusters Score: Raw -241229.434465 + Penalty 3718.889804 = -237510.544662 nChanged 565 SP:Iteration 1F (6548.930000 sec): 3 clusters Score: Raw -241786.580835 + Penalty 3718.889804 = -238067.691032 nChanged 165 SP:Iteration 2F (6549.110000 sec): 3 clusters Score: Raw -242061.270614 + Penalty 3718.889804 = -238342.380810 nChanged 127 SP:Iteration 3F (6549.290000 sec): 3 clusters Score: Raw -242268.194563 + Penalty 3718.889804 = -238549.304759 nChanged 112 SP:Iteration 4F (6549.490000 sec): 3 clusters Score: Raw -242439.568279 + Penalty 3718.889804 = -238720.678476 nChanged 89 SP:Iteration 5Q (6549.680000 sec): 3 clusters Score: Raw -242660.311996 + Penalty 3718.889804 = -238941.422192 nChanged 84 SP:Iteration 6Q (6549.870000 sec): 3 clusters Score: Raw -242830.354487 + Penalty 3718.889804 = -239111.464683 nChanged 71 SP:Iteration 7Q (6550.080000 sec): 3 clusters Score: Raw -242922.320382 + Penalty 3718.889804 = -239203.430578 nChanged 49 SP:Iteration 8Q (6550.270000 sec): 3 clusters Score: Raw -242980.388522 + Penalty 3718.889804 = -239261.498719 nChanged 32 SP:Iteration 9Q (6550.460000 sec): 3 clusters Score: Raw -243029.354717 + Penalty 3718.889804 = -239310.464913 nChanged 30 SP:Iteration 10Q (6550.650000 sec): 3 clusters Score: Raw -243070.654396 + Penalty 3718.889804 = -239351.764592 nChanged 31 SP:Iteration 11Q (6550.840000 sec): 3 clusters Score: Raw -243109.805444 + Penalty 3718.889804 = -239390.915640 nChanged 21 SP:Iteration 12Q (6551.020000 sec): 3 clusters Score: Raw -243134.185830 + Penalty 3718.889804 = -239415.296027 nChanged 14 SP:Iteration 13Q (6551.200000 sec): 3 clusters Score: Raw -243150.505182 + Penalty 3718.889804 = -239431.615378 nChanged 13 SP:Iteration 14Q (6551.420000 sec): 3 clusters Score: Raw -243162.984408 + Penalty 3718.889804 = -239444.094605 nChanged 8 SP:Iteration 15Q (6551.610000 sec): 3 clusters Score: Raw -243172.306677 + Penalty 3718.889804 = -239453.416874 nChanged 13 SP:Iteration 16Q (6551.770000 sec): 3 clusters Score: Raw -243189.023127 + Penalty 3718.889804 = -239470.133324 nChanged 10 SP:Iteration 17Q (6551.960000 sec): 3 clusters Score: Raw -243197.405181 + Penalty 3718.889804 = -239478.515378 nChanged 5 SP:Iteration 18Q (6552.170000 sec): 3 clusters Score: Raw -243203.584690 + Penalty 3718.889804 = -239484.694887 nChanged 9 SP:Iteration 19Q (6552.360000 sec): 3 clusters Score: Raw -243210.942054 + Penalty 3718.889804 = -239492.052250 nChanged 2 SP:Iteration 20F (6552.570000 sec): 3 clusters Score: Raw -243212.843102 + Penalty 3718.889804 = -239493.953299 nChanged 1 SP:Iteration 21Q (6552.740000 sec): 3 clusters Score: Raw -243214.132578 + Penalty 3718.889804 = -239495.242774 nChanged 0 SP:Iteration 22F (6552.970000 sec): 3 clusters Score: Raw -243214.132578 + Penalty 3718.889804 = -239495.242774 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 27 (6545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6553.110000 sec): 2 clusters Score: Raw -882689.683475 + Penalty 2179.041256 = -880510.642219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6553.330000 sec): 3 clusters Score: Raw -879430.992457 + Penalty 4358.082512 = -875072.909944 nChanged 2571 SP:Iteration 1F (6553.510000 sec): 3 clusters Score: Raw -881177.797713 + Penalty 4358.082512 = -876819.715200 nChanged 553 SP:Iteration 2F (6553.680000 sec): 3 clusters Score: Raw -881629.623200 + Penalty 4358.082512 = -877271.540688 nChanged 477 SP:Iteration 3F (6553.920000 sec): 3 clusters Score: Raw -882046.182982 + Penalty 4358.082512 = -877688.100469 nChanged 441 SP:Iteration 4F (6554.120000 sec): 3 clusters Score: Raw -882429.317831 + Penalty 4358.082512 = -878071.235319 nChanged 383 SP:Iteration 5F (6554.320000 sec): 3 clusters Score: Raw -882729.325206 + Penalty 4358.082512 = -878371.242694 nChanged 344 SP:Iteration 6F (6554.550000 sec): 3 clusters Score: Raw -883006.402454 + Penalty 4358.082512 = -878648.319941 nChanged 265 SP:Iteration 7Q (6554.780000 sec): 3 clusters Score: Raw -883179.095878 + Penalty 4358.082512 = -878821.013366 nChanged 187 SP:Iteration 8Q (6555.000000 sec): 3 clusters Score: Raw -883270.939156 + Penalty 4358.082512 = -878912.856644 nChanged 141 SP:Iteration 9Q (6555.240000 sec): 3 clusters Score: Raw -883335.748313 + Penalty 4358.082512 = -878977.665801 nChanged 109 SP:Iteration 10Q (6555.460000 sec): 3 clusters Score: Raw -883386.440700 + Penalty 4358.082512 = -879028.358188 nChanged 94 SP:Iteration 11Q (6555.680000 sec): 3 clusters Score: Raw -883422.563735 + Penalty 4358.082512 = -879064.481223 nChanged 74 SP:Iteration 12Q (6555.920000 sec): 3 clusters Score: Raw -883448.240533 + Penalty 4358.082512 = -879090.158020 nChanged 62 SP:Iteration 13Q (6556.160000 sec): 3 clusters Score: Raw -883472.216497 + Penalty 4358.082512 = -879114.133985 nChanged 59 SP:Iteration 14Q (6556.380000 sec): 3 clusters Score: Raw -883493.618608 + Penalty 4358.082512 = -879135.536096 nChanged 63 SP:Iteration 15Q (6556.630000 sec): 3 clusters Score: Raw -883518.506955 + Penalty 4358.082512 = -879160.424443 nChanged 63 SP:Iteration 16Q (6556.850000 sec): 3 clusters Score: Raw -883541.207071 + Penalty 4358.082512 = -879183.124559 nChanged 58 SP:Iteration 17Q (6557.050000 sec): 3 clusters Score: Raw -883561.668882 + Penalty 4358.082512 = -879203.586370 nChanged 48 SP:Iteration 18Q (6557.270000 sec): 3 clusters Score: Raw -883579.500633 + Penalty 4358.082512 = -879221.418120 nChanged 41 SP:Iteration 19Q (6557.490000 sec): 3 clusters Score: Raw -883594.029679 + Penalty 4358.082512 = -879235.947166 nChanged 47 SP:Iteration 20F (6557.690000 sec): 3 clusters Score: Raw -883611.809207 + Penalty 4358.082512 = -879253.726695 nChanged 51 SP:Iteration 21Q (6557.920000 sec): 3 clusters Score: Raw -883631.368058 + Penalty 4358.082512 = -879273.285546 nChanged 53 SP:Iteration 22Q (6558.180000 sec): 3 clusters Score: Raw -883652.242418 + Penalty 4358.082512 = -879294.159906 nChanged 50 SP:Iteration 23Q (6558.390000 sec): 3 clusters Score: Raw -883675.930123 + Penalty 4358.082512 = -879317.847610 nChanged 46 SP:Iteration 24Q (6558.620000 sec): 3 clusters Score: Raw -883697.502088 + Penalty 4358.082512 = -879339.419575 nChanged 36 SP:Iteration 25Q (6558.780000 sec): 3 clusters Score: Raw -883719.356118 + Penalty 4358.082512 = -879361.273605 nChanged 37 SP:Iteration 26Q (6559.000000 sec): 3 clusters Score: Raw -883740.980104 + Penalty 4358.082512 = -879382.897591 nChanged 38 SP:Iteration 27Q (6559.210000 sec): 3 clusters Score: Raw -883761.314202 + Penalty 4358.082512 = -879403.231689 nChanged 39 SP:Iteration 28Q (6559.440000 sec): 3 clusters Score: Raw -883780.499308 + Penalty 4358.082512 = -879422.416796 nChanged 43 SP:Iteration 29Q (6559.660000 sec): 3 clusters Score: Raw -883800.855082 + Penalty 4358.082512 = -879442.772570 nChanged 43 SP:Iteration 30Q (6559.950000 sec): 3 clusters Score: Raw -883823.578879 + Penalty 4358.082512 = -879465.496367 nChanged 44 SP:Iteration 31Q (6560.220000 sec): 3 clusters Score: Raw -883848.666033 + Penalty 4358.082512 = -879490.583521 nChanged 43 SP:Iteration 32Q (6560.440000 sec): 3 clusters Score: Raw -883872.819232 + Penalty 4358.082512 = -879514.736719 nChanged 42 SP:Iteration 33Q (6560.680000 sec): 3 clusters Score: Raw -883890.175070 + Penalty 4358.082512 = -879532.092557 nChanged 25 SP:Iteration 34Q (6560.900000 sec): 3 clusters Score: Raw -883901.194181 + Penalty 4358.082512 = -879543.111669 nChanged 22 SP:Iteration 35Q (6561.100000 sec): 3 clusters Score: Raw -883913.267920 + Penalty 4358.082512 = -879555.185407 nChanged 24 SP:Iteration 36Q (6561.360000 sec): 3 clusters Score: Raw -883924.952416 + Penalty 4358.082512 = -879566.869904 nChanged 21 SP:Iteration 37Q (6561.570000 sec): 3 clusters Score: Raw -883936.399939 + Penalty 4358.082512 = -879578.317427 nChanged 25 SP:Iteration 38Q (6561.810000 sec): 3 clusters Score: Raw -883948.657887 + Penalty 4358.082512 = -879590.575375 nChanged 23 SP:Iteration 39Q (6562.060000 sec): 3 clusters Score: Raw -883959.958616 + Penalty 4358.082512 = -879601.876104 nChanged 25 SP:Iteration 40F (6562.320000 sec): 3 clusters Score: Raw -883971.025098 + Penalty 4358.082512 = -879612.942586 nChanged 27 SP:Iteration 41Q (6562.520000 sec): 3 clusters Score: Raw -883986.464443 + Penalty 4358.082512 = -879628.381930 nChanged 22 SP:Iteration 42Q (6562.760000 sec): 3 clusters Score: Raw -883999.783790 + Penalty 4358.082512 = -879641.701278 nChanged 19 SP:Iteration 43Q (6563.010000 sec): 3 clusters Score: Raw -884010.575036 + Penalty 4358.082512 = -879652.492523 nChanged 15 SP:Iteration 44Q (6563.240000 sec): 3 clusters Score: Raw -884022.085052 + Penalty 4358.082512 = -879664.002539 nChanged 12 SP:Iteration 45Q (6563.430000 sec): 3 clusters Score: Raw -884028.491689 + Penalty 4358.082512 = -879670.409177 nChanged 14 SP:Iteration 46Q (6563.710000 sec): 3 clusters Score: Raw -884035.877566 + Penalty 4358.082512 = -879677.795053 nChanged 8 SP:Iteration 47Q (6563.900000 sec): 3 clusters Score: Raw -884039.519462 + Penalty 4358.082512 = -879681.436950 nChanged 4 SP:Iteration 48Q (6564.130000 sec): 3 clusters Score: Raw -884041.202993 + Penalty 4358.082512 = -879683.120480 nChanged 6 SP:Iteration 49Q (6564.330000 sec): 3 clusters Score: Raw -884044.086370 + Penalty 4358.082512 = -879686.003857 nChanged 5 SP:Iteration 50Q (6564.520000 sec): 3 clusters Score: Raw -884046.872912 + Penalty 4358.082512 = -879688.790399 nChanged 7 SP:Iteration 51Q (6564.720000 sec): 3 clusters Score: Raw -884050.332395 + Penalty 4358.082512 = -879692.249882 nChanged 10 SP:Iteration 52Q (6564.960000 sec): 3 clusters Score: Raw -884054.655974 + Penalty 4358.082512 = -879696.573461 nChanged 8 SP:Iteration 53Q (6565.130000 sec): 3 clusters Score: Raw -884058.022526 + Penalty 4358.082512 = -879699.940013 nChanged 7 SP:Iteration 54Q (6565.360000 sec): 3 clusters Score: Raw -884062.115679 + Penalty 4358.082512 = -879704.033167 nChanged 9 SP:Iteration 55Q (6565.540000 sec): 3 clusters Score: Raw -884066.152472 + Penalty 4358.082512 = -879708.069960 nChanged 6 SP:Iteration 56Q (6565.800000 sec): 3 clusters Score: Raw -884068.665205 + Penalty 4358.082512 = -879710.582692 nChanged 4 SP:Iteration 57Q (6565.970000 sec): 3 clusters Score: Raw -884069.938882 + Penalty 4358.082512 = -879711.856370 nChanged 0 SP:Iteration 58F (6566.240000 sec): 3 clusters Score: Raw -884069.938882 + Penalty 4358.082512 = -879711.856370 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 28 (1643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6566.340000 sec): 2 clusters Score: Raw -219217.478360 + Penalty 1836.261221 = -217381.217139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6566.530000 sec): 3 clusters Score: Raw -218650.373747 + Penalty 3672.522443 = -214977.851304 nChanged 509 SP:Iteration 1F (6566.730000 sec): 3 clusters Score: Raw -219077.670820 + Penalty 3672.522443 = -215405.148377 nChanged 112 SP:Iteration 2F (6566.870000 sec): 3 clusters Score: Raw -219193.250307 + Penalty 3672.522443 = -215520.727864 nChanged 77 SP:Iteration 3Q (6567.010000 sec): 3 clusters Score: Raw -219275.034714 + Penalty 3672.522443 = -215602.512271 nChanged 48 SP:Iteration 4Q (6567.170000 sec): 3 clusters Score: Raw -219329.198531 + Penalty 3672.522443 = -215656.676089 nChanged 46 SP:Iteration 5Q (6567.380000 sec): 3 clusters Score: Raw -219369.269132 + Penalty 3672.522443 = -215696.746689 nChanged 27 SP:Iteration 6Q (6567.510000 sec): 3 clusters Score: Raw -219393.033497 + Penalty 3672.522443 = -215720.511054 nChanged 16 SP:Iteration 7Q (6567.660000 sec): 3 clusters Score: Raw -219405.717487 + Penalty 3672.522443 = -215733.195044 nChanged 20 SP:Iteration 8Q (6567.850000 sec): 3 clusters Score: Raw -219420.916648 + Penalty 3672.522443 = -215748.394206 nChanged 9 SP:Iteration 9Q (6567.990000 sec): 3 clusters Score: Raw -219426.079797 + Penalty 3672.522443 = -215753.557354 nChanged 9 SP:Iteration 10Q (6568.210000 sec): 3 clusters Score: Raw -219433.490000 + Penalty 3672.522443 = -215760.967557 nChanged 12 SP:Iteration 11Q (6568.350000 sec): 3 clusters Score: Raw -219444.475907 + Penalty 3672.522443 = -215771.953464 nChanged 10 SP:Iteration 12Q (6568.510000 sec): 3 clusters Score: Raw -219453.497506 + Penalty 3672.522443 = -215780.975064 nChanged 7 SP:Iteration 13Q (6568.690000 sec): 3 clusters Score: Raw -219458.280782 + Penalty 3672.522443 = -215785.758339 nChanged 10 SP:Iteration 14Q (6568.890000 sec): 3 clusters Score: Raw -219470.787883 + Penalty 3672.522443 = -215798.265441 nChanged 10 SP:Iteration 15Q (6569.070000 sec): 3 clusters Score: Raw -219478.435227 + Penalty 3672.522443 = -215805.912784 nChanged 8 SP:Iteration 16Q (6569.240000 sec): 3 clusters Score: Raw -219486.649532 + Penalty 3672.522443 = -215814.127090 nChanged 11 SP:Iteration 17Q (6569.460000 sec): 3 clusters Score: Raw -219494.938008 + Penalty 3672.522443 = -215822.415566 nChanged 5 SP:Iteration 18Q (6569.620000 sec): 3 clusters Score: Raw -219498.458437 + Penalty 3672.522443 = -215825.935995 nChanged 5 SP:Iteration 19Q (6569.790000 sec): 3 clusters Score: Raw -219502.091095 + Penalty 3672.522443 = -215829.568652 nChanged 8 SP:Iteration 20F (6569.970000 sec): 3 clusters Score: Raw -219508.228771 + Penalty 3672.522443 = -215835.706328 nChanged 2 SP:Iteration 21Q (6570.170000 sec): 3 clusters Score: Raw -219509.538696 + Penalty 3672.522443 = -215837.016254 nChanged 4 SP:Iteration 22Q (6570.380000 sec): 3 clusters Score: Raw -219512.209806 + Penalty 3672.522443 = -215839.687363 nChanged 1 SP:Iteration 23Q (6570.480000 sec): 3 clusters Score: Raw -219512.829472 + Penalty 3672.522443 = -215840.307029 nChanged 0 SP:Iteration 24F (6570.630000 sec): 3 clusters Score: Raw -219512.829472 + Penalty 3672.522443 = -215840.307029 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 29 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6570.770000 sec): 2 clusters Score: Raw -506226.296880 + Penalty 2024.657357 = -504201.639523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6570.950000 sec): 3 clusters Score: Raw -504683.929218 + Penalty 4049.314714 = -500634.614505 nChanged 1248 SP:Iteration 1F (6571.160000 sec): 3 clusters Score: Raw -505456.767890 + Penalty 4049.314714 = -501407.453176 nChanged 243 SP:Iteration 2F (6571.380000 sec): 3 clusters Score: Raw -505610.895003 + Penalty 4049.314714 = -501561.580289 nChanged 164 SP:Iteration 3Q (6571.550000 sec): 3 clusters Score: Raw -505712.480246 + Penalty 4049.314714 = -501663.165532 nChanged 119 SP:Iteration 4Q (6571.790000 sec): 3 clusters Score: Raw -505789.850391 + Penalty 4049.314714 = -501740.535678 nChanged 101 SP:Iteration 5Q (6572.010000 sec): 3 clusters Score: Raw -505857.757010 + Penalty 4049.314714 = -501808.442296 nChanged 86 SP:Iteration 6Q (6572.170000 sec): 3 clusters Score: Raw -505921.800523 + Penalty 4049.314714 = -501872.485809 nChanged 89 SP:Iteration 7Q (6572.410000 sec): 3 clusters Score: Raw -505995.048898 + Penalty 4049.314714 = -501945.734185 nChanged 82 SP:Iteration 8Q (6572.580000 sec): 3 clusters Score: Raw -506063.376549 + Penalty 4049.314714 = -502014.061835 nChanged 105 SP:Iteration 9Q (6572.820000 sec): 3 clusters Score: Raw -506143.020168 + Penalty 4049.314714 = -502093.705454 nChanged 95 SP:Iteration 10Q (6572.980000 sec): 3 clusters Score: Raw -506207.547102 + Penalty 4049.314714 = -502158.232389 nChanged 88 SP:Iteration 11Q (6573.180000 sec): 3 clusters Score: Raw -506274.474635 + Penalty 4049.314714 = -502225.159921 nChanged 96 SP:Iteration 12Q (6573.370000 sec): 3 clusters Score: Raw -506349.312246 + Penalty 4049.314714 = -502299.997532 nChanged 95 SP:Iteration 13Q (6573.580000 sec): 3 clusters Score: Raw -506413.264587 + Penalty 4049.314714 = -502363.949873 nChanged 78 SP:Iteration 14Q (6573.820000 sec): 3 clusters Score: Raw -506467.234614 + Penalty 4049.314714 = -502417.919901 nChanged 85 SP:Iteration 15Q (6574.030000 sec): 3 clusters Score: Raw -506539.741073 + Penalty 4049.314714 = -502490.426359 nChanged 79 SP:Iteration 16Q (6574.240000 sec): 3 clusters Score: Raw -506595.651394 + Penalty 4049.314714 = -502546.336681 nChanged 68 SP:Iteration 17Q (6574.440000 sec): 3 clusters Score: Raw -506640.886602 + Penalty 4049.314714 = -502591.571889 nChanged 50 SP:Iteration 18Q (6574.580000 sec): 3 clusters Score: Raw -506672.919212 + Penalty 4049.314714 = -502623.604498 nChanged 49 SP:Iteration 19Q (6574.750000 sec): 3 clusters Score: Raw -506703.229325 + Penalty 4049.314714 = -502653.914612 nChanged 42 SP:Iteration 20F (6574.970000 sec): 3 clusters Score: Raw -506730.976683 + Penalty 4049.314714 = -502681.661969 nChanged 45 SP:Iteration 21Q (6575.180000 sec): 3 clusters Score: Raw -506757.131418 + Penalty 4049.314714 = -502707.816704 nChanged 35 SP:Iteration 22Q (6575.380000 sec): 3 clusters Score: Raw -506774.928852 + Penalty 4049.314714 = -502725.614139 nChanged 21 SP:Iteration 23Q (6575.620000 sec): 3 clusters Score: Raw -506789.065758 + Penalty 4049.314714 = -502739.751045 nChanged 30 SP:Iteration 24Q (6575.810000 sec): 3 clusters Score: Raw -506807.877735 + Penalty 4049.314714 = -502758.563021 nChanged 32 SP:Iteration 25Q (6576.020000 sec): 3 clusters Score: Raw -506823.721213 + Penalty 4049.314714 = -502774.406499 nChanged 24 SP:Iteration 26Q (6576.170000 sec): 3 clusters Score: Raw -506835.974264 + Penalty 4049.314714 = -502786.659550 nChanged 19 SP:Iteration 27Q (6576.420000 sec): 3 clusters Score: Raw -506847.180832 + Penalty 4049.314714 = -502797.866118 nChanged 18 SP:Iteration 28Q (6576.590000 sec): 3 clusters Score: Raw -506855.584718 + Penalty 4049.314714 = -502806.270004 nChanged 13 SP:Iteration 29Q (6576.760000 sec): 3 clusters Score: Raw -506861.347386 + Penalty 4049.314714 = -502812.032673 nChanged 9 SP:Iteration 30Q (6576.970000 sec): 3 clusters Score: Raw -506866.293907 + Penalty 4049.314714 = -502816.979194 nChanged 13 SP:Iteration 31Q (6577.160000 sec): 3 clusters Score: Raw -506873.401202 + Penalty 4049.314714 = -502824.086489 nChanged 12 SP:Iteration 32Q (6577.340000 sec): 3 clusters Score: Raw -506879.135437 + Penalty 4049.314714 = -502829.820723 nChanged 8 SP:Iteration 33Q (6577.610000 sec): 3 clusters Score: Raw -506883.069732 + Penalty 4049.314714 = -502833.755018 nChanged 13 SP:Iteration 34Q (6577.810000 sec): 3 clusters Score: Raw -506889.062029 + Penalty 4049.314714 = -502839.747315 nChanged 9 SP:Iteration 35Q (6578.030000 sec): 3 clusters Score: Raw -506893.666052 + Penalty 4049.314714 = -502844.351339 nChanged 8 SP:Iteration 36Q (6578.210000 sec): 3 clusters Score: Raw -506897.612087 + Penalty 4049.314714 = -502848.297373 nChanged 8 SP:Iteration 37Q (6578.380000 sec): 3 clusters Score: Raw -506900.250332 + Penalty 4049.314714 = -502850.935619 nChanged 11 SP:Iteration 38Q (6578.610000 sec): 3 clusters Score: Raw -506903.603210 + Penalty 4049.314714 = -502854.288497 nChanged 5 SP:Iteration 39Q (6578.840000 sec): 3 clusters Score: Raw -506905.234282 + Penalty 4049.314714 = -502855.919569 nChanged 4 SP:Iteration 40F (6579.010000 sec): 3 clusters Score: Raw -506906.916052 + Penalty 4049.314714 = -502857.601339 nChanged 7 SP:Iteration 41Q (6579.230000 sec): 3 clusters Score: Raw -506910.274837 + Penalty 4049.314714 = -502860.960124 nChanged 8 SP:Iteration 42Q (6579.450000 sec): 3 clusters Score: Raw -506913.687963 + Penalty 4049.314714 = -502864.373250 nChanged 8 SP:Iteration 43Q (6579.620000 sec): 3 clusters Score: Raw -506916.727127 + Penalty 4049.314714 = -502867.412414 nChanged 6 SP:Iteration 44Q (6579.830000 sec): 3 clusters Score: Raw -506918.186139 + Penalty 4049.314714 = -502868.871426 nChanged 3 SP:Iteration 45Q (6580.030000 sec): 3 clusters Score: Raw -506920.065708 + Penalty 4049.314714 = -502870.750995 nChanged 4 SP:Iteration 46Q (6580.280000 sec): 3 clusters Score: Raw -506921.781958 + Penalty 4049.314714 = -502872.467245 nChanged 5 SP:Iteration 47Q (6580.420000 sec): 3 clusters Score: Raw -506924.342641 + Penalty 4049.314714 = -502875.027928 nChanged 4 SP:Iteration 48Q (6580.640000 sec): 3 clusters Score: Raw -506925.475374 + Penalty 4049.314714 = -502876.160661 nChanged 0 SP:Iteration 49F (6580.860000 sec): 3 clusters Score: Raw -506925.475374 + Penalty 4049.314714 = -502876.160661 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 30 (6492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6580.960000 sec): 2 clusters Score: Raw -928045.653298 + Penalty 2177.024830 = -925868.628468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6581.160000 sec): 3 clusters Score: Raw -924842.055101 + Penalty 4354.049661 = -920488.005440 nChanged 2565 SP:Iteration 1F (6581.380000 sec): 3 clusters Score: Raw -926260.157645 + Penalty 4354.049661 = -921906.107985 nChanged 446 SP:Iteration 2F (6581.580000 sec): 3 clusters Score: Raw -926521.931096 + Penalty 4354.049661 = -922167.881436 nChanged 323 SP:Iteration 3Q (6581.820000 sec): 3 clusters Score: Raw -926700.405078 + Penalty 4354.049661 = -922346.355417 nChanged 276 SP:Iteration 4Q (6581.980000 sec): 3 clusters Score: Raw -926848.871332 + Penalty 4354.049661 = -922494.821671 nChanged 220 SP:Iteration 5Q (6582.220000 sec): 3 clusters Score: Raw -926959.585847 + Penalty 4354.049661 = -922605.536186 nChanged 210 SP:Iteration 6Q (6582.400000 sec): 3 clusters Score: Raw -927070.982315 + Penalty 4354.049661 = -922716.932654 nChanged 191 SP:Iteration 7Q (6582.660000 sec): 3 clusters Score: Raw -927169.598146 + Penalty 4354.049661 = -922815.548485 nChanged 190 SP:Iteration 8Q (6582.870000 sec): 3 clusters Score: Raw -927273.586209 + Penalty 4354.049661 = -922919.536548 nChanged 184 SP:Iteration 9Q (6583.080000 sec): 3 clusters Score: Raw -927360.936704 + Penalty 4354.049661 = -923006.887044 nChanged 165 SP:Iteration 10Q (6583.340000 sec): 3 clusters Score: Raw -927435.581000 + Penalty 4354.049661 = -923081.531340 nChanged 155 SP:Iteration 11Q (6583.510000 sec): 3 clusters Score: Raw -927514.647983 + Penalty 4354.049661 = -923160.598323 nChanged 140 SP:Iteration 12Q (6583.700000 sec): 3 clusters Score: Raw -927583.944940 + Penalty 4354.049661 = -923229.895279 nChanged 134 SP:Iteration 13Q (6583.970000 sec): 3 clusters Score: Raw -927658.134496 + Penalty 4354.049661 = -923304.084835 nChanged 125 SP:Iteration 14Q (6584.200000 sec): 3 clusters Score: Raw -927730.027823 + Penalty 4354.049661 = -923375.978163 nChanged 113 SP:Iteration 15Q (6584.400000 sec): 3 clusters Score: Raw -927794.201189 + Penalty 4354.049661 = -923440.151529 nChanged 113 SP:Iteration 16Q (6584.620000 sec): 3 clusters Score: Raw -927851.630380 + Penalty 4354.049661 = -923497.580720 nChanged 93 SP:Iteration 17Q (6584.840000 sec): 3 clusters Score: Raw -927895.093079 + Penalty 4354.049661 = -923541.043419 nChanged 70 SP:Iteration 18Q (6585.070000 sec): 3 clusters Score: Raw -927924.824961 + Penalty 4354.049661 = -923570.775300 nChanged 65 SP:Iteration 19Q (6585.280000 sec): 3 clusters Score: Raw -927954.069679 + Penalty 4354.049661 = -923600.020019 nChanged 50 SP:Iteration 20F (6585.610000 sec): 3 clusters Score: Raw -927978.561601 + Penalty 4354.049661 = -923624.511941 nChanged 58 SP:Iteration 21Q (6585.840000 sec): 3 clusters Score: Raw -928009.038219 + Penalty 4354.049661 = -923654.988559 nChanged 65 SP:Iteration 22Q (6586.020000 sec): 3 clusters Score: Raw -928045.953592 + Penalty 4354.049661 = -923691.903932 nChanged 60 SP:Iteration 23Q (6586.240000 sec): 3 clusters Score: Raw -928080.317234 + Penalty 4354.049661 = -923726.267574 nChanged 44 SP:Iteration 24Q (6586.450000 sec): 3 clusters Score: Raw -928104.179112 + Penalty 4354.049661 = -923750.129451 nChanged 41 SP:Iteration 25Q (6586.690000 sec): 3 clusters Score: Raw -928119.609574 + Penalty 4354.049661 = -923765.559913 nChanged 24 SP:Iteration 26Q (6586.870000 sec): 3 clusters Score: Raw -928131.746131 + Penalty 4354.049661 = -923777.696470 nChanged 37 SP:Iteration 27Q (6587.120000 sec): 3 clusters Score: Raw -928148.482299 + Penalty 4354.049661 = -923794.432638 nChanged 28 SP:Iteration 28Q (6587.330000 sec): 3 clusters Score: Raw -928161.658344 + Penalty 4354.049661 = -923807.608684 nChanged 27 SP:Iteration 29Q (6587.570000 sec): 3 clusters Score: Raw -928173.310962 + Penalty 4354.049661 = -923819.261301 nChanged 23 SP:Iteration 30Q (6587.760000 sec): 3 clusters Score: Raw -928181.236861 + Penalty 4354.049661 = -923827.187201 nChanged 18 SP:Iteration 31Q (6587.940000 sec): 3 clusters Score: Raw -928187.823119 + Penalty 4354.049661 = -923833.773459 nChanged 13 SP:Iteration 32Q (6588.150000 sec): 3 clusters Score: Raw -928193.071519 + Penalty 4354.049661 = -923839.021858 nChanged 10 SP:Iteration 33Q (6588.360000 sec): 3 clusters Score: Raw -928197.621881 + Penalty 4354.049661 = -923843.572221 nChanged 15 SP:Iteration 34Q (6588.530000 sec): 3 clusters Score: Raw -928202.925425 + Penalty 4354.049661 = -923848.875764 nChanged 11 SP:Iteration 35Q (6588.740000 sec): 3 clusters Score: Raw -928207.768222 + Penalty 4354.049661 = -923853.718562 nChanged 16 SP:Iteration 36Q (6588.930000 sec): 3 clusters Score: Raw -928215.458420 + Penalty 4354.049661 = -923861.408759 nChanged 16 SP:Iteration 37Q (6589.160000 sec): 3 clusters Score: Raw -928220.921093 + Penalty 4354.049661 = -923866.871432 nChanged 9 SP:Iteration 38Q (6589.360000 sec): 3 clusters Score: Raw -928224.587602 + Penalty 4354.049661 = -923870.537942 nChanged 8 SP:Iteration 39Q (6589.590000 sec): 3 clusters Score: Raw -928229.240079 + Penalty 4354.049661 = -923875.190419 nChanged 15 SP:Iteration 40F (6589.780000 sec): 3 clusters Score: Raw -928234.688842 + Penalty 4354.049661 = -923880.639182 nChanged 12 SP:Iteration 41Q (6590.040000 sec): 3 clusters Score: Raw -928238.619581 + Penalty 4354.049661 = -923884.569921 nChanged 9 SP:Iteration 42Q (6590.210000 sec): 3 clusters Score: Raw -928241.869759 + Penalty 4354.049661 = -923887.820098 nChanged 14 SP:Iteration 43Q (6590.380000 sec): 3 clusters Score: Raw -928249.418720 + Penalty 4354.049661 = -923895.369059 nChanged 16 SP:Iteration 44Q (6590.600000 sec): 3 clusters Score: Raw -928255.756586 + Penalty 4354.049661 = -923901.706926 nChanged 11 SP:Iteration 45Q (6590.820000 sec): 3 clusters Score: Raw -928259.763283 + Penalty 4354.049661 = -923905.713623 nChanged 5 SP:Iteration 46Q (6591.080000 sec): 3 clusters Score: Raw -928260.925108 + Penalty 4354.049661 = -923906.875448 nChanged 3 SP:Iteration 47Q (6591.220000 sec): 3 clusters Score: Raw -928261.802692 + Penalty 4354.049661 = -923907.753032 nChanged 3 SP:Iteration 48Q (6591.480000 sec): 3 clusters Score: Raw -928262.427093 + Penalty 4354.049661 = -923908.377433 nChanged 1 SP:Iteration 49Q (6591.670000 sec): 3 clusters Score: Raw -928262.697211 + Penalty 4354.049661 = -923908.647551 nChanged 1 SP:Iteration 50Q (6591.910000 sec): 3 clusters Score: Raw -928262.986423 + Penalty 4354.049661 = -923908.936762 nChanged 0 SP:Iteration 51F (6592.100000 sec): 3 clusters Score: Raw -928262.986423 + Penalty 4354.049661 = -923908.936762 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 31 (8284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6592.210000 sec): 2 clusters Score: Raw -1265241.070088 + Penalty 2237.476143 = -1263003.593945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6592.490000 sec): 3 clusters Score: Raw -1260877.858815 + Penalty 4474.952286 = -1256402.906528 nChanged 3372 SP:Iteration 1F (6592.690000 sec): 3 clusters Score: Raw -1262653.277994 + Penalty 4474.952286 = -1258178.325708 nChanged 533 SP:Iteration 2F (6592.910000 sec): 3 clusters Score: Raw -1262903.582742 + Penalty 4474.952286 = -1258428.630455 nChanged 389 SP:Iteration 3Q (6593.180000 sec): 3 clusters Score: Raw -1263092.290380 + Penalty 4474.952286 = -1258617.338094 nChanged 347 SP:Iteration 4Q (6593.410000 sec): 3 clusters Score: Raw -1263267.645076 + Penalty 4474.952286 = -1258792.692790 nChanged 303 SP:Iteration 5Q (6593.680000 sec): 3 clusters Score: Raw -1263411.389480 + Penalty 4474.952286 = -1258936.437193 nChanged 284 SP:Iteration 6Q (6593.880000 sec): 3 clusters Score: Raw -1263551.095212 + Penalty 4474.952286 = -1259076.142926 nChanged 259 SP:Iteration 7Q (6594.090000 sec): 3 clusters Score: Raw -1263675.604164 + Penalty 4474.952286 = -1259200.651878 nChanged 228 SP:Iteration 8Q (6594.280000 sec): 3 clusters Score: Raw -1263777.963536 + Penalty 4474.952286 = -1259303.011250 nChanged 198 SP:Iteration 9Q (6594.510000 sec): 3 clusters Score: Raw -1263861.510293 + Penalty 4474.952286 = -1259386.558007 nChanged 185 SP:Iteration 10Q (6594.740000 sec): 3 clusters Score: Raw -1263936.801693 + Penalty 4474.952286 = -1259461.849406 nChanged 187 SP:Iteration 11Q (6594.940000 sec): 3 clusters Score: Raw -1264023.196685 + Penalty 4474.952286 = -1259548.244399 nChanged 194 SP:Iteration 12Q (6595.200000 sec): 3 clusters Score: Raw -1264116.803398 + Penalty 4474.952286 = -1259641.851112 nChanged 182 SP:Iteration 13Q (6595.450000 sec): 3 clusters Score: Raw -1264208.966483 + Penalty 4474.952286 = -1259734.014196 nChanged 187 SP:Iteration 14Q (6595.650000 sec): 3 clusters Score: Raw -1264305.579627 + Penalty 4474.952286 = -1259830.627341 nChanged 194 SP:Iteration 15Q (6595.880000 sec): 3 clusters Score: Raw -1264407.886532 + Penalty 4474.952286 = -1259932.934246 nChanged 190 SP:Iteration 16Q (6596.100000 sec): 3 clusters Score: Raw -1264516.283490 + Penalty 4474.952286 = -1260041.331204 nChanged 197 SP:Iteration 17Q (6596.280000 sec): 3 clusters Score: Raw -1264636.282096 + Penalty 4474.952286 = -1260161.329809 nChanged 180 SP:Iteration 18Q (6596.520000 sec): 3 clusters Score: Raw -1264743.781202 + Penalty 4474.952286 = -1260268.828915 nChanged 165 SP:Iteration 19Q (6596.710000 sec): 3 clusters Score: Raw -1264849.651550 + Penalty 4474.952286 = -1260374.699264 nChanged 127 SP:Iteration 20F (6596.990000 sec): 3 clusters Score: Raw -1264929.410105 + Penalty 4474.952286 = -1260454.457819 nChanged 113 SP:Iteration 21Q (6597.190000 sec): 3 clusters Score: Raw -1265006.364154 + Penalty 4474.952286 = -1260531.411868 nChanged 114 SP:Iteration 22Q (6597.440000 sec): 3 clusters Score: Raw -1265085.928142 + Penalty 4474.952286 = -1260610.975856 nChanged 104 SP:Iteration 23Q (6597.710000 sec): 3 clusters Score: Raw -1265165.304883 + Penalty 4474.952286 = -1260690.352596 nChanged 83 SP:Iteration 24Q (6597.980000 sec): 3 clusters Score: Raw -1265220.786402 + Penalty 4474.952286 = -1260745.834115 nChanged 68 SP:Iteration 25Q (6598.220000 sec): 3 clusters Score: Raw -1265263.156941 + Penalty 4474.952286 = -1260788.204655 nChanged 49 SP:Iteration 26Q (6598.470000 sec): 3 clusters Score: Raw -1265294.731734 + Penalty 4474.952286 = -1260819.779447 nChanged 50 SP:Iteration 27Q (6598.670000 sec): 3 clusters Score: Raw -1265329.200345 + Penalty 4474.952286 = -1260854.248059 nChanged 35 SP:Iteration 28Q (6598.870000 sec): 3 clusters Score: Raw -1265354.320717 + Penalty 4474.952286 = -1260879.368431 nChanged 36 SP:Iteration 29Q (6599.090000 sec): 3 clusters Score: Raw -1265386.434295 + Penalty 4474.952286 = -1260911.482009 nChanged 33 SP:Iteration 30Q (6599.320000 sec): 3 clusters Score: Raw -1265411.450749 + Penalty 4474.952286 = -1260936.498463 nChanged 22 SP:Iteration 31Q (6599.570000 sec): 3 clusters Score: Raw -1265433.551807 + Penalty 4474.952286 = -1260958.599521 nChanged 22 SP:Iteration 32Q (6599.800000 sec): 3 clusters Score: Raw -1265448.943733 + Penalty 4474.952286 = -1260973.991447 nChanged 15 SP:Iteration 33Q (6600.060000 sec): 3 clusters Score: Raw -1265459.295858 + Penalty 4474.952286 = -1260984.343572 nChanged 16 SP:Iteration 34Q (6600.260000 sec): 3 clusters Score: Raw -1265470.389535 + Penalty 4474.952286 = -1260995.437248 nChanged 7 SP:Iteration 35Q (6600.540000 sec): 3 clusters Score: Raw -1265475.631375 + Penalty 4474.952286 = -1261000.679089 nChanged 8 SP:Iteration 36Q (6600.740000 sec): 3 clusters Score: Raw -1265481.608604 + Penalty 4474.952286 = -1261006.656317 nChanged 10 SP:Iteration 37Q (6600.970000 sec): 3 clusters Score: Raw -1265489.228009 + Penalty 4474.952286 = -1261014.275722 nChanged 11 SP:Iteration 38Q (6601.210000 sec): 3 clusters Score: Raw -1265498.739741 + Penalty 4474.952286 = -1261023.787454 nChanged 8 SP:Iteration 39Q (6601.470000 sec): 3 clusters Score: Raw -1265505.231033 + Penalty 4474.952286 = -1261030.278747 nChanged 3 SP:Iteration 40F (6601.720000 sec): 3 clusters Score: Raw -1265508.341968 + Penalty 4474.952286 = -1261033.389681 nChanged 8 SP:Iteration 41Q (6601.940000 sec): 3 clusters Score: Raw -1265514.676530 + Penalty 4474.952286 = -1261039.724244 nChanged 6 SP:Iteration 42Q (6602.110000 sec): 3 clusters Score: Raw -1265519.877077 + Penalty 4474.952286 = -1261044.924791 nChanged 7 SP:Iteration 43Q (6602.380000 sec): 3 clusters Score: Raw -1265525.996953 + Penalty 4474.952286 = -1261051.044666 nChanged 3 SP:Iteration 44Q (6602.540000 sec): 3 clusters Score: Raw -1265528.957642 + Penalty 4474.952286 = -1261054.005356 nChanged 6 SP:Iteration 45Q (6602.740000 sec): 3 clusters Score: Raw -1265533.900518 + Penalty 4474.952286 = -1261058.948231 nChanged 3 SP:Iteration 46Q (6602.960000 sec): 3 clusters Score: Raw -1265536.315405 + Penalty 4474.952286 = -1261061.363119 nChanged 2 SP:Iteration 47Q (6603.190000 sec): 3 clusters Score: Raw -1265537.149489 + Penalty 4474.952286 = -1261062.197203 nChanged 0 SP:Iteration 48F (6603.400000 sec): 3 clusters Score: Raw -1265537.149489 + Penalty 4474.952286 = -1261062.197203 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 32 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6603.480000 sec): 2 clusters Score: Raw -61672.420791 + Penalty 1508.955854 = -60163.464936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6603.660000 sec): 3 clusters Score: Raw -61698.830633 + Penalty 3017.911709 = -58680.918925 nChanged 73 SP:Iteration 1F (6603.860000 sec): 3 clusters Score: Raw -61850.444487 + Penalty 3017.911709 = -58832.532778 nChanged 9 SP:Iteration 2Q (6604.050000 sec): 3 clusters Score: Raw -61871.337324 + Penalty 3017.911709 = -58853.425615 nChanged 6 SP:Iteration 3Q (6604.180000 sec): 3 clusters Score: Raw -61887.005544 + Penalty 3017.911709 = -58869.093835 nChanged 2 SP:Iteration 4Q (6604.370000 sec): 3 clusters Score: Raw -61894.329165 + Penalty 3017.911709 = -58876.417456 nChanged 3 SP:Iteration 5Q (6604.550000 sec): 3 clusters Score: Raw -61904.762707 + Penalty 3017.911709 = -58886.850999 nChanged 3 SP:Iteration 6Q (6604.720000 sec): 3 clusters Score: Raw -61911.596835 + Penalty 3017.911709 = -58893.685126 nChanged 1 SP:Iteration 7Q (6604.900000 sec): 3 clusters Score: Raw -61913.619896 + Penalty 3017.911709 = -58895.708187 nChanged 0 SP:Iteration 8F (6605.120000 sec): 3 clusters Score: Raw -61913.619896 + Penalty 3017.911709 = -58895.708187 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 33 (6581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6605.220000 sec): 2 clusters Score: Raw -920006.457810 + Penalty 2180.401613 = -917826.056197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6605.440000 sec): 3 clusters Score: Raw -916649.189683 + Penalty 4360.803226 = -912288.386457 nChanged 2642 SP:Iteration 1F (6605.600000 sec): 3 clusters Score: Raw -918174.437872 + Penalty 4360.803226 = -913813.634645 nChanged 502 SP:Iteration 2F (6605.790000 sec): 3 clusters Score: Raw -918473.037795 + Penalty 4360.803226 = -914112.234569 nChanged 369 SP:Iteration 3F (6606.070000 sec): 3 clusters Score: Raw -918663.938403 + Penalty 4360.803226 = -914303.135177 nChanged 274 SP:Iteration 4Q (6606.240000 sec): 3 clusters Score: Raw -918807.380856 + Penalty 4360.803226 = -914446.577630 nChanged 234 SP:Iteration 5Q (6606.470000 sec): 3 clusters Score: Raw -918937.850100 + Penalty 4360.803226 = -914577.046874 nChanged 214 SP:Iteration 6Q (6606.660000 sec): 3 clusters Score: Raw -919058.524815 + Penalty 4360.803226 = -914697.721589 nChanged 206 SP:Iteration 7Q (6606.900000 sec): 3 clusters Score: Raw -919175.282483 + Penalty 4360.803226 = -914814.479256 nChanged 191 SP:Iteration 8Q (6607.110000 sec): 3 clusters Score: Raw -919287.167512 + Penalty 4360.803226 = -914926.364286 nChanged 185 SP:Iteration 9Q (6607.270000 sec): 3 clusters Score: Raw -919409.784596 + Penalty 4360.803226 = -915048.981370 nChanged 167 SP:Iteration 10Q (6607.490000 sec): 3 clusters Score: Raw -919523.999111 + Penalty 4360.803226 = -915163.195885 nChanged 164 SP:Iteration 11Q (6607.720000 sec): 3 clusters Score: Raw -919648.853904 + Penalty 4360.803226 = -915288.050677 nChanged 134 SP:Iteration 12Q (6607.910000 sec): 3 clusters Score: Raw -919756.592368 + Penalty 4360.803226 = -915395.789142 nChanged 126 SP:Iteration 13Q (6608.130000 sec): 3 clusters Score: Raw -919854.664663 + Penalty 4360.803226 = -915493.861437 nChanged 106 SP:Iteration 14Q (6608.340000 sec): 3 clusters Score: Raw -919937.653860 + Penalty 4360.803226 = -915576.850633 nChanged 90 SP:Iteration 15Q (6608.550000 sec): 3 clusters Score: Raw -920009.586919 + Penalty 4360.803226 = -915648.783693 nChanged 66 SP:Iteration 16Q (6608.750000 sec): 3 clusters Score: Raw -920061.003357 + Penalty 4360.803226 = -915700.200131 nChanged 61 SP:Iteration 17Q (6608.980000 sec): 3 clusters Score: Raw -920106.267398 + Penalty 4360.803226 = -915745.464172 nChanged 53 SP:Iteration 18Q (6609.200000 sec): 3 clusters Score: Raw -920146.498259 + Penalty 4360.803226 = -915785.695032 nChanged 40 SP:Iteration 19Q (6609.410000 sec): 3 clusters Score: Raw -920183.973199 + Penalty 4360.803226 = -915823.169972 nChanged 35 SP:Iteration 20F (6609.600000 sec): 3 clusters Score: Raw -920211.409624 + Penalty 4360.803226 = -915850.606398 nChanged 21 SP:Iteration 21Q (6609.810000 sec): 3 clusters Score: Raw -920230.470722 + Penalty 4360.803226 = -915869.667496 nChanged 19 SP:Iteration 22Q (6610.010000 sec): 3 clusters Score: Raw -920249.933725 + Penalty 4360.803226 = -915889.130499 nChanged 22 SP:Iteration 23Q (6610.190000 sec): 3 clusters Score: Raw -920269.006221 + Penalty 4360.803226 = -915908.202995 nChanged 16 SP:Iteration 24Q (6610.370000 sec): 3 clusters Score: Raw -920283.673443 + Penalty 4360.803226 = -915922.870217 nChanged 13 SP:Iteration 25Q (6610.610000 sec): 3 clusters Score: Raw -920295.662564 + Penalty 4360.803226 = -915934.859337 nChanged 14 SP:Iteration 26Q (6610.830000 sec): 3 clusters Score: Raw -920308.669422 + Penalty 4360.803226 = -915947.866195 nChanged 8 SP:Iteration 27Q (6611.060000 sec): 3 clusters Score: Raw -920316.825886 + Penalty 4360.803226 = -915956.022659 nChanged 6 SP:Iteration 28Q (6611.330000 sec): 3 clusters Score: Raw -920323.707460 + Penalty 4360.803226 = -915962.904234 nChanged 7 SP:Iteration 29Q (6611.520000 sec): 3 clusters Score: Raw -920331.540017 + Penalty 4360.803226 = -915970.736791 nChanged 4 SP:Iteration 30Q (6611.720000 sec): 3 clusters Score: Raw -920335.623112 + Penalty 4360.803226 = -915974.819886 nChanged 4 SP:Iteration 31Q (6611.930000 sec): 3 clusters Score: Raw -920340.297864 + Penalty 4360.803226 = -915979.494638 nChanged 5 SP:Iteration 32Q (6612.180000 sec): 3 clusters Score: Raw -920344.521305 + Penalty 4360.803226 = -915983.718079 nChanged 0 SP:Iteration 33F (6612.390000 sec): 3 clusters Score: Raw -920344.521305 + Penalty 4360.803226 = -915983.718079 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 34 (11143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6612.510000 sec): 2 clusters Score: Raw -1658513.200485 + Penalty 2311.004561 = -1656202.195924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6612.810000 sec): 3 clusters Score: Raw -1652396.299261 + Penalty 4622.009121 = -1647774.290139 nChanged 4703 SP:Iteration 1F (6613.030000 sec): 3 clusters Score: Raw -1655210.763106 + Penalty 4622.009121 = -1650588.753984 nChanged 790 SP:Iteration 2F (6613.290000 sec): 3 clusters Score: Raw -1655699.861276 + Penalty 4622.009121 = -1651077.852154 nChanged 620 SP:Iteration 3F (6613.510000 sec): 3 clusters Score: Raw -1656001.098886 + Penalty 4622.009121 = -1651379.089764 nChanged 543 SP:Iteration 4Q (6613.700000 sec): 3 clusters Score: Raw -1656253.383930 + Penalty 4622.009121 = -1651631.374809 nChanged 475 SP:Iteration 5Q (6613.930000 sec): 3 clusters Score: Raw -1656470.917169 + Penalty 4622.009121 = -1651848.908048 nChanged 489 SP:Iteration 6Q (6614.120000 sec): 3 clusters Score: Raw -1656698.044710 + Penalty 4622.009121 = -1652076.035588 nChanged 485 SP:Iteration 7Q (6614.390000 sec): 3 clusters Score: Raw -1656946.324584 + Penalty 4622.009121 = -1652324.315462 nChanged 536 SP:Iteration 8Q (6614.640000 sec): 3 clusters Score: Raw -1657261.335993 + Penalty 4622.009121 = -1652639.326872 nChanged 566 SP:Iteration 9F (6614.890000 sec): 3 clusters Score: Raw -1657650.377300 + Penalty 4622.009121 = -1653028.368178 nChanged 608 SP:Iteration 10F (6615.120000 sec): 3 clusters Score: Raw -1658089.919589 + Penalty 4622.009121 = -1653467.910467 nChanged 551 SP:Iteration 11Q (6615.290000 sec): 3 clusters Score: Raw -1658479.452358 + Penalty 4622.009121 = -1653857.443236 nChanged 461 SP:Iteration 12Q (6615.520000 sec): 3 clusters Score: Raw -1658790.248169 + Penalty 4622.009121 = -1654168.239047 nChanged 393 SP:Iteration 13Q (6615.800000 sec): 3 clusters Score: Raw -1659055.514057 + Penalty 4622.009121 = -1654433.504936 nChanged 321 SP:Iteration 14Q (6616.010000 sec): 3 clusters Score: Raw -1659256.015544 + Penalty 4622.009121 = -1654634.006422 nChanged 241 SP:Iteration 15Q (6616.220000 sec): 3 clusters Score: Raw -1659404.164813 + Penalty 4622.009121 = -1654782.155691 nChanged 186 SP:Iteration 16Q (6616.450000 sec): 3 clusters Score: Raw -1659503.086880 + Penalty 4622.009121 = -1654881.077758 nChanged 136 SP:Iteration 17Q (6616.700000 sec): 3 clusters Score: Raw -1659578.219041 + Penalty 4622.009121 = -1654956.209920 nChanged 116 SP:Iteration 18Q (6616.940000 sec): 3 clusters Score: Raw -1659640.020028 + Penalty 4622.009121 = -1655018.010906 nChanged 84 SP:Iteration 19Q (6617.200000 sec): 3 clusters Score: Raw -1659683.489871 + Penalty 4622.009121 = -1655061.480749 nChanged 64 SP:Iteration 20F (6617.410000 sec): 3 clusters Score: Raw -1659723.392890 + Penalty 4622.009121 = -1655101.383768 nChanged 54 SP:Iteration 21Q (6617.690000 sec): 3 clusters Score: Raw -1659751.584781 + Penalty 4622.009121 = -1655129.575660 nChanged 49 SP:Iteration 22Q (6617.900000 sec): 3 clusters Score: Raw -1659773.077071 + Penalty 4622.009121 = -1655151.067949 nChanged 44 SP:Iteration 23Q (6618.080000 sec): 3 clusters Score: Raw -1659802.268285 + Penalty 4622.009121 = -1655180.259163 nChanged 46 SP:Iteration 24Q (6618.320000 sec): 3 clusters Score: Raw -1659837.962433 + Penalty 4622.009121 = -1655215.953312 nChanged 44 SP:Iteration 25Q (6618.560000 sec): 3 clusters Score: Raw -1659873.367837 + Penalty 4622.009121 = -1655251.358715 nChanged 41 SP:Iteration 26Q (6618.780000 sec): 3 clusters Score: Raw -1659907.109224 + Penalty 4622.009121 = -1655285.100103 nChanged 38 SP:Iteration 27Q (6619.020000 sec): 3 clusters Score: Raw -1659935.709331 + Penalty 4622.009121 = -1655313.700209 nChanged 31 SP:Iteration 28Q (6619.260000 sec): 3 clusters Score: Raw -1659959.874991 + Penalty 4622.009121 = -1655337.865869 nChanged 27 SP:Iteration 29Q (6619.450000 sec): 3 clusters Score: Raw -1659977.012172 + Penalty 4622.009121 = -1655355.003051 nChanged 24 SP:Iteration 30Q (6619.680000 sec): 3 clusters Score: Raw -1659996.990540 + Penalty 4622.009121 = -1655374.981419 nChanged 27 SP:Iteration 31Q (6619.950000 sec): 3 clusters Score: Raw -1660020.947682 + Penalty 4622.009121 = -1655398.938560 nChanged 29 SP:Iteration 32Q (6620.260000 sec): 3 clusters Score: Raw -1660051.761769 + Penalty 4622.009121 = -1655429.752648 nChanged 30 SP:Iteration 33Q (6620.520000 sec): 3 clusters Score: Raw -1660078.637188 + Penalty 4622.009121 = -1655456.628066 nChanged 18 SP:Iteration 34Q (6620.780000 sec): 3 clusters Score: Raw -1660096.594598 + Penalty 4622.009121 = -1655474.585476 nChanged 13 SP:Iteration 35Q (6621.020000 sec): 3 clusters Score: Raw -1660106.514416 + Penalty 4622.009121 = -1655484.505294 nChanged 12 SP:Iteration 36Q (6621.260000 sec): 3 clusters Score: Raw -1660115.789900 + Penalty 4622.009121 = -1655493.780779 nChanged 14 SP:Iteration 37Q (6621.480000 sec): 3 clusters Score: Raw -1660128.171826 + Penalty 4622.009121 = -1655506.162704 nChanged 15 SP:Iteration 38Q (6621.720000 sec): 3 clusters Score: Raw -1660144.481632 + Penalty 4622.009121 = -1655522.472511 nChanged 13 SP:Iteration 39Q (6621.950000 sec): 3 clusters Score: Raw -1660156.735409 + Penalty 4622.009121 = -1655534.726287 nChanged 12 SP:Iteration 40F (6622.160000 sec): 3 clusters Score: Raw -1660163.408118 + Penalty 4622.009121 = -1655541.398996 nChanged 3 SP:Iteration 41Q (6622.420000 sec): 3 clusters Score: Raw -1660165.177377 + Penalty 4622.009121 = -1655543.168256 nChanged 1 SP:Iteration 42Q (6622.660000 sec): 3 clusters Score: Raw -1660165.613892 + Penalty 4622.009121 = -1655543.604771 nChanged 1 SP:Iteration 43Q (6622.880000 sec): 3 clusters Score: Raw -1660165.976981 + Penalty 4622.009121 = -1655543.967860 nChanged 0 SP:Iteration 44F (6623.140000 sec): 3 clusters Score: Raw -1660165.976981 + Penalty 4622.009121 = -1655543.967860 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 35 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6623.240000 sec): 2 clusters Score: Raw -40762.739360 + Penalty 1421.868637 = -39340.870723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6623.440000 sec): 3 clusters Score: Raw -40894.950542 + Penalty 2843.737273 = -38051.213268 nChanged 32 SP:Iteration 1F (6623.640000 sec): 3 clusters Score: Raw -40982.390808 + Penalty 2843.737273 = -38138.653535 nChanged 9 SP:Iteration 2Q (6623.790000 sec): 3 clusters Score: Raw -41009.325001 + Penalty 2843.737273 = -38165.587728 nChanged 5 SP:Iteration 3Q (6623.990000 sec): 3 clusters Score: Raw -41026.684060 + Penalty 2843.737273 = -38182.946787 nChanged 6 SP:Iteration 4Q (6624.170000 sec): 3 clusters Score: Raw -41043.202736 + Penalty 2843.737273 = -38199.465463 nChanged 4 SP:Iteration 5Q (6624.340000 sec): 3 clusters Score: Raw -41056.847188 + Penalty 2843.737273 = -38213.109915 nChanged 2 SP:Iteration 6Q (6624.520000 sec): 3 clusters Score: Raw -41063.501763 + Penalty 2843.737273 = -38219.764490 nChanged 0 SP:Iteration 7F (6624.710000 sec): 3 clusters Score: Raw -41063.501763 + Penalty 2843.737273 = -38219.764490 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 36 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6624.760000 sec): 2 clusters Score: Raw -25615.269635 + Penalty 1327.260817 = -24288.008818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6624.970000 sec): 3 clusters Score: Raw -25808.519064 + Penalty 2654.521634 = -23153.997430 nChanged 24 SP:Iteration 1F (6625.160000 sec): 3 clusters Score: Raw -25985.238271 + Penalty 2654.521634 = -23330.716637 nChanged 12 SP:Iteration 2F (6625.300000 sec): 3 clusters Score: Raw -26124.349840 + Penalty 2654.521634 = -23469.828206 nChanged 4 SP:Iteration 3Q (6625.510000 sec): 3 clusters Score: Raw -26144.256675 + Penalty 2654.521634 = -23489.735041 nChanged 4 SP:Iteration 4Q (6625.680000 sec): 3 clusters Score: Raw -26168.113766 + Penalty 2654.521634 = -23513.592132 nChanged 5 SP:Iteration 5Q (6625.840000 sec): 3 clusters Score: Raw -26202.027769 + Penalty 2654.521634 = -23547.506135 nChanged 6 SP:Iteration 6Q (6626.050000 sec): 3 clusters Score: Raw -26261.454366 + Penalty 2654.521634 = -23606.932732 nChanged 3 SP:Iteration 7Q (6626.210000 sec): 3 clusters Score: Raw -26285.616887 + Penalty 2654.521634 = -23631.095253 nChanged 1 SP:Iteration 8Q (6626.390000 sec): 3 clusters Score: Raw -26290.760544 + Penalty 2654.521634 = -23636.238910 nChanged 0 SP:Iteration 9F (6626.540000 sec): 3 clusters Score: Raw -26290.760544 + Penalty 2654.521634 = -23636.238910 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 37 (4882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6626.670000 sec): 2 clusters Score: Raw -666491.381388 + Penalty 2106.340942 = -664385.040446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6626.920000 sec): 3 clusters Score: Raw -664178.926423 + Penalty 4212.681884 = -659966.244539 nChanged 1820 SP:Iteration 1F (6627.090000 sec): 3 clusters Score: Raw -665323.814478 + Penalty 4212.681884 = -661111.132593 nChanged 431 SP:Iteration 2F (6627.310000 sec): 3 clusters Score: Raw -665695.922062 + Penalty 4212.681884 = -661483.240178 nChanged 334 SP:Iteration 3F (6627.520000 sec): 3 clusters Score: Raw -666094.218411 + Penalty 4212.681884 = -661881.536527 nChanged 329 SP:Iteration 4F (6627.710000 sec): 3 clusters Score: Raw -666426.324375 + Penalty 4212.681884 = -662213.642490 nChanged 299 SP:Iteration 5F (6627.870000 sec): 3 clusters Score: Raw -666742.295775 + Penalty 4212.681884 = -662529.613890 nChanged 271 SP:Iteration 6F (6628.060000 sec): 3 clusters Score: Raw -667021.666299 + Penalty 4212.681884 = -662808.984414 nChanged 242 SP:Iteration 7Q (6628.240000 sec): 3 clusters Score: Raw -667225.547304 + Penalty 4212.681884 = -663012.865419 nChanged 169 SP:Iteration 8Q (6628.440000 sec): 3 clusters Score: Raw -667365.898550 + Penalty 4212.681884 = -663153.216666 nChanged 156 SP:Iteration 9Q (6628.680000 sec): 3 clusters Score: Raw -667483.911687 + Penalty 4212.681884 = -663271.229802 nChanged 123 SP:Iteration 10Q (6628.840000 sec): 3 clusters Score: Raw -667567.203826 + Penalty 4212.681884 = -663354.521942 nChanged 91 SP:Iteration 11Q (6629.050000 sec): 3 clusters Score: Raw -667628.328831 + Penalty 4212.681884 = -663415.646946 nChanged 85 SP:Iteration 12Q (6629.270000 sec): 3 clusters Score: Raw -667683.398014 + Penalty 4212.681884 = -663470.716129 nChanged 75 SP:Iteration 13Q (6629.480000 sec): 3 clusters Score: Raw -667730.237977 + Penalty 4212.681884 = -663517.556093 nChanged 72 SP:Iteration 14Q (6629.700000 sec): 3 clusters Score: Raw -667772.038474 + Penalty 4212.681884 = -663559.356590 nChanged 63 SP:Iteration 15Q (6629.890000 sec): 3 clusters Score: Raw -667811.749075 + Penalty 4212.681884 = -663599.067190 nChanged 66 SP:Iteration 16Q (6630.080000 sec): 3 clusters Score: Raw -667856.491149 + Penalty 4212.681884 = -663643.809264 nChanged 60 SP:Iteration 17Q (6630.260000 sec): 3 clusters Score: Raw -667886.474159 + Penalty 4212.681884 = -663673.792274 nChanged 41 SP:Iteration 18Q (6630.530000 sec): 3 clusters Score: Raw -667906.359404 + Penalty 4212.681884 = -663693.677520 nChanged 28 SP:Iteration 19Q (6630.690000 sec): 3 clusters Score: Raw -667918.625655 + Penalty 4212.681884 = -663705.943770 nChanged 25 SP:Iteration 20F (6630.890000 sec): 3 clusters Score: Raw -667928.049713 + Penalty 4212.681884 = -663715.367829 nChanged 19 SP:Iteration 21Q (6631.080000 sec): 3 clusters Score: Raw -667936.070562 + Penalty 4212.681884 = -663723.388678 nChanged 17 SP:Iteration 22Q (6631.270000 sec): 3 clusters Score: Raw -667942.078594 + Penalty 4212.681884 = -663729.396710 nChanged 6 SP:Iteration 23Q (6631.450000 sec): 3 clusters Score: Raw -667944.340861 + Penalty 4212.681884 = -663731.658976 nChanged 6 SP:Iteration 24Q (6631.630000 sec): 3 clusters Score: Raw -667946.181249 + Penalty 4212.681884 = -663733.499364 nChanged 6 SP:Iteration 25Q (6631.850000 sec): 3 clusters Score: Raw -667949.188404 + Penalty 4212.681884 = -663736.506519 nChanged 8 SP:Iteration 26Q (6632.070000 sec): 3 clusters Score: Raw -667952.640836 + Penalty 4212.681884 = -663739.958951 nChanged 7 SP:Iteration 27Q (6632.270000 sec): 3 clusters Score: Raw -667955.560528 + Penalty 4212.681884 = -663742.878643 nChanged 4 SP:Iteration 28Q (6632.490000 sec): 3 clusters Score: Raw -667957.472098 + Penalty 4212.681884 = -663744.790214 nChanged 10 SP:Iteration 29Q (6632.690000 sec): 3 clusters Score: Raw -667964.714588 + Penalty 4212.681884 = -663752.032704 nChanged 9 SP:Iteration 30Q (6632.880000 sec): 3 clusters Score: Raw -667967.381812 + Penalty 4212.681884 = -663754.699928 nChanged 8 SP:Iteration 31Q (6633.140000 sec): 3 clusters Score: Raw -667970.715915 + Penalty 4212.681884 = -663758.034031 nChanged 8 SP:Iteration 32Q (6633.290000 sec): 3 clusters Score: Raw -667973.047612 + Penalty 4212.681884 = -663760.365728 nChanged 7 SP:Iteration 33Q (6633.490000 sec): 3 clusters Score: Raw -667974.662032 + Penalty 4212.681884 = -663761.980147 nChanged 5 SP:Iteration 34Q (6633.690000 sec): 3 clusters Score: Raw -667975.578270 + Penalty 4212.681884 = -663762.896386 nChanged 1 SP:Iteration 35Q (6633.910000 sec): 3 clusters Score: Raw -667976.001186 + Penalty 4212.681884 = -663763.319302 nChanged 1 SP:Iteration 36Q (6634.090000 sec): 3 clusters Score: Raw -667976.308286 + Penalty 4212.681884 = -663763.626401 nChanged 0 SP:Iteration 37F (6634.290000 sec): 3 clusters Score: Raw -667976.308286 + Penalty 4212.681884 = -663763.626401 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 38 (7039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6634.410000 sec): 2 clusters Score: Raw -1029287.869333 + Penalty 2197.086906 = -1027090.782427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6634.660000 sec): 3 clusters Score: Raw -1025671.345959 + Penalty 4394.173811 = -1021277.172148 nChanged 2922 SP:Iteration 1F (6634.830000 sec): 3 clusters Score: Raw -1027233.745937 + Penalty 4394.173811 = -1022839.572126 nChanged 477 SP:Iteration 2F (6635.080000 sec): 3 clusters Score: Raw -1027467.215926 + Penalty 4394.173811 = -1023073.042115 nChanged 346 SP:Iteration 3Q (6635.250000 sec): 3 clusters Score: Raw -1027647.685766 + Penalty 4394.173811 = -1023253.511955 nChanged 285 SP:Iteration 4Q (6635.450000 sec): 3 clusters Score: Raw -1027782.259811 + Penalty 4394.173811 = -1023388.086000 nChanged 225 SP:Iteration 5Q (6635.680000 sec): 3 clusters Score: Raw -1027876.422062 + Penalty 4394.173811 = -1023482.248251 nChanged 197 SP:Iteration 6Q (6635.890000 sec): 3 clusters Score: Raw -1027969.055861 + Penalty 4394.173811 = -1023574.882050 nChanged 207 SP:Iteration 7Q (6636.090000 sec): 3 clusters Score: Raw -1028069.356770 + Penalty 4394.173811 = -1023675.182959 nChanged 212 SP:Iteration 8Q (6636.280000 sec): 3 clusters Score: Raw -1028182.057710 + Penalty 4394.173811 = -1023787.883898 nChanged 237 SP:Iteration 9Q (6636.530000 sec): 3 clusters Score: Raw -1028309.762418 + Penalty 4394.173811 = -1023915.588607 nChanged 224 SP:Iteration 10Q (6636.740000 sec): 3 clusters Score: Raw -1028450.828446 + Penalty 4394.173811 = -1024056.654635 nChanged 242 SP:Iteration 11Q (6636.930000 sec): 3 clusters Score: Raw -1028602.382897 + Penalty 4394.173811 = -1024208.209085 nChanged 203 SP:Iteration 12Q (6637.130000 sec): 3 clusters Score: Raw -1028728.847668 + Penalty 4394.173811 = -1024334.673856 nChanged 178 SP:Iteration 13Q (6637.350000 sec): 3 clusters Score: Raw -1028841.769605 + Penalty 4394.173811 = -1024447.595794 nChanged 172 SP:Iteration 14Q (6637.550000 sec): 3 clusters Score: Raw -1028961.233862 + Penalty 4394.173811 = -1024567.060051 nChanged 177 SP:Iteration 15Q (6637.770000 sec): 3 clusters Score: Raw -1029095.899526 + Penalty 4394.173811 = -1024701.725715 nChanged 151 SP:Iteration 16Q (6638.030000 sec): 3 clusters Score: Raw -1029211.989003 + Penalty 4394.173811 = -1024817.815192 nChanged 106 SP:Iteration 17Q (6638.220000 sec): 3 clusters Score: Raw -1029302.946950 + Penalty 4394.173811 = -1024908.773139 nChanged 83 SP:Iteration 18Q (6638.430000 sec): 3 clusters Score: Raw -1029378.509231 + Penalty 4394.173811 = -1024984.335419 nChanged 60 SP:Iteration 19Q (6638.630000 sec): 3 clusters Score: Raw -1029428.811249 + Penalty 4394.173811 = -1025034.637438 nChanged 29 SP:Iteration 20F (6638.830000 sec): 3 clusters Score: Raw -1029458.370123 + Penalty 4394.173811 = -1025064.196312 nChanged 27 SP:Iteration 21Q (6639.060000 sec): 3 clusters Score: Raw -1029481.873096 + Penalty 4394.173811 = -1025087.699284 nChanged 10 SP:Iteration 22Q (6639.260000 sec): 3 clusters Score: Raw -1029492.789796 + Penalty 4394.173811 = -1025098.615984 nChanged 6 SP:Iteration 23Q (6639.410000 sec): 3 clusters Score: Raw -1029498.748179 + Penalty 4394.173811 = -1025104.574368 nChanged 5 SP:Iteration 24Q (6639.630000 sec): 3 clusters Score: Raw -1029501.878240 + Penalty 4394.173811 = -1025107.704428 nChanged 2 SP:Iteration 25Q (6639.870000 sec): 3 clusters Score: Raw -1029503.422534 + Penalty 4394.173811 = -1025109.248723 nChanged 1 SP:Iteration 26Q (6640.100000 sec): 3 clusters Score: Raw -1029504.181293 + Penalty 4394.173811 = -1025110.007482 nChanged 1 SP:Iteration 27Q (6640.310000 sec): 3 clusters Score: Raw -1029505.148532 + Penalty 4394.173811 = -1025110.974721 nChanged 0 SP:Iteration 28F (6640.530000 sec): 3 clusters Score: Raw -1029505.148532 + Penalty 4394.173811 = -1025110.974721 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 39 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6640.610000 sec): 2 clusters Score: Raw -27301.603175 + Penalty 1340.978599 = -25960.624575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6640.790000 sec): 3 clusters Score: Raw -27572.785427 + Penalty 2681.957199 = -24890.828229 nChanged 34 SP:Iteration 1F (6640.990000 sec): 3 clusters Score: Raw -27742.644654 + Penalty 2681.957199 = -25060.687455 nChanged 4 SP:Iteration 2Q (6641.160000 sec): 3 clusters Score: Raw -27764.790898 + Penalty 2681.957199 = -25082.833700 nChanged 2 SP:Iteration 3Q (6641.310000 sec): 3 clusters Score: Raw -27781.351296 + Penalty 2681.957199 = -25099.394098 nChanged 1 SP:Iteration 4Q (6641.450000 sec): 3 clusters Score: Raw -27794.842548 + Penalty 2681.957199 = -25112.885349 nChanged 3 SP:Iteration 5Q (6641.590000 sec): 3 clusters Score: Raw -27883.276926 + Penalty 2681.957199 = -25201.319727 nChanged 1 SP:Iteration 6Q (6641.790000 sec): 3 clusters Score: Raw -27885.836588 + Penalty 2681.957199 = -25203.879389 nChanged 1 SP:Iteration 7Q (6641.950000 sec): 3 clusters Score: Raw -27906.628613 + Penalty 2681.957199 = -25224.671414 nChanged 1 SP:Iteration 8Q (6642.110000 sec): 3 clusters Score: Raw -27917.836148 + Penalty 2681.957199 = -25235.878949 nChanged 0 SP:Iteration 9F (6642.320000 sec): 3 clusters Score: Raw -27917.836148 + Penalty 2681.957199 = -25235.878949 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 40 (45156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6642.600000 sec): 2 clusters Score: Raw -6605018.507138 + Penalty 2658.033853 = -6602360.473285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6643.050000 sec): 3 clusters Score: Raw -6577207.185027 + Penalty 5316.067706 = -6571891.117320 nChanged 20895 SP:Iteration 1F (6643.430000 sec): 3 clusters Score: Raw -6588669.319810 + Penalty 5316.067706 = -6583353.252104 nChanged 1922 SP:Iteration 2Q (6643.870000 sec): 3 clusters Score: Raw -6589237.528908 + Penalty 5316.067706 = -6583921.461201 nChanged 1799 SP:Iteration 3Q (6644.310000 sec): 3 clusters Score: Raw -6589797.892573 + Penalty 5316.067706 = -6584481.824866 nChanged 1775 SP:Iteration 4Q (6644.740000 sec): 3 clusters Score: Raw -6590373.856399 + Penalty 5316.067706 = -6585057.788693 nChanged 1784 SP:Iteration 5Q (6645.120000 sec): 3 clusters Score: Raw -6591004.865287 + Penalty 5316.067706 = -6585688.797581 nChanged 1851 SP:Iteration 6Q (6645.510000 sec): 3 clusters Score: Raw -6591788.621249 + Penalty 5316.067706 = -6586472.553543 nChanged 2135 SP:Iteration 7Q (6645.900000 sec): 3 clusters Score: Raw -6592837.951424 + Penalty 5316.067706 = -6587521.883717 nChanged 2340 SP:Iteration 8F (6646.330000 sec): 3 clusters Score: Raw -6594056.359723 + Penalty 5316.067706 = -6588740.292017 nChanged 2414 SP:Iteration 9F (6646.700000 sec): 3 clusters Score: Raw -6595370.148405 + Penalty 5316.067706 = -6590054.080699 nChanged 2335 SP:Iteration 10F (6647.090000 sec): 3 clusters Score: Raw -6596566.580829 + Penalty 5316.067706 = -6591250.513123 nChanged 2062 SP:Iteration 11Q (6647.500000 sec): 3 clusters Score: Raw -6597497.748704 + Penalty 5316.067706 = -6592181.680998 nChanged 1714 SP:Iteration 12Q (6647.950000 sec): 3 clusters Score: Raw -6598144.809279 + Penalty 5316.067706 = -6592828.741572 nChanged 1409 SP:Iteration 13Q (6648.360000 sec): 3 clusters Score: Raw -6598623.750009 + Penalty 5316.067706 = -6593307.682302 nChanged 1205 SP:Iteration 14Q (6648.730000 sec): 3 clusters Score: Raw -6599038.169705 + Penalty 5316.067706 = -6593722.101999 nChanged 1125 SP:Iteration 15Q (6649.180000 sec): 3 clusters Score: Raw -6599416.274340 + Penalty 5316.067706 = -6594100.206633 nChanged 1077 SP:Iteration 16Q (6649.640000 sec): 3 clusters Score: Raw -6599801.456271 + Penalty 5316.067706 = -6594485.388565 nChanged 1152 SP:Iteration 17Q (6650.060000 sec): 3 clusters Score: Raw -6600273.110421 + Penalty 5316.067706 = -6594957.042715 nChanged 1305 SP:Iteration 18Q (6650.480000 sec): 3 clusters Score: Raw -6600869.201458 + Penalty 5316.067706 = -6595553.133751 nChanged 1433 SP:Iteration 19Q (6650.970000 sec): 3 clusters Score: Raw -6601595.274230 + Penalty 5316.067706 = -6596279.206523 nChanged 1512 SP:Iteration 20F (6651.360000 sec): 3 clusters Score: Raw -6602450.667379 + Penalty 5316.067706 = -6597134.599672 nChanged 1519 SP:Iteration 21Q (6651.780000 sec): 3 clusters Score: Raw -6603438.417267 + Penalty 5316.067706 = -6598122.349560 nChanged 1444 SP:Iteration 22Q (6652.230000 sec): 3 clusters Score: Raw -6604510.411220 + Penalty 5316.067706 = -6599194.343514 nChanged 1226 SP:Iteration 23Q (6652.650000 sec): 3 clusters Score: Raw -6605407.950631 + Penalty 5316.067706 = -6600091.882925 nChanged 962 SP:Iteration 24Q (6653.060000 sec): 3 clusters Score: Raw -6605927.843534 + Penalty 5316.067706 = -6600611.775827 nChanged 636 SP:Iteration 25Q (6653.460000 sec): 3 clusters Score: Raw -6606172.234371 + Penalty 5316.067706 = -6600856.166664 nChanged 438 SP:Iteration 26Q (6653.920000 sec): 3 clusters Score: Raw -6606290.739366 + Penalty 5316.067706 = -6600974.671659 nChanged 305 SP:Iteration 27Q (6654.310000 sec): 3 clusters Score: Raw -6606358.386275 + Penalty 5316.067706 = -6601042.318568 nChanged 252 SP:Iteration 28Q (6654.740000 sec): 3 clusters Score: Raw -6606405.501755 + Penalty 5316.067706 = -6601089.434049 nChanged 190 SP:Iteration 29Q (6655.150000 sec): 3 clusters Score: Raw -6606436.229887 + Penalty 5316.067706 = -6601120.162181 nChanged 153 SP:Iteration 30Q (6655.570000 sec): 3 clusters Score: Raw -6606458.628140 + Penalty 5316.067706 = -6601142.560433 nChanged 116 SP:Iteration 31Q (6655.940000 sec): 3 clusters Score: Raw -6606475.290080 + Penalty 5316.067706 = -6601159.222374 nChanged 111 SP:Iteration 32Q (6656.330000 sec): 3 clusters Score: Raw -6606489.327857 + Penalty 5316.067706 = -6601173.260151 nChanged 85 SP:Iteration 33Q (6656.750000 sec): 3 clusters Score: Raw -6606498.549410 + Penalty 5316.067706 = -6601182.481703 nChanged 59 SP:Iteration 34Q (6657.130000 sec): 3 clusters Score: Raw -6606504.164495 + Penalty 5316.067706 = -6601188.096789 nChanged 56 SP:Iteration 35Q (6657.510000 sec): 3 clusters Score: Raw -6606510.187655 + Penalty 5316.067706 = -6601194.119949 nChanged 56 SP:Iteration 36Q (6657.910000 sec): 3 clusters Score: Raw -6606515.802146 + Penalty 5316.067706 = -6601199.734439 nChanged 49 SP:Iteration 37Q (6658.320000 sec): 3 clusters Score: Raw -6606520.894060 + Penalty 5316.067706 = -6601204.826354 nChanged 49 SP:Iteration 38Q (6658.730000 sec): 3 clusters Score: Raw -6606524.949238 + Penalty 5316.067706 = -6601208.881532 nChanged 43 SP:Iteration 39Q (6659.120000 sec): 3 clusters Score: Raw -6606528.456043 + Penalty 5316.067706 = -6601212.388336 nChanged 41 SP:Iteration 40F (6659.590000 sec): 3 clusters Score: Raw -6606531.822030 + Penalty 5316.067706 = -6601215.754324 nChanged 36 SP:Iteration 41Q (6659.930000 sec): 3 clusters Score: Raw -6606535.268256 + Penalty 5316.067706 = -6601219.200550 nChanged 34 SP:Iteration 42Q (6660.350000 sec): 3 clusters Score: Raw -6606537.828740 + Penalty 5316.067706 = -6601221.761034 nChanged 29 SP:Iteration 43Q (6660.710000 sec): 3 clusters Score: Raw -6606539.770315 + Penalty 5316.067706 = -6601223.702609 nChanged 23 SP:Iteration 44Q (6661.120000 sec): 3 clusters Score: Raw -6606541.433721 + Penalty 5316.067706 = -6601225.366014 nChanged 23 SP:Iteration 45Q (6661.480000 sec): 3 clusters Score: Raw -6606543.386030 + Penalty 5316.067706 = -6601227.318324 nChanged 27 SP:Iteration 46Q (6661.880000 sec): 3 clusters Score: Raw -6606545.504122 + Penalty 5316.067706 = -6601229.436415 nChanged 21 SP:Iteration 47Q (6662.220000 sec): 3 clusters Score: Raw -6606547.599077 + Penalty 5316.067706 = -6601231.531371 nChanged 24 SP:Iteration 48Q (6662.620000 sec): 3 clusters Score: Raw -6606549.644331 + Penalty 5316.067706 = -6601233.576625 nChanged 22 SP:Iteration 49Q (6663.040000 sec): 3 clusters Score: Raw -6606551.115465 + Penalty 5316.067706 = -6601235.047759 nChanged 29 SP:Iteration 50Q (6663.450000 sec): 3 clusters Score: Raw -6606553.201172 + Penalty 5316.067706 = -6601237.133466 nChanged 22 SP:Iteration 51Q (6663.870000 sec): 3 clusters Score: Raw -6606554.564368 + Penalty 5316.067706 = -6601238.496662 nChanged 13 SP:Iteration 52Q (6664.310000 sec): 3 clusters Score: Raw -6606555.710426 + Penalty 5316.067706 = -6601239.642720 nChanged 10 SP:Iteration 53Q (6664.740000 sec): 3 clusters Score: Raw -6606556.420812 + Penalty 5316.067706 = -6601240.353106 nChanged 13 SP:Iteration 54Q (6665.160000 sec): 3 clusters Score: Raw -6606557.296899 + Penalty 5316.067706 = -6601241.229193 nChanged 16 SP:Iteration 55Q (6665.580000 sec): 3 clusters Score: Raw -6606558.396085 + Penalty 5316.067706 = -6601242.328379 nChanged 13 SP:Iteration 56Q (6665.970000 sec): 3 clusters Score: Raw -6606559.151424 + Penalty 5316.067706 = -6601243.083718 nChanged 12 SP:Iteration 57Q (6666.400000 sec): 3 clusters Score: Raw -6606559.929600 + Penalty 5316.067706 = -6601243.861894 nChanged 9 SP:Iteration 58Q (6666.840000 sec): 3 clusters Score: Raw -6606560.530429 + Penalty 5316.067706 = -6601244.462723 nChanged 13 SP:Iteration 59Q (6667.190000 sec): 3 clusters Score: Raw -6606561.522521 + Penalty 5316.067706 = -6601245.454814 nChanged 13 SP:Iteration 60F (6667.630000 sec): 3 clusters Score: Raw -6606562.419024 + Penalty 5316.067706 = -6601246.351318 nChanged 13 SP:Iteration 61Q (6668.030000 sec): 3 clusters Score: Raw -6606563.076291 + Penalty 5316.067706 = -6601247.008584 nChanged 7 SP:Iteration 62Q (6668.500000 sec): 3 clusters Score: Raw -6606563.390404 + Penalty 5316.067706 = -6601247.322698 nChanged 8 SP:Iteration 63Q (6668.860000 sec): 3 clusters Score: Raw -6606563.781448 + Penalty 5316.067706 = -6601247.713741 nChanged 6 SP:Iteration 64Q (6669.240000 sec): 3 clusters Score: Raw -6606564.265751 + Penalty 5316.067706 = -6601248.198044 nChanged 12 SP:Iteration 65Q (6669.610000 sec): 3 clusters Score: Raw -6606565.310666 + Penalty 5316.067706 = -6601249.242960 nChanged 13 SP:Iteration 66Q (6670.020000 sec): 3 clusters Score: Raw -6606565.994353 + Penalty 5316.067706 = -6601249.926647 nChanged 14 SP:Iteration 67Q (6670.440000 sec): 3 clusters Score: Raw -6606566.706378 + Penalty 5316.067706 = -6601250.638672 nChanged 14 SP:Iteration 68Q (6670.880000 sec): 3 clusters Score: Raw -6606568.034522 + Penalty 5316.067706 = -6601251.966815 nChanged 17 SP:Iteration 69Q (6671.350000 sec): 3 clusters Score: Raw -6606569.423874 + Penalty 5316.067706 = -6601253.356167 nChanged 17 SP:Iteration 70Q (6671.740000 sec): 3 clusters Score: Raw -6606570.762847 + Penalty 5316.067706 = -6601254.695140 nChanged 12 SP:Iteration 71Q (6672.120000 sec): 3 clusters Score: Raw -6606571.726693 + Penalty 5316.067706 = -6601255.658987 nChanged 10 SP:Iteration 72Q (6672.540000 sec): 3 clusters Score: Raw -6606572.382987 + Penalty 5316.067706 = -6601256.315280 nChanged 15 SP:Iteration 73Q (6672.950000 sec): 3 clusters Score: Raw -6606573.367267 + Penalty 5316.067706 = -6601257.299560 nChanged 6 SP:Iteration 74Q (6673.450000 sec): 3 clusters Score: Raw -6606573.593599 + Penalty 5316.067706 = -6601257.525892 nChanged 2 SP:Iteration 75Q (6673.860000 sec): 3 clusters Score: Raw -6606573.724546 + Penalty 5316.067706 = -6601257.656839 nChanged 4 SP:Iteration 76Q (6674.320000 sec): 3 clusters Score: Raw -6606573.957621 + Penalty 5316.067706 = -6601257.889915 nChanged 4 SP:Iteration 77Q (6674.740000 sec): 3 clusters Score: Raw -6606574.211478 + Penalty 5316.067706 = -6601258.143771 nChanged 6 SP:Iteration 78Q (6675.140000 sec): 3 clusters Score: Raw -6606574.694112 + Penalty 5316.067706 = -6601258.626406 nChanged 5 SP:Iteration 79Q (6675.560000 sec): 3 clusters Score: Raw -6606574.994207 + Penalty 5316.067706 = -6601258.926500 nChanged 4 SP:Iteration 80F (6676.000000 sec): 3 clusters Score: Raw -6606575.263450 + Penalty 5316.067706 = -6601259.195744 nChanged 3 SP:Iteration 81Q (6676.410000 sec): 3 clusters Score: Raw -6606575.473469 + Penalty 5316.067706 = -6601259.405763 nChanged 4 SP:Iteration 82Q (6676.870000 sec): 3 clusters Score: Raw -6606575.704981 + Penalty 5316.067706 = -6601259.637275 nChanged 3 SP:Iteration 83Q (6677.340000 sec): 3 clusters Score: Raw -6606575.976239 + Penalty 5316.067706 = -6601259.908532 nChanged 5 SP:Iteration 84Q (6677.770000 sec): 3 clusters Score: Raw -6606576.246883 + Penalty 5316.067706 = -6601260.179177 nChanged 5 SP:Iteration 85Q (6678.220000 sec): 3 clusters Score: Raw -6606576.495744 + Penalty 5316.067706 = -6601260.428037 nChanged 2 SP:Iteration 86Q (6678.670000 sec): 3 clusters Score: Raw -6606576.658112 + Penalty 5316.067706 = -6601260.590405 nChanged 4 SP:Iteration 87Q (6679.040000 sec): 3 clusters Score: Raw -6606576.974084 + Penalty 5316.067706 = -6601260.906377 nChanged 7 SP:Iteration 88Q (6679.510000 sec): 3 clusters Score: Raw -6606577.537187 + Penalty 5316.067706 = -6601261.469481 nChanged 8 SP:Iteration 89Q (6679.920000 sec): 3 clusters Score: Raw -6606578.128549 + Penalty 5316.067706 = -6601262.060842 nChanged 10 SP:Iteration 90Q (6680.360000 sec): 3 clusters Score: Raw -6606578.996989 + Penalty 5316.067706 = -6601262.929282 nChanged 10 SP:Iteration 91Q (6680.860000 sec): 3 clusters Score: Raw -6606579.535509 + Penalty 5316.067706 = -6601263.467803 nChanged 9 SP:Iteration 92Q (6681.250000 sec): 3 clusters Score: Raw -6606579.860789 + Penalty 5316.067706 = -6601263.793082 nChanged 5 SP:Iteration 93Q (6681.680000 sec): 3 clusters Score: Raw -6606580.027580 + Penalty 5316.067706 = -6601263.959873 nChanged 5 SP:Iteration 94Q (6682.090000 sec): 3 clusters Score: Raw -6606580.218006 + Penalty 5316.067706 = -6601264.150300 nChanged 5 SP:Iteration 95Q (6682.500000 sec): 3 clusters Score: Raw -6606580.671223 + Penalty 5316.067706 = -6601264.603516 nChanged 8 SP:Iteration 96Q (6682.910000 sec): 3 clusters Score: Raw -6606581.231588 + Penalty 5316.067706 = -6601265.163882 nChanged 10 SP:Iteration 97Q (6683.310000 sec): 3 clusters Score: Raw -6606581.930756 + Penalty 5316.067706 = -6601265.863049 nChanged 12 SP:Iteration 98Q (6683.730000 sec): 3 clusters Score: Raw -6606582.912598 + Penalty 5316.067706 = -6601266.844891 nChanged 18 SP:Iteration 99Q (6684.130000 sec): 3 clusters Score: Raw -6606584.400557 + Penalty 5316.067706 = -6601268.332851 nChanged 16 SP:Iteration 100F (6684.540000 sec): 3 clusters Score: Raw -6606585.526977 + Penalty 5316.067706 = -6601269.459271 nChanged 11 SP:Iteration 101Q (6685.020000 sec): 3 clusters Score: Raw -6606586.406484 + Penalty 5316.067706 = -6601270.338777 nChanged 11 SP:Iteration 102Q (6685.460000 sec): 3 clusters Score: Raw -6606587.405959 + Penalty 5316.067706 = -6601271.338253 nChanged 12 SP:Iteration 103Q (6685.930000 sec): 3 clusters Score: Raw -6606588.268813 + Penalty 5316.067706 = -6601272.201107 nChanged 10 SP:Iteration 104Q (6686.380000 sec): 3 clusters Score: Raw -6606588.992264 + Penalty 5316.067706 = -6601272.924558 nChanged 7 SP:Iteration 105Q (6686.830000 sec): 3 clusters Score: Raw -6606589.627893 + Penalty 5316.067706 = -6601273.560186 nChanged 9 SP:Iteration 106Q (6687.270000 sec): 3 clusters Score: Raw -6606590.603760 + Penalty 5316.067706 = -6601274.536053 nChanged 12 SP:Iteration 107Q (6687.750000 sec): 3 clusters Score: Raw -6606591.560962 + Penalty 5316.067706 = -6601275.493256 nChanged 16 SP:Iteration 108Q (6688.130000 sec): 3 clusters Score: Raw -6606592.774959 + Penalty 5316.067706 = -6601276.707252 nChanged 18 SP:Iteration 109Q (6688.550000 sec): 3 clusters Score: Raw -6606594.202877 + Penalty 5316.067706 = -6601278.135171 nChanged 16 SP:Iteration 110Q (6689.010000 sec): 3 clusters Score: Raw -6606595.763383 + Penalty 5316.067706 = -6601279.695677 nChanged 15 SP:Iteration 111Q (6689.470000 sec): 3 clusters Score: Raw -6606597.117745 + Penalty 5316.067706 = -6601281.050038 nChanged 16 SP:Iteration 112Q (6689.910000 sec): 3 clusters Score: Raw -6606598.361957 + Penalty 5316.067706 = -6601282.294251 nChanged 13 SP:Iteration 113Q (6690.330000 sec): 3 clusters Score: Raw -6606599.243273 + Penalty 5316.067706 = -6601283.175567 nChanged 9 SP:Iteration 114Q (6690.800000 sec): 3 clusters Score: Raw -6606599.811035 + Penalty 5316.067706 = -6601283.743329 nChanged 7 SP:Iteration 115Q (6691.230000 sec): 3 clusters Score: Raw -6606600.375612 + Penalty 5316.067706 = -6601284.307906 nChanged 14 SP:Iteration 116Q (6691.670000 sec): 3 clusters Score: Raw -6606601.597326 + Penalty 5316.067706 = -6601285.529620 nChanged 12 SP:Iteration 117Q (6692.070000 sec): 3 clusters Score: Raw -6606602.501346 + Penalty 5316.067706 = -6601286.433639 nChanged 13 SP:Iteration 118Q (6692.470000 sec): 3 clusters Score: Raw -6606603.505189 + Penalty 5316.067706 = -6601287.437483 nChanged 11 SP:Iteration 119Q (6692.920000 sec): 3 clusters Score: Raw -6606604.279961 + Penalty 5316.067706 = -6601288.212254 nChanged 7 SP:Iteration 120F (6693.350000 sec): 3 clusters Score: Raw -6606604.630658 + Penalty 5316.067706 = -6601288.562952 nChanged 6 SP:Iteration 121Q (6693.750000 sec): 3 clusters Score: Raw -6606605.035035 + Penalty 5316.067706 = -6601288.967328 nChanged 10 SP:Iteration 122Q (6694.240000 sec): 3 clusters Score: Raw -6606605.684183 + Penalty 5316.067706 = -6601289.616476 nChanged 6 SP:Iteration 123Q (6694.670000 sec): 3 clusters Score: Raw -6606606.090234 + Penalty 5316.067706 = -6601290.022527 nChanged 7 SP:Iteration 124Q (6695.130000 sec): 3 clusters Score: Raw -6606606.484531 + Penalty 5316.067706 = -6601290.416824 nChanged 4 SP:Iteration 125Q (6695.570000 sec): 3 clusters Score: Raw -6606606.734583 + Penalty 5316.067706 = -6601290.666876 nChanged 4 SP:Iteration 126Q (6696.000000 sec): 3 clusters Score: Raw -6606607.007419 + Penalty 5316.067706 = -6601290.939712 nChanged 3 SP:Iteration 127Q (6696.410000 sec): 3 clusters Score: Raw -6606607.251972 + Penalty 5316.067706 = -6601291.184265 nChanged 4 SP:Iteration 128Q (6696.820000 sec): 3 clusters Score: Raw -6606607.441572 + Penalty 5316.067706 = -6601291.373866 nChanged 1 SP:Iteration 129Q (6697.210000 sec): 3 clusters Score: Raw -6606607.479685 + Penalty 5316.067706 = -6601291.411979 nChanged 1 SP:Iteration 130Q (6697.630000 sec): 3 clusters Score: Raw -6606607.549324 + Penalty 5316.067706 = -6601291.481617 nChanged 0 SP:Iteration 131F (6698.070000 sec): 3 clusters Score: Raw -6606607.549324 + Penalty 5316.067706 = -6601291.481617 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 41 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6698.230000 sec): 2 clusters Score: Raw -34857.394918 + Penalty 1392.055770 = -33465.339147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6698.470000 sec): 3 clusters Score: Raw -35007.520653 + Penalty 2784.111541 = -32223.409112 nChanged 30 SP:Iteration 1F (6698.620000 sec): 3 clusters Score: Raw -35127.245540 + Penalty 2784.111541 = -32343.133999 nChanged 5 SP:Iteration 2Q (6698.830000 sec): 3 clusters Score: Raw -35150.559356 + Penalty 2784.111541 = -32366.447815 nChanged 5 SP:Iteration 3Q (6699.020000 sec): 3 clusters Score: Raw -35175.539194 + Penalty 2784.111541 = -32391.427653 nChanged 2 SP:Iteration 4Q (6699.260000 sec): 3 clusters Score: Raw -35184.124889 + Penalty 2784.111541 = -32400.013348 nChanged 0 SP:Iteration 5F (6699.440000 sec): 3 clusters Score: Raw -35184.124889 + Penalty 2784.111541 = -32400.013348 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 42 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6699.560000 sec): 2 clusters Score: Raw -20743.050448 + Penalty 1270.743067 = -19472.307381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6699.730000 sec): 3 clusters Score: Raw -20956.814923 + Penalty 2541.486134 = -18415.328789 nChanged 6 SP:Iteration 1Q (6699.870000 sec): 3 clusters Score: Raw -20987.168641 + Penalty 2541.486134 = -18445.682508 nChanged 0 SP:Iteration 2F (6700.050000 sec): 3 clusters Score: Raw -20987.168641 + Penalty 2541.486134 = -18445.682508 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 43 (2081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6700.150000 sec): 2 clusters Score: Raw -296340.609336 + Penalty 1894.869749 = -294445.739587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6700.340000 sec): 3 clusters Score: Raw -295533.867279 + Penalty 3789.739498 = -291744.127781 nChanged 690 SP:Iteration 1F (6700.570000 sec): 3 clusters Score: Raw -296009.525967 + Penalty 3789.739498 = -292219.786469 nChanged 158 SP:Iteration 2F (6700.810000 sec): 3 clusters Score: Raw -296135.941125 + Penalty 3789.739498 = -292346.201627 nChanged 86 SP:Iteration 3Q (6700.990000 sec): 3 clusters Score: Raw -296210.978097 + Penalty 3789.739498 = -292421.238599 nChanged 58 SP:Iteration 4Q (6701.170000 sec): 3 clusters Score: Raw -296262.328512 + Penalty 3789.739498 = -292472.589014 nChanged 44 SP:Iteration 5Q (6701.330000 sec): 3 clusters Score: Raw -296299.900253 + Penalty 3789.739498 = -292510.160756 nChanged 51 SP:Iteration 6Q (6701.520000 sec): 3 clusters Score: Raw -296335.815157 + Penalty 3789.739498 = -292546.075659 nChanged 33 SP:Iteration 7Q (6701.690000 sec): 3 clusters Score: Raw -296363.167249 + Penalty 3789.739498 = -292573.427752 nChanged 24 SP:Iteration 8Q (6701.850000 sec): 3 clusters Score: Raw -296378.725543 + Penalty 3789.739498 = -292588.986045 nChanged 23 SP:Iteration 9Q (6702.070000 sec): 3 clusters Score: Raw -296394.998261 + Penalty 3789.739498 = -292605.258763 nChanged 14 SP:Iteration 10Q (6702.320000 sec): 3 clusters Score: Raw -296405.633886 + Penalty 3789.739498 = -292615.894388 nChanged 15 SP:Iteration 11Q (6702.480000 sec): 3 clusters Score: Raw -296414.178816 + Penalty 3789.739498 = -292624.439318 nChanged 10 SP:Iteration 12Q (6702.700000 sec): 3 clusters Score: Raw -296418.516711 + Penalty 3789.739498 = -292628.777213 nChanged 5 SP:Iteration 13Q (6702.930000 sec): 3 clusters Score: Raw -296421.349361 + Penalty 3789.739498 = -292631.609863 nChanged 3 SP:Iteration 14Q (6703.140000 sec): 3 clusters Score: Raw -296423.151990 + Penalty 3789.739498 = -292633.412492 nChanged 2 SP:Iteration 15Q (6703.330000 sec): 3 clusters Score: Raw -296424.047841 + Penalty 3789.739498 = -292634.308343 nChanged 2 SP:Iteration 16Q (6703.610000 sec): 3 clusters Score: Raw -296425.163041 + Penalty 3789.739498 = -292635.423543 nChanged 2 SP:Iteration 17Q (6703.830000 sec): 3 clusters Score: Raw -296426.602346 + Penalty 3789.739498 = -292636.862849 nChanged 3 SP:Iteration 18Q (6704.000000 sec): 3 clusters Score: Raw -296428.285734 + Penalty 3789.739498 = -292638.546236 nChanged 2 SP:Iteration 19Q (6704.200000 sec): 3 clusters Score: Raw -296429.336218 + Penalty 3789.739498 = -292639.596720 nChanged 1 SP:Iteration 20F (6704.390000 sec): 3 clusters Score: Raw -296430.150371 + Penalty 3789.739498 = -292640.410873 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 44 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6704.510000 sec): 2 clusters Score: Raw -111492.150161 + Penalty 1668.699896 = -109823.450265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6704.720000 sec): 3 clusters Score: Raw -111326.605825 + Penalty 3337.399792 = -107989.206033 nChanged 201 SP:Iteration 1F (6704.900000 sec): 3 clusters Score: Raw -111580.107974 + Penalty 3337.399792 = -108242.708182 nChanged 45 SP:Iteration 2F (6705.030000 sec): 3 clusters Score: Raw -111654.341273 + Penalty 3337.399792 = -108316.941481 nChanged 26 SP:Iteration 3Q (6705.230000 sec): 3 clusters Score: Raw -111695.266543 + Penalty 3337.399792 = -108357.866751 nChanged 14 SP:Iteration 4Q (6705.400000 sec): 3 clusters Score: Raw -111717.511425 + Penalty 3337.399792 = -108380.111633 nChanged 13 SP:Iteration 5Q (6705.600000 sec): 3 clusters Score: Raw -111742.071636 + Penalty 3337.399792 = -108404.671843 nChanged 10 SP:Iteration 6Q (6705.770000 sec): 3 clusters Score: Raw -111759.709852 + Penalty 3337.399792 = -108422.310060 nChanged 12 SP:Iteration 7Q (6705.950000 sec): 3 clusters Score: Raw -111779.812145 + Penalty 3337.399792 = -108442.412353 nChanged 12 SP:Iteration 8Q (6706.110000 sec): 3 clusters Score: Raw -111801.204879 + Penalty 3337.399792 = -108463.805087 nChanged 9 SP:Iteration 9Q (6706.280000 sec): 3 clusters Score: Raw -111825.782605 + Penalty 3337.399792 = -108488.382813 nChanged 10 SP:Iteration 10Q (6706.510000 sec): 3 clusters Score: Raw -111838.452648 + Penalty 3337.399792 = -108501.052856 nChanged 5 SP:Iteration 11Q (6706.720000 sec): 3 clusters Score: Raw -111847.035124 + Penalty 3337.399792 = -108509.635331 nChanged 6 SP:Iteration 12Q (6706.920000 sec): 3 clusters Score: Raw -111858.239178 + Penalty 3337.399792 = -108520.839386 nChanged 2 SP:Iteration 13Q (6707.100000 sec): 3 clusters Score: Raw -111860.823354 + Penalty 3337.399792 = -108523.423562 nChanged 1 SP:Iteration 14Q (6707.320000 sec): 3 clusters Score: Raw -111861.770220 + Penalty 3337.399792 = -108524.370428 nChanged 0 SP:Iteration 15F (6707.490000 sec): 3 clusters Score: Raw -111861.770220 + Penalty 3337.399792 = -108524.370428 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 45 (5353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6707.660000 sec): 2 clusters Score: Raw -789078.700622 + Penalty 2129.182283 = -786949.518340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6707.860000 sec): 3 clusters Score: Raw -786424.515671 + Penalty 4258.364565 = -782166.151106 nChanged 2050 SP:Iteration 1F (6708.050000 sec): 3 clusters Score: Raw -787528.729310 + Penalty 4258.364565 = -783270.364745 nChanged 374 SP:Iteration 2F (6708.280000 sec): 3 clusters Score: Raw -787740.499891 + Penalty 4258.364565 = -783482.135325 nChanged 248 SP:Iteration 3Q (6708.490000 sec): 3 clusters Score: Raw -787872.563937 + Penalty 4258.364565 = -783614.199371 nChanged 197 SP:Iteration 4Q (6708.670000 sec): 3 clusters Score: Raw -787957.583270 + Penalty 4258.364565 = -783699.218704 nChanged 144 SP:Iteration 5Q (6708.860000 sec): 3 clusters Score: Raw -788019.430765 + Penalty 4258.364565 = -783761.066200 nChanged 124 SP:Iteration 6Q (6709.120000 sec): 3 clusters Score: Raw -788071.842067 + Penalty 4258.364565 = -783813.477502 nChanged 107 SP:Iteration 7Q (6709.360000 sec): 3 clusters Score: Raw -788119.300948 + Penalty 4258.364565 = -783860.936383 nChanged 90 SP:Iteration 8Q (6709.560000 sec): 3 clusters Score: Raw -788151.176979 + Penalty 4258.364565 = -783892.812413 nChanged 70 SP:Iteration 9Q (6709.790000 sec): 3 clusters Score: Raw -788178.459931 + Penalty 4258.364565 = -783920.095366 nChanged 70 SP:Iteration 10Q (6710.010000 sec): 3 clusters Score: Raw -788207.454517 + Penalty 4258.364565 = -783949.089952 nChanged 72 SP:Iteration 11Q (6710.280000 sec): 3 clusters Score: Raw -788227.652282 + Penalty 4258.364565 = -783969.287717 nChanged 43 SP:Iteration 12Q (6710.460000 sec): 3 clusters Score: Raw -788241.697779 + Penalty 4258.364565 = -783983.333213 nChanged 43 SP:Iteration 13Q (6710.720000 sec): 3 clusters Score: Raw -788256.567456 + Penalty 4258.364565 = -783998.202891 nChanged 33 SP:Iteration 14Q (6710.920000 sec): 3 clusters Score: Raw -788267.210498 + Penalty 4258.364565 = -784008.845932 nChanged 33 SP:Iteration 15Q (6711.120000 sec): 3 clusters Score: Raw -788278.006700 + Penalty 4258.364565 = -784019.642134 nChanged 33 SP:Iteration 16Q (6711.300000 sec): 3 clusters Score: Raw -788289.304162 + Penalty 4258.364565 = -784030.939596 nChanged 42 SP:Iteration 17Q (6711.550000 sec): 3 clusters Score: Raw -788304.294505 + Penalty 4258.364565 = -784045.929939 nChanged 40 SP:Iteration 18Q (6711.750000 sec): 3 clusters Score: Raw -788316.499214 + Penalty 4258.364565 = -784058.134649 nChanged 37 SP:Iteration 19Q (6711.980000 sec): 3 clusters Score: Raw -788328.404367 + Penalty 4258.364565 = -784070.039802 nChanged 36 SP:Iteration 20F (6712.200000 sec): 3 clusters Score: Raw -788340.158341 + Penalty 4258.364565 = -784081.793775 nChanged 40 SP:Iteration 21Q (6712.420000 sec): 3 clusters Score: Raw -788354.103793 + Penalty 4258.364565 = -784095.739227 nChanged 35 SP:Iteration 22Q (6712.660000 sec): 3 clusters Score: Raw -788367.497280 + Penalty 4258.364565 = -784109.132715 nChanged 37 SP:Iteration 23Q (6712.860000 sec): 3 clusters Score: Raw -788378.554390 + Penalty 4258.364565 = -784120.189825 nChanged 43 SP:Iteration 24Q (6713.070000 sec): 3 clusters Score: Raw -788393.811737 + Penalty 4258.364565 = -784135.447171 nChanged 43 SP:Iteration 25Q (6713.260000 sec): 3 clusters Score: Raw -788409.660159 + Penalty 4258.364565 = -784151.295594 nChanged 38 SP:Iteration 26Q (6713.500000 sec): 3 clusters Score: Raw -788421.293638 + Penalty 4258.364565 = -784162.929072 nChanged 38 SP:Iteration 27Q (6713.730000 sec): 3 clusters Score: Raw -788433.672518 + Penalty 4258.364565 = -784175.307953 nChanged 31 SP:Iteration 28Q (6713.920000 sec): 3 clusters Score: Raw -788444.648023 + Penalty 4258.364565 = -784186.283458 nChanged 32 SP:Iteration 29Q (6714.130000 sec): 3 clusters Score: Raw -788455.910469 + Penalty 4258.364565 = -784197.545904 nChanged 36 SP:Iteration 30Q (6714.370000 sec): 3 clusters Score: Raw -788468.067731 + Penalty 4258.364565 = -784209.703166 nChanged 31 SP:Iteration 31Q (6714.610000 sec): 3 clusters Score: Raw -788477.268787 + Penalty 4258.364565 = -784218.904221 nChanged 25 SP:Iteration 32Q (6714.790000 sec): 3 clusters Score: Raw -788485.636455 + Penalty 4258.364565 = -784227.271890 nChanged 26 SP:Iteration 33Q (6715.080000 sec): 3 clusters Score: Raw -788493.606360 + Penalty 4258.364565 = -784235.241794 nChanged 29 SP:Iteration 34Q (6715.280000 sec): 3 clusters Score: Raw -788503.333677 + Penalty 4258.364565 = -784244.969112 nChanged 22 SP:Iteration 35Q (6715.480000 sec): 3 clusters Score: Raw -788510.517566 + Penalty 4258.364565 = -784252.153001 nChanged 25 SP:Iteration 36Q (6715.710000 sec): 3 clusters Score: Raw -788517.609237 + Penalty 4258.364565 = -784259.244672 nChanged 19 SP:Iteration 37Q (6715.940000 sec): 3 clusters Score: Raw -788523.853239 + Penalty 4258.364565 = -784265.488674 nChanged 17 SP:Iteration 38Q (6716.110000 sec): 3 clusters Score: Raw -788530.382764 + Penalty 4258.364565 = -784272.018199 nChanged 25 SP:Iteration 39Q (6716.310000 sec): 3 clusters Score: Raw -788538.262019 + Penalty 4258.364565 = -784279.897453 nChanged 16 SP:Iteration 40F (6716.530000 sec): 3 clusters Score: Raw -788542.961267 + Penalty 4258.364565 = -784284.596701 nChanged 12 SP:Iteration 41Q (6716.730000 sec): 3 clusters Score: Raw -788545.871839 + Penalty 4258.364565 = -784287.507273 nChanged 8 SP:Iteration 42Q (6716.980000 sec): 3 clusters Score: Raw -788547.673553 + Penalty 4258.364565 = -784289.308987 nChanged 7 SP:Iteration 43Q (6717.220000 sec): 3 clusters Score: Raw -788549.464472 + Penalty 4258.364565 = -784291.099906 nChanged 8 SP:Iteration 44Q (6717.450000 sec): 3 clusters Score: Raw -788552.960239 + Penalty 4258.364565 = -784294.595673 nChanged 10 SP:Iteration 45Q (6717.620000 sec): 3 clusters Score: Raw -788556.164378 + Penalty 4258.364565 = -784297.799812 nChanged 9 SP:Iteration 46Q (6717.840000 sec): 3 clusters Score: Raw -788558.651464 + Penalty 4258.364565 = -784300.286899 nChanged 12 SP:Iteration 47Q (6718.080000 sec): 3 clusters Score: Raw -788561.576480 + Penalty 4258.364565 = -784303.211915 nChanged 10 SP:Iteration 48Q (6718.290000 sec): 3 clusters Score: Raw -788563.549977 + Penalty 4258.364565 = -784305.185412 nChanged 10 SP:Iteration 49Q (6718.500000 sec): 3 clusters Score: Raw -788566.201779 + Penalty 4258.364565 = -784307.837214 nChanged 12 SP:Iteration 50Q (6718.660000 sec): 3 clusters Score: Raw -788572.309911 + Penalty 4258.364565 = -784313.945345 nChanged 19 SP:Iteration 51Q (6718.880000 sec): 3 clusters Score: Raw -788578.192546 + Penalty 4258.364565 = -784319.827981 nChanged 17 SP:Iteration 52Q (6719.060000 sec): 3 clusters Score: Raw -788583.003317 + Penalty 4258.364565 = -784324.638751 nChanged 11 SP:Iteration 53Q (6719.240000 sec): 3 clusters Score: Raw -788586.889314 + Penalty 4258.364565 = -784328.524748 nChanged 8 SP:Iteration 54Q (6719.440000 sec): 3 clusters Score: Raw -788589.258777 + Penalty 4258.364565 = -784330.894211 nChanged 11 SP:Iteration 55Q (6719.650000 sec): 3 clusters Score: Raw -788592.248980 + Penalty 4258.364565 = -784333.884414 nChanged 8 SP:Iteration 56Q (6719.860000 sec): 3 clusters Score: Raw -788594.390873 + Penalty 4258.364565 = -784336.026307 nChanged 11 SP:Iteration 57Q (6720.040000 sec): 3 clusters Score: Raw -788597.981174 + Penalty 4258.364565 = -784339.616609 nChanged 14 SP:Iteration 58Q (6720.280000 sec): 3 clusters Score: Raw -788602.226266 + Penalty 4258.364565 = -784343.861700 nChanged 18 SP:Iteration 59Q (6720.470000 sec): 3 clusters Score: Raw -788607.763781 + Penalty 4258.364565 = -784349.399216 nChanged 17 SP:Iteration 60F (6720.720000 sec): 3 clusters Score: Raw -788612.671634 + Penalty 4258.364565 = -784354.307069 nChanged 16 SP:Iteration 61Q (6720.900000 sec): 3 clusters Score: Raw -788617.478889 + Penalty 4258.364565 = -784359.114324 nChanged 15 SP:Iteration 62Q (6721.100000 sec): 3 clusters Score: Raw -788620.509847 + Penalty 4258.364565 = -784362.145282 nChanged 11 SP:Iteration 63Q (6721.350000 sec): 3 clusters Score: Raw -788623.353747 + Penalty 4258.364565 = -784364.989181 nChanged 12 SP:Iteration 64Q (6721.500000 sec): 3 clusters Score: Raw -788627.712878 + Penalty 4258.364565 = -784369.348312 nChanged 15 SP:Iteration 65Q (6721.740000 sec): 3 clusters Score: Raw -788630.828568 + Penalty 4258.364565 = -784372.464003 nChanged 12 SP:Iteration 66Q (6721.970000 sec): 3 clusters Score: Raw -788634.516700 + Penalty 4258.364565 = -784376.152134 nChanged 12 SP:Iteration 67Q (6722.170000 sec): 3 clusters Score: Raw -788638.312918 + Penalty 4258.364565 = -784379.948353 nChanged 13 SP:Iteration 68Q (6722.320000 sec): 3 clusters Score: Raw -788641.968157 + Penalty 4258.364565 = -784383.603592 nChanged 12 SP:Iteration 69Q (6722.560000 sec): 3 clusters Score: Raw -788645.245385 + Penalty 4258.364565 = -784386.880819 nChanged 16 SP:Iteration 70Q (6722.720000 sec): 3 clusters Score: Raw -788649.537159 + Penalty 4258.364565 = -784391.172594 nChanged 14 SP:Iteration 71Q (6722.970000 sec): 3 clusters Score: Raw -788654.457635 + Penalty 4258.364565 = -784396.093070 nChanged 14 SP:Iteration 72Q (6723.190000 sec): 3 clusters Score: Raw -788658.306026 + Penalty 4258.364565 = -784399.941460 nChanged 12 SP:Iteration 73Q (6723.370000 sec): 3 clusters Score: Raw -788662.417494 + Penalty 4258.364565 = -784404.052928 nChanged 14 SP:Iteration 74Q (6723.550000 sec): 3 clusters Score: Raw -788666.193045 + Penalty 4258.364565 = -784407.828480 nChanged 11 SP:Iteration 75Q (6723.820000 sec): 3 clusters Score: Raw -788668.943352 + Penalty 4258.364565 = -784410.578786 nChanged 14 SP:Iteration 76Q (6724.040000 sec): 3 clusters Score: Raw -788674.655296 + Penalty 4258.364565 = -784416.290730 nChanged 27 SP:Iteration 77Q (6724.280000 sec): 3 clusters Score: Raw -788682.694191 + Penalty 4258.364565 = -784424.329626 nChanged 30 SP:Iteration 78Q (6724.500000 sec): 3 clusters Score: Raw -788690.897648 + Penalty 4258.364565 = -784432.533083 nChanged 28 SP:Iteration 79Q (6724.710000 sec): 3 clusters Score: Raw -788698.193332 + Penalty 4258.364565 = -784439.828767 nChanged 22 SP:Iteration 80F (6724.920000 sec): 3 clusters Score: Raw -788705.020931 + Penalty 4258.364565 = -784446.656365 nChanged 18 SP:Iteration 81Q (6725.080000 sec): 3 clusters Score: Raw -788712.013554 + Penalty 4258.364565 = -784453.648988 nChanged 22 SP:Iteration 82Q (6725.300000 sec): 3 clusters Score: Raw -788718.334575 + Penalty 4258.364565 = -784459.970010 nChanged 15 SP:Iteration 83Q (6725.520000 sec): 3 clusters Score: Raw -788722.149259 + Penalty 4258.364565 = -784463.784693 nChanged 16 SP:Iteration 84Q (6725.700000 sec): 3 clusters Score: Raw -788726.758851 + Penalty 4258.364565 = -784468.394285 nChanged 13 SP:Iteration 85Q (6725.960000 sec): 3 clusters Score: Raw -788730.038689 + Penalty 4258.364565 = -784471.674123 nChanged 8 SP:Iteration 86Q (6726.120000 sec): 3 clusters Score: Raw -788732.419908 + Penalty 4258.364565 = -784474.055342 nChanged 4 SP:Iteration 87Q (6726.320000 sec): 3 clusters Score: Raw -788733.517493 + Penalty 4258.364565 = -784475.152927 nChanged 4 SP:Iteration 88Q (6726.530000 sec): 3 clusters Score: Raw -788734.359411 + Penalty 4258.364565 = -784475.994845 nChanged 4 SP:Iteration 89Q (6726.730000 sec): 3 clusters Score: Raw -788735.713544 + Penalty 4258.364565 = -784477.348978 nChanged 3 SP:Iteration 90Q (6726.930000 sec): 3 clusters Score: Raw -788736.032322 + Penalty 4258.364565 = -784477.667756 nChanged 1 SP:Iteration 91Q (6727.170000 sec): 3 clusters Score: Raw -788736.186619 + Penalty 4258.364565 = -784477.822054 nChanged 1 SP:Iteration 92Q (6727.360000 sec): 3 clusters Score: Raw -788736.450118 + Penalty 4258.364565 = -784478.085553 nChanged 1 SP:Iteration 93Q (6727.530000 sec): 3 clusters Score: Raw -788736.529757 + Penalty 4258.364565 = -784478.165191 nChanged 0 SP:Iteration 94F (6727.750000 sec): 3 clusters Score: Raw -788736.529757 + Penalty 4258.364565 = -784478.165191 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 46 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6727.850000 sec): 2 clusters Score: Raw -28205.408012 + Penalty 1362.279238 = -26843.128774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6728.100000 sec): 3 clusters Score: Raw -28408.017066 + Penalty 2724.558476 = -25683.458590 nChanged 37 SP:Iteration 1F (6728.280000 sec): 3 clusters Score: Raw -28611.145442 + Penalty 2724.558476 = -25886.586966 nChanged 8 SP:Iteration 2Q (6728.440000 sec): 3 clusters Score: Raw -28694.663298 + Penalty 2724.558476 = -25970.104822 nChanged 8 SP:Iteration 3Q (6728.630000 sec): 3 clusters Score: Raw -28805.243707 + Penalty 2724.558476 = -26080.685232 nChanged 4 SP:Iteration 4Q (6728.810000 sec): 3 clusters Score: Raw -28835.377121 + Penalty 2724.558476 = -26110.818646 nChanged 3 SP:Iteration 5Q (6729.010000 sec): 3 clusters Score: Raw -28862.711957 + Penalty 2724.558476 = -26138.153481 nChanged 4 SP:Iteration 6Q (6729.160000 sec): 3 clusters Score: Raw -28910.359889 + Penalty 2724.558476 = -26185.801413 nChanged 2 SP:Iteration 7Q (6729.300000 sec): 3 clusters Score: Raw -28951.034801 + Penalty 2724.558476 = -26226.476325 nChanged 1 SP:Iteration 8Q (6729.440000 sec): 3 clusters Score: Raw -28954.613496 + Penalty 2724.558476 = -26230.055020 nChanged 1 SP:Iteration 9Q (6729.610000 sec): 3 clusters Score: Raw -28959.013190 + Penalty 2724.558476 = -26234.454714 nChanged 0 SP:Iteration 10F (6729.780000 sec): 3 clusters Score: Raw -28959.013190 + Penalty 2724.558476 = -26234.454714 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 47 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6729.880000 sec): 2 clusters Score: Raw -42119.415630 + Penalty 1421.064746 = -40698.350883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6730.020000 sec): 3 clusters Score: Raw -42256.442592 + Penalty 2842.129492 = -39414.313099 nChanged 37 SP:Iteration 1F (6730.160000 sec): 3 clusters Score: Raw -42377.568193 + Penalty 2842.129492 = -39535.438701 nChanged 7 SP:Iteration 2Q (6730.310000 sec): 3 clusters Score: Raw -42402.370660 + Penalty 2842.129492 = -39560.241168 nChanged 3 SP:Iteration 3Q (6730.520000 sec): 3 clusters Score: Raw -42418.255417 + Penalty 2842.129492 = -39576.125925 nChanged 0 SP:Iteration 4F (6730.690000 sec): 3 clusters Score: Raw -42418.255417 + Penalty 2842.129492 = -39576.125925 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 48 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6730.760000 sec): 2 clusters Score: Raw -30114.141521 + Penalty 1337.619631 = -28776.521890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6730.910000 sec): 3 clusters Score: Raw -30261.416845 + Penalty 2675.239263 = -27586.177582 nChanged 9 SP:Iteration 1Q (6731.090000 sec): 3 clusters Score: Raw -30303.396175 + Penalty 2675.239263 = -27628.156912 nChanged 1 SP:Iteration 2Q (6731.260000 sec): 3 clusters Score: Raw -30306.346793 + Penalty 2675.239263 = -27631.107530 nChanged 0 SP:Iteration 3F (6731.430000 sec): 3 clusters Score: Raw -30306.346793 + Penalty 2675.239263 = -27631.107530 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 49 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6731.530000 sec): 2 clusters Score: Raw -44587.248014 + Penalty 1454.884078 = -43132.363936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6731.710000 sec): 3 clusters Score: Raw -44727.155121 + Penalty 2909.768156 = -41817.386965 nChanged 39 SP:Iteration 1F (6731.910000 sec): 3 clusters Score: Raw -44888.520709 + Penalty 2909.768156 = -41978.752553 nChanged 16 SP:Iteration 2Q (6732.110000 sec): 3 clusters Score: Raw -44944.815271 + Penalty 2909.768156 = -42035.047115 nChanged 7 SP:Iteration 3Q (6732.300000 sec): 3 clusters Score: Raw -44967.088693 + Penalty 2909.768156 = -42057.320537 nChanged 4 SP:Iteration 4Q (6732.490000 sec): 3 clusters Score: Raw -44974.581998 + Penalty 2909.768156 = -42064.813842 nChanged 1 SP:Iteration 5Q (6732.620000 sec): 3 clusters Score: Raw -44977.014556 + Penalty 2909.768156 = -42067.246400 nChanged 0 SP:Iteration 6F (6732.810000 sec): 3 clusters Score: Raw -44977.014556 + Penalty 2909.768156 = -42067.246400 nChanged 0 Memory request: 0.00 GB would take us to total of 4.61 GB. Trying to split cluster 50 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6732.900000 sec): 2 clusters Score: Raw -41168.199178 + Penalty 1427.424069 = -39740.775109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6733.090000 sec): 3 clusters Score: Raw -41293.926653 + Penalty 2854.848138 = -38439.078515 nChanged 30 SP:Iteration 1F (6733.260000 sec): 3 clusters Score: Raw -41384.172046 + Penalty 2854.848138 = -38529.323908 nChanged 14 SP:Iteration 2Q (6733.450000 sec): 3 clusters Score: Raw -41425.606251 + Penalty 2854.848138 = -38570.758113 nChanged 6 SP:Iteration 3Q (6733.660000 sec): 3 clusters Score: Raw -41450.473478 + Penalty 2854.848138 = -38595.625340 nChanged 1 SP:Iteration 4Q (6733.870000 sec): 3 clusters Score: Raw -41456.085726 + Penalty 2854.848138 = -38601.237588 nChanged 1 SP:Iteration 5Q (6734.030000 sec): 3 clusters Score: Raw -41461.415447 + Penalty 2854.848138 = -38606.567309 nChanged 0 SP:Iteration 6F (6734.190000 sec): 3 clusters Score: Raw -41461.415447 + Penalty 2854.848138 = -38606.567309 nChanged 0 ------ Evaluating fit on full set of 1850465 points ------ Score: Raw -262303524.249358 + Penalty 178943.749209 = -262124580.500149 Time taken for this iteration:6884.690000 seconds. 20->51 Clusters: Score -262124580.500149, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.15 GB would take us to total of 4.60 GB. ------ Running on subset of 616821 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 5 (370 points): Lose 43.341485 but Gain 3306.418869 Iteration 0F (6942.250000 sec): 20 clusters Score: Raw -77205495.984286 + Penalty 62821.958502 = -77142674.025784 nChanged 585487 Deleting Class 14 (461 points): Lose 553.873195 but Gain 3306.418869 Iteration 1F (6967.290000 sec): 19 clusters Score: Raw -85020780.229258 + Penalty 59515.539634 = -84961264.689625 nChanged 240092 Deleting Class 3 (258 points): Lose 773.471592 but Gain 3306.418869 Iteration 2F (6990.480000 sec): 18 clusters Score: Raw -85956961.161777 + Penalty 56209.120765 = -85900752.041011 nChanged 136647 Iteration 3F (7012.330000 sec): 18 clusters Score: Raw -86349415.318906 + Penalty 56209.120765 = -86293206.198141 nChanged 92999 Iteration 4F (7034.490000 sec): 18 clusters Score: Raw -86576136.586919 + Penalty 56209.120765 = -86519927.466154 nChanged 64470 Iteration 5F (7056.580000 sec): 18 clusters Score: Raw -86750577.613138 + Penalty 56209.120765 = -86694368.492372 nChanged 42957 Iteration 6F (7078.350000 sec): 18 clusters Score: Raw -86847653.501757 + Penalty 56209.120765 = -86791444.380992 nChanged 32352 Iteration 7F (7099.380000 sec): 18 clusters Score: Raw -86910033.802204 + Penalty 56209.120765 = -86853824.681439 nChanged 24653 Iteration 8Q (7111.910000 sec): 18 clusters Score: Raw -86953913.074318 + Penalty 56209.120765 = -86897703.953553 nChanged 18753 Iteration 9Q (7122.830000 sec): 18 clusters Score: Raw -86976982.935217 + Penalty 56209.120765 = -86920773.814452 nChanged 17526 Iteration 10Q (7134.090000 sec): 18 clusters Score: Raw -86997312.102380 + Penalty 56209.120765 = -86941102.981615 nChanged 19524 Iteration 11Q (7147.490000 sec): 18 clusters Score: Raw -87029644.815632 + Penalty 56209.120765 = -86973435.694867 nChanged 22899 Iteration 12Q (7158.970000 sec): 18 clusters Score: Raw -87086590.998677 + Penalty 56209.120765 = -87030381.877912 nChanged 18981 Iteration 13Q (7170.500000 sec): 18 clusters Score: Raw -87156339.373736 + Penalty 56209.120765 = -87100130.252971 nChanged 11352 Iteration 14Q (7185.700000 sec): 18 clusters Score: Raw -87174179.593764 + Penalty 56209.120765 = -87117970.472998 nChanged 7548 Iteration 15Q (7196.950000 sec): 18 clusters Score: Raw -87178189.444335 + Penalty 56209.120765 = -87121980.323570 nChanged 5640 Iteration 16Q (7207.320000 sec): 18 clusters Score: Raw -87180975.252942 + Penalty 56209.120765 = -87124766.132177 nChanged 4742 Iteration 17Q (7219.070000 sec): 18 clusters Score: Raw -87183593.610510 + Penalty 56209.120765 = -87127384.489745 nChanged 4351 Iteration 18Q (7229.520000 sec): 18 clusters Score: Raw -87186592.811011 + Penalty 56209.120765 = -87130383.690246 nChanged 4145 Iteration 19Q (7239.680000 sec): 18 clusters Score: Raw -87190153.325928 + Penalty 56209.120765 = -87133944.205163 nChanged 3991 Writing temp clu file Because OldScore, -87130383.690246, is greater than current (better) Score,-87133944.205163 Compute initial score before splitting: Score: Raw -87190153.325928 + Penalty 56209.120765 = -87133944.205163 Memory request: 0.01 GB would take us to total of 4.60 GB. Trying to split cluster 1 (1993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7239.960000 sec): 2 clusters Score: Raw -206685.522397 + Penalty 1884.154287 = -204801.368110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7240.110000 sec): 3 clusters Score: Raw -206570.378930 + Penalty 3768.308575 = -202802.070356 nChanged 783 SP:Iteration 1F (7240.370000 sec): 3 clusters Score: Raw -211537.223590 + Penalty 3768.308575 = -207768.915015 nChanged 298 SP:Iteration 2F (7240.590000 sec): 3 clusters Score: Raw -213810.541451 + Penalty 3768.308575 = -210042.232877 nChanged 163 SP:Iteration 3F (7240.750000 sec): 3 clusters Score: Raw -215245.870311 + Penalty 3768.308575 = -211477.561737 nChanged 112 SP:Iteration 4F (7240.970000 sec): 3 clusters Score: Raw -216436.167993 + Penalty 3768.308575 = -212667.859418 nChanged 59 SP:Iteration 5Q (7241.180000 sec): 3 clusters Score: Raw -217468.984990 + Penalty 3768.308575 = -213700.676415 nChanged 42 SP:Iteration 6Q (7241.380000 sec): 3 clusters Score: Raw -218456.292599 + Penalty 3768.308575 = -214687.984024 nChanged 26 SP:Iteration 7Q (7241.550000 sec): 3 clusters Score: Raw -218646.885051 + Penalty 3768.308575 = -214878.576476 nChanged 12 SP:Iteration 8Q (7241.720000 sec): 3 clusters Score: Raw -218824.250538 + Penalty 3768.308575 = -215055.941963 nChanged 19 SP:Iteration 9Q (7241.910000 sec): 3 clusters Score: Raw -218978.883979 + Penalty 3768.308575 = -215210.575404 nChanged 5 SP:Iteration 10Q (7242.140000 sec): 3 clusters Score: Raw -219117.217309 + Penalty 3768.308575 = -215348.908734 nChanged 8 SP:Iteration 11Q (7242.280000 sec): 3 clusters Score: Raw -219256.057090 + Penalty 3768.308575 = -215487.748516 nChanged 5 SP:Iteration 12Q (7242.450000 sec): 3 clusters Score: Raw -219384.132442 + Penalty 3768.308575 = -215615.823867 nChanged 5 SP:Iteration 13Q (7242.670000 sec): 3 clusters Score: Raw -219415.112318 + Penalty 3768.308575 = -215646.803743 nChanged 0 SP:Iteration 14F (7242.910000 sec): 3 clusters Score: Raw -219415.112318 + Penalty 3768.308575 = -215646.803743 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 2 (1729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7243.040000 sec): 2 clusters Score: Raw -241795.080892 + Penalty 1848.914024 = -239946.166868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7243.240000 sec): 3 clusters Score: Raw -241214.191682 + Penalty 3697.828049 = -237516.363633 nChanged 545 SP:Iteration 1F (7243.400000 sec): 3 clusters Score: Raw -241726.922096 + Penalty 3697.828049 = -238029.094047 nChanged 138 SP:Iteration 2F (7243.660000 sec): 3 clusters Score: Raw -241933.659406 + Penalty 3697.828049 = -238235.831357 nChanged 94 SP:Iteration 3F (7243.840000 sec): 3 clusters Score: Raw -242126.394579 + Penalty 3697.828049 = -238428.566530 nChanged 99 SP:Iteration 4F (7244.010000 sec): 3 clusters Score: Raw -242264.624979 + Penalty 3697.828049 = -238566.796930 nChanged 81 SP:Iteration 5Q (7244.200000 sec): 3 clusters Score: Raw -242417.160267 + Penalty 3697.828049 = -238719.332218 nChanged 77 SP:Iteration 6Q (7244.420000 sec): 3 clusters Score: Raw -242548.043776 + Penalty 3697.828049 = -238850.215727 nChanged 63 SP:Iteration 7Q (7244.600000 sec): 3 clusters Score: Raw -242652.911957 + Penalty 3697.828049 = -238955.083908 nChanged 53 SP:Iteration 8Q (7244.770000 sec): 3 clusters Score: Raw -242750.909433 + Penalty 3697.828049 = -239053.081384 nChanged 48 SP:Iteration 9Q (7244.940000 sec): 3 clusters Score: Raw -242862.222222 + Penalty 3697.828049 = -239164.394174 nChanged 46 SP:Iteration 10Q (7245.090000 sec): 3 clusters Score: Raw -242959.315884 + Penalty 3697.828049 = -239261.487835 nChanged 37 SP:Iteration 11Q (7245.290000 sec): 3 clusters Score: Raw -243017.406539 + Penalty 3697.828049 = -239319.578490 nChanged 22 SP:Iteration 12Q (7245.450000 sec): 3 clusters Score: Raw -243045.059422 + Penalty 3697.828049 = -239347.231373 nChanged 19 SP:Iteration 13Q (7245.660000 sec): 3 clusters Score: Raw -243077.391696 + Penalty 3697.828049 = -239379.563647 nChanged 8 SP:Iteration 14Q (7245.830000 sec): 3 clusters Score: Raw -243086.748848 + Penalty 3697.828049 = -239388.920799 nChanged 12 SP:Iteration 15Q (7246.030000 sec): 3 clusters Score: Raw -243101.567716 + Penalty 3697.828049 = -239403.739668 nChanged 12 SP:Iteration 16Q (7246.170000 sec): 3 clusters Score: Raw -243111.968040 + Penalty 3697.828049 = -239414.139991 nChanged 8 SP:Iteration 17Q (7246.350000 sec): 3 clusters Score: Raw -243117.879514 + Penalty 3697.828049 = -239420.051465 nChanged 2 SP:Iteration 18Q (7246.550000 sec): 3 clusters Score: Raw -243119.189183 + Penalty 3697.828049 = -239421.361134 nChanged 3 SP:Iteration 19Q (7246.690000 sec): 3 clusters Score: Raw -243121.352004 + Penalty 3697.828049 = -239423.523955 nChanged 2 SP:Iteration 20F (7246.870000 sec): 3 clusters Score: Raw -243122.978906 + Penalty 3697.828049 = -239425.150857 nChanged 3 SP:Iteration 21Q (7247.030000 sec): 3 clusters Score: Raw -243125.232859 + Penalty 3697.828049 = -239427.404810 nChanged 3 SP:Iteration 22Q (7247.230000 sec): 3 clusters Score: Raw -243127.731361 + Penalty 3697.828049 = -239429.903312 nChanged 3 SP:Iteration 23Q (7247.430000 sec): 3 clusters Score: Raw -243129.469566 + Penalty 3697.828049 = -239431.641517 nChanged 3 SP:Iteration 24Q (7247.630000 sec): 3 clusters Score: Raw -243130.985908 + Penalty 3697.828049 = -239433.157860 nChanged 0 SP:Iteration 25F (7247.890000 sec): 3 clusters Score: Raw -243130.985908 + Penalty 3697.828049 = -239433.157860 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 4 (11198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7248.050000 sec): 2 clusters Score: Raw -1546109.435437 + Penalty 2312.225637 = -1543797.209800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7248.280000 sec): 3 clusters Score: Raw -1540576.178052 + Penalty 4624.451273 = -1535951.726779 nChanged 4782 SP:Iteration 1F (7248.530000 sec): 3 clusters Score: Raw -1548008.316701 + Penalty 4624.451273 = -1543383.865428 nChanged 2092 SP:Iteration 2F (7248.730000 sec): 3 clusters Score: Raw -1552335.916877 + Penalty 4624.451273 = -1547711.465604 nChanged 1188 SP:Iteration 3F (7248.960000 sec): 3 clusters Score: Raw -1553937.378556 + Penalty 4624.451273 = -1549312.927283 nChanged 491 SP:Iteration 4Q (7249.170000 sec): 3 clusters Score: Raw -1554331.881275 + Penalty 4624.451273 = -1549707.430001 nChanged 206 SP:Iteration 5Q (7249.380000 sec): 3 clusters Score: Raw -1554469.676035 + Penalty 4624.451273 = -1549845.224762 nChanged 130 SP:Iteration 6Q (7249.600000 sec): 3 clusters Score: Raw -1554545.797397 + Penalty 4624.451273 = -1549921.346124 nChanged 88 SP:Iteration 7Q (7249.890000 sec): 3 clusters Score: Raw -1554590.908042 + Penalty 4624.451273 = -1549966.456769 nChanged 57 SP:Iteration 8Q (7250.140000 sec): 3 clusters Score: Raw -1554614.999441 + Penalty 4624.451273 = -1549990.548168 nChanged 58 SP:Iteration 9Q (7250.340000 sec): 3 clusters Score: Raw -1554643.708288 + Penalty 4624.451273 = -1550019.257015 nChanged 33 SP:Iteration 10Q (7250.600000 sec): 3 clusters Score: Raw -1554659.223771 + Penalty 4624.451273 = -1550034.772498 nChanged 29 SP:Iteration 11Q (7250.900000 sec): 3 clusters Score: Raw -1554671.979367 + Penalty 4624.451273 = -1550047.528094 nChanged 18 SP:Iteration 12Q (7251.120000 sec): 3 clusters Score: Raw -1554678.809638 + Penalty 4624.451273 = -1550054.358365 nChanged 24 SP:Iteration 13Q (7251.360000 sec): 3 clusters Score: Raw -1554689.831825 + Penalty 4624.451273 = -1550065.380552 nChanged 11 SP:Iteration 14Q (7251.650000 sec): 3 clusters Score: Raw -1554693.633808 + Penalty 4624.451273 = -1550069.182535 nChanged 9 SP:Iteration 15Q (7251.910000 sec): 3 clusters Score: Raw -1554699.526956 + Penalty 4624.451273 = -1550075.075683 nChanged 8 SP:Iteration 16Q (7252.130000 sec): 3 clusters Score: Raw -1554704.816764 + Penalty 4624.451273 = -1550080.365491 nChanged 9 SP:Iteration 17Q (7252.450000 sec): 3 clusters Score: Raw -1554712.114158 + Penalty 4624.451273 = -1550087.662885 nChanged 8 SP:Iteration 18Q (7252.680000 sec): 3 clusters Score: Raw -1554715.753226 + Penalty 4624.451273 = -1550091.301953 nChanged 7 SP:Iteration 19Q (7252.890000 sec): 3 clusters Score: Raw -1554719.297315 + Penalty 4624.451273 = -1550094.846042 nChanged 6 SP:Iteration 20F (7253.100000 sec): 3 clusters Score: Raw -1554721.160437 + Penalty 4624.451273 = -1550096.709164 nChanged 5 SP:Iteration 21Q (7253.350000 sec): 3 clusters Score: Raw -1554723.070754 + Penalty 4624.451273 = -1550098.619481 nChanged 3 SP:Iteration 22Q (7253.640000 sec): 3 clusters Score: Raw -1554724.244367 + Penalty 4624.451273 = -1550099.793093 nChanged 4 SP:Iteration 23Q (7253.830000 sec): 3 clusters Score: Raw -1554725.758096 + Penalty 4624.451273 = -1550101.306823 nChanged 1 SP:Iteration 24Q (7254.060000 sec): 3 clusters Score: Raw -1554726.177311 + Penalty 4624.451273 = -1550101.726038 nChanged 1 SP:Iteration 25Q (7254.260000 sec): 3 clusters Score: Raw -1554727.511680 + Penalty 4624.451273 = -1550103.060407 nChanged 2 SP:Iteration 26Q (7254.480000 sec): 3 clusters Score: Raw -1554728.380960 + Penalty 4624.451273 = -1550103.929687 nChanged 1 SP:Iteration 27Q (7254.740000 sec): 3 clusters Score: Raw -1554728.546881 + Penalty 4624.451273 = -1550104.095608 nChanged 1 SP:Iteration 28Q (7254.920000 sec): 3 clusters Score: Raw -1554728.673451 + Penalty 4624.451273 = -1550104.222177 nChanged 1 SP:Iteration 29Q (7255.140000 sec): 3 clusters Score: Raw -1554729.643193 + Penalty 4624.451273 = -1550105.191920 nChanged 1 SP:Iteration 30Q (7255.400000 sec): 3 clusters Score: Raw -1554730.084842 + Penalty 4624.451273 = -1550105.633569 nChanged 0 SP:Iteration 31F (7255.650000 sec): 3 clusters Score: Raw -1554730.084842 + Penalty 4624.451273 = -1550105.633569 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 6 (23081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7255.930000 sec): 2 clusters Score: Raw -3164884.563860 + Penalty 2491.597732 = -3162392.966129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7256.240000 sec): 3 clusters Score: Raw -3151299.559835 + Penalty 4983.195463 = -3146316.364372 nChanged 10325 SP:Iteration 1F (7256.550000 sec): 3 clusters Score: Raw -3157425.478686 + Penalty 4983.195463 = -3152442.283222 nChanged 1564 SP:Iteration 2F (7256.810000 sec): 3 clusters Score: Raw -3158416.290559 + Penalty 4983.195463 = -3153433.095096 nChanged 1593 SP:Iteration 3F (7257.110000 sec): 3 clusters Score: Raw -3159549.869178 + Penalty 4983.195463 = -3154566.673714 nChanged 1609 SP:Iteration 4F (7257.440000 sec): 3 clusters Score: Raw -3160757.649559 + Penalty 4983.195463 = -3155774.454096 nChanged 1577 SP:Iteration 5F (7257.770000 sec): 3 clusters Score: Raw -3161915.783843 + Penalty 4983.195463 = -3156932.588379 nChanged 1466 SP:Iteration 6F (7258.020000 sec): 3 clusters Score: Raw -3162919.906616 + Penalty 4983.195463 = -3157936.711153 nChanged 1179 SP:Iteration 7F (7258.300000 sec): 3 clusters Score: Raw -3163567.259408 + Penalty 4983.195463 = -3158584.063944 nChanged 918 SP:Iteration 8Q (7258.640000 sec): 3 clusters Score: Raw -3163960.893944 + Penalty 4983.195463 = -3158977.698481 nChanged 683 SP:Iteration 9Q (7258.940000 sec): 3 clusters Score: Raw -3164206.298237 + Penalty 4983.195463 = -3159223.102773 nChanged 466 SP:Iteration 10Q (7259.270000 sec): 3 clusters Score: Raw -3164350.751647 + Penalty 4983.195463 = -3159367.556184 nChanged 378 SP:Iteration 11Q (7259.610000 sec): 3 clusters Score: Raw -3164452.368778 + Penalty 4983.195463 = -3159469.173314 nChanged 308 SP:Iteration 12Q (7259.900000 sec): 3 clusters Score: Raw -3164535.827442 + Penalty 4983.195463 = -3159552.631979 nChanged 273 SP:Iteration 13Q (7260.230000 sec): 3 clusters Score: Raw -3164609.658532 + Penalty 4983.195463 = -3159626.463068 nChanged 292 SP:Iteration 14Q (7260.520000 sec): 3 clusters Score: Raw -3164693.102171 + Penalty 4983.195463 = -3159709.906708 nChanged 299 SP:Iteration 15Q (7260.880000 sec): 3 clusters Score: Raw -3164774.367716 + Penalty 4983.195463 = -3159791.172252 nChanged 297 SP:Iteration 16Q (7261.220000 sec): 3 clusters Score: Raw -3164854.021873 + Penalty 4983.195463 = -3159870.826410 nChanged 297 SP:Iteration 17Q (7261.520000 sec): 3 clusters Score: Raw -3164943.163726 + Penalty 4983.195463 = -3159959.968263 nChanged 328 SP:Iteration 18Q (7261.800000 sec): 3 clusters Score: Raw -3165047.500340 + Penalty 4983.195463 = -3160064.304877 nChanged 304 SP:Iteration 19Q (7262.130000 sec): 3 clusters Score: Raw -3165164.517467 + Penalty 4983.195463 = -3160181.322003 nChanged 373 SP:Iteration 20F (7262.530000 sec): 3 clusters Score: Raw -3165312.923602 + Penalty 4983.195463 = -3160329.728139 nChanged 405 SP:Iteration 21Q (7262.850000 sec): 3 clusters Score: Raw -3165487.740507 + Penalty 4983.195463 = -3160504.545043 nChanged 439 SP:Iteration 22Q (7263.150000 sec): 3 clusters Score: Raw -3165697.054281 + Penalty 4983.195463 = -3160713.858817 nChanged 492 SP:Iteration 23Q (7263.500000 sec): 3 clusters Score: Raw -3165959.590243 + Penalty 4983.195463 = -3160976.394780 nChanged 530 SP:Iteration 24Q (7263.820000 sec): 3 clusters Score: Raw -3166288.162113 + Penalty 4983.195463 = -3161304.966650 nChanged 578 SP:Iteration 25Q (7264.190000 sec): 3 clusters Score: Raw -3166715.584940 + Penalty 4983.195463 = -3161732.389476 nChanged 593 SP:Iteration 26Q (7264.520000 sec): 3 clusters Score: Raw -3167193.050889 + Penalty 4983.195463 = -3162209.855425 nChanged 540 SP:Iteration 27Q (7264.820000 sec): 3 clusters Score: Raw -3167607.612520 + Penalty 4983.195463 = -3162624.417056 nChanged 393 SP:Iteration 28Q (7265.160000 sec): 3 clusters Score: Raw -3167865.537027 + Penalty 4983.195463 = -3162882.341563 nChanged 301 SP:Iteration 29Q (7265.440000 sec): 3 clusters Score: Raw -3168013.693624 + Penalty 4983.195463 = -3163030.498160 nChanged 203 SP:Iteration 30Q (7265.720000 sec): 3 clusters Score: Raw -3168093.353013 + Penalty 4983.195463 = -3163110.157550 nChanged 145 SP:Iteration 31Q (7266.060000 sec): 3 clusters Score: Raw -3168137.723856 + Penalty 4983.195463 = -3163154.528392 nChanged 111 SP:Iteration 32Q (7266.360000 sec): 3 clusters Score: Raw -3168165.995616 + Penalty 4983.195463 = -3163182.800152 nChanged 85 SP:Iteration 33Q (7266.660000 sec): 3 clusters Score: Raw -3168185.527525 + Penalty 4983.195463 = -3163202.332062 nChanged 62 SP:Iteration 34Q (7266.960000 sec): 3 clusters Score: Raw -3168199.244138 + Penalty 4983.195463 = -3163216.048675 nChanged 50 SP:Iteration 35Q (7267.210000 sec): 3 clusters Score: Raw -3168208.483145 + Penalty 4983.195463 = -3163225.287682 nChanged 38 SP:Iteration 36Q (7267.550000 sec): 3 clusters Score: Raw -3168214.749583 + Penalty 4983.195463 = -3163231.554120 nChanged 30 SP:Iteration 37Q (7267.840000 sec): 3 clusters Score: Raw -3168219.353699 + Penalty 4983.195463 = -3163236.158236 nChanged 20 SP:Iteration 38Q (7268.120000 sec): 3 clusters Score: Raw -3168222.583981 + Penalty 4983.195463 = -3163239.388517 nChanged 18 SP:Iteration 39Q (7268.420000 sec): 3 clusters Score: Raw -3168225.015339 + Penalty 4983.195463 = -3163241.819876 nChanged 12 SP:Iteration 40F (7268.750000 sec): 3 clusters Score: Raw -3168226.605781 + Penalty 4983.195463 = -3163243.410318 nChanged 12 SP:Iteration 41Q (7269.030000 sec): 3 clusters Score: Raw -3168228.434152 + Penalty 4983.195463 = -3163245.238689 nChanged 16 SP:Iteration 42Q (7269.350000 sec): 3 clusters Score: Raw -3168231.004963 + Penalty 4983.195463 = -3163247.809500 nChanged 16 SP:Iteration 43Q (7269.650000 sec): 3 clusters Score: Raw -3168232.795540 + Penalty 4983.195463 = -3163249.600077 nChanged 15 SP:Iteration 44Q (7269.990000 sec): 3 clusters Score: Raw -3168234.586069 + Penalty 4983.195463 = -3163251.390605 nChanged 13 SP:Iteration 45Q (7270.310000 sec): 3 clusters Score: Raw -3168235.911672 + Penalty 4983.195463 = -3163252.716208 nChanged 5 SP:Iteration 46Q (7270.660000 sec): 3 clusters Score: Raw -3168236.446859 + Penalty 4983.195463 = -3163253.251396 nChanged 9 SP:Iteration 47Q (7270.950000 sec): 3 clusters Score: Raw -3168237.834319 + Penalty 4983.195463 = -3163254.638856 nChanged 13 SP:Iteration 48Q (7271.310000 sec): 3 clusters Score: Raw -3168239.932297 + Penalty 4983.195463 = -3163256.736834 nChanged 14 SP:Iteration 49Q (7271.610000 sec): 3 clusters Score: Raw -3168242.073837 + Penalty 4983.195463 = -3163258.878374 nChanged 14 SP:Iteration 50Q (7271.960000 sec): 3 clusters Score: Raw -3168243.908342 + Penalty 4983.195463 = -3163260.712878 nChanged 8 SP:Iteration 51Q (7272.330000 sec): 3 clusters Score: Raw -3168244.657942 + Penalty 4983.195463 = -3163261.462479 nChanged 3 SP:Iteration 52Q (7272.650000 sec): 3 clusters Score: Raw -3168244.906758 + Penalty 4983.195463 = -3163261.711295 nChanged 2 SP:Iteration 53Q (7272.950000 sec): 3 clusters Score: Raw -3168245.168251 + Penalty 4983.195463 = -3163261.972788 nChanged 2 SP:Iteration 54Q (7273.240000 sec): 3 clusters Score: Raw -3168245.314347 + Penalty 4983.195463 = -3163262.118883 nChanged 2 SP:Iteration 55Q (7273.570000 sec): 3 clusters Score: Raw -3168245.580912 + Penalty 4983.195463 = -3163262.385448 nChanged 2 SP:Iteration 56Q (7273.860000 sec): 3 clusters Score: Raw -3168245.945467 + Penalty 4983.195463 = -3163262.750004 nChanged 2 SP:Iteration 57Q (7274.180000 sec): 3 clusters Score: Raw -3168246.110611 + Penalty 4983.195463 = -3163262.915148 nChanged 1 SP:Iteration 58Q (7274.440000 sec): 3 clusters Score: Raw -3168246.156311 + Penalty 4983.195463 = -3163262.960848 nChanged 0 SP:Iteration 59F (7274.730000 sec): 3 clusters Score: Raw -3168246.156311 + Penalty 4983.195463 = -3163262.960848 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 7 (11049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7274.880000 sec): 2 clusters Score: Raw -1593380.369658 + Penalty 2308.903611 = -1591071.466047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7275.170000 sec): 3 clusters Score: Raw -1587265.574005 + Penalty 4617.807222 = -1582647.766783 nChanged 4625 SP:Iteration 1F (7275.380000 sec): 3 clusters Score: Raw -1589813.747211 + Penalty 4617.807222 = -1585195.939989 nChanged 741 SP:Iteration 2F (7275.650000 sec): 3 clusters Score: Raw -1590307.414009 + Penalty 4617.807222 = -1585689.606787 nChanged 699 SP:Iteration 3F (7275.880000 sec): 3 clusters Score: Raw -1590799.157099 + Penalty 4617.807222 = -1586181.349878 nChanged 642 SP:Iteration 4F (7276.140000 sec): 3 clusters Score: Raw -1591291.333767 + Penalty 4617.807222 = -1586673.526545 nChanged 654 SP:Iteration 5F (7276.390000 sec): 3 clusters Score: Raw -1591746.087438 + Penalty 4617.807222 = -1587128.280216 nChanged 581 SP:Iteration 6F (7276.620000 sec): 3 clusters Score: Raw -1592155.187343 + Penalty 4617.807222 = -1587537.380121 nChanged 556 SP:Iteration 7F (7276.890000 sec): 3 clusters Score: Raw -1592572.457051 + Penalty 4617.807222 = -1587954.649829 nChanged 533 SP:Iteration 8Q (7277.110000 sec): 3 clusters Score: Raw -1592960.358518 + Penalty 4617.807222 = -1588342.551296 nChanged 507 SP:Iteration 9Q (7277.320000 sec): 3 clusters Score: Raw -1593370.025754 + Penalty 4617.807222 = -1588752.218532 nChanged 467 SP:Iteration 10Q (7277.590000 sec): 3 clusters Score: Raw -1593765.784050 + Penalty 4617.807222 = -1589147.976828 nChanged 420 SP:Iteration 11Q (7277.780000 sec): 3 clusters Score: Raw -1594181.599117 + Penalty 4617.807222 = -1589563.791896 nChanged 373 SP:Iteration 12Q (7278.010000 sec): 3 clusters Score: Raw -1594603.951271 + Penalty 4617.807222 = -1589986.144049 nChanged 318 SP:Iteration 13Q (7278.290000 sec): 3 clusters Score: Raw -1594992.021349 + Penalty 4617.807222 = -1590374.214127 nChanged 271 SP:Iteration 14Q (7278.480000 sec): 3 clusters Score: Raw -1595325.736679 + Penalty 4617.807222 = -1590707.929458 nChanged 216 SP:Iteration 15Q (7278.720000 sec): 3 clusters Score: Raw -1595584.763995 + Penalty 4617.807222 = -1590966.956774 nChanged 170 SP:Iteration 16Q (7278.950000 sec): 3 clusters Score: Raw -1595813.877149 + Penalty 4617.807222 = -1591196.069927 nChanged 167 SP:Iteration 17Q (7279.210000 sec): 3 clusters Score: Raw -1596040.749690 + Penalty 4617.807222 = -1591422.942468 nChanged 132 SP:Iteration 18Q (7279.450000 sec): 3 clusters Score: Raw -1596208.840839 + Penalty 4617.807222 = -1591591.033617 nChanged 119 SP:Iteration 19Q (7279.660000 sec): 3 clusters Score: Raw -1596314.323507 + Penalty 4617.807222 = -1591696.516285 nChanged 76 SP:Iteration 20F (7279.920000 sec): 3 clusters Score: Raw -1596526.174503 + Penalty 4617.807222 = -1591908.367282 nChanged 121 SP:Iteration 21Q (7280.200000 sec): 3 clusters Score: Raw -1596753.613918 + Penalty 4617.807222 = -1592135.806696 nChanged 136 SP:Iteration 22Q (7280.440000 sec): 3 clusters Score: Raw -1596971.150619 + Penalty 4617.807222 = -1592353.343397 nChanged 153 SP:Iteration 23Q (7280.660000 sec): 3 clusters Score: Raw -1597165.314425 + Penalty 4617.807222 = -1592547.507204 nChanged 134 SP:Iteration 24Q (7280.910000 sec): 3 clusters Score: Raw -1597304.240935 + Penalty 4617.807222 = -1592686.433713 nChanged 118 SP:Iteration 25Q (7281.110000 sec): 3 clusters Score: Raw -1597395.401240 + Penalty 4617.807222 = -1592777.594018 nChanged 77 SP:Iteration 26Q (7281.380000 sec): 3 clusters Score: Raw -1597442.779820 + Penalty 4617.807222 = -1592824.972598 nChanged 67 SP:Iteration 27Q (7281.620000 sec): 3 clusters Score: Raw -1597482.915444 + Penalty 4617.807222 = -1592865.108223 nChanged 48 SP:Iteration 28Q (7281.840000 sec): 3 clusters Score: Raw -1597504.176066 + Penalty 4617.807222 = -1592886.368845 nChanged 44 SP:Iteration 29Q (7282.110000 sec): 3 clusters Score: Raw -1597524.239418 + Penalty 4617.807222 = -1592906.432196 nChanged 28 SP:Iteration 30Q (7282.380000 sec): 3 clusters Score: Raw -1597536.300021 + Penalty 4617.807222 = -1592918.492799 nChanged 20 SP:Iteration 31Q (7282.600000 sec): 3 clusters Score: Raw -1597541.118353 + Penalty 4617.807222 = -1592923.311131 nChanged 17 SP:Iteration 32Q (7282.830000 sec): 3 clusters Score: Raw -1597544.531534 + Penalty 4617.807222 = -1592926.724313 nChanged 9 SP:Iteration 33Q (7283.080000 sec): 3 clusters Score: Raw -1597546.707683 + Penalty 4617.807222 = -1592928.900461 nChanged 8 SP:Iteration 34Q (7283.290000 sec): 3 clusters Score: Raw -1597548.205659 + Penalty 4617.807222 = -1592930.398437 nChanged 5 SP:Iteration 35Q (7283.600000 sec): 3 clusters Score: Raw -1597549.449125 + Penalty 4617.807222 = -1592931.641903 nChanged 6 SP:Iteration 36Q (7283.870000 sec): 3 clusters Score: Raw -1597550.798072 + Penalty 4617.807222 = -1592932.990851 nChanged 4 SP:Iteration 37Q (7284.080000 sec): 3 clusters Score: Raw -1597551.848253 + Penalty 4617.807222 = -1592934.041031 nChanged 7 SP:Iteration 38Q (7284.310000 sec): 3 clusters Score: Raw -1597553.643368 + Penalty 4617.807222 = -1592935.836147 nChanged 10 SP:Iteration 39Q (7284.550000 sec): 3 clusters Score: Raw -1597559.362504 + Penalty 4617.807222 = -1592941.555282 nChanged 11 SP:Iteration 40F (7284.860000 sec): 3 clusters Score: Raw -1597583.414339 + Penalty 4617.807222 = -1592965.607117 nChanged 33 SP:Iteration 41Q (7285.160000 sec): 3 clusters Score: Raw -1597599.836873 + Penalty 4617.807222 = -1592982.029652 nChanged 35 SP:Iteration 42Q (7285.420000 sec): 3 clusters Score: Raw -1597615.352810 + Penalty 4617.807222 = -1592997.545588 nChanged 36 SP:Iteration 43Q (7285.670000 sec): 3 clusters Score: Raw -1597632.982276 + Penalty 4617.807222 = -1593015.175054 nChanged 40 SP:Iteration 44Q (7285.930000 sec): 3 clusters Score: Raw -1597652.681791 + Penalty 4617.807222 = -1593034.874569 nChanged 48 SP:Iteration 45Q (7286.200000 sec): 3 clusters Score: Raw -1597678.026352 + Penalty 4617.807222 = -1593060.219130 nChanged 50 SP:Iteration 46Q (7286.490000 sec): 3 clusters Score: Raw -1597699.279023 + Penalty 4617.807222 = -1593081.471801 nChanged 53 SP:Iteration 47Q (7286.730000 sec): 3 clusters Score: Raw -1597722.096088 + Penalty 4617.807222 = -1593104.288867 nChanged 45 SP:Iteration 48Q (7287.000000 sec): 3 clusters Score: Raw -1597739.550164 + Penalty 4617.807222 = -1593121.742942 nChanged 53 SP:Iteration 49Q (7287.230000 sec): 3 clusters Score: Raw -1597761.249433 + Penalty 4617.807222 = -1593143.442211 nChanged 47 SP:Iteration 50Q (7287.460000 sec): 3 clusters Score: Raw -1597783.004533 + Penalty 4617.807222 = -1593165.197312 nChanged 47 SP:Iteration 51Q (7287.660000 sec): 3 clusters Score: Raw -1597802.281118 + Penalty 4617.807222 = -1593184.473896 nChanged 42 SP:Iteration 52Q (7287.890000 sec): 3 clusters Score: Raw -1597816.680800 + Penalty 4617.807222 = -1593198.873578 nChanged 35 SP:Iteration 53Q (7288.150000 sec): 3 clusters Score: Raw -1597826.060017 + Penalty 4617.807222 = -1593208.252796 nChanged 25 SP:Iteration 54Q (7288.390000 sec): 3 clusters Score: Raw -1597830.992440 + Penalty 4617.807222 = -1593213.185219 nChanged 15 SP:Iteration 55Q (7288.650000 sec): 3 clusters Score: Raw -1597834.195738 + Penalty 4617.807222 = -1593216.388516 nChanged 11 SP:Iteration 56Q (7288.890000 sec): 3 clusters Score: Raw -1597836.154291 + Penalty 4617.807222 = -1593218.347069 nChanged 9 SP:Iteration 57Q (7289.120000 sec): 3 clusters Score: Raw -1597838.067689 + Penalty 4617.807222 = -1593220.260467 nChanged 11 SP:Iteration 58Q (7289.360000 sec): 3 clusters Score: Raw -1597840.234553 + Penalty 4617.807222 = -1593222.427331 nChanged 8 SP:Iteration 59Q (7289.590000 sec): 3 clusters Score: Raw -1597842.052740 + Penalty 4617.807222 = -1593224.245518 nChanged 8 SP:Iteration 60F (7289.840000 sec): 3 clusters Score: Raw -1597843.840177 + Penalty 4617.807222 = -1593226.032955 nChanged 6 SP:Iteration 61Q (7290.150000 sec): 3 clusters Score: Raw -1597844.656734 + Penalty 4617.807222 = -1593226.849512 nChanged 4 SP:Iteration 62Q (7290.410000 sec): 3 clusters Score: Raw -1597845.324616 + Penalty 4617.807222 = -1593227.517395 nChanged 2 SP:Iteration 63Q (7290.680000 sec): 3 clusters Score: Raw -1597845.724528 + Penalty 4617.807222 = -1593227.917306 nChanged 1 SP:Iteration 64Q (7290.920000 sec): 3 clusters Score: Raw -1597845.841721 + Penalty 4617.807222 = -1593228.034499 nChanged 1 SP:Iteration 65Q (7291.160000 sec): 3 clusters Score: Raw -1597845.924502 + Penalty 4617.807222 = -1593228.117280 nChanged 1 SP:Iteration 66Q (7291.390000 sec): 3 clusters Score: Raw -1597845.998612 + Penalty 4617.807222 = -1593228.191391 nChanged 0 SP:Iteration 67F (7291.690000 sec): 3 clusters Score: Raw -1597845.998612 + Penalty 4617.807222 = -1593228.191391 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 8 (192153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7293.010000 sec): 2 clusters Score: Raw -27765960.247672 + Penalty 3017.179708 = -27762943.067965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7294.230000 sec): 3 clusters Score: Raw -27640364.003576 + Penalty 6034.359416 = -27634329.644161 nChanged 92115 SP:Iteration 1F (7295.390000 sec): 3 clusters Score: Raw -27694760.731704 + Penalty 6034.359416 = -27688726.372288 nChanged 5651 SP:Iteration 2Q (7296.600000 sec): 3 clusters Score: Raw -27696088.172140 + Penalty 6034.359416 = -27690053.812724 nChanged 6104 SP:Iteration 3Q (7297.770000 sec): 3 clusters Score: Raw -27697762.693588 + Penalty 6034.359416 = -27691728.334172 nChanged 6838 SP:Iteration 4Q (7299.050000 sec): 3 clusters Score: Raw -27700059.788071 + Penalty 6034.359416 = -27694025.428655 nChanged 7933 SP:Iteration 5Q (7300.410000 sec): 3 clusters Score: Raw -27703415.938903 + Penalty 6034.359416 = -27697381.579487 nChanged 9274 SP:Iteration 6Q (7301.740000 sec): 3 clusters Score: Raw -27707935.492617 + Penalty 6034.359416 = -27701901.133201 nChanged 10299 SP:Iteration 7F (7303.010000 sec): 3 clusters Score: Raw -27713487.405178 + Penalty 6034.359416 = -27707453.045762 nChanged 11048 SP:Iteration 8F (7304.310000 sec): 3 clusters Score: Raw -27720025.995156 + Penalty 6034.359416 = -27713991.635741 nChanged 11351 SP:Iteration 9F (7305.510000 sec): 3 clusters Score: Raw -27727027.875285 + Penalty 6034.359416 = -27720993.515870 nChanged 10718 SP:Iteration 10F (7306.710000 sec): 3 clusters Score: Raw -27733317.662362 + Penalty 6034.359416 = -27727283.302946 nChanged 9172 SP:Iteration 11Q (7307.960000 sec): 3 clusters Score: Raw -27737800.624469 + Penalty 6034.359416 = -27731766.265053 nChanged 6972 SP:Iteration 12Q (7309.230000 sec): 3 clusters Score: Raw -27740289.062571 + Penalty 6034.359416 = -27734254.703155 nChanged 4758 SP:Iteration 13Q (7310.500000 sec): 3 clusters Score: Raw -27741454.538050 + Penalty 6034.359416 = -27735420.178634 nChanged 3220 SP:Iteration 14Q (7311.860000 sec): 3 clusters Score: Raw -27742045.693729 + Penalty 6034.359416 = -27736011.334313 nChanged 2328 SP:Iteration 15Q (7313.140000 sec): 3 clusters Score: Raw -27742423.093870 + Penalty 6034.359416 = -27736388.734455 nChanged 1834 SP:Iteration 16Q (7314.390000 sec): 3 clusters Score: Raw -27742710.436314 + Penalty 6034.359416 = -27736676.076898 nChanged 1645 SP:Iteration 17Q (7315.670000 sec): 3 clusters Score: Raw -27742943.188539 + Penalty 6034.359416 = -27736908.829123 nChanged 1495 SP:Iteration 18Q (7316.980000 sec): 3 clusters Score: Raw -27743145.061099 + Penalty 6034.359416 = -27737110.701684 nChanged 1386 SP:Iteration 19Q (7318.250000 sec): 3 clusters Score: Raw -27743342.761252 + Penalty 6034.359416 = -27737308.401837 nChanged 1353 SP:Iteration 20F (7319.680000 sec): 3 clusters Score: Raw -27743525.705863 + Penalty 6034.359416 = -27737491.346447 nChanged 1296 SP:Iteration 21Q (7321.180000 sec): 3 clusters Score: Raw -27743701.104469 + Penalty 6034.359416 = -27737666.745053 nChanged 1231 SP:Iteration 22Q (7322.480000 sec): 3 clusters Score: Raw -27743865.000942 + Penalty 6034.359416 = -27737830.641526 nChanged 1220 SP:Iteration 23Q (7323.800000 sec): 3 clusters Score: Raw -27744021.335474 + Penalty 6034.359416 = -27737986.976058 nChanged 1179 SP:Iteration 24Q (7325.000000 sec): 3 clusters Score: Raw -27744168.032756 + Penalty 6034.359416 = -27738133.673340 nChanged 1114 SP:Iteration 25Q (7326.280000 sec): 3 clusters Score: Raw -27744308.975280 + Penalty 6034.359416 = -27738274.615865 nChanged 1098 SP:Iteration 26Q (7327.570000 sec): 3 clusters Score: Raw -27744434.248059 + Penalty 6034.359416 = -27738399.888644 nChanged 1030 SP:Iteration 27Q (7328.730000 sec): 3 clusters Score: Raw -27744550.859132 + Penalty 6034.359416 = -27738516.499716 nChanged 982 SP:Iteration 28Q (7329.890000 sec): 3 clusters Score: Raw -27744668.018683 + Penalty 6034.359416 = -27738633.659268 nChanged 970 SP:Iteration 29Q (7331.170000 sec): 3 clusters Score: Raw -27744786.242014 + Penalty 6034.359416 = -27738751.882598 nChanged 980 SP:Iteration 30Q (7332.480000 sec): 3 clusters Score: Raw -27744907.331568 + Penalty 6034.359416 = -27738872.972152 nChanged 1031 SP:Iteration 31Q (7333.730000 sec): 3 clusters Score: Raw -27745037.243407 + Penalty 6034.359416 = -27739002.883992 nChanged 1109 SP:Iteration 32Q (7335.000000 sec): 3 clusters Score: Raw -27745177.691906 + Penalty 6034.359416 = -27739143.332491 nChanged 1115 SP:Iteration 33Q (7336.310000 sec): 3 clusters Score: Raw -27745309.672587 + Penalty 6034.359416 = -27739275.313171 nChanged 1087 SP:Iteration 34Q (7337.620000 sec): 3 clusters Score: Raw -27745440.839276 + Penalty 6034.359416 = -27739406.479860 nChanged 1134 SP:Iteration 35Q (7338.830000 sec): 3 clusters Score: Raw -27745579.215453 + Penalty 6034.359416 = -27739544.856037 nChanged 1183 SP:Iteration 36Q (7340.030000 sec): 3 clusters Score: Raw -27745729.788643 + Penalty 6034.359416 = -27739695.429228 nChanged 1220 SP:Iteration 37Q (7341.240000 sec): 3 clusters Score: Raw -27745885.938875 + Penalty 6034.359416 = -27739851.579459 nChanged 1284 SP:Iteration 38Q (7342.430000 sec): 3 clusters Score: Raw -27746053.903355 + Penalty 6034.359416 = -27740019.543940 nChanged 1379 SP:Iteration 39Q (7343.620000 sec): 3 clusters Score: Raw -27746241.481895 + Penalty 6034.359416 = -27740207.122479 nChanged 1484 SP:Iteration 40F (7344.750000 sec): 3 clusters Score: Raw -27746453.603158 + Penalty 6034.359416 = -27740419.243743 nChanged 1598 SP:Iteration 41Q (7345.910000 sec): 3 clusters Score: Raw -27746686.316055 + Penalty 6034.359416 = -27740651.956639 nChanged 1726 SP:Iteration 42Q (7347.100000 sec): 3 clusters Score: Raw -27746946.453307 + Penalty 6034.359416 = -27740912.093891 nChanged 1883 SP:Iteration 43Q (7348.410000 sec): 3 clusters Score: Raw -27747247.136762 + Penalty 6034.359416 = -27741212.777346 nChanged 2063 SP:Iteration 44Q (7349.740000 sec): 3 clusters Score: Raw -27747600.424622 + Penalty 6034.359416 = -27741566.065207 nChanged 2143 SP:Iteration 45Q (7351.010000 sec): 3 clusters Score: Raw -27747977.463884 + Penalty 6034.359416 = -27741943.104469 nChanged 2289 SP:Iteration 46Q (7352.320000 sec): 3 clusters Score: Raw -27748409.349470 + Penalty 6034.359416 = -27742374.990054 nChanged 2471 SP:Iteration 47Q (7353.470000 sec): 3 clusters Score: Raw -27748911.539785 + Penalty 6034.359416 = -27742877.180370 nChanged 2609 SP:Iteration 48Q (7354.650000 sec): 3 clusters Score: Raw -27749492.117870 + Penalty 6034.359416 = -27743457.758454 nChanged 2824 SP:Iteration 49Q (7355.750000 sec): 3 clusters Score: Raw -27750192.530084 + Penalty 6034.359416 = -27744158.170669 nChanged 3053 SP:Iteration 50Q (7356.880000 sec): 3 clusters Score: Raw -27751039.068882 + Penalty 6034.359416 = -27745004.709467 nChanged 3254 SP:Iteration 51Q (7358.060000 sec): 3 clusters Score: Raw -27752055.856388 + Penalty 6034.359416 = -27746021.496972 nChanged 3391 SP:Iteration 52Q (7359.200000 sec): 3 clusters Score: Raw -27753169.786344 + Penalty 6034.359416 = -27747135.426928 nChanged 3444 SP:Iteration 53Q (7360.300000 sec): 3 clusters Score: Raw -27754412.751770 + Penalty 6034.359416 = -27748378.392354 nChanged 3486 SP:Iteration 54Q (7361.430000 sec): 3 clusters Score: Raw -27755773.536836 + Penalty 6034.359416 = -27749739.177421 nChanged 3475 SP:Iteration 55Q (7362.530000 sec): 3 clusters Score: Raw -27757274.221879 + Penalty 6034.359416 = -27751239.862463 nChanged 3538 SP:Iteration 56Q (7363.530000 sec): 3 clusters Score: Raw -27758982.277860 + Penalty 6034.359416 = -27752947.918444 nChanged 3556 SP:Iteration 57Q (7364.510000 sec): 3 clusters Score: Raw -27760915.551144 + Penalty 6034.359416 = -27754881.191728 nChanged 3395 SP:Iteration 58Q (7365.600000 sec): 3 clusters Score: Raw -27762931.489608 + Penalty 6034.359416 = -27756897.130193 nChanged 3076 SP:Iteration 59Q (7366.590000 sec): 3 clusters Score: Raw -27764810.479549 + Penalty 6034.359416 = -27758776.120133 nChanged 2708 SP:Iteration 60F (7367.680000 sec): 3 clusters Score: Raw -27766515.998831 + Penalty 6034.359416 = -27760481.639416 nChanged 2361 SP:Iteration 61Q (7368.650000 sec): 3 clusters Score: Raw -27767931.759582 + Penalty 6034.359416 = -27761897.400166 nChanged 1898 SP:Iteration 62Q (7369.640000 sec): 3 clusters Score: Raw -27768928.096812 + Penalty 6034.359416 = -27762893.737397 nChanged 1438 SP:Iteration 63Q (7370.680000 sec): 3 clusters Score: Raw -27769553.038042 + Penalty 6034.359416 = -27763518.678627 nChanged 1077 SP:Iteration 64Q (7371.680000 sec): 3 clusters Score: Raw -27769912.888342 + Penalty 6034.359416 = -27763878.528926 nChanged 801 SP:Iteration 65Q (7372.780000 sec): 3 clusters Score: Raw -27770132.866164 + Penalty 6034.359416 = -27764098.506748 nChanged 617 SP:Iteration 66Q (7373.880000 sec): 3 clusters Score: Raw -27770281.213072 + Penalty 6034.359416 = -27764246.853657 nChanged 425 SP:Iteration 67Q (7375.080000 sec): 3 clusters Score: Raw -27770361.960179 + Penalty 6034.359416 = -27764327.600763 nChanged 318 SP:Iteration 68Q (7376.340000 sec): 3 clusters Score: Raw -27770409.496856 + Penalty 6034.359416 = -27764375.137440 nChanged 224 SP:Iteration 69Q (7377.500000 sec): 3 clusters Score: Raw -27770441.589399 + Penalty 6034.359416 = -27764407.229984 nChanged 188 SP:Iteration 70Q (7378.580000 sec): 3 clusters Score: Raw -27770466.103843 + Penalty 6034.359416 = -27764431.744427 nChanged 159 SP:Iteration 71Q (7379.630000 sec): 3 clusters Score: Raw -27770486.379452 + Penalty 6034.359416 = -27764452.020037 nChanged 136 SP:Iteration 72Q (7380.700000 sec): 3 clusters Score: Raw -27770499.911705 + Penalty 6034.359416 = -27764465.552290 nChanged 91 SP:Iteration 73Q (7381.850000 sec): 3 clusters Score: Raw -27770508.718412 + Penalty 6034.359416 = -27764474.358997 nChanged 61 SP:Iteration 74Q (7382.900000 sec): 3 clusters Score: Raw -27770513.225571 + Penalty 6034.359416 = -27764478.866155 nChanged 42 SP:Iteration 75Q (7383.870000 sec): 3 clusters Score: Raw -27770515.943843 + Penalty 6034.359416 = -27764481.584427 nChanged 33 SP:Iteration 76Q (7384.890000 sec): 3 clusters Score: Raw -27770518.065575 + Penalty 6034.359416 = -27764483.706159 nChanged 23 SP:Iteration 77Q (7385.870000 sec): 3 clusters Score: Raw -27770519.381875 + Penalty 6034.359416 = -27764485.022459 nChanged 13 SP:Iteration 78Q (7386.870000 sec): 3 clusters Score: Raw -27770520.047682 + Penalty 6034.359416 = -27764485.688267 nChanged 14 SP:Iteration 79Q (7387.880000 sec): 3 clusters Score: Raw -27770520.964369 + Penalty 6034.359416 = -27764486.604954 nChanged 9 SP:Iteration 80F (7389.040000 sec): 3 clusters Score: Raw -27770521.643666 + Penalty 6034.359416 = -27764487.284250 nChanged 11 SP:Iteration 81Q (7390.130000 sec): 3 clusters Score: Raw -27770522.536603 + Penalty 6034.359416 = -27764488.177187 nChanged 11 SP:Iteration 82Q (7391.220000 sec): 3 clusters Score: Raw -27770523.178037 + Penalty 6034.359416 = -27764488.818622 nChanged 8 SP:Iteration 83Q (7392.220000 sec): 3 clusters Score: Raw -27770523.619538 + Penalty 6034.359416 = -27764489.260122 nChanged 1 SP:Iteration 84Q (7393.290000 sec): 3 clusters Score: Raw -27770523.683854 + Penalty 6034.359416 = -27764489.324438 nChanged 3 SP:Iteration 85Q (7394.290000 sec): 3 clusters Score: Raw -27770523.899018 + Penalty 6034.359416 = -27764489.539603 nChanged 1 SP:Iteration 86Q (7395.290000 sec): 3 clusters Score: Raw -27770523.956731 + Penalty 6034.359416 = -27764489.597316 nChanged 0 SP:Iteration 87F (7396.460000 sec): 3 clusters Score: Raw -27770523.956731 + Penalty 6034.359416 = -27764489.597316 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 9 (6620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7396.650000 sec): 2 clusters Score: Raw -928469.829588 + Penalty 2181.866961 = -926287.962627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7396.880000 sec): 3 clusters Score: Raw -925047.454766 + Penalty 4363.733922 = -920683.720844 nChanged 2654 SP:Iteration 1F (7397.170000 sec): 3 clusters Score: Raw -926485.215472 + Penalty 4363.733922 = -922121.481550 nChanged 517 SP:Iteration 2F (7397.350000 sec): 3 clusters Score: Raw -926787.550510 + Penalty 4363.733922 = -922423.816588 nChanged 381 SP:Iteration 3F (7397.590000 sec): 3 clusters Score: Raw -927009.982476 + Penalty 4363.733922 = -922646.248554 nChanged 328 SP:Iteration 4Q (7397.790000 sec): 3 clusters Score: Raw -927214.263279 + Penalty 4363.733922 = -922850.529357 nChanged 326 SP:Iteration 5Q (7397.960000 sec): 3 clusters Score: Raw -927425.488108 + Penalty 4363.733922 = -923061.754186 nChanged 316 SP:Iteration 6Q (7398.180000 sec): 3 clusters Score: Raw -927633.859396 + Penalty 4363.733922 = -923270.125474 nChanged 292 SP:Iteration 7Q (7398.390000 sec): 3 clusters Score: Raw -927856.006367 + Penalty 4363.733922 = -923492.272445 nChanged 300 SP:Iteration 8Q (7398.620000 sec): 3 clusters Score: Raw -928122.267809 + Penalty 4363.733922 = -923758.533887 nChanged 306 SP:Iteration 9Q (7398.830000 sec): 3 clusters Score: Raw -928410.736508 + Penalty 4363.733922 = -924047.002586 nChanged 311 SP:Iteration 10Q (7399.000000 sec): 3 clusters Score: Raw -928693.366847 + Penalty 4363.733922 = -924329.632925 nChanged 272 SP:Iteration 11Q (7399.210000 sec): 3 clusters Score: Raw -928940.953333 + Penalty 4363.733922 = -924577.219411 nChanged 251 SP:Iteration 12Q (7399.460000 sec): 3 clusters Score: Raw -929135.355455 + Penalty 4363.733922 = -924771.621533 nChanged 187 SP:Iteration 13Q (7399.680000 sec): 3 clusters Score: Raw -929252.234016 + Penalty 4363.733922 = -924888.500095 nChanged 140 SP:Iteration 14Q (7399.890000 sec): 3 clusters Score: Raw -929333.612098 + Penalty 4363.733922 = -924969.878176 nChanged 109 SP:Iteration 15Q (7400.110000 sec): 3 clusters Score: Raw -929389.416909 + Penalty 4363.733922 = -925025.682988 nChanged 79 SP:Iteration 16Q (7400.330000 sec): 3 clusters Score: Raw -929420.087782 + Penalty 4363.733922 = -925056.353860 nChanged 64 SP:Iteration 17Q (7400.600000 sec): 3 clusters Score: Raw -929441.765301 + Penalty 4363.733922 = -925078.031380 nChanged 40 SP:Iteration 18Q (7400.830000 sec): 3 clusters Score: Raw -929455.053714 + Penalty 4363.733922 = -925091.319792 nChanged 30 SP:Iteration 19Q (7401.010000 sec): 3 clusters Score: Raw -929463.438698 + Penalty 4363.733922 = -925099.704776 nChanged 15 SP:Iteration 20F (7401.250000 sec): 3 clusters Score: Raw -929466.978682 + Penalty 4363.733922 = -925103.244760 nChanged 9 SP:Iteration 21Q (7401.440000 sec): 3 clusters Score: Raw -929468.442369 + Penalty 4363.733922 = -925104.708448 nChanged 6 SP:Iteration 22Q (7401.610000 sec): 3 clusters Score: Raw -929470.198164 + Penalty 4363.733922 = -925106.464242 nChanged 4 SP:Iteration 23Q (7401.880000 sec): 3 clusters Score: Raw -929470.585682 + Penalty 4363.733922 = -925106.851760 nChanged 0 SP:Iteration 24F (7402.070000 sec): 3 clusters Score: Raw -929470.585682 + Penalty 4363.733922 = -925106.851760 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 10 (105697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7402.670000 sec): 2 clusters Score: Raw -15327810.221330 + Penalty 2868.946284 = -15324941.275046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7403.410000 sec): 3 clusters Score: Raw -15259871.322093 + Penalty 5737.892567 = -15254133.429525 nChanged 50132 SP:Iteration 1F (7404.140000 sec): 3 clusters Score: Raw -15288287.196571 + Penalty 5737.892567 = -15282549.304004 nChanged 3629 SP:Iteration 2Q (7404.900000 sec): 3 clusters Score: Raw -15289381.555098 + Penalty 5737.892567 = -15283643.662530 nChanged 3981 SP:Iteration 3Q (7405.670000 sec): 3 clusters Score: Raw -15290978.047461 + Penalty 5737.892567 = -15285240.154894 nChanged 4624 SP:Iteration 4Q (7406.430000 sec): 3 clusters Score: Raw -15293272.967153 + Penalty 5737.892567 = -15287535.074586 nChanged 5508 SP:Iteration 5F (7407.170000 sec): 3 clusters Score: Raw -15296556.987658 + Penalty 5737.892567 = -15290819.095091 nChanged 6256 SP:Iteration 6F (7407.860000 sec): 3 clusters Score: Raw -15300852.923934 + Penalty 5737.892567 = -15295115.031367 nChanged 6834 SP:Iteration 7F (7408.550000 sec): 3 clusters Score: Raw -15305608.388126 + Penalty 5737.892567 = -15299870.495558 nChanged 7095 SP:Iteration 8F (7409.290000 sec): 3 clusters Score: Raw -15310643.886910 + Penalty 5737.892567 = -15304905.994342 nChanged 7195 SP:Iteration 9F (7410.110000 sec): 3 clusters Score: Raw -15316510.986732 + Penalty 5737.892567 = -15310773.094164 nChanged 6938 SP:Iteration 10F (7410.920000 sec): 3 clusters Score: Raw -15322581.802639 + Penalty 5737.892567 = -15316843.910071 nChanged 6371 SP:Iteration 11F (7411.670000 sec): 3 clusters Score: Raw -15328187.604995 + Penalty 5737.892567 = -15322449.712428 nChanged 5241 SP:Iteration 12Q (7412.460000 sec): 3 clusters Score: Raw -15332549.704799 + Penalty 5737.892567 = -15326811.812232 nChanged 3953 SP:Iteration 13Q (7413.270000 sec): 3 clusters Score: Raw -15335726.362797 + Penalty 5737.892567 = -15329988.470230 nChanged 2991 SP:Iteration 14Q (7414.080000 sec): 3 clusters Score: Raw -15338040.131124 + Penalty 5737.892567 = -15332302.238557 nChanged 2383 SP:Iteration 15Q (7414.930000 sec): 3 clusters Score: Raw -15340011.193802 + Penalty 5737.892567 = -15334273.301235 nChanged 1941 SP:Iteration 16Q (7415.720000 sec): 3 clusters Score: Raw -15341701.817556 + Penalty 5737.892567 = -15335963.924989 nChanged 1583 SP:Iteration 17Q (7416.520000 sec): 3 clusters Score: Raw -15342800.097238 + Penalty 5737.892567 = -15337062.204671 nChanged 1066 SP:Iteration 18Q (7417.280000 sec): 3 clusters Score: Raw -15343267.594172 + Penalty 5737.892567 = -15337529.701605 nChanged 644 SP:Iteration 19Q (7418.020000 sec): 3 clusters Score: Raw -15343435.676189 + Penalty 5737.892567 = -15337697.783622 nChanged 412 SP:Iteration 20F (7418.820000 sec): 3 clusters Score: Raw -15343497.486332 + Penalty 5737.892567 = -15337759.593765 nChanged 250 SP:Iteration 21Q (7419.520000 sec): 3 clusters Score: Raw -15343519.423283 + Penalty 5737.892567 = -15337781.530715 nChanged 150 SP:Iteration 22Q (7420.280000 sec): 3 clusters Score: Raw -15343527.826241 + Penalty 5737.892567 = -15337789.933673 nChanged 95 SP:Iteration 23Q (7421.060000 sec): 3 clusters Score: Raw -15343532.024723 + Penalty 5737.892567 = -15337794.132156 nChanged 67 SP:Iteration 24Q (7421.780000 sec): 3 clusters Score: Raw -15343533.931767 + Penalty 5737.892567 = -15337796.039200 nChanged 40 SP:Iteration 25Q (7422.550000 sec): 3 clusters Score: Raw -15343534.930699 + Penalty 5737.892567 = -15337797.038131 nChanged 27 SP:Iteration 26Q (7423.250000 sec): 3 clusters Score: Raw -15343535.551747 + Penalty 5737.892567 = -15337797.659180 nChanged 16 SP:Iteration 27Q (7423.930000 sec): 3 clusters Score: Raw -15343535.848233 + Penalty 5737.892567 = -15337797.955666 nChanged 6 SP:Iteration 28Q (7424.730000 sec): 3 clusters Score: Raw -15343535.955562 + Penalty 5737.892567 = -15337798.062995 nChanged 6 SP:Iteration 29Q (7425.560000 sec): 3 clusters Score: Raw -15343536.073883 + Penalty 5737.892567 = -15337798.181315 nChanged 7 SP:Iteration 30Q (7426.390000 sec): 3 clusters Score: Raw -15343536.178442 + Penalty 5737.892567 = -15337798.285874 nChanged 6 SP:Iteration 31Q (7427.180000 sec): 3 clusters Score: Raw -15343536.293344 + Penalty 5737.892567 = -15337798.400776 nChanged 5 SP:Iteration 32Q (7427.900000 sec): 3 clusters Score: Raw -15343536.440142 + Penalty 5737.892567 = -15337798.547575 nChanged 4 SP:Iteration 33Q (7428.670000 sec): 3 clusters Score: Raw -15343536.542823 + Penalty 5737.892567 = -15337798.650256 nChanged 5 SP:Iteration 34Q (7429.420000 sec): 3 clusters Score: Raw -15343536.618063 + Penalty 5737.892567 = -15337798.725496 nChanged 3 SP:Iteration 35Q (7430.140000 sec): 3 clusters Score: Raw -15343536.660448 + Penalty 5737.892567 = -15337798.767880 nChanged 2 SP:Iteration 36Q (7430.960000 sec): 3 clusters Score: Raw -15343536.694444 + Penalty 5737.892567 = -15337798.801876 nChanged 2 SP:Iteration 37Q (7431.740000 sec): 3 clusters Score: Raw -15343536.712760 + Penalty 5737.892567 = -15337798.820193 nChanged 1 SP:Iteration 38Q (7432.520000 sec): 3 clusters Score: Raw -15343536.723022 + Penalty 5737.892567 = -15337798.830454 nChanged 0 SP:Iteration 39F (7433.310000 sec): 3 clusters Score: Raw -15343536.723022 + Penalty 5737.892567 = -15337798.830454 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 11 (1664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7433.430000 sec): 2 clusters Score: Raw -211443.035687 + Penalty 1839.410946 = -209603.624741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7433.600000 sec): 3 clusters Score: Raw -211023.390146 + Penalty 3678.821892 = -207344.568253 nChanged 529 SP:Iteration 1F (7433.800000 sec): 3 clusters Score: Raw -211690.061940 + Penalty 3678.821892 = -208011.240048 nChanged 182 SP:Iteration 2F (7434.000000 sec): 3 clusters Score: Raw -212088.561367 + Penalty 3678.821892 = -208409.739475 nChanged 132 SP:Iteration 3F (7434.220000 sec): 3 clusters Score: Raw -212421.040618 + Penalty 3678.821892 = -208742.218726 nChanged 109 SP:Iteration 4F (7434.410000 sec): 3 clusters Score: Raw -212711.170520 + Penalty 3678.821892 = -209032.348627 nChanged 104 SP:Iteration 5F (7434.580000 sec): 3 clusters Score: Raw -212962.475318 + Penalty 3678.821892 = -209283.653425 nChanged 76 SP:Iteration 6Q (7434.760000 sec): 3 clusters Score: Raw -213155.092594 + Penalty 3678.821892 = -209476.270702 nChanged 61 SP:Iteration 7Q (7434.910000 sec): 3 clusters Score: Raw -213316.937179 + Penalty 3678.821892 = -209638.115287 nChanged 38 SP:Iteration 8Q (7435.110000 sec): 3 clusters Score: Raw -213379.999517 + Penalty 3678.821892 = -209701.177624 nChanged 20 SP:Iteration 9Q (7435.260000 sec): 3 clusters Score: Raw -213419.535720 + Penalty 3678.821892 = -209740.713828 nChanged 13 SP:Iteration 10Q (7435.400000 sec): 3 clusters Score: Raw -213448.907488 + Penalty 3678.821892 = -209770.085596 nChanged 12 SP:Iteration 11Q (7435.600000 sec): 3 clusters Score: Raw -213476.357476 + Penalty 3678.821892 = -209797.535584 nChanged 11 SP:Iteration 12Q (7435.810000 sec): 3 clusters Score: Raw -213489.378416 + Penalty 3678.821892 = -209810.556523 nChanged 2 SP:Iteration 13Q (7435.950000 sec): 3 clusters Score: Raw -213490.130192 + Penalty 3678.821892 = -209811.308300 nChanged 1 SP:Iteration 14Q (7436.100000 sec): 3 clusters Score: Raw -213490.831321 + Penalty 3678.821892 = -209812.009429 nChanged 2 SP:Iteration 15Q (7436.270000 sec): 3 clusters Score: Raw -213491.418078 + Penalty 3678.821892 = -209812.596185 nChanged 0 SP:Iteration 16F (7436.470000 sec): 3 clusters Score: Raw -213491.418078 + Penalty 3678.821892 = -209812.596185 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 12 (21928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7436.680000 sec): 2 clusters Score: Raw -3205051.135891 + Penalty 2478.888870 = -3202572.247021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7436.950000 sec): 3 clusters Score: Raw -3192147.035504 + Penalty 4957.777740 = -3187189.257764 nChanged 9742 SP:Iteration 1F (7437.300000 sec): 3 clusters Score: Raw -3197560.919799 + Penalty 4957.777740 = -3192603.142059 nChanged 1125 SP:Iteration 2F (7437.590000 sec): 3 clusters Score: Raw -3197989.325457 + Penalty 4957.777740 = -3193031.547716 nChanged 959 SP:Iteration 3Q (7437.910000 sec): 3 clusters Score: Raw -3198348.909974 + Penalty 4957.777740 = -3193391.132233 nChanged 880 SP:Iteration 4Q (7438.200000 sec): 3 clusters Score: Raw -3198672.355683 + Penalty 4957.777740 = -3193714.577943 nChanged 840 SP:Iteration 5Q (7438.480000 sec): 3 clusters Score: Raw -3198991.358237 + Penalty 4957.777740 = -3194033.580496 nChanged 831 SP:Iteration 6Q (7438.810000 sec): 3 clusters Score: Raw -3199314.781686 + Penalty 4957.777740 = -3194357.003946 nChanged 805 SP:Iteration 7Q (7439.160000 sec): 3 clusters Score: Raw -3199622.770199 + Penalty 4957.777740 = -3194664.992458 nChanged 763 SP:Iteration 8Q (7439.480000 sec): 3 clusters Score: Raw -3199922.915937 + Penalty 4957.777740 = -3194965.138196 nChanged 788 SP:Iteration 9Q (7439.840000 sec): 3 clusters Score: Raw -3200233.811626 + Penalty 4957.777740 = -3195276.033886 nChanged 751 SP:Iteration 10Q (7440.150000 sec): 3 clusters Score: Raw -3200572.674930 + Penalty 4957.777740 = -3195614.897190 nChanged 767 SP:Iteration 11Q (7440.540000 sec): 3 clusters Score: Raw -3200938.191183 + Penalty 4957.777740 = -3195980.413443 nChanged 786 SP:Iteration 12Q (7440.870000 sec): 3 clusters Score: Raw -3201337.043283 + Penalty 4957.777740 = -3196379.265542 nChanged 741 SP:Iteration 13Q (7441.140000 sec): 3 clusters Score: Raw -3201647.897053 + Penalty 4957.777740 = -3196690.119313 nChanged 695 SP:Iteration 14Q (7441.480000 sec): 3 clusters Score: Raw -3201921.305731 + Penalty 4957.777740 = -3196963.527991 nChanged 648 SP:Iteration 15Q (7441.810000 sec): 3 clusters Score: Raw -3202153.750805 + Penalty 4957.777740 = -3197195.973065 nChanged 558 SP:Iteration 16Q (7442.150000 sec): 3 clusters Score: Raw -3202322.935140 + Penalty 4957.777740 = -3197365.157399 nChanged 502 SP:Iteration 17Q (7442.500000 sec): 3 clusters Score: Raw -3202469.706140 + Penalty 4957.777740 = -3197511.928400 nChanged 427 SP:Iteration 18Q (7442.750000 sec): 3 clusters Score: Raw -3202586.580572 + Penalty 4957.777740 = -3197628.802831 nChanged 392 SP:Iteration 19Q (7443.060000 sec): 3 clusters Score: Raw -3202689.431472 + Penalty 4957.777740 = -3197731.653732 nChanged 363 SP:Iteration 20F (7443.400000 sec): 3 clusters Score: Raw -3202775.557292 + Penalty 4957.777740 = -3197817.779551 nChanged 321 SP:Iteration 21Q (7443.730000 sec): 3 clusters Score: Raw -3202852.388888 + Penalty 4957.777740 = -3197894.611147 nChanged 310 SP:Iteration 22Q (7444.060000 sec): 3 clusters Score: Raw -3202921.953868 + Penalty 4957.777740 = -3197964.176128 nChanged 276 SP:Iteration 23Q (7444.380000 sec): 3 clusters Score: Raw -3202984.665691 + Penalty 4957.777740 = -3198026.887950 nChanged 278 SP:Iteration 24Q (7444.680000 sec): 3 clusters Score: Raw -3203055.239414 + Penalty 4957.777740 = -3198097.461673 nChanged 307 SP:Iteration 25Q (7445.000000 sec): 3 clusters Score: Raw -3203143.984562 + Penalty 4957.777740 = -3198186.206822 nChanged 352 SP:Iteration 26Q (7445.340000 sec): 3 clusters Score: Raw -3203258.941489 + Penalty 4957.777740 = -3198301.163749 nChanged 393 SP:Iteration 27Q (7445.620000 sec): 3 clusters Score: Raw -3203404.832704 + Penalty 4957.777740 = -3198447.054963 nChanged 412 SP:Iteration 28Q (7445.970000 sec): 3 clusters Score: Raw -3203575.671990 + Penalty 4957.777740 = -3198617.894249 nChanged 435 SP:Iteration 29Q (7446.280000 sec): 3 clusters Score: Raw -3203770.994013 + Penalty 4957.777740 = -3198813.216273 nChanged 436 SP:Iteration 30Q (7446.620000 sec): 3 clusters Score: Raw -3203978.322530 + Penalty 4957.777740 = -3199020.544789 nChanged 410 SP:Iteration 31Q (7446.970000 sec): 3 clusters Score: Raw -3204181.839959 + Penalty 4957.777740 = -3199224.062219 nChanged 418 SP:Iteration 32Q (7447.290000 sec): 3 clusters Score: Raw -3204405.830229 + Penalty 4957.777740 = -3199448.052488 nChanged 386 SP:Iteration 33Q (7447.630000 sec): 3 clusters Score: Raw -3204615.073123 + Penalty 4957.777740 = -3199657.295382 nChanged 359 SP:Iteration 34Q (7447.950000 sec): 3 clusters Score: Raw -3204787.885149 + Penalty 4957.777740 = -3199830.107408 nChanged 307 SP:Iteration 35Q (7448.250000 sec): 3 clusters Score: Raw -3204918.626242 + Penalty 4957.777740 = -3199960.848501 nChanged 293 SP:Iteration 36Q (7448.590000 sec): 3 clusters Score: Raw -3205029.651723 + Penalty 4957.777740 = -3200071.873983 nChanged 239 SP:Iteration 37Q (7448.920000 sec): 3 clusters Score: Raw -3205109.888610 + Penalty 4957.777740 = -3200152.110869 nChanged 197 SP:Iteration 38Q (7449.150000 sec): 3 clusters Score: Raw -3205172.840644 + Penalty 4957.777740 = -3200215.062903 nChanged 174 SP:Iteration 39Q (7449.490000 sec): 3 clusters Score: Raw -3205224.312335 + Penalty 4957.777740 = -3200266.534594 nChanged 148 SP:Iteration 40F (7449.770000 sec): 3 clusters Score: Raw -3205267.697697 + Penalty 4957.777740 = -3200309.919957 nChanged 145 SP:Iteration 41Q (7450.110000 sec): 3 clusters Score: Raw -3205310.328199 + Penalty 4957.777740 = -3200352.550458 nChanged 118 SP:Iteration 42Q (7450.390000 sec): 3 clusters Score: Raw -3205344.500268 + Penalty 4957.777740 = -3200386.722528 nChanged 115 SP:Iteration 43Q (7450.670000 sec): 3 clusters Score: Raw -3205377.248311 + Penalty 4957.777740 = -3200419.470571 nChanged 99 SP:Iteration 44Q (7450.960000 sec): 3 clusters Score: Raw -3205403.363336 + Penalty 4957.777740 = -3200445.585596 nChanged 90 SP:Iteration 45Q (7451.310000 sec): 3 clusters Score: Raw -3205428.127430 + Penalty 4957.777740 = -3200470.349689 nChanged 84 SP:Iteration 46Q (7451.620000 sec): 3 clusters Score: Raw -3205450.145303 + Penalty 4957.777740 = -3200492.367562 nChanged 72 SP:Iteration 47Q (7451.880000 sec): 3 clusters Score: Raw -3205468.914886 + Penalty 4957.777740 = -3200511.137146 nChanged 72 SP:Iteration 48Q (7452.210000 sec): 3 clusters Score: Raw -3205489.145171 + Penalty 4957.777740 = -3200531.367431 nChanged 71 SP:Iteration 49Q (7452.540000 sec): 3 clusters Score: Raw -3205506.959481 + Penalty 4957.777740 = -3200549.181741 nChanged 71 SP:Iteration 50Q (7452.820000 sec): 3 clusters Score: Raw -3205525.772720 + Penalty 4957.777740 = -3200567.994980 nChanged 75 SP:Iteration 51Q (7453.140000 sec): 3 clusters Score: Raw -3205546.237151 + Penalty 4957.777740 = -3200588.459411 nChanged 66 SP:Iteration 52Q (7453.490000 sec): 3 clusters Score: Raw -3205562.060688 + Penalty 4957.777740 = -3200604.282948 nChanged 52 SP:Iteration 53Q (7453.790000 sec): 3 clusters Score: Raw -3205572.947523 + Penalty 4957.777740 = -3200615.169783 nChanged 47 SP:Iteration 54Q (7454.160000 sec): 3 clusters Score: Raw -3205583.208048 + Penalty 4957.777740 = -3200625.430308 nChanged 38 SP:Iteration 55Q (7454.440000 sec): 3 clusters Score: Raw -3205591.801698 + Penalty 4957.777740 = -3200634.023958 nChanged 37 SP:Iteration 56Q (7454.770000 sec): 3 clusters Score: Raw -3205598.355823 + Penalty 4957.777740 = -3200640.578082 nChanged 33 SP:Iteration 57Q (7455.080000 sec): 3 clusters Score: Raw -3205603.953136 + Penalty 4957.777740 = -3200646.175395 nChanged 25 SP:Iteration 58Q (7455.440000 sec): 3 clusters Score: Raw -3205608.398672 + Penalty 4957.777740 = -3200650.620932 nChanged 25 SP:Iteration 59Q (7455.760000 sec): 3 clusters Score: Raw -3205612.638651 + Penalty 4957.777740 = -3200654.860911 nChanged 22 SP:Iteration 60F (7456.040000 sec): 3 clusters Score: Raw -3205616.729697 + Penalty 4957.777740 = -3200658.951956 nChanged 18 SP:Iteration 61Q (7456.310000 sec): 3 clusters Score: Raw -3205620.374568 + Penalty 4957.777740 = -3200662.596828 nChanged 20 SP:Iteration 62Q (7456.610000 sec): 3 clusters Score: Raw -3205623.957450 + Penalty 4957.777740 = -3200666.179710 nChanged 15 SP:Iteration 63Q (7456.910000 sec): 3 clusters Score: Raw -3205626.541126 + Penalty 4957.777740 = -3200668.763386 nChanged 18 SP:Iteration 64Q (7457.220000 sec): 3 clusters Score: Raw -3205630.055906 + Penalty 4957.777740 = -3200672.278165 nChanged 13 SP:Iteration 65Q (7457.540000 sec): 3 clusters Score: Raw -3205632.620776 + Penalty 4957.777740 = -3200674.843036 nChanged 22 SP:Iteration 66Q (7457.890000 sec): 3 clusters Score: Raw -3205638.009881 + Penalty 4957.777740 = -3200680.232141 nChanged 17 SP:Iteration 67Q (7458.120000 sec): 3 clusters Score: Raw -3205641.595763 + Penalty 4957.777740 = -3200683.818022 nChanged 19 SP:Iteration 68Q (7458.420000 sec): 3 clusters Score: Raw -3205645.530126 + Penalty 4957.777740 = -3200687.752386 nChanged 22 SP:Iteration 69Q (7458.750000 sec): 3 clusters Score: Raw -3205649.243066 + Penalty 4957.777740 = -3200691.465325 nChanged 18 SP:Iteration 70Q (7459.060000 sec): 3 clusters Score: Raw -3205652.768376 + Penalty 4957.777740 = -3200694.990635 nChanged 16 SP:Iteration 71Q (7459.390000 sec): 3 clusters Score: Raw -3205655.593909 + Penalty 4957.777740 = -3200697.816168 nChanged 15 SP:Iteration 72Q (7459.710000 sec): 3 clusters Score: Raw -3205658.707469 + Penalty 4957.777740 = -3200700.929729 nChanged 11 SP:Iteration 73Q (7460.020000 sec): 3 clusters Score: Raw -3205660.823477 + Penalty 4957.777740 = -3200703.045737 nChanged 6 SP:Iteration 74Q (7460.300000 sec): 3 clusters Score: Raw -3205662.110077 + Penalty 4957.777740 = -3200704.332337 nChanged 10 SP:Iteration 75Q (7460.620000 sec): 3 clusters Score: Raw -3205663.969906 + Penalty 4957.777740 = -3200706.192165 nChanged 10 SP:Iteration 76Q (7460.960000 sec): 3 clusters Score: Raw -3205665.654858 + Penalty 4957.777740 = -3200707.877118 nChanged 7 SP:Iteration 77Q (7461.290000 sec): 3 clusters Score: Raw -3205666.683301 + Penalty 4957.777740 = -3200708.905561 nChanged 3 SP:Iteration 78Q (7461.550000 sec): 3 clusters Score: Raw -3205667.127152 + Penalty 4957.777740 = -3200709.349412 nChanged 5 SP:Iteration 79Q (7461.880000 sec): 3 clusters Score: Raw -3205668.016207 + Penalty 4957.777740 = -3200710.238467 nChanged 9 SP:Iteration 80F (7462.220000 sec): 3 clusters Score: Raw -3205669.486708 + Penalty 4957.777740 = -3200711.708967 nChanged 5 SP:Iteration 81Q (7462.530000 sec): 3 clusters Score: Raw -3205670.187536 + Penalty 4957.777740 = -3200712.409796 nChanged 5 SP:Iteration 82Q (7462.870000 sec): 3 clusters Score: Raw -3205671.484222 + Penalty 4957.777740 = -3200713.706482 nChanged 5 SP:Iteration 83Q (7463.210000 sec): 3 clusters Score: Raw -3205672.515327 + Penalty 4957.777740 = -3200714.737587 nChanged 6 SP:Iteration 84Q (7463.530000 sec): 3 clusters Score: Raw -3205673.460511 + Penalty 4957.777740 = -3200715.682771 nChanged 5 SP:Iteration 85Q (7463.860000 sec): 3 clusters Score: Raw -3205674.283685 + Penalty 4957.777740 = -3200716.505945 nChanged 3 SP:Iteration 86Q (7464.220000 sec): 3 clusters Score: Raw -3205674.671391 + Penalty 4957.777740 = -3200716.893650 nChanged 3 SP:Iteration 87Q (7464.550000 sec): 3 clusters Score: Raw -3205675.087647 + Penalty 4957.777740 = -3200717.309906 nChanged 2 SP:Iteration 88Q (7464.850000 sec): 3 clusters Score: Raw -3205675.493593 + Penalty 4957.777740 = -3200717.715852 nChanged 1 SP:Iteration 89Q (7465.160000 sec): 3 clusters Score: Raw -3205675.606627 + Penalty 4957.777740 = -3200717.828886 nChanged 2 SP:Iteration 90Q (7465.410000 sec): 3 clusters Score: Raw -3205676.021544 + Penalty 4957.777740 = -3200718.243804 nChanged 3 SP:Iteration 91Q (7465.730000 sec): 3 clusters Score: Raw -3205676.453722 + Penalty 4957.777740 = -3200718.675981 nChanged 4 SP:Iteration 92Q (7465.990000 sec): 3 clusters Score: Raw -3205677.175620 + Penalty 4957.777740 = -3200719.397879 nChanged 3 SP:Iteration 93Q (7466.300000 sec): 3 clusters Score: Raw -3205677.664031 + Penalty 4957.777740 = -3200719.886290 nChanged 2 SP:Iteration 94Q (7466.590000 sec): 3 clusters Score: Raw -3205678.000866 + Penalty 4957.777740 = -3200720.223125 nChanged 3 SP:Iteration 95Q (7466.830000 sec): 3 clusters Score: Raw -3205678.603008 + Penalty 4957.777740 = -3200720.825268 nChanged 3 SP:Iteration 96Q (7467.130000 sec): 3 clusters Score: Raw -3205679.023186 + Penalty 4957.777740 = -3200721.245445 nChanged 6 SP:Iteration 97Q (7467.440000 sec): 3 clusters Score: Raw -3205679.927633 + Penalty 4957.777740 = -3200722.149893 nChanged 7 SP:Iteration 98Q (7467.710000 sec): 3 clusters Score: Raw -3205680.929399 + Penalty 4957.777740 = -3200723.151659 nChanged 6 SP:Iteration 99Q (7468.010000 sec): 3 clusters Score: Raw -3205682.177235 + Penalty 4957.777740 = -3200724.399494 nChanged 10 SP:Iteration 100F (7468.330000 sec): 3 clusters Score: Raw -3205683.968113 + Penalty 4957.777740 = -3200726.190372 nChanged 9 SP:Iteration 101Q (7468.670000 sec): 3 clusters Score: Raw -3205685.402170 + Penalty 4957.777740 = -3200727.624429 nChanged 7 SP:Iteration 102Q (7468.900000 sec): 3 clusters Score: Raw -3205686.731912 + Penalty 4957.777740 = -3200728.954172 nChanged 3 SP:Iteration 103Q (7469.200000 sec): 3 clusters Score: Raw -3205687.092771 + Penalty 4957.777740 = -3200729.315031 nChanged 2 SP:Iteration 104Q (7469.510000 sec): 3 clusters Score: Raw -3205687.535227 + Penalty 4957.777740 = -3200729.757487 nChanged 3 SP:Iteration 105Q (7469.810000 sec): 3 clusters Score: Raw -3205688.127096 + Penalty 4957.777740 = -3200730.349355 nChanged 5 SP:Iteration 106Q (7470.080000 sec): 3 clusters Score: Raw -3205689.510831 + Penalty 4957.777740 = -3200731.733090 nChanged 8 SP:Iteration 107Q (7470.390000 sec): 3 clusters Score: Raw -3205691.370233 + Penalty 4957.777740 = -3200733.592493 nChanged 7 SP:Iteration 108Q (7470.680000 sec): 3 clusters Score: Raw -3205693.301714 + Penalty 4957.777740 = -3200735.523973 nChanged 7 SP:Iteration 109Q (7470.980000 sec): 3 clusters Score: Raw -3205694.822633 + Penalty 4957.777740 = -3200737.044893 nChanged 4 SP:Iteration 110Q (7471.230000 sec): 3 clusters Score: Raw -3205695.636156 + Penalty 4957.777740 = -3200737.858415 nChanged 2 SP:Iteration 111Q (7471.550000 sec): 3 clusters Score: Raw -3205695.871172 + Penalty 4957.777740 = -3200738.093432 nChanged 1 SP:Iteration 112Q (7471.850000 sec): 3 clusters Score: Raw -3205695.963822 + Penalty 4957.777740 = -3200738.186082 nChanged 2 SP:Iteration 113Q (7472.130000 sec): 3 clusters Score: Raw -3205696.318995 + Penalty 4957.777740 = -3200738.541255 nChanged 2 SP:Iteration 114Q (7472.420000 sec): 3 clusters Score: Raw -3205696.600584 + Penalty 4957.777740 = -3200738.822844 nChanged 3 SP:Iteration 115Q (7472.700000 sec): 3 clusters Score: Raw -3205697.206693 + Penalty 4957.777740 = -3200739.428953 nChanged 4 SP:Iteration 116Q (7473.020000 sec): 3 clusters Score: Raw -3205697.621868 + Penalty 4957.777740 = -3200739.844127 nChanged 1 SP:Iteration 117Q (7473.320000 sec): 3 clusters Score: Raw -3205697.754578 + Penalty 4957.777740 = -3200739.976838 nChanged 0 SP:Iteration 118F (7473.600000 sec): 3 clusters Score: Raw -3205697.754578 + Penalty 4957.777740 = -3200739.976838 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 13 (65613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7474.030000 sec): 2 clusters Score: Raw -9501558.138298 + Penalty 2750.699223 = -9498807.439074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7474.670000 sec): 3 clusters Score: Raw -9460389.239396 + Penalty 5501.398447 = -9454887.840950 nChanged 30579 SP:Iteration 1F (7475.240000 sec): 3 clusters Score: Raw -9477862.624718 + Penalty 5501.398447 = -9472361.226271 nChanged 3178 SP:Iteration 2Q (7475.810000 sec): 3 clusters Score: Raw -9479284.428621 + Penalty 5501.398447 = -9473783.030174 nChanged 3633 SP:Iteration 3F (7476.380000 sec): 3 clusters Score: Raw -9481359.641817 + Penalty 5501.398447 = -9475858.243371 nChanged 4303 SP:Iteration 4F (7476.980000 sec): 3 clusters Score: Raw -9484353.592372 + Penalty 5501.398447 = -9478852.193925 nChanged 4868 SP:Iteration 5F (7477.520000 sec): 3 clusters Score: Raw -9488025.218345 + Penalty 5501.398447 = -9482523.819898 nChanged 4818 SP:Iteration 6F (7478.180000 sec): 3 clusters Score: Raw -9491847.264398 + Penalty 5501.398447 = -9486345.865951 nChanged 4315 SP:Iteration 7F (7478.670000 sec): 3 clusters Score: Raw -9494898.105103 + Penalty 5501.398447 = -9489396.706656 nChanged 3344 SP:Iteration 8F (7479.240000 sec): 3 clusters Score: Raw -9496604.466111 + Penalty 5501.398447 = -9491103.067664 nChanged 2422 SP:Iteration 9Q (7479.790000 sec): 3 clusters Score: Raw -9497540.832564 + Penalty 5501.398447 = -9492039.434117 nChanged 1792 SP:Iteration 10Q (7480.440000 sec): 3 clusters Score: Raw -9498123.727101 + Penalty 5501.398447 = -9492622.328654 nChanged 1422 SP:Iteration 11Q (7481.050000 sec): 3 clusters Score: Raw -9498530.639276 + Penalty 5501.398447 = -9493029.240830 nChanged 1154 SP:Iteration 12Q (7481.660000 sec): 3 clusters Score: Raw -9498826.774287 + Penalty 5501.398447 = -9493325.375840 nChanged 1022 SP:Iteration 13Q (7482.290000 sec): 3 clusters Score: Raw -9499105.584786 + Penalty 5501.398447 = -9493604.186339 nChanged 954 SP:Iteration 14Q (7482.970000 sec): 3 clusters Score: Raw -9499373.894297 + Penalty 5501.398447 = -9493872.495851 nChanged 940 SP:Iteration 15Q (7483.610000 sec): 3 clusters Score: Raw -9499691.283230 + Penalty 5501.398447 = -9494189.884784 nChanged 984 SP:Iteration 16Q (7484.260000 sec): 3 clusters Score: Raw -9500097.450411 + Penalty 5501.398447 = -9494596.051965 nChanged 1015 SP:Iteration 17Q (7484.830000 sec): 3 clusters Score: Raw -9500663.793431 + Penalty 5501.398447 = -9495162.394985 nChanged 1126 SP:Iteration 18Q (7485.430000 sec): 3 clusters Score: Raw -9501753.935304 + Penalty 5501.398447 = -9496252.536858 nChanged 1255 SP:Iteration 19Q (7485.980000 sec): 3 clusters Score: Raw -9503810.677440 + Penalty 5501.398447 = -9498309.278994 nChanged 1347 SP:Iteration 20F (7486.560000 sec): 3 clusters Score: Raw -9505550.343649 + Penalty 5501.398447 = -9500048.945203 nChanged 1295 SP:Iteration 21Q (7487.190000 sec): 3 clusters Score: Raw -9505960.644237 + Penalty 5501.398447 = -9500459.245791 nChanged 788 SP:Iteration 22Q (7487.750000 sec): 3 clusters Score: Raw -9506095.518338 + Penalty 5501.398447 = -9500594.119892 nChanged 516 SP:Iteration 23Q (7488.350000 sec): 3 clusters Score: Raw -9506154.396996 + Penalty 5501.398447 = -9500652.998549 nChanged 338 SP:Iteration 24Q (7488.990000 sec): 3 clusters Score: Raw -9506187.845405 + Penalty 5501.398447 = -9500686.446958 nChanged 262 SP:Iteration 25Q (7489.510000 sec): 3 clusters Score: Raw -9506208.239309 + Penalty 5501.398447 = -9500706.840862 nChanged 198 SP:Iteration 26Q (7490.110000 sec): 3 clusters Score: Raw -9506222.780185 + Penalty 5501.398447 = -9500721.381739 nChanged 159 SP:Iteration 27Q (7490.670000 sec): 3 clusters Score: Raw -9506232.172878 + Penalty 5501.398447 = -9500730.774431 nChanged 118 SP:Iteration 28Q (7491.190000 sec): 3 clusters Score: Raw -9506238.466045 + Penalty 5501.398447 = -9500737.067599 nChanged 98 SP:Iteration 29Q (7491.740000 sec): 3 clusters Score: Raw -9506243.653104 + Penalty 5501.398447 = -9500742.254657 nChanged 79 SP:Iteration 30Q (7492.310000 sec): 3 clusters Score: Raw -9506247.855091 + Penalty 5501.398447 = -9500746.456644 nChanged 76 SP:Iteration 31Q (7492.820000 sec): 3 clusters Score: Raw -9506251.337486 + Penalty 5501.398447 = -9500749.939039 nChanged 66 SP:Iteration 32Q (7493.360000 sec): 3 clusters Score: Raw -9506254.196015 + Penalty 5501.398447 = -9500752.797569 nChanged 59 SP:Iteration 33Q (7493.910000 sec): 3 clusters Score: Raw -9506256.846500 + Penalty 5501.398447 = -9500755.448054 nChanged 47 SP:Iteration 34Q (7494.430000 sec): 3 clusters Score: Raw -9506258.944177 + Penalty 5501.398447 = -9500757.545731 nChanged 51 SP:Iteration 35Q (7495.030000 sec): 3 clusters Score: Raw -9506260.959860 + Penalty 5501.398447 = -9500759.561414 nChanged 44 SP:Iteration 36Q (7495.600000 sec): 3 clusters Score: Raw -9506262.397610 + Penalty 5501.398447 = -9500760.999164 nChanged 31 SP:Iteration 37Q (7496.210000 sec): 3 clusters Score: Raw -9506263.355982 + Penalty 5501.398447 = -9500761.957535 nChanged 26 SP:Iteration 38Q (7496.760000 sec): 3 clusters Score: Raw -9506264.056605 + Penalty 5501.398447 = -9500762.658159 nChanged 17 SP:Iteration 39Q (7497.370000 sec): 3 clusters Score: Raw -9506264.501997 + Penalty 5501.398447 = -9500763.103551 nChanged 13 SP:Iteration 40F (7497.930000 sec): 3 clusters Score: Raw -9506264.870781 + Penalty 5501.398447 = -9500763.472334 nChanged 12 SP:Iteration 41Q (7498.500000 sec): 3 clusters Score: Raw -9506265.173719 + Penalty 5501.398447 = -9500763.775273 nChanged 9 SP:Iteration 42Q (7499.040000 sec): 3 clusters Score: Raw -9506265.399308 + Penalty 5501.398447 = -9500764.000861 nChanged 12 SP:Iteration 43Q (7499.600000 sec): 3 clusters Score: Raw -9506265.651013 + Penalty 5501.398447 = -9500764.252567 nChanged 10 SP:Iteration 44Q (7500.180000 sec): 3 clusters Score: Raw -9506265.892132 + Penalty 5501.398447 = -9500764.493686 nChanged 9 SP:Iteration 45Q (7500.740000 sec): 3 clusters Score: Raw -9506266.088514 + Penalty 5501.398447 = -9500764.690068 nChanged 13 SP:Iteration 46Q (7501.280000 sec): 3 clusters Score: Raw -9506266.370384 + Penalty 5501.398447 = -9500764.971938 nChanged 9 SP:Iteration 47Q (7501.900000 sec): 3 clusters Score: Raw -9506266.583777 + Penalty 5501.398447 = -9500765.185330 nChanged 10 SP:Iteration 48Q (7502.460000 sec): 3 clusters Score: Raw -9506266.832042 + Penalty 5501.398447 = -9500765.433595 nChanged 13 SP:Iteration 49Q (7503.010000 sec): 3 clusters Score: Raw -9506267.138659 + Penalty 5501.398447 = -9500765.740212 nChanged 15 SP:Iteration 50Q (7503.480000 sec): 3 clusters Score: Raw -9506267.557410 + Penalty 5501.398447 = -9500766.158964 nChanged 13 SP:Iteration 51Q (7504.000000 sec): 3 clusters Score: Raw -9506267.880389 + Penalty 5501.398447 = -9500766.481942 nChanged 8 SP:Iteration 52Q (7504.500000 sec): 3 clusters Score: Raw -9506268.066725 + Penalty 5501.398447 = -9500766.668279 nChanged 8 SP:Iteration 53Q (7505.010000 sec): 3 clusters Score: Raw -9506268.311697 + Penalty 5501.398447 = -9500766.913251 nChanged 7 SP:Iteration 54Q (7505.520000 sec): 3 clusters Score: Raw -9506268.518328 + Penalty 5501.398447 = -9500767.119882 nChanged 13 SP:Iteration 55Q (7506.090000 sec): 3 clusters Score: Raw -9506268.892910 + Penalty 5501.398447 = -9500767.494464 nChanged 14 SP:Iteration 56Q (7506.660000 sec): 3 clusters Score: Raw -9506269.306215 + Penalty 5501.398447 = -9500767.907769 nChanged 14 SP:Iteration 57Q (7507.220000 sec): 3 clusters Score: Raw -9506269.664138 + Penalty 5501.398447 = -9500768.265692 nChanged 14 SP:Iteration 58Q (7507.760000 sec): 3 clusters Score: Raw -9506270.015073 + Penalty 5501.398447 = -9500768.616626 nChanged 10 SP:Iteration 59Q (7508.310000 sec): 3 clusters Score: Raw -9506270.152156 + Penalty 5501.398447 = -9500768.753709 nChanged 5 SP:Iteration 60F (7508.930000 sec): 3 clusters Score: Raw -9506270.272130 + Penalty 5501.398447 = -9500768.873683 nChanged 8 SP:Iteration 61Q (7509.480000 sec): 3 clusters Score: Raw -9506270.514818 + Penalty 5501.398447 = -9500769.116371 nChanged 10 SP:Iteration 62Q (7509.980000 sec): 3 clusters Score: Raw -9506270.737915 + Penalty 5501.398447 = -9500769.339468 nChanged 7 SP:Iteration 63Q (7510.490000 sec): 3 clusters Score: Raw -9506270.939477 + Penalty 5501.398447 = -9500769.541031 nChanged 8 SP:Iteration 64Q (7511.030000 sec): 3 clusters Score: Raw -9506271.114751 + Penalty 5501.398447 = -9500769.716304 nChanged 9 SP:Iteration 65Q (7511.650000 sec): 3 clusters Score: Raw -9506271.305858 + Penalty 5501.398447 = -9500769.907411 nChanged 3 SP:Iteration 66Q (7512.170000 sec): 3 clusters Score: Raw -9506271.372369 + Penalty 5501.398447 = -9500769.973922 nChanged 2 SP:Iteration 67Q (7512.720000 sec): 3 clusters Score: Raw -9506271.395357 + Penalty 5501.398447 = -9500769.996910 nChanged 0 SP:Iteration 68F (7513.310000 sec): 3 clusters Score: Raw -9506271.395357 + Penalty 5501.398447 = -9500769.996910 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 4.60 GB. Trying to split cluster 15 (13527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7513.490000 sec): 2 clusters Score: Raw -1934900.902633 + Penalty 2359.085856 = -1932541.816777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7513.770000 sec): 3 clusters Score: Raw -1927410.476240 + Penalty 4718.171712 = -1922692.304528 nChanged 5698 SP:Iteration 1F (7514.030000 sec): 3 clusters Score: Raw -1930445.115103 + Penalty 4718.171712 = -1925726.943392 nChanged 880 SP:Iteration 2F (7514.300000 sec): 3 clusters Score: Raw -1930862.021161 + Penalty 4718.171712 = -1926143.849449 nChanged 755 SP:Iteration 3F (7514.540000 sec): 3 clusters Score: Raw -1931220.115270 + Penalty 4718.171712 = -1926501.943558 nChanged 684 SP:Iteration 4F (7514.830000 sec): 3 clusters Score: Raw -1931554.857053 + Penalty 4718.171712 = -1926836.685341 nChanged 664 SP:Iteration 5Q (7515.110000 sec): 3 clusters Score: Raw -1931891.103133 + Penalty 4718.171712 = -1927172.931422 nChanged 692 SP:Iteration 6F (7515.410000 sec): 3 clusters Score: Raw -1932279.460305 + Penalty 4718.171712 = -1927561.288594 nChanged 739 SP:Iteration 7F (7515.640000 sec): 3 clusters Score: Raw -1932721.850217 + Penalty 4718.171712 = -1928003.678505 nChanged 704 SP:Iteration 8F (7515.900000 sec): 3 clusters Score: Raw -1933185.117002 + Penalty 4718.171712 = -1928466.945290 nChanged 658 SP:Iteration 9Q (7516.250000 sec): 3 clusters Score: Raw -1933639.529809 + Penalty 4718.171712 = -1928921.358097 nChanged 606 SP:Iteration 10Q (7516.510000 sec): 3 clusters Score: Raw -1934051.188411 + Penalty 4718.171712 = -1929333.016699 nChanged 523 SP:Iteration 11Q (7516.810000 sec): 3 clusters Score: Raw -1934408.045570 + Penalty 4718.171712 = -1929689.873858 nChanged 442 SP:Iteration 12Q (7517.050000 sec): 3 clusters Score: Raw -1934743.794762 + Penalty 4718.171712 = -1930025.623050 nChanged 391 SP:Iteration 13Q (7517.320000 sec): 3 clusters Score: Raw -1935042.401376 + Penalty 4718.171712 = -1930324.229664 nChanged 305 SP:Iteration 14Q (7517.550000 sec): 3 clusters Score: Raw -1935250.435962 + Penalty 4718.171712 = -1930532.264251 nChanged 231 SP:Iteration 15Q (7517.870000 sec): 3 clusters Score: Raw -1935396.477749 + Penalty 4718.171712 = -1930678.306037 nChanged 155 SP:Iteration 16Q (7518.160000 sec): 3 clusters Score: Raw -1935479.373847 + Penalty 4718.171712 = -1930761.202135 nChanged 91 SP:Iteration 17Q (7518.400000 sec): 3 clusters Score: Raw -1935522.893890 + Penalty 4718.171712 = -1930804.722179 nChanged 73 SP:Iteration 18Q (7518.670000 sec): 3 clusters Score: Raw -1935551.319202 + Penalty 4718.171712 = -1930833.147490 nChanged 50 SP:Iteration 19Q (7518.940000 sec): 3 clusters Score: Raw -1935570.514721 + Penalty 4718.171712 = -1930852.343009 nChanged 32 SP:Iteration 20F (7519.170000 sec): 3 clusters Score: Raw -1935582.546534 + Penalty 4718.171712 = -1930864.374823 nChanged 20 SP:Iteration 21Q (7519.450000 sec): 3 clusters Score: Raw -1935590.342252 + Penalty 4718.171712 = -1930872.170541 nChanged 17 SP:Iteration 22Q (7519.710000 sec): 3 clusters Score: Raw -1935597.160912 + Penalty 4718.171712 = -1930878.989201 nChanged 12 SP:Iteration 23Q (7519.950000 sec): 3 clusters Score: Raw -1935602.531361 + Penalty 4718.171712 = -1930884.359649 nChanged 12 SP:Iteration 24Q (7520.210000 sec): 3 clusters Score: Raw -1935607.680370 + Penalty 4718.171712 = -1930889.508659 nChanged 13 SP:Iteration 25Q (7520.480000 sec): 3 clusters Score: Raw -1935613.130672 + Penalty 4718.171712 = -1930894.958960 nChanged 11 SP:Iteration 26Q (7520.740000 sec): 3 clusters Score: Raw -1935617.970086 + Penalty 4718.171712 = -1930899.798375 nChanged 14 SP:Iteration 27Q (7520.950000 sec): 3 clusters Score: Raw -1935622.898750 + Penalty 4718.171712 = -1930904.727038 nChanged 17 SP:Iteration 28Q (7521.260000 sec): 3 clusters Score: Raw -1935631.187394 + Penalty 4718.171712 = -1930913.015682 nChanged 13 SP:Iteration 29Q (7521.470000 sec): 3 clusters Score: Raw -1935636.375977 + Penalty 4718.171712 = -1930918.204265 nChanged 7 SP:Iteration 30Q (7521.720000 sec): 3 clusters Score: Raw -1935639.711180 + Penalty 4718.171712 = -1930921.539468 nChanged 10 SP:Iteration 31Q (7521.990000 sec): 3 clusters Score: Raw -1935644.141119 + Penalty 4718.171712 = -1930925.969408 nChanged 8 SP:Iteration 32Q (7522.250000 sec): 3 clusters Score: Raw -1935648.511490 + Penalty 4718.171712 = -1930930.339779 nChanged 10 SP:Iteration 33Q (7522.450000 sec): 3 clusters Score: Raw -1935651.960862 + Penalty 4718.171712 = -1930933.789150 nChanged 7 SP:Iteration 34Q (7522.670000 sec): 3 clusters Score: Raw -1935655.874030 + Penalty 4718.171712 = -1930937.702318 nChanged 7 SP:Iteration 35Q (7522.900000 sec): 3 clusters Score: Raw -1935658.320636 + Penalty 4718.171712 = -1930940.148924 nChanged 6 SP:Iteration 36Q (7523.150000 sec): 3 clusters Score: Raw -1935660.496475 + Penalty 4718.171712 = -1930942.324763 nChanged 3 SP:Iteration 37Q (7523.430000 sec): 3 clusters Score: Raw -1935661.979471 + Penalty 4718.171712 = -1930943.807760 nChanged 1 SP:Iteration 38Q (7523.680000 sec): 3 clusters Score: Raw -1935662.127994 + Penalty 4718.171712 = -1930943.956282 nChanged 1 SP:Iteration 39Q (7523.950000 sec): 3 clusters Score: Raw -1935662.616090 + Penalty 4718.171712 = -1930944.444378 nChanged 0 SP:Iteration 40F (7524.200000 sec): 3 clusters Score: Raw -1935662.616090 + Penalty 4718.171712 = -1930944.444378 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 16 (2679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7524.300000 sec): 2 clusters Score: Raw -319886.979671 + Penalty 1957.513320 = -317929.466351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7524.490000 sec): 3 clusters Score: Raw -318922.136679 + Penalty 3915.026639 = -315007.110040 nChanged 982 SP:Iteration 1F (7524.620000 sec): 3 clusters Score: Raw -321343.054339 + Penalty 3915.026639 = -317428.027699 nChanged 536 SP:Iteration 2F (7524.840000 sec): 3 clusters Score: Raw -324707.160855 + Penalty 3915.026639 = -320792.134216 nChanged 281 SP:Iteration 3F (7525.040000 sec): 3 clusters Score: Raw -326099.160512 + Penalty 3915.026639 = -322184.133873 nChanged 163 SP:Iteration 4F (7525.240000 sec): 3 clusters Score: Raw -327139.619398 + Penalty 3915.026639 = -323224.592759 nChanged 61 SP:Iteration 5Q (7525.440000 sec): 3 clusters Score: Raw -327877.425459 + Penalty 3915.026639 = -323962.398819 nChanged 42 SP:Iteration 6Q (7525.580000 sec): 3 clusters Score: Raw -328463.173787 + Penalty 3915.026639 = -324548.147148 nChanged 39 SP:Iteration 7Q (7525.800000 sec): 3 clusters Score: Raw -329696.096981 + Penalty 3915.026639 = -325781.070341 nChanged 15 SP:Iteration 8Q (7525.950000 sec): 3 clusters Score: Raw -329887.839453 + Penalty 3915.026639 = -325972.812814 nChanged 34 SP:Iteration 9Q (7526.170000 sec): 3 clusters Score: Raw -330140.004536 + Penalty 3915.026639 = -326224.977897 nChanged 36 SP:Iteration 10Q (7526.350000 sec): 3 clusters Score: Raw -330340.156033 + Penalty 3915.026639 = -326425.129393 nChanged 22 SP:Iteration 11Q (7526.550000 sec): 3 clusters Score: Raw -330465.349485 + Penalty 3915.026639 = -326550.322846 nChanged 16 SP:Iteration 12Q (7526.730000 sec): 3 clusters Score: Raw -330638.842493 + Penalty 3915.026639 = -326723.815853 nChanged 19 SP:Iteration 13Q (7526.960000 sec): 3 clusters Score: Raw -330907.801749 + Penalty 3915.026639 = -326992.775110 nChanged 10 SP:Iteration 14Q (7527.110000 sec): 3 clusters Score: Raw -331039.991323 + Penalty 3915.026639 = -327124.964683 nChanged 15 SP:Iteration 15Q (7527.300000 sec): 3 clusters Score: Raw -331263.174575 + Penalty 3915.026639 = -327348.147936 nChanged 12 SP:Iteration 16Q (7527.520000 sec): 3 clusters Score: Raw -331502.281865 + Penalty 3915.026639 = -327587.255226 nChanged 9 SP:Iteration 17Q (7527.690000 sec): 3 clusters Score: Raw -331989.737841 + Penalty 3915.026639 = -328074.711202 nChanged 13 SP:Iteration 18Q (7527.900000 sec): 3 clusters Score: Raw -333962.485264 + Penalty 3915.026639 = -330047.458625 nChanged 15 SP:Iteration 19Q (7528.050000 sec): 3 clusters Score: Raw -334004.624136 + Penalty 3915.026639 = -330089.597496 nChanged 2 SP:Iteration 20F (7528.220000 sec): 3 clusters Score: Raw -334892.313697 + Penalty 3915.026639 = -330977.287058 nChanged 96 SP:Iteration 21Q (7528.440000 sec): 3 clusters Score: Raw -335926.412966 + Penalty 3915.026639 = -332011.386327 nChanged 5 SP:Iteration 22Q (7528.610000 sec): 3 clusters Score: Raw -335957.843222 + Penalty 3915.026639 = -332042.816583 nChanged 0 SP:Iteration 23F (7528.820000 sec): 3 clusters Score: Raw -335957.843222 + Penalty 3915.026639 = -332042.816583 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 4.60 GB. Trying to split cluster 17 (135569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7529.570000 sec): 2 clusters Score: Raw -19913187.637767 + Penalty 2930.674532 = -19910256.963236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7530.450000 sec): 3 clusters Score: Raw -19825117.733136 + Penalty 5861.349063 = -19819256.384073 nChanged 64594 SP:Iteration 1F (7531.420000 sec): 3 clusters Score: Raw -19862788.665539 + Penalty 5861.349063 = -19856927.316475 nChanged 4919 SP:Iteration 2Q (7532.450000 sec): 3 clusters Score: Raw -19864327.897258 + Penalty 5861.349063 = -19858466.548195 nChanged 6164 SP:Iteration 3Q (7533.480000 sec): 3 clusters Score: Raw -19866963.463066 + Penalty 5861.349063 = -19861102.114003 nChanged 8431 SP:Iteration 4F (7534.400000 sec): 3 clusters Score: Raw -19872023.052214 + Penalty 5861.349063 = -19866161.703151 nChanged 11239 SP:Iteration 5F (7535.290000 sec): 3 clusters Score: Raw -19881157.569883 + Penalty 5861.349063 = -19875296.220820 nChanged 12717 SP:Iteration 6F (7536.130000 sec): 3 clusters Score: Raw -19893766.091902 + Penalty 5861.349063 = -19887904.742839 nChanged 10559 SP:Iteration 7F (7537.030000 sec): 3 clusters Score: Raw -19904613.842498 + Penalty 5861.349063 = -19898752.493435 nChanged 6151 SP:Iteration 8Q (7537.940000 sec): 3 clusters Score: Raw -19910184.773918 + Penalty 5861.349063 = -19904323.424855 nChanged 2716 SP:Iteration 9Q (7538.800000 sec): 3 clusters Score: Raw -19912190.151787 + Penalty 5861.349063 = -19906328.802723 nChanged 1167 SP:Iteration 10Q (7539.710000 sec): 3 clusters Score: Raw -19912974.003398 + Penalty 5861.349063 = -19907112.654334 nChanged 620 SP:Iteration 11Q (7540.650000 sec): 3 clusters Score: Raw -19913355.810808 + Penalty 5861.349063 = -19907494.461745 nChanged 388 SP:Iteration 12Q (7541.490000 sec): 3 clusters Score: Raw -19913570.413665 + Penalty 5861.349063 = -19907709.064601 nChanged 272 SP:Iteration 13Q (7542.360000 sec): 3 clusters Score: Raw -19913710.715275 + Penalty 5861.349063 = -19907849.366212 nChanged 187 SP:Iteration 14Q (7543.200000 sec): 3 clusters Score: Raw -19913792.989986 + Penalty 5861.349063 = -19907931.640923 nChanged 145 SP:Iteration 15Q (7544.090000 sec): 3 clusters Score: Raw -19913853.692536 + Penalty 5861.349063 = -19907992.343473 nChanged 112 SP:Iteration 16Q (7544.930000 sec): 3 clusters Score: Raw -19913896.922038 + Penalty 5861.349063 = -19908035.572974 nChanged 85 SP:Iteration 17Q (7545.770000 sec): 3 clusters Score: Raw -19913927.666003 + Penalty 5861.349063 = -19908066.316939 nChanged 65 SP:Iteration 18Q (7546.630000 sec): 3 clusters Score: Raw -19913949.421967 + Penalty 5861.349063 = -19908088.072904 nChanged 58 SP:Iteration 19Q (7547.400000 sec): 3 clusters Score: Raw -19913968.003277 + Penalty 5861.349063 = -19908106.654213 nChanged 50 SP:Iteration 20F (7548.230000 sec): 3 clusters Score: Raw -19913982.077568 + Penalty 5861.349063 = -19908120.728505 nChanged 44 SP:Iteration 21Q (7549.100000 sec): 3 clusters Score: Raw -19913995.071920 + Penalty 5861.349063 = -19908133.722856 nChanged 29 SP:Iteration 22Q (7550.060000 sec): 3 clusters Score: Raw -19914002.712353 + Penalty 5861.349063 = -19908141.363290 nChanged 33 SP:Iteration 23Q (7550.940000 sec): 3 clusters Score: Raw -19914012.602194 + Penalty 5861.349063 = -19908151.253130 nChanged 23 SP:Iteration 24Q (7551.910000 sec): 3 clusters Score: Raw -19914018.369333 + Penalty 5861.349063 = -19908157.020269 nChanged 27 SP:Iteration 25Q (7552.750000 sec): 3 clusters Score: Raw -19914025.385015 + Penalty 5861.349063 = -19908164.035951 nChanged 24 SP:Iteration 26Q (7553.640000 sec): 3 clusters Score: Raw -19914031.802025 + Penalty 5861.349063 = -19908170.452962 nChanged 17 SP:Iteration 27Q (7554.490000 sec): 3 clusters Score: Raw -19914036.442870 + Penalty 5861.349063 = -19908175.093807 nChanged 15 SP:Iteration 28Q (7555.350000 sec): 3 clusters Score: Raw -19914039.982958 + Penalty 5861.349063 = -19908178.633895 nChanged 9 SP:Iteration 29Q (7556.290000 sec): 3 clusters Score: Raw -19914041.529477 + Penalty 5861.349063 = -19908180.180414 nChanged 5 SP:Iteration 30Q (7557.310000 sec): 3 clusters Score: Raw -19914043.013514 + Penalty 5861.349063 = -19908181.664451 nChanged 2 SP:Iteration 31Q (7558.270000 sec): 3 clusters Score: Raw -19914043.452535 + Penalty 5861.349063 = -19908182.103471 nChanged 3 SP:Iteration 32Q (7559.290000 sec): 3 clusters Score: Raw -19914043.836938 + Penalty 5861.349063 = -19908182.487875 nChanged 3 SP:Iteration 33Q (7560.200000 sec): 3 clusters Score: Raw -19914044.611868 + Penalty 5861.349063 = -19908183.262804 nChanged 2 SP:Iteration 34Q (7561.050000 sec): 3 clusters Score: Raw -19914045.515352 + Penalty 5861.349063 = -19908184.166289 nChanged 6 SP:Iteration 35Q (7561.880000 sec): 3 clusters Score: Raw -19914046.707005 + Penalty 5861.349063 = -19908185.357942 nChanged 8 SP:Iteration 36Q (7562.790000 sec): 3 clusters Score: Raw -19914049.095147 + Penalty 5861.349063 = -19908187.746083 nChanged 6 SP:Iteration 37Q (7563.690000 sec): 3 clusters Score: Raw -19914050.555791 + Penalty 5861.349063 = -19908189.206727 nChanged 4 SP:Iteration 38Q (7564.530000 sec): 3 clusters Score: Raw -19914051.484135 + Penalty 5861.349063 = -19908190.135072 nChanged 3 SP:Iteration 39Q (7565.310000 sec): 3 clusters Score: Raw -19914052.162764 + Penalty 5861.349063 = -19908190.813700 nChanged 1 SP:Iteration 40F (7566.220000 sec): 3 clusters Score: Raw -19914052.340351 + Penalty 5861.349063 = -19908190.991288 nChanged 1 SP:Iteration 41Q (7567.020000 sec): 3 clusters Score: Raw -19914052.463513 + Penalty 5861.349063 = -19908191.114450 nChanged 1 SP:Iteration 42Q (7567.880000 sec): 3 clusters Score: Raw -19914052.642358 + Penalty 5861.349063 = -19908191.293295 nChanged 1 SP:Iteration 43Q (7568.740000 sec): 3 clusters Score: Raw -19914052.901706 + Penalty 5861.349063 = -19908191.552642 nChanged 0 SP:Iteration 44F (7569.620000 sec): 3 clusters Score: Raw -19914052.901706 + Penalty 5861.349063 = -19908191.552642 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 18 (14217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7569.820000 sec): 2 clusters Score: Raw -1932804.495005 + Penalty 2371.424040 = -1930433.070965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7570.150000 sec): 3 clusters Score: Raw -1924876.357649 + Penalty 4742.848080 = -1920133.509568 nChanged 6093 SP:Iteration 1F (7570.400000 sec): 3 clusters Score: Raw -1928745.544804 + Penalty 4742.848080 = -1924002.696724 nChanged 1273 SP:Iteration 2F (7570.690000 sec): 3 clusters Score: Raw -1930242.251655 + Penalty 4742.848080 = -1925499.403574 nChanged 1428 SP:Iteration 3F (7570.940000 sec): 3 clusters Score: Raw -1932363.709580 + Penalty 4742.848080 = -1927620.861500 nChanged 1449 SP:Iteration 4F (7571.260000 sec): 3 clusters Score: Raw -1934287.578680 + Penalty 4742.848080 = -1929544.730600 nChanged 1112 SP:Iteration 5F (7571.500000 sec): 3 clusters Score: Raw -1935354.490178 + Penalty 4742.848080 = -1930611.642098 nChanged 764 SP:Iteration 6F (7571.790000 sec): 3 clusters Score: Raw -1935923.710663 + Penalty 4742.848080 = -1931180.862582 nChanged 501 SP:Iteration 7Q (7572.060000 sec): 3 clusters Score: Raw -1936287.821923 + Penalty 4742.848080 = -1931544.973843 nChanged 335 SP:Iteration 8Q (7572.300000 sec): 3 clusters Score: Raw -1936496.484593 + Penalty 4742.848080 = -1931753.636512 nChanged 255 SP:Iteration 9Q (7572.580000 sec): 3 clusters Score: Raw -1936624.769740 + Penalty 4742.848080 = -1931881.921660 nChanged 175 SP:Iteration 10Q (7572.800000 sec): 3 clusters Score: Raw -1936690.020371 + Penalty 4742.848080 = -1931947.172291 nChanged 136 SP:Iteration 11Q (7573.050000 sec): 3 clusters Score: Raw -1936732.184156 + Penalty 4742.848080 = -1931989.336075 nChanged 104 SP:Iteration 12Q (7573.310000 sec): 3 clusters Score: Raw -1936759.277052 + Penalty 4742.848080 = -1932016.428971 nChanged 70 SP:Iteration 13Q (7573.530000 sec): 3 clusters Score: Raw -1936774.594340 + Penalty 4742.848080 = -1932031.746260 nChanged 58 SP:Iteration 14Q (7573.790000 sec): 3 clusters Score: Raw -1936788.223612 + Penalty 4742.848080 = -1932045.375532 nChanged 48 SP:Iteration 15Q (7574.020000 sec): 3 clusters Score: Raw -1936798.990377 + Penalty 4742.848080 = -1932056.142296 nChanged 58 SP:Iteration 16Q (7574.280000 sec): 3 clusters Score: Raw -1936810.061799 + Penalty 4742.848080 = -1932067.213718 nChanged 40 SP:Iteration 17Q (7574.520000 sec): 3 clusters Score: Raw -1936817.615211 + Penalty 4742.848080 = -1932074.767131 nChanged 32 SP:Iteration 18Q (7574.790000 sec): 3 clusters Score: Raw -1936823.068917 + Penalty 4742.848080 = -1932080.220837 nChanged 32 SP:Iteration 19Q (7575.050000 sec): 3 clusters Score: Raw -1936829.179456 + Penalty 4742.848080 = -1932086.331375 nChanged 33 SP:Iteration 20F (7575.330000 sec): 3 clusters Score: Raw -1936836.832803 + Penalty 4742.848080 = -1932093.984723 nChanged 40 SP:Iteration 21Q (7575.580000 sec): 3 clusters Score: Raw -1936844.959101 + Penalty 4742.848080 = -1932102.111020 nChanged 30 SP:Iteration 22Q (7575.890000 sec): 3 clusters Score: Raw -1936850.009602 + Penalty 4742.848080 = -1932107.161521 nChanged 25 SP:Iteration 23Q (7576.200000 sec): 3 clusters Score: Raw -1936853.436952 + Penalty 4742.848080 = -1932110.588872 nChanged 23 SP:Iteration 24Q (7576.520000 sec): 3 clusters Score: Raw -1936856.819035 + Penalty 4742.848080 = -1932113.970955 nChanged 22 SP:Iteration 25Q (7576.800000 sec): 3 clusters Score: Raw -1936859.749010 + Penalty 4742.848080 = -1932116.900929 nChanged 14 SP:Iteration 26Q (7577.080000 sec): 3 clusters Score: Raw -1936861.935854 + Penalty 4742.848080 = -1932119.087774 nChanged 10 SP:Iteration 27Q (7577.370000 sec): 3 clusters Score: Raw -1936863.145633 + Penalty 4742.848080 = -1932120.297552 nChanged 10 SP:Iteration 28Q (7577.680000 sec): 3 clusters Score: Raw -1936864.100568 + Penalty 4742.848080 = -1932121.252488 nChanged 9 SP:Iteration 29Q (7577.980000 sec): 3 clusters Score: Raw -1936865.330471 + Penalty 4742.848080 = -1932122.482391 nChanged 12 SP:Iteration 30Q (7578.230000 sec): 3 clusters Score: Raw -1936867.056365 + Penalty 4742.848080 = -1932124.208285 nChanged 8 SP:Iteration 31Q (7578.510000 sec): 3 clusters Score: Raw -1936867.960169 + Penalty 4742.848080 = -1932125.112088 nChanged 8 SP:Iteration 32Q (7578.770000 sec): 3 clusters Score: Raw -1936869.018056 + Penalty 4742.848080 = -1932126.169976 nChanged 8 SP:Iteration 33Q (7579.050000 sec): 3 clusters Score: Raw -1936869.666097 + Penalty 4742.848080 = -1932126.818016 nChanged 5 SP:Iteration 34Q (7579.330000 sec): 3 clusters Score: Raw -1936870.809044 + Penalty 4742.848080 = -1932127.960963 nChanged 11 SP:Iteration 35Q (7579.620000 sec): 3 clusters Score: Raw -1936872.399098 + Penalty 4742.848080 = -1932129.551017 nChanged 11 SP:Iteration 36Q (7579.900000 sec): 3 clusters Score: Raw -1936873.780462 + Penalty 4742.848080 = -1932130.932381 nChanged 10 SP:Iteration 37Q (7580.190000 sec): 3 clusters Score: Raw -1936875.271610 + Penalty 4742.848080 = -1932132.423530 nChanged 5 SP:Iteration 38Q (7580.420000 sec): 3 clusters Score: Raw -1936875.887363 + Penalty 4742.848080 = -1932133.039283 nChanged 3 SP:Iteration 39Q (7580.740000 sec): 3 clusters Score: Raw -1936876.295915 + Penalty 4742.848080 = -1932133.447834 nChanged 3 SP:Iteration 40F (7581.010000 sec): 3 clusters Score: Raw -1936876.588976 + Penalty 4742.848080 = -1932133.740896 nChanged 3 SP:Iteration 41Q (7581.270000 sec): 3 clusters Score: Raw -1936876.824627 + Penalty 4742.848080 = -1932133.976547 nChanged 4 SP:Iteration 42Q (7581.600000 sec): 3 clusters Score: Raw -1936877.179616 + Penalty 4742.848080 = -1932134.331535 nChanged 3 SP:Iteration 43Q (7581.900000 sec): 3 clusters Score: Raw -1936877.593017 + Penalty 4742.848080 = -1932134.744937 nChanged 8 SP:Iteration 44Q (7582.110000 sec): 3 clusters Score: Raw -1936879.227829 + Penalty 4742.848080 = -1932136.379749 nChanged 11 SP:Iteration 45Q (7582.410000 sec): 3 clusters Score: Raw -1936881.826099 + Penalty 4742.848080 = -1932138.978018 nChanged 11 SP:Iteration 46Q (7582.720000 sec): 3 clusters Score: Raw -1936883.796576 + Penalty 4742.848080 = -1932140.948496 nChanged 14 SP:Iteration 47Q (7582.990000 sec): 3 clusters Score: Raw -1936885.927115 + Penalty 4742.848080 = -1932143.079035 nChanged 12 SP:Iteration 48Q (7583.290000 sec): 3 clusters Score: Raw -1936887.744933 + Penalty 4742.848080 = -1932144.896853 nChanged 11 SP:Iteration 49Q (7583.570000 sec): 3 clusters Score: Raw -1936889.664488 + Penalty 4742.848080 = -1932146.816407 nChanged 10 SP:Iteration 50Q (7583.770000 sec): 3 clusters Score: Raw -1936890.920322 + Penalty 4742.848080 = -1932148.072242 nChanged 5 SP:Iteration 51Q (7584.000000 sec): 3 clusters Score: Raw -1936891.662444 + Penalty 4742.848080 = -1932148.814364 nChanged 5 SP:Iteration 52Q (7584.230000 sec): 3 clusters Score: Raw -1936892.527614 + Penalty 4742.848080 = -1932149.679533 nChanged 8 SP:Iteration 53Q (7584.470000 sec): 3 clusters Score: Raw -1936893.749965 + Penalty 4742.848080 = -1932150.901884 nChanged 9 SP:Iteration 54Q (7584.720000 sec): 3 clusters Score: Raw -1936894.755921 + Penalty 4742.848080 = -1932151.907841 nChanged 6 SP:Iteration 55Q (7584.980000 sec): 3 clusters Score: Raw -1936895.561504 + Penalty 4742.848080 = -1932152.713423 nChanged 4 SP:Iteration 56Q (7585.260000 sec): 3 clusters Score: Raw -1936896.014747 + Penalty 4742.848080 = -1932153.166666 nChanged 2 SP:Iteration 57Q (7585.500000 sec): 3 clusters Score: Raw -1936896.275303 + Penalty 4742.848080 = -1932153.427222 nChanged 1 SP:Iteration 58Q (7585.700000 sec): 3 clusters Score: Raw -1936896.317155 + Penalty 4742.848080 = -1932153.469075 nChanged 2 SP:Iteration 59Q (7585.920000 sec): 3 clusters Score: Raw -1936896.733850 + Penalty 4742.848080 = -1932153.885770 nChanged 4 SP:Iteration 60F (7586.140000 sec): 3 clusters Score: Raw -1936897.286517 + Penalty 4742.848080 = -1932154.438436 nChanged 5 SP:Iteration 61Q (7586.400000 sec): 3 clusters Score: Raw -1936897.911937 + Penalty 4742.848080 = -1932155.063857 nChanged 2 SP:Iteration 62Q (7586.720000 sec): 3 clusters Score: Raw -1936898.106260 + Penalty 4742.848080 = -1932155.258180 nChanged 4 SP:Iteration 63Q (7586.960000 sec): 3 clusters Score: Raw -1936898.555911 + Penalty 4742.848080 = -1932155.707830 nChanged 4 SP:Iteration 64Q (7587.180000 sec): 3 clusters Score: Raw -1936899.031014 + Penalty 4742.848080 = -1932156.182933 nChanged 6 SP:Iteration 65Q (7587.440000 sec): 3 clusters Score: Raw -1936900.089604 + Penalty 4742.848080 = -1932157.241524 nChanged 10 SP:Iteration 66Q (7587.730000 sec): 3 clusters Score: Raw -1936901.764458 + Penalty 4742.848080 = -1932158.916378 nChanged 7 SP:Iteration 67Q (7587.950000 sec): 3 clusters Score: Raw -1936903.178022 + Penalty 4742.848080 = -1932160.329942 nChanged 8 SP:Iteration 68Q (7588.280000 sec): 3 clusters Score: Raw -1936904.003486 + Penalty 4742.848080 = -1932161.155406 nChanged 4 SP:Iteration 69Q (7588.530000 sec): 3 clusters Score: Raw -1936904.491898 + Penalty 4742.848080 = -1932161.643817 nChanged 5 SP:Iteration 70Q (7588.820000 sec): 3 clusters Score: Raw -1936905.398470 + Penalty 4742.848080 = -1932162.550390 nChanged 6 SP:Iteration 71Q (7589.050000 sec): 3 clusters Score: Raw -1936906.489551 + Penalty 4742.848080 = -1932163.641470 nChanged 10 SP:Iteration 72Q (7589.340000 sec): 3 clusters Score: Raw -1936908.429509 + Penalty 4742.848080 = -1932165.581428 nChanged 13 SP:Iteration 73Q (7589.550000 sec): 3 clusters Score: Raw -1936911.117722 + Penalty 4742.848080 = -1932168.269642 nChanged 14 SP:Iteration 74Q (7589.780000 sec): 3 clusters Score: Raw -1936912.843675 + Penalty 4742.848080 = -1932169.995594 nChanged 9 SP:Iteration 75Q (7590.060000 sec): 3 clusters Score: Raw -1936914.477212 + Penalty 4742.848080 = -1932171.629131 nChanged 13 SP:Iteration 76Q (7590.320000 sec): 3 clusters Score: Raw -1936916.891184 + Penalty 4742.848080 = -1932174.043103 nChanged 9 SP:Iteration 77Q (7590.630000 sec): 3 clusters Score: Raw -1936918.409651 + Penalty 4742.848080 = -1932175.561571 nChanged 10 SP:Iteration 78Q (7590.930000 sec): 3 clusters Score: Raw -1936919.957067 + Penalty 4742.848080 = -1932177.108986 nChanged 7 SP:Iteration 79Q (7591.200000 sec): 3 clusters Score: Raw -1936921.197274 + Penalty 4742.848080 = -1932178.349194 nChanged 11 SP:Iteration 80F (7591.490000 sec): 3 clusters Score: Raw -1936923.346969 + Penalty 4742.848080 = -1932180.498889 nChanged 14 SP:Iteration 81Q (7591.800000 sec): 3 clusters Score: Raw -1936925.417061 + Penalty 4742.848080 = -1932182.568981 nChanged 8 SP:Iteration 82Q (7592.080000 sec): 3 clusters Score: Raw -1936926.769659 + Penalty 4742.848080 = -1932183.921578 nChanged 6 SP:Iteration 83Q (7592.380000 sec): 3 clusters Score: Raw -1936927.729549 + Penalty 4742.848080 = -1932184.881468 nChanged 7 SP:Iteration 84Q (7592.670000 sec): 3 clusters Score: Raw -1936928.520036 + Penalty 4742.848080 = -1932185.671956 nChanged 6 SP:Iteration 85Q (7592.910000 sec): 3 clusters Score: Raw -1936929.732860 + Penalty 4742.848080 = -1932186.884780 nChanged 8 SP:Iteration 86Q (7593.200000 sec): 3 clusters Score: Raw -1936930.715460 + Penalty 4742.848080 = -1932187.867380 nChanged 9 SP:Iteration 87Q (7593.430000 sec): 3 clusters Score: Raw -1936931.773828 + Penalty 4742.848080 = -1932188.925747 nChanged 6 SP:Iteration 88Q (7593.700000 sec): 3 clusters Score: Raw -1936932.568428 + Penalty 4742.848080 = -1932189.720348 nChanged 3 SP:Iteration 89Q (7594.000000 sec): 3 clusters Score: Raw -1936933.063327 + Penalty 4742.848080 = -1932190.215246 nChanged 6 SP:Iteration 90Q (7594.240000 sec): 3 clusters Score: Raw -1936934.136356 + Penalty 4742.848080 = -1932191.288275 nChanged 10 SP:Iteration 91Q (7594.470000 sec): 3 clusters Score: Raw -1936935.674209 + Penalty 4742.848080 = -1932192.826128 nChanged 10 SP:Iteration 92Q (7594.670000 sec): 3 clusters Score: Raw -1936937.467406 + Penalty 4742.848080 = -1932194.619325 nChanged 11 SP:Iteration 93Q (7594.980000 sec): 3 clusters Score: Raw -1936938.971999 + Penalty 4742.848080 = -1932196.123919 nChanged 8 SP:Iteration 94Q (7595.230000 sec): 3 clusters Score: Raw -1936939.916471 + Penalty 4742.848080 = -1932197.068390 nChanged 9 SP:Iteration 95Q (7595.520000 sec): 3 clusters Score: Raw -1936940.918540 + Penalty 4742.848080 = -1932198.070460 nChanged 8 SP:Iteration 96Q (7595.850000 sec): 3 clusters Score: Raw -1936942.480518 + Penalty 4742.848080 = -1932199.632438 nChanged 8 SP:Iteration 97Q (7596.100000 sec): 3 clusters Score: Raw -1936943.726845 + Penalty 4742.848080 = -1932200.878764 nChanged 6 SP:Iteration 98Q (7596.400000 sec): 3 clusters Score: Raw -1936944.843523 + Penalty 4742.848080 = -1932201.995443 nChanged 9 SP:Iteration 99Q (7596.720000 sec): 3 clusters Score: Raw -1936945.764719 + Penalty 4742.848080 = -1932202.916639 nChanged 5 SP:Iteration 100F (7596.960000 sec): 3 clusters Score: Raw -1936946.455381 + Penalty 4742.848080 = -1932203.607301 nChanged 8 SP:Iteration 101Q (7597.220000 sec): 3 clusters Score: Raw -1936947.493489 + Penalty 4742.848080 = -1932204.645408 nChanged 5 SP:Iteration 102Q (7597.490000 sec): 3 clusters Score: Raw -1936948.059356 + Penalty 4742.848080 = -1932205.211275 nChanged 1 SP:Iteration 103Q (7597.770000 sec): 3 clusters Score: Raw -1936948.099711 + Penalty 4742.848080 = -1932205.251631 nChanged 2 SP:Iteration 104Q (7598.070000 sec): 3 clusters Score: Raw -1936949.105766 + Penalty 4742.848080 = -1932206.257685 nChanged 5 SP:Iteration 105Q (7598.270000 sec): 3 clusters Score: Raw -1936950.540799 + Penalty 4742.848080 = -1932207.692719 nChanged 7 SP:Iteration 106Q (7598.540000 sec): 3 clusters Score: Raw -1936951.881226 + Penalty 4742.848080 = -1932209.033145 nChanged 8 SP:Iteration 107Q (7598.830000 sec): 3 clusters Score: Raw -1936953.168115 + Penalty 4742.848080 = -1932210.320034 nChanged 7 SP:Iteration 108Q (7599.050000 sec): 3 clusters Score: Raw -1936954.310997 + Penalty 4742.848080 = -1932211.462917 nChanged 9 SP:Iteration 109Q (7599.330000 sec): 3 clusters Score: Raw -1936955.476802 + Penalty 4742.848080 = -1932212.628722 nChanged 10 SP:Iteration 110Q (7599.560000 sec): 3 clusters Score: Raw -1936957.332107 + Penalty 4742.848080 = -1932214.484026 nChanged 11 SP:Iteration 111Q (7599.800000 sec): 3 clusters Score: Raw -1936959.561725 + Penalty 4742.848080 = -1932216.713645 nChanged 9 SP:Iteration 112Q (7600.040000 sec): 3 clusters Score: Raw -1936960.700102 + Penalty 4742.848080 = -1932217.852022 nChanged 10 SP:Iteration 113Q (7600.280000 sec): 3 clusters Score: Raw -1936962.026988 + Penalty 4742.848080 = -1932219.178907 nChanged 2 SP:Iteration 114Q (7600.530000 sec): 3 clusters Score: Raw -1936962.427664 + Penalty 4742.848080 = -1932219.579583 nChanged 7 SP:Iteration 115Q (7600.730000 sec): 3 clusters Score: Raw -1936963.646919 + Penalty 4742.848080 = -1932220.798839 nChanged 3 SP:Iteration 116Q (7600.990000 sec): 3 clusters Score: Raw -1936964.205217 + Penalty 4742.848080 = -1932221.357136 nChanged 1 SP:Iteration 117Q (7601.230000 sec): 3 clusters Score: Raw -1936964.273858 + Penalty 4742.848080 = -1932221.425777 nChanged 1 SP:Iteration 118Q (7601.500000 sec): 3 clusters Score: Raw -1936964.354223 + Penalty 4742.848080 = -1932221.506142 nChanged 2 SP:Iteration 119Q (7601.750000 sec): 3 clusters Score: Raw -1936964.750299 + Penalty 4742.848080 = -1932221.902218 nChanged 4 SP:Iteration 120F (7602.010000 sec): 3 clusters Score: Raw -1936965.425088 + Penalty 4742.848080 = -1932222.577007 nChanged 4 SP:Iteration 121Q (7602.250000 sec): 3 clusters Score: Raw -1936966.128703 + Penalty 4742.848080 = -1932223.280623 nChanged 3 SP:Iteration 122Q (7602.560000 sec): 3 clusters Score: Raw -1936966.454358 + Penalty 4742.848080 = -1932223.606277 nChanged 0 SP:Iteration 123F (7602.780000 sec): 3 clusters Score: Raw -1936966.454358 + Penalty 4742.848080 = -1932223.606277 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 4.60 GB. Trying to split cluster 19 (2422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7602.910000 sec): 2 clusters Score: Raw -331685.058222 + Penalty 1932.502533 = -329752.555689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7603.120000 sec): 3 clusters Score: Raw -330880.842395 + Penalty 3865.005066 = -327015.837329 nChanged 809 SP:Iteration 1F (7603.340000 sec): 3 clusters Score: Raw -331850.961326 + Penalty 3865.005066 = -327985.956259 nChanged 321 SP:Iteration 2F (7603.560000 sec): 3 clusters Score: Raw -333078.235288 + Penalty 3865.005066 = -329213.230222 nChanged 361 SP:Iteration 3F (7603.790000 sec): 3 clusters Score: Raw -334724.037983 + Penalty 3865.005066 = -330859.032917 nChanged 269 SP:Iteration 4F (7603.930000 sec): 3 clusters Score: Raw -336055.976060 + Penalty 3865.005066 = -332190.970994 nChanged 125 SP:Iteration 5F (7604.140000 sec): 3 clusters Score: Raw -336330.535190 + Penalty 3865.005066 = -332465.530123 nChanged 48 SP:Iteration 6Q (7604.320000 sec): 3 clusters Score: Raw -336396.973696 + Penalty 3865.005066 = -332531.968630 nChanged 20 SP:Iteration 7Q (7604.450000 sec): 3 clusters Score: Raw -336419.674210 + Penalty 3865.005066 = -332554.669144 nChanged 7 SP:Iteration 8Q (7604.610000 sec): 3 clusters Score: Raw -336424.587593 + Penalty 3865.005066 = -332559.582527 nChanged 3 SP:Iteration 9Q (7604.770000 sec): 3 clusters Score: Raw -336427.303465 + Penalty 3865.005066 = -332562.298399 nChanged 3 SP:Iteration 10Q (7604.960000 sec): 3 clusters Score: Raw -336429.947909 + Penalty 3865.005066 = -332564.942843 nChanged 1 SP:Iteration 11Q (7605.140000 sec): 3 clusters Score: Raw -336430.672492 + Penalty 3865.005066 = -332565.667425 nChanged 0 SP:Iteration 12F (7605.310000 sec): 3 clusters Score: Raw -336430.672492 + Penalty 3865.005066 = -332565.667425 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 4.60 GB. Trying to split cluster 20 (2244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7605.400000 sec): 2 clusters Score: Raw -292781.231306 + Penalty 1913.571786 = -290867.659520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7605.610000 sec): 3 clusters Score: Raw -291916.961076 + Penalty 3827.143572 = -288089.817504 nChanged 760 SP:Iteration 1F (7605.790000 sec): 3 clusters Score: Raw -292578.343901 + Penalty 3827.143572 = -288751.200329 nChanged 219 SP:Iteration 2F (7605.960000 sec): 3 clusters Score: Raw -293029.342791 + Penalty 3827.143572 = -289202.199219 nChanged 209 SP:Iteration 3F (7606.100000 sec): 3 clusters Score: Raw -293722.668620 + Penalty 3827.143572 = -289895.525048 nChanged 204 SP:Iteration 4F (7606.250000 sec): 3 clusters Score: Raw -294447.663038 + Penalty 3827.143572 = -290620.519466 nChanged 161 SP:Iteration 5F (7606.410000 sec): 3 clusters Score: Raw -294760.383847 + Penalty 3827.143572 = -290933.240274 nChanged 84 SP:Iteration 6Q (7606.560000 sec): 3 clusters Score: Raw -294880.861245 + Penalty 3827.143572 = -291053.717673 nChanged 58 SP:Iteration 7Q (7606.740000 sec): 3 clusters Score: Raw -294964.625942 + Penalty 3827.143572 = -291137.482370 nChanged 46 SP:Iteration 8Q (7606.910000 sec): 3 clusters Score: Raw -295027.928840 + Penalty 3827.143572 = -291200.785268 nChanged 34 SP:Iteration 9Q (7607.100000 sec): 3 clusters Score: Raw -295070.614379 + Penalty 3827.143572 = -291243.470807 nChanged 29 SP:Iteration 10Q (7607.240000 sec): 3 clusters Score: Raw -295101.099477 + Penalty 3827.143572 = -291273.955905 nChanged 25 SP:Iteration 11Q (7607.460000 sec): 3 clusters Score: Raw -295130.082996 + Penalty 3827.143572 = -291302.939423 nChanged 24 SP:Iteration 12Q (7607.660000 sec): 3 clusters Score: Raw -295155.900004 + Penalty 3827.143572 = -291328.756432 nChanged 28 SP:Iteration 13Q (7607.870000 sec): 3 clusters Score: Raw -295185.721328 + Penalty 3827.143572 = -291358.577756 nChanged 16 SP:Iteration 14Q (7608.030000 sec): 3 clusters Score: Raw -295201.347247 + Penalty 3827.143572 = -291374.203675 nChanged 12 SP:Iteration 15Q (7608.260000 sec): 3 clusters Score: Raw -295215.312867 + Penalty 3827.143572 = -291388.169295 nChanged 8 SP:Iteration 16Q (7608.450000 sec): 3 clusters Score: Raw -295223.049909 + Penalty 3827.143572 = -291395.906337 nChanged 7 SP:Iteration 17Q (7608.660000 sec): 3 clusters Score: Raw -295229.009996 + Penalty 3827.143572 = -291401.866424 nChanged 6 SP:Iteration 18Q (7608.850000 sec): 3 clusters Score: Raw -295234.778511 + Penalty 3827.143572 = -291407.634939 nChanged 6 SP:Iteration 19Q (7609.050000 sec): 3 clusters Score: Raw -295239.269433 + Penalty 3827.143572 = -291412.125861 nChanged 3 SP:Iteration 20F (7609.200000 sec): 3 clusters Score: Raw -295240.799150 + Penalty 3827.143572 = -291413.655578 nChanged 2 SP:Iteration 21Q (7609.420000 sec): 3 clusters Score: Raw -295241.603333 + Penalty 3827.143572 = -291414.459760 nChanged 1 SP:Iteration 22Q (7609.600000 sec): 3 clusters Score: Raw -295242.297743 + Penalty 3827.143572 = -291415.154171 nChanged 2 SP:Iteration 23Q (7609.750000 sec): 3 clusters Score: Raw -295243.587927 + Penalty 3827.143572 = -291416.444354 nChanged 3 SP:Iteration 24Q (7609.940000 sec): 3 clusters Score: Raw -295245.939451 + Penalty 3827.143572 = -291418.795878 nChanged 4 SP:Iteration 25Q (7610.100000 sec): 3 clusters Score: Raw -295248.000737 + Penalty 3827.143572 = -291420.857165 nChanged 3 SP:Iteration 26Q (7610.270000 sec): 3 clusters Score: Raw -295250.225849 + Penalty 3827.143572 = -291423.082277 nChanged 0 SP:Iteration 27F (7610.450000 sec): 3 clusters Score: Raw -295250.225849 + Penalty 3827.143572 = -291423.082277 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Iteration 20F (7650.780000 sec): 30 clusters Score: Raw -87306069.027885 + Penalty 95886.147188 = -87210182.880697 nChanged 14678 Iteration 21Q (7670.650000 sec): 30 clusters Score: Raw -87350998.551719 + Penalty 95886.147188 = -87255112.404531 nChanged 7176 Iteration 22Q (7688.680000 sec): 30 clusters Score: Raw -87354927.349845 + Penalty 95886.147188 = -87259041.202658 nChanged 5064 Iteration 23Q (7707.430000 sec): 30 clusters Score: Raw -87357244.114266 + Penalty 95886.147188 = -87261357.967079 nChanged 3767 Iteration 24Q (7725.140000 sec): 30 clusters Score: Raw -87358565.174779 + Penalty 95886.147188 = -87262679.027592 nChanged 2856 Iteration 25Q (7743.070000 sec): 30 clusters Score: Raw -87359340.926750 + Penalty 95886.147188 = -87263454.779562 nChanged 2191 Iteration 26Q (7762.960000 sec): 30 clusters Score: Raw -87359854.286493 + Penalty 95886.147188 = -87263968.139306 nChanged 1767 Iteration 27Q (7781.230000 sec): 30 clusters Score: Raw -87360254.922291 + Penalty 95886.147188 = -87264368.775103 nChanged 1562 Iteration 28Q (7800.210000 sec): 30 clusters Score: Raw -87360610.647409 + Penalty 95886.147188 = -87264724.500222 nChanged 1421 Iteration 29Q (7818.480000 sec): 30 clusters Score: Raw -87360968.214287 + Penalty 95886.147188 = -87265082.067099 nChanged 1423 Iteration 30Q (7837.810000 sec): 30 clusters Score: Raw -87361310.866409 + Penalty 95886.147188 = -87265424.719221 nChanged 1334 Iteration 31Q (7855.100000 sec): 30 clusters Score: Raw -87361746.157940 + Penalty 95886.147188 = -87265860.010752 nChanged 1282 Iteration 32Q (7873.110000 sec): 30 clusters Score: Raw -87362065.457535 + Penalty 95886.147188 = -87266179.310347 nChanged 1238 Iteration 33Q (7889.920000 sec): 30 clusters Score: Raw -87362319.650425 + Penalty 95886.147188 = -87266433.503237 nChanged 1149 Iteration 34Q (7909.430000 sec): 30 clusters Score: Raw -87362534.791046 + Penalty 95886.147188 = -87266648.643859 nChanged 1114 Iteration 35Q (7926.440000 sec): 30 clusters Score: Raw -87362757.470472 + Penalty 95886.147188 = -87266871.323284 nChanged 1108 Iteration 36Q (7949.410000 sec): 30 clusters Score: Raw -87362991.370907 + Penalty 95886.147188 = -87267105.223719 nChanged 1101 Iteration 37Q (7967.130000 sec): 30 clusters Score: Raw -87363220.673541 + Penalty 95886.147188 = -87267334.526353 nChanged 1075 Iteration 38Q (7985.640000 sec): 30 clusters Score: Raw -87363432.102905 + Penalty 95886.147188 = -87267545.955718 nChanged 1005 Iteration 39Q (8003.810000 sec): 30 clusters Score: Raw -87363609.808798 + Penalty 95886.147188 = -87267723.661611 nChanged 947 Iteration 40F (8043.940000 sec): 30 clusters Score: Raw -87398562.476265 + Penalty 95886.147188 = -87302676.329077 nChanged 1620 Iteration 41Q (8062.750000 sec): 30 clusters Score: Raw -87416862.918987 + Penalty 95886.147188 = -87320976.771799 nChanged 1312 Iteration 42Q (8082.690000 sec): 30 clusters Score: Raw -87417519.754700 + Penalty 95886.147188 = -87321633.607512 nChanged 1376 Iteration 43Q (8102.020000 sec): 30 clusters Score: Raw -87417914.570050 + Penalty 95886.147188 = -87322028.422862 nChanged 1366 Iteration 44Q (8124.230000 sec): 30 clusters Score: Raw -87418260.987386 + Penalty 95886.147188 = -87322374.840198 nChanged 1316 Iteration 45Q (8143.980000 sec): 30 clusters Score: Raw -87418636.106712 + Penalty 95886.147188 = -87322749.959524 nChanged 1201 Iteration 46Q (8167.200000 sec): 30 clusters Score: Raw -87419084.742860 + Penalty 95886.147188 = -87323198.595673 nChanged 1146 Iteration 47Q (8187.840000 sec): 30 clusters Score: Raw -87419574.046205 + Penalty 95886.147188 = -87323687.899018 nChanged 1034 Iteration 48Q (8210.250000 sec): 30 clusters Score: Raw -87419914.253454 + Penalty 95886.147188 = -87324028.106266 nChanged 958 Iteration 49Q (8228.930000 sec): 30 clusters Score: Raw -87420162.384268 + Penalty 95886.147188 = -87324276.237081 nChanged 965 Iteration 50Q (8250.100000 sec): 30 clusters Score: Raw -87420444.449100 + Penalty 95886.147188 = -87324558.301912 nChanged 930 Iteration 51Q (8269.490000 sec): 30 clusters Score: Raw -87420681.803882 + Penalty 95886.147188 = -87324795.656694 nChanged 844 Iteration 52Q (8288.700000 sec): 30 clusters Score: Raw -87420894.278600 + Penalty 95886.147188 = -87325008.131412 nChanged 837 Iteration 53Q (8308.300000 sec): 30 clusters Score: Raw -87421089.035941 + Penalty 95886.147188 = -87325202.888753 nChanged 881 Iteration 54Q (8329.430000 sec): 30 clusters Score: Raw -87421287.559098 + Penalty 95886.147188 = -87325401.411910 nChanged 845 Iteration 55Q (8352.480000 sec): 30 clusters Score: Raw -87421485.137675 + Penalty 95886.147188 = -87325598.990487 nChanged 856 Iteration 56Q (8374.380000 sec): 30 clusters Score: Raw -87421706.114466 + Penalty 95886.147188 = -87325819.967278 nChanged 885 Iteration 57Q (8398.310000 sec): 30 clusters Score: Raw -87421947.891887 + Penalty 95886.147188 = -87326061.744700 nChanged 920 Iteration 58Q (8421.500000 sec): 30 clusters Score: Raw -87422220.736269 + Penalty 95886.147188 = -87326334.589081 nChanged 981 Writing temp clu file Because OldScore, -87326061.744700, is greater than current (better) Score,-87326334.589081 Compute initial score before splitting: Score: Raw -87422220.736269 + Penalty 95886.147188 = -87326334.589081 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 1 (825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8421.700000 sec): 2 clusters Score: Raw -90246.225487 + Penalty 1665.415080 = -88580.810407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8421.880000 sec): 3 clusters Score: Raw -90389.762220 + Penalty 3330.830160 = -87058.932061 nChanged 253 SP:Iteration 1F (8422.040000 sec): 3 clusters Score: Raw -91876.250482 + Penalty 3330.830160 = -88545.420322 nChanged 98 SP:Iteration 2F (8422.180000 sec): 3 clusters Score: Raw -92703.498781 + Penalty 3330.830160 = -89372.668621 nChanged 83 SP:Iteration 3F (8422.340000 sec): 3 clusters Score: Raw -93417.806038 + Penalty 3330.830160 = -90086.975879 nChanged 53 SP:Iteration 4F (8422.490000 sec): 3 clusters Score: Raw -93958.326266 + Penalty 3330.830160 = -90627.496107 nChanged 25 SP:Iteration 5Q (8422.680000 sec): 3 clusters Score: Raw -94183.422186 + Penalty 3330.830160 = -90852.592027 nChanged 15 SP:Iteration 6Q (8422.840000 sec): 3 clusters Score: Raw -94312.603907 + Penalty 3330.830160 = -90981.773747 nChanged 5 SP:Iteration 7Q (8423.020000 sec): 3 clusters Score: Raw -94369.279417 + Penalty 3330.830160 = -91038.449257 nChanged 12 SP:Iteration 8Q (8423.170000 sec): 3 clusters Score: Raw -94479.938302 + Penalty 3330.830160 = -91149.108142 nChanged 13 SP:Iteration 9Q (8423.320000 sec): 3 clusters Score: Raw -94557.141610 + Penalty 3330.830160 = -91226.311451 nChanged 8 SP:Iteration 10Q (8423.510000 sec): 3 clusters Score: Raw -94583.263714 + Penalty 3330.830160 = -91252.433555 nChanged 4 SP:Iteration 11Q (8423.700000 sec): 3 clusters Score: Raw -94595.790922 + Penalty 3330.830160 = -91264.960762 nChanged 3 SP:Iteration 12Q (8423.890000 sec): 3 clusters Score: Raw -94612.668107 + Penalty 3330.830160 = -91281.837947 nChanged 1 SP:Iteration 13Q (8424.070000 sec): 3 clusters Score: Raw -94613.437317 + Penalty 3330.830160 = -91282.607157 nChanged 1 SP:Iteration 14Q (8424.190000 sec): 3 clusters Score: Raw -94616.293381 + Penalty 3330.830160 = -91285.463221 nChanged 0 SP:Iteration 15F (8424.350000 sec): 3 clusters Score: Raw -94616.769889 + Penalty 3330.830160 = -91285.939729 nChanged 1 SP:Iteration 16Q (8424.490000 sec): 3 clusters Score: Raw -94617.446601 + Penalty 3330.830160 = -91286.616442 nChanged 1 SP:Iteration 17Q (8424.640000 sec): 3 clusters Score: Raw -94617.940877 + Penalty 3330.830160 = -91287.110717 nChanged 0 SP:Iteration 18F (8424.770000 sec): 3 clusters Score: Raw -94617.940877 + Penalty 3330.830160 = -91287.110717 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 4.60 GB. Trying to split cluster 2 (1668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8424.860000 sec): 2 clusters Score: Raw -238330.876744 + Penalty 1840.006385 = -236490.870360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8425.020000 sec): 3 clusters Score: Raw -237745.691776 + Penalty 3680.012769 = -234065.679007 nChanged 522 SP:Iteration 1F (8425.220000 sec): 3 clusters Score: Raw -238167.669138 + Penalty 3680.012769 = -234487.656369 nChanged 130 SP:Iteration 2F (8425.380000 sec): 3 clusters Score: Raw -238333.081825 + Penalty 3680.012769 = -234653.069056 nChanged 77 SP:Iteration 3Q (8425.530000 sec): 3 clusters Score: Raw -238422.910320 + Penalty 3680.012769 = -234742.897551 nChanged 54 SP:Iteration 4Q (8425.730000 sec): 3 clusters Score: Raw -238465.809015 + Penalty 3680.012769 = -234785.796246 nChanged 37 SP:Iteration 5Q (8425.880000 sec): 3 clusters Score: Raw -238497.733881 + Penalty 3680.012769 = -234817.721112 nChanged 20 SP:Iteration 6Q (8426.080000 sec): 3 clusters Score: Raw -238515.697877 + Penalty 3680.012769 = -234835.685108 nChanged 20 SP:Iteration 7Q (8426.250000 sec): 3 clusters Score: Raw -238533.388065 + Penalty 3680.012769 = -234853.375296 nChanged 19 SP:Iteration 8Q (8426.400000 sec): 3 clusters Score: Raw -238550.295702 + Penalty 3680.012769 = -234870.282933 nChanged 17 SP:Iteration 9Q (8426.540000 sec): 3 clusters Score: Raw -238563.440153 + Penalty 3680.012769 = -234883.427384 nChanged 18 SP:Iteration 10Q (8426.710000 sec): 3 clusters Score: Raw -238577.697002 + Penalty 3680.012769 = -234897.684233 nChanged 15 SP:Iteration 11Q (8426.890000 sec): 3 clusters Score: Raw -238586.592518 + Penalty 3680.012769 = -234906.579749 nChanged 9 SP:Iteration 12Q (8427.070000 sec): 3 clusters Score: Raw -238592.654886 + Penalty 3680.012769 = -234912.642117 nChanged 12 SP:Iteration 13Q (8427.190000 sec): 3 clusters Score: Raw -238603.954087 + Penalty 3680.012769 = -234923.941318 nChanged 9 SP:Iteration 14Q (8427.340000 sec): 3 clusters Score: Raw -238613.819321 + Penalty 3680.012769 = -234933.806552 nChanged 7 SP:Iteration 15Q (8427.530000 sec): 3 clusters Score: Raw -238619.316229 + Penalty 3680.012769 = -234939.303459 nChanged 7 SP:Iteration 16Q (8427.700000 sec): 3 clusters Score: Raw -238623.259306 + Penalty 3680.012769 = -234943.246537 nChanged 8 SP:Iteration 17Q (8427.870000 sec): 3 clusters Score: Raw -238630.587988 + Penalty 3680.012769 = -234950.575219 nChanged 4 SP:Iteration 18Q (8428.050000 sec): 3 clusters Score: Raw -238632.974527 + Penalty 3680.012769 = -234952.961758 nChanged 4 SP:Iteration 19Q (8428.240000 sec): 3 clusters Score: Raw -238634.736975 + Penalty 3680.012769 = -234954.724206 nChanged 2 SP:Iteration 20F (8428.420000 sec): 3 clusters Score: Raw -238636.336475 + Penalty 3680.012769 = -234956.323706 nChanged 3 SP:Iteration 21Q (8428.510000 sec): 3 clusters Score: Raw -238637.899609 + Penalty 3680.012769 = -234957.886840 nChanged 2 SP:Iteration 22Q (8428.690000 sec): 3 clusters Score: Raw -238640.257220 + Penalty 3680.012769 = -234960.244451 nChanged 2 SP:Iteration 23Q (8428.840000 sec): 3 clusters Score: Raw -238641.516953 + Penalty 3680.012769 = -234961.504184 nChanged 4 SP:Iteration 24Q (8428.980000 sec): 3 clusters Score: Raw -238643.264063 + Penalty 3680.012769 = -234963.251293 nChanged 1 SP:Iteration 25Q (8429.130000 sec): 3 clusters Score: Raw -238644.062411 + Penalty 3680.012769 = -234964.049642 nChanged 1 SP:Iteration 26Q (8429.330000 sec): 3 clusters Score: Raw -238644.814541 + Penalty 3680.012769 = -234964.801772 nChanged 0 SP:Iteration 27F (8429.520000 sec): 3 clusters Score: Raw -238644.814541 + Penalty 3680.012769 = -234964.801772 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 3 (2099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8429.580000 sec): 2 clusters Score: Raw -226335.505975 + Penalty 1897.005647 = -224438.500327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8429.770000 sec): 3 clusters Score: Raw -226167.285904 + Penalty 3794.011295 = -222373.274609 nChanged 799 SP:Iteration 1F (8429.960000 sec): 3 clusters Score: Raw -230771.319599 + Penalty 3794.011295 = -226977.308304 nChanged 395 SP:Iteration 2F (8430.120000 sec): 3 clusters Score: Raw -235287.151514 + Penalty 3794.011295 = -231493.140219 nChanged 173 SP:Iteration 3F (8430.250000 sec): 3 clusters Score: Raw -237887.380211 + Penalty 3794.011295 = -234093.368916 nChanged 43 SP:Iteration 4Q (8430.380000 sec): 3 clusters Score: Raw -238267.840733 + Penalty 3794.011295 = -234473.829438 nChanged 8 SP:Iteration 5Q (8430.580000 sec): 3 clusters Score: Raw -238286.807367 + Penalty 3794.011295 = -234492.796073 nChanged 5 SP:Iteration 6Q (8430.810000 sec): 3 clusters Score: Raw -238300.261113 + Penalty 3794.011295 = -234506.249818 nChanged 7 SP:Iteration 7Q (8430.950000 sec): 3 clusters Score: Raw -238323.405338 + Penalty 3794.011295 = -234529.394043 nChanged 6 SP:Iteration 8Q (8431.120000 sec): 3 clusters Score: Raw -238339.048524 + Penalty 3794.011295 = -234545.037229 nChanged 4 SP:Iteration 9Q (8431.290000 sec): 3 clusters Score: Raw -238351.835942 + Penalty 3794.011295 = -234557.824647 nChanged 3 SP:Iteration 10Q (8431.450000 sec): 3 clusters Score: Raw -238360.439330 + Penalty 3794.011295 = -234566.428035 nChanged 1 SP:Iteration 11Q (8431.660000 sec): 3 clusters Score: Raw -238362.379557 + Penalty 3794.011295 = -234568.368263 nChanged 1 SP:Iteration 12Q (8431.800000 sec): 3 clusters Score: Raw -238363.615793 + Penalty 3794.011295 = -234569.604499 nChanged 1 SP:Iteration 13Q (8432.000000 sec): 3 clusters Score: Raw -238364.352723 + Penalty 3794.011295 = -234570.341429 nChanged 0 SP:Iteration 14F (8432.120000 sec): 3 clusters Score: Raw -238364.352723 + Penalty 3794.011295 = -234570.341429 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 4.60 GB. Trying to split cluster 4 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8432.230000 sec): 2 clusters Score: Raw -83598.068949 + Penalty 1611.200198 = -81986.868751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8432.400000 sec): 3 clusters Score: Raw -83713.611010 + Penalty 3222.400395 = -80491.210615 nChanged 149 SP:Iteration 1F (8432.550000 sec): 3 clusters Score: Raw -84028.633013 + Penalty 3222.400395 = -80806.232618 nChanged 68 SP:Iteration 2F (8432.740000 sec): 3 clusters Score: Raw -84282.945551 + Penalty 3222.400395 = -81060.545156 nChanged 55 SP:Iteration 3F (8432.920000 sec): 3 clusters Score: Raw -84613.681280 + Penalty 3222.400395 = -81391.280884 nChanged 51 SP:Iteration 4F (8433.120000 sec): 3 clusters Score: Raw -84942.334857 + Penalty 3222.400395 = -81719.934462 nChanged 38 SP:Iteration 5F (8433.220000 sec): 3 clusters Score: Raw -85156.502084 + Penalty 3222.400395 = -81934.101688 nChanged 14 SP:Iteration 6Q (8433.360000 sec): 3 clusters Score: Raw -85251.214606 + Penalty 3222.400395 = -82028.814211 nChanged 10 SP:Iteration 7Q (8433.540000 sec): 3 clusters Score: Raw -85291.065658 + Penalty 3222.400395 = -82068.665263 nChanged 4 SP:Iteration 8Q (8433.670000 sec): 3 clusters Score: Raw -85302.426540 + Penalty 3222.400395 = -82080.026145 nChanged 3 SP:Iteration 9Q (8433.820000 sec): 3 clusters Score: Raw -85311.378588 + Penalty 3222.400395 = -82088.978193 nChanged 2 SP:Iteration 10Q (8434.000000 sec): 3 clusters Score: Raw -85317.293333 + Penalty 3222.400395 = -82094.892938 nChanged 1 SP:Iteration 11Q (8434.170000 sec): 3 clusters Score: Raw -85320.370042 + Penalty 3222.400395 = -82097.969646 nChanged 3 SP:Iteration 12Q (8434.360000 sec): 3 clusters Score: Raw -85335.606314 + Penalty 3222.400395 = -82113.205919 nChanged 3 SP:Iteration 13Q (8434.540000 sec): 3 clusters Score: Raw -85350.069381 + Penalty 3222.400395 = -82127.668986 nChanged 3 SP:Iteration 14Q (8434.660000 sec): 3 clusters Score: Raw -85360.445713 + Penalty 3222.400395 = -82138.045318 nChanged 1 SP:Iteration 15Q (8434.840000 sec): 3 clusters Score: Raw -85364.933662 + Penalty 3222.400395 = -82142.533267 nChanged 0 SP:Iteration 16F (8435.050000 sec): 3 clusters Score: Raw -85364.933662 + Penalty 3222.400395 = -82142.533267 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 4.60 GB. Trying to split cluster 5 (14656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8435.170000 sec): 2 clusters Score: Raw -2061746.796721 + Penalty 2378.966062 = -2059367.830659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8435.420000 sec): 3 clusters Score: Raw -2053430.234986 + Penalty 4757.932123 = -2048672.302863 nChanged 6329 SP:Iteration 1F (8435.680000 sec): 3 clusters Score: Raw -2056980.269064 + Penalty 4757.932123 = -2052222.336941 nChanged 931 SP:Iteration 2F (8435.940000 sec): 3 clusters Score: Raw -2057468.203143 + Penalty 4757.932123 = -2052710.271020 nChanged 813 SP:Iteration 3F (8436.220000 sec): 3 clusters Score: Raw -2057869.096983 + Penalty 4757.932123 = -2053111.164859 nChanged 714 SP:Iteration 4Q (8436.480000 sec): 3 clusters Score: Raw -2058263.369387 + Penalty 4757.932123 = -2053505.437264 nChanged 701 SP:Iteration 5Q (8436.720000 sec): 3 clusters Score: Raw -2058651.404512 + Penalty 4757.932123 = -2053893.472389 nChanged 688 SP:Iteration 6Q (8436.950000 sec): 3 clusters Score: Raw -2059053.075521 + Penalty 4757.932123 = -2054295.143398 nChanged 660 SP:Iteration 7Q (8437.210000 sec): 3 clusters Score: Raw -2059452.151746 + Penalty 4757.932123 = -2054694.219623 nChanged 657 SP:Iteration 8Q (8437.460000 sec): 3 clusters Score: Raw -2059915.031086 + Penalty 4757.932123 = -2055157.098963 nChanged 746 SP:Iteration 9F (8437.690000 sec): 3 clusters Score: Raw -2060696.880446 + Penalty 4757.932123 = -2055938.948323 nChanged 933 SP:Iteration 10F (8437.940000 sec): 3 clusters Score: Raw -2062147.103909 + Penalty 4757.932123 = -2057389.171786 nChanged 1155 SP:Iteration 11F (8438.220000 sec): 3 clusters Score: Raw -2064523.267612 + Penalty 4757.932123 = -2059765.335489 nChanged 1128 SP:Iteration 12F (8438.470000 sec): 3 clusters Score: Raw -2066609.826073 + Penalty 4757.932123 = -2061851.893950 nChanged 673 SP:Iteration 13Q (8438.720000 sec): 3 clusters Score: Raw -2067579.289645 + Penalty 4757.932123 = -2062821.357522 nChanged 258 SP:Iteration 14Q (8438.900000 sec): 3 clusters Score: Raw -2067872.648178 + Penalty 4757.932123 = -2063114.716055 nChanged 111 SP:Iteration 15Q (8439.140000 sec): 3 clusters Score: Raw -2067926.297361 + Penalty 4757.932123 = -2063168.365238 nChanged 39 SP:Iteration 16Q (8439.370000 sec): 3 clusters Score: Raw -2067936.792792 + Penalty 4757.932123 = -2063178.860669 nChanged 22 SP:Iteration 17Q (8439.600000 sec): 3 clusters Score: Raw -2067940.028533 + Penalty 4757.932123 = -2063182.096410 nChanged 3 SP:Iteration 18Q (8439.870000 sec): 3 clusters Score: Raw -2067940.301106 + Penalty 4757.932123 = -2063182.368983 nChanged 3 SP:Iteration 19Q (8440.110000 sec): 3 clusters Score: Raw -2067940.685626 + Penalty 4757.932123 = -2063182.753503 nChanged 1 SP:Iteration 20F (8440.320000 sec): 3 clusters Score: Raw -2067940.921504 + Penalty 4757.932123 = -2063182.989381 nChanged 1 SP:Iteration 21Q (8440.560000 sec): 3 clusters Score: Raw -2067941.100062 + Penalty 4757.932123 = -2063183.167939 nChanged 0 SP:Iteration 22F (8440.850000 sec): 3 clusters Score: Raw -2067941.100062 + Penalty 4757.932123 = -2063183.167939 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 4.60 GB. Trying to split cluster 6 (7714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8440.980000 sec): 2 clusters Score: Raw -1079874.016909 + Penalty 2219.796450 = -1077654.220459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8441.160000 sec): 3 clusters Score: Raw -1075865.326467 + Penalty 4439.592901 = -1071425.733567 nChanged 3116 SP:Iteration 1F (8441.400000 sec): 3 clusters Score: Raw -1077629.921120 + Penalty 4439.592901 = -1073190.328219 nChanged 599 SP:Iteration 2F (8441.590000 sec): 3 clusters Score: Raw -1077974.650592 + Penalty 4439.592901 = -1073535.057691 nChanged 463 SP:Iteration 3F (8441.780000 sec): 3 clusters Score: Raw -1078236.588219 + Penalty 4439.592901 = -1073796.995318 nChanged 372 SP:Iteration 4Q (8442.000000 sec): 3 clusters Score: Raw -1078431.504412 + Penalty 4439.592901 = -1073991.911512 nChanged 302 SP:Iteration 5Q (8442.240000 sec): 3 clusters Score: Raw -1078569.538893 + Penalty 4439.592901 = -1074129.945992 nChanged 243 SP:Iteration 6Q (8442.490000 sec): 3 clusters Score: Raw -1078681.910029 + Penalty 4439.592901 = -1074242.317128 nChanged 232 SP:Iteration 7Q (8442.700000 sec): 3 clusters Score: Raw -1078793.609688 + Penalty 4439.592901 = -1074354.016788 nChanged 217 SP:Iteration 8Q (8442.920000 sec): 3 clusters Score: Raw -1078905.453171 + Penalty 4439.592901 = -1074465.860270 nChanged 225 SP:Iteration 9Q (8443.140000 sec): 3 clusters Score: Raw -1079005.850569 + Penalty 4439.592901 = -1074566.257668 nChanged 211 SP:Iteration 10Q (8443.350000 sec): 3 clusters Score: Raw -1079102.025672 + Penalty 4439.592901 = -1074662.432772 nChanged 191 SP:Iteration 11Q (8443.570000 sec): 3 clusters Score: Raw -1079185.768166 + Penalty 4439.592901 = -1074746.175265 nChanged 168 SP:Iteration 12Q (8443.750000 sec): 3 clusters Score: Raw -1079267.727497 + Penalty 4439.592901 = -1074828.134596 nChanged 168 SP:Iteration 13Q (8443.980000 sec): 3 clusters Score: Raw -1079343.646518 + Penalty 4439.592901 = -1074904.053618 nChanged 159 SP:Iteration 14Q (8444.160000 sec): 3 clusters Score: Raw -1079421.406935 + Penalty 4439.592901 = -1074981.814034 nChanged 149 SP:Iteration 15Q (8444.370000 sec): 3 clusters Score: Raw -1079506.781425 + Penalty 4439.592901 = -1075067.188524 nChanged 144 SP:Iteration 16Q (8444.600000 sec): 3 clusters Score: Raw -1079578.868388 + Penalty 4439.592901 = -1075139.275487 nChanged 116 SP:Iteration 17Q (8444.820000 sec): 3 clusters Score: Raw -1079627.422481 + Penalty 4439.592901 = -1075187.829580 nChanged 101 SP:Iteration 18Q (8445.040000 sec): 3 clusters Score: Raw -1079669.169013 + Penalty 4439.592901 = -1075229.576112 nChanged 96 SP:Iteration 19Q (8445.250000 sec): 3 clusters Score: Raw -1079717.899474 + Penalty 4439.592901 = -1075278.306573 nChanged 98 SP:Iteration 20F (8445.420000 sec): 3 clusters Score: Raw -1079763.283472 + Penalty 4439.592901 = -1075323.690572 nChanged 94 SP:Iteration 21Q (8445.620000 sec): 3 clusters Score: Raw -1079819.023157 + Penalty 4439.592901 = -1075379.430256 nChanged 104 SP:Iteration 22Q (8445.850000 sec): 3 clusters Score: Raw -1079876.434622 + Penalty 4439.592901 = -1075436.841722 nChanged 89 SP:Iteration 23Q (8446.060000 sec): 3 clusters Score: Raw -1079923.945444 + Penalty 4439.592901 = -1075484.352544 nChanged 78 SP:Iteration 24Q (8446.310000 sec): 3 clusters Score: Raw -1079961.574930 + Penalty 4439.592901 = -1075521.982029 nChanged 83 SP:Iteration 25Q (8446.470000 sec): 3 clusters Score: Raw -1080005.315181 + Penalty 4439.592901 = -1075565.722280 nChanged 76 SP:Iteration 26Q (8446.690000 sec): 3 clusters Score: Raw -1080040.152567 + Penalty 4439.592901 = -1075600.559666 nChanged 65 SP:Iteration 27Q (8446.920000 sec): 3 clusters Score: Raw -1080070.404912 + Penalty 4439.592901 = -1075630.812011 nChanged 67 SP:Iteration 28Q (8447.100000 sec): 3 clusters Score: Raw -1080104.693153 + Penalty 4439.592901 = -1075665.100252 nChanged 65 SP:Iteration 29Q (8447.330000 sec): 3 clusters Score: Raw -1080133.766504 + Penalty 4439.592901 = -1075694.173603 nChanged 56 SP:Iteration 30Q (8447.460000 sec): 3 clusters Score: Raw -1080163.069872 + Penalty 4439.592901 = -1075723.476971 nChanged 58 SP:Iteration 31Q (8447.650000 sec): 3 clusters Score: Raw -1080185.507390 + Penalty 4439.592901 = -1075745.914489 nChanged 45 SP:Iteration 32Q (8447.840000 sec): 3 clusters Score: Raw -1080203.926622 + Penalty 4439.592901 = -1075764.333721 nChanged 31 SP:Iteration 33Q (8448.090000 sec): 3 clusters Score: Raw -1080220.147430 + Penalty 4439.592901 = -1075780.554530 nChanged 33 SP:Iteration 34Q (8448.300000 sec): 3 clusters Score: Raw -1080234.040377 + Penalty 4439.592901 = -1075794.447476 nChanged 27 SP:Iteration 35Q (8448.520000 sec): 3 clusters Score: Raw -1080242.641748 + Penalty 4439.592901 = -1075803.048847 nChanged 17 SP:Iteration 36Q (8448.730000 sec): 3 clusters Score: Raw -1080249.097890 + Penalty 4439.592901 = -1075809.504990 nChanged 13 SP:Iteration 37Q (8448.910000 sec): 3 clusters Score: Raw -1080253.562808 + Penalty 4439.592901 = -1075813.969907 nChanged 12 SP:Iteration 38Q (8449.140000 sec): 3 clusters Score: Raw -1080257.727078 + Penalty 4439.592901 = -1075818.134177 nChanged 12 SP:Iteration 39Q (8449.380000 sec): 3 clusters Score: Raw -1080262.725794 + Penalty 4439.592901 = -1075823.132894 nChanged 21 SP:Iteration 40F (8449.530000 sec): 3 clusters Score: Raw -1080270.690705 + Penalty 4439.592901 = -1075831.097804 nChanged 16 SP:Iteration 41Q (8449.680000 sec): 3 clusters Score: Raw -1080275.929612 + Penalty 4439.592901 = -1075836.336712 nChanged 12 SP:Iteration 42Q (8449.910000 sec): 3 clusters Score: Raw -1080279.676290 + Penalty 4439.592901 = -1075840.083389 nChanged 12 SP:Iteration 43Q (8450.090000 sec): 3 clusters Score: Raw -1080282.938887 + Penalty 4439.592901 = -1075843.345987 nChanged 10 SP:Iteration 44Q (8450.260000 sec): 3 clusters Score: Raw -1080285.727665 + Penalty 4439.592901 = -1075846.134765 nChanged 8 SP:Iteration 45Q (8450.470000 sec): 3 clusters Score: Raw -1080288.614359 + Penalty 4439.592901 = -1075849.021458 nChanged 10 SP:Iteration 46Q (8450.710000 sec): 3 clusters Score: Raw -1080291.789949 + Penalty 4439.592901 = -1075852.197048 nChanged 11 SP:Iteration 47Q (8450.900000 sec): 3 clusters Score: Raw -1080295.398545 + Penalty 4439.592901 = -1075855.805644 nChanged 10 SP:Iteration 48Q (8451.090000 sec): 3 clusters Score: Raw -1080299.090543 + Penalty 4439.592901 = -1075859.497642 nChanged 9 SP:Iteration 49Q (8451.270000 sec): 3 clusters Score: Raw -1080301.946779 + Penalty 4439.592901 = -1075862.353878 nChanged 4 SP:Iteration 50Q (8451.490000 sec): 3 clusters Score: Raw -1080303.603939 + Penalty 4439.592901 = -1075864.011039 nChanged 3 SP:Iteration 51Q (8451.730000 sec): 3 clusters Score: Raw -1080304.939896 + Penalty 4439.592901 = -1075865.346996 nChanged 6 SP:Iteration 52Q (8451.930000 sec): 3 clusters Score: Raw -1080306.942928 + Penalty 4439.592901 = -1075867.350027 nChanged 6 SP:Iteration 53Q (8452.200000 sec): 3 clusters Score: Raw -1080308.645776 + Penalty 4439.592901 = -1075869.052876 nChanged 4 SP:Iteration 54Q (8452.390000 sec): 3 clusters Score: Raw -1080309.908029 + Penalty 4439.592901 = -1075870.315128 nChanged 3 SP:Iteration 55Q (8452.590000 sec): 3 clusters Score: Raw -1080311.071662 + Penalty 4439.592901 = -1075871.478761 nChanged 3 SP:Iteration 56Q (8452.820000 sec): 3 clusters Score: Raw -1080311.588020 + Penalty 4439.592901 = -1075871.995119 nChanged 2 SP:Iteration 57Q (8452.990000 sec): 3 clusters Score: Raw -1080312.011163 + Penalty 4439.592901 = -1075872.418262 nChanged 0 SP:Iteration 58F (8453.240000 sec): 3 clusters Score: Raw -1080312.011163 + Penalty 4439.592901 = -1075872.418262 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 7 (7451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8453.320000 sec): 2 clusters Score: Raw -1087449.858810 + Penalty 2211.193676 = -1085238.665135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8453.550000 sec): 3 clusters Score: Raw -1083613.555290 + Penalty 4422.387351 = -1079191.167939 nChanged 3030 SP:Iteration 1F (8453.740000 sec): 3 clusters Score: Raw -1085271.182239 + Penalty 4422.387351 = -1080848.794888 nChanged 471 SP:Iteration 2F (8453.960000 sec): 3 clusters Score: Raw -1085490.749031 + Penalty 4422.387351 = -1081068.361680 nChanged 310 SP:Iteration 3Q (8454.150000 sec): 3 clusters Score: Raw -1085616.060651 + Penalty 4422.387351 = -1081193.673300 nChanged 223 SP:Iteration 4Q (8454.360000 sec): 3 clusters Score: Raw -1085701.709418 + Penalty 4422.387351 = -1081279.322067 nChanged 193 SP:Iteration 5Q (8454.540000 sec): 3 clusters Score: Raw -1085767.465888 + Penalty 4422.387351 = -1081345.078536 nChanged 159 SP:Iteration 6Q (8454.750000 sec): 3 clusters Score: Raw -1085821.430656 + Penalty 4422.387351 = -1081399.043305 nChanged 134 SP:Iteration 7Q (8454.950000 sec): 3 clusters Score: Raw -1085866.559302 + Penalty 4422.387351 = -1081444.171951 nChanged 135 SP:Iteration 8Q (8455.160000 sec): 3 clusters Score: Raw -1085907.889076 + Penalty 4422.387351 = -1081485.501725 nChanged 131 SP:Iteration 9Q (8455.320000 sec): 3 clusters Score: Raw -1085947.885735 + Penalty 4422.387351 = -1081525.498384 nChanged 125 SP:Iteration 10Q (8455.540000 sec): 3 clusters Score: Raw -1085994.263694 + Penalty 4422.387351 = -1081571.876343 nChanged 140 SP:Iteration 11Q (8455.750000 sec): 3 clusters Score: Raw -1086044.511269 + Penalty 4422.387351 = -1081622.123917 nChanged 139 SP:Iteration 12Q (8455.940000 sec): 3 clusters Score: Raw -1086094.114536 + Penalty 4422.387351 = -1081671.727185 nChanged 153 SP:Iteration 13Q (8456.190000 sec): 3 clusters Score: Raw -1086156.913545 + Penalty 4422.387351 = -1081734.526194 nChanged 186 SP:Iteration 14Q (8456.360000 sec): 3 clusters Score: Raw -1086233.822322 + Penalty 4422.387351 = -1081811.434971 nChanged 195 SP:Iteration 15Q (8456.560000 sec): 3 clusters Score: Raw -1086315.123487 + Penalty 4422.387351 = -1081892.736136 nChanged 187 SP:Iteration 16Q (8456.810000 sec): 3 clusters Score: Raw -1086406.883072 + Penalty 4422.387351 = -1081984.495721 nChanged 199 SP:Iteration 17Q (8457.080000 sec): 3 clusters Score: Raw -1086519.895306 + Penalty 4422.387351 = -1082097.507955 nChanged 221 SP:Iteration 18Q (8457.250000 sec): 3 clusters Score: Raw -1086649.795873 + Penalty 4422.387351 = -1082227.408522 nChanged 218 SP:Iteration 19Q (8457.470000 sec): 3 clusters Score: Raw -1086776.561178 + Penalty 4422.387351 = -1082354.173827 nChanged 213 SP:Iteration 20F (8457.650000 sec): 3 clusters Score: Raw -1086903.739504 + Penalty 4422.387351 = -1082481.352152 nChanged 203 SP:Iteration 21Q (8457.870000 sec): 3 clusters Score: Raw -1087043.946323 + Penalty 4422.387351 = -1082621.558972 nChanged 193 SP:Iteration 22Q (8458.110000 sec): 3 clusters Score: Raw -1087185.993739 + Penalty 4422.387351 = -1082763.606388 nChanged 168 SP:Iteration 23Q (8458.330000 sec): 3 clusters Score: Raw -1087317.943609 + Penalty 4422.387351 = -1082895.556258 nChanged 138 SP:Iteration 24Q (8458.510000 sec): 3 clusters Score: Raw -1087422.387713 + Penalty 4422.387351 = -1083000.000362 nChanged 86 SP:Iteration 25Q (8458.730000 sec): 3 clusters Score: Raw -1087485.369450 + Penalty 4422.387351 = -1083062.982099 nChanged 66 SP:Iteration 26Q (8458.890000 sec): 3 clusters Score: Raw -1087534.994958 + Penalty 4422.387351 = -1083112.607607 nChanged 46 SP:Iteration 27Q (8459.100000 sec): 3 clusters Score: Raw -1087566.551766 + Penalty 4422.387351 = -1083144.164415 nChanged 37 SP:Iteration 28Q (8459.310000 sec): 3 clusters Score: Raw -1087592.498191 + Penalty 4422.387351 = -1083170.110840 nChanged 35 SP:Iteration 29Q (8459.520000 sec): 3 clusters Score: Raw -1087615.717994 + Penalty 4422.387351 = -1083193.330643 nChanged 32 SP:Iteration 30Q (8459.720000 sec): 3 clusters Score: Raw -1087640.728704 + Penalty 4422.387351 = -1083218.341353 nChanged 26 SP:Iteration 31Q (8459.910000 sec): 3 clusters Score: Raw -1087658.013109 + Penalty 4422.387351 = -1083235.625758 nChanged 14 SP:Iteration 32Q (8460.130000 sec): 3 clusters Score: Raw -1087666.953479 + Penalty 4422.387351 = -1083244.566128 nChanged 13 SP:Iteration 33Q (8460.330000 sec): 3 clusters Score: Raw -1087675.267764 + Penalty 4422.387351 = -1083252.880413 nChanged 9 SP:Iteration 34Q (8460.550000 sec): 3 clusters Score: Raw -1087683.353902 + Penalty 4422.387351 = -1083260.966551 nChanged 8 SP:Iteration 35Q (8460.680000 sec): 3 clusters Score: Raw -1087688.611981 + Penalty 4422.387351 = -1083266.224630 nChanged 7 SP:Iteration 36Q (8460.920000 sec): 3 clusters Score: Raw -1087694.096978 + Penalty 4422.387351 = -1083271.709627 nChanged 7 SP:Iteration 37Q (8461.110000 sec): 3 clusters Score: Raw -1087698.372116 + Penalty 4422.387351 = -1083275.984765 nChanged 4 SP:Iteration 38Q (8461.330000 sec): 3 clusters Score: Raw -1087701.595833 + Penalty 4422.387351 = -1083279.208482 nChanged 5 SP:Iteration 39Q (8461.570000 sec): 3 clusters Score: Raw -1087706.097490 + Penalty 4422.387351 = -1083283.710139 nChanged 7 SP:Iteration 40F (8461.800000 sec): 3 clusters Score: Raw -1087711.786458 + Penalty 4422.387351 = -1083289.399107 nChanged 7 SP:Iteration 41Q (8462.020000 sec): 3 clusters Score: Raw -1087718.362059 + Penalty 4422.387351 = -1083295.974708 nChanged 6 SP:Iteration 42Q (8462.210000 sec): 3 clusters Score: Raw -1087722.048295 + Penalty 4422.387351 = -1083299.660944 nChanged 5 SP:Iteration 43Q (8462.390000 sec): 3 clusters Score: Raw -1087724.680514 + Penalty 4422.387351 = -1083302.293163 nChanged 3 SP:Iteration 44Q (8462.630000 sec): 3 clusters Score: Raw -1087726.353112 + Penalty 4422.387351 = -1083303.965761 nChanged 1 SP:Iteration 45Q (8462.820000 sec): 3 clusters Score: Raw -1087727.240151 + Penalty 4422.387351 = -1083304.852800 nChanged 1 SP:Iteration 46Q (8463.010000 sec): 3 clusters Score: Raw -1087727.673467 + Penalty 4422.387351 = -1083305.286116 nChanged 3 SP:Iteration 47Q (8463.250000 sec): 3 clusters Score: Raw -1087729.069188 + Penalty 4422.387351 = -1083306.681837 nChanged 0 SP:Iteration 48F (8463.460000 sec): 3 clusters Score: Raw -1087729.069188 + Penalty 4422.387351 = -1083306.681837 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 8 (180345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8464.440000 sec): 2 clusters Score: Raw -26058302.815241 + Penalty 3001.451487 = -26055301.363755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8465.630000 sec): 3 clusters Score: Raw -25940315.417255 + Penalty 6002.902973 = -25934312.514282 nChanged 86752 SP:Iteration 1F (8466.770000 sec): 3 clusters Score: Raw -25991566.489621 + Penalty 6002.902973 = -25985563.586648 nChanged 6003 SP:Iteration 2Q (8468.060000 sec): 3 clusters Score: Raw -25993282.927779 + Penalty 6002.902973 = -25987280.024806 nChanged 6883 SP:Iteration 3Q (8469.280000 sec): 3 clusters Score: Raw -25995631.788539 + Penalty 6002.902973 = -25989628.885566 nChanged 7759 SP:Iteration 4Q (8470.620000 sec): 3 clusters Score: Raw -25998760.596754 + Penalty 6002.902973 = -25992757.693781 nChanged 8896 SP:Iteration 5Q (8471.800000 sec): 3 clusters Score: Raw -26002961.165599 + Penalty 6002.902973 = -25996958.262626 nChanged 10055 SP:Iteration 6F (8473.000000 sec): 3 clusters Score: Raw -26008640.032157 + Penalty 6002.902973 = -26002637.129184 nChanged 11091 SP:Iteration 7F (8474.130000 sec): 3 clusters Score: Raw -26015890.432820 + Penalty 6002.902973 = -26009887.529847 nChanged 11326 SP:Iteration 8F (8475.270000 sec): 3 clusters Score: Raw -26024364.919572 + Penalty 6002.902973 = -26018362.016598 nChanged 10642 SP:Iteration 9F (8476.430000 sec): 3 clusters Score: Raw -26032467.888398 + Penalty 6002.902973 = -26026464.985425 nChanged 8640 SP:Iteration 10Q (8477.770000 sec): 3 clusters Score: Raw -26038442.953227 + Penalty 6002.902973 = -26032440.050254 nChanged 6541 SP:Iteration 11Q (8478.950000 sec): 3 clusters Score: Raw -26042410.505730 + Penalty 6002.902973 = -26036407.602757 nChanged 4975 SP:Iteration 12Q (8480.080000 sec): 3 clusters Score: Raw -26045090.022980 + Penalty 6002.902973 = -26039087.120007 nChanged 3984 SP:Iteration 13Q (8481.160000 sec): 3 clusters Score: Raw -26047128.779316 + Penalty 6002.902973 = -26041125.876343 nChanged 3523 SP:Iteration 14Q (8482.210000 sec): 3 clusters Score: Raw -26048925.978993 + Penalty 6002.902973 = -26042923.076020 nChanged 3202 SP:Iteration 15Q (8483.380000 sec): 3 clusters Score: Raw -26050607.885794 + Penalty 6002.902973 = -26044604.982821 nChanged 2886 SP:Iteration 16Q (8484.490000 sec): 3 clusters Score: Raw -26052131.564484 + Penalty 6002.902973 = -26046128.661511 nChanged 2446 SP:Iteration 17Q (8485.590000 sec): 3 clusters Score: Raw -26053421.411210 + Penalty 6002.902973 = -26047418.508236 nChanged 2087 SP:Iteration 18Q (8486.550000 sec): 3 clusters Score: Raw -26054511.127488 + Penalty 6002.902973 = -26048508.224515 nChanged 1821 SP:Iteration 19Q (8487.560000 sec): 3 clusters Score: Raw -26055467.283206 + Penalty 6002.902973 = -26049464.380233 nChanged 1525 SP:Iteration 20F (8488.670000 sec): 3 clusters Score: Raw -26056259.197497 + Penalty 6002.902973 = -26050256.294524 nChanged 1233 SP:Iteration 21Q (8489.680000 sec): 3 clusters Score: Raw -26056883.268190 + Penalty 6002.902973 = -26050880.365216 nChanged 1013 SP:Iteration 22Q (8490.700000 sec): 3 clusters Score: Raw -26057395.910947 + Penalty 6002.902973 = -26051393.007973 nChanged 737 SP:Iteration 23Q (8491.720000 sec): 3 clusters Score: Raw -26057755.269639 + Penalty 6002.902973 = -26051752.366665 nChanged 562 SP:Iteration 24Q (8492.720000 sec): 3 clusters Score: Raw -26058004.355307 + Penalty 6002.902973 = -26052001.452334 nChanged 431 SP:Iteration 25Q (8493.800000 sec): 3 clusters Score: Raw -26058200.911775 + Penalty 6002.902973 = -26052198.008802 nChanged 314 SP:Iteration 26Q (8494.810000 sec): 3 clusters Score: Raw -26058332.672051 + Penalty 6002.902973 = -26052329.769078 nChanged 254 SP:Iteration 27Q (8495.780000 sec): 3 clusters Score: Raw -26058445.153944 + Penalty 6002.902973 = -26052442.250970 nChanged 211 SP:Iteration 28Q (8496.780000 sec): 3 clusters Score: Raw -26058546.101512 + Penalty 6002.902973 = -26052543.198538 nChanged 160 SP:Iteration 29Q (8497.800000 sec): 3 clusters Score: Raw -26058635.586689 + Penalty 6002.902973 = -26052632.683715 nChanged 133 SP:Iteration 30Q (8498.790000 sec): 3 clusters Score: Raw -26058709.747433 + Penalty 6002.902973 = -26052706.844460 nChanged 118 SP:Iteration 31Q (8499.750000 sec): 3 clusters Score: Raw -26058770.585829 + Penalty 6002.902973 = -26052767.682856 nChanged 85 SP:Iteration 32Q (8500.670000 sec): 3 clusters Score: Raw -26058812.452060 + Penalty 6002.902973 = -26052809.549086 nChanged 91 SP:Iteration 33Q (8501.670000 sec): 3 clusters Score: Raw -26058859.429861 + Penalty 6002.902973 = -26052856.526888 nChanged 81 SP:Iteration 34Q (8502.640000 sec): 3 clusters Score: Raw -26058900.939502 + Penalty 6002.902973 = -26052898.036528 nChanged 64 SP:Iteration 35Q (8503.660000 sec): 3 clusters Score: Raw -26058941.120569 + Penalty 6002.902973 = -26052938.217596 nChanged 57 SP:Iteration 36Q (8504.690000 sec): 3 clusters Score: Raw -26058975.973314 + Penalty 6002.902973 = -26052973.070340 nChanged 58 SP:Iteration 37Q (8505.680000 sec): 3 clusters Score: Raw -26058998.989371 + Penalty 6002.902973 = -26052996.086398 nChanged 36 SP:Iteration 38Q (8506.680000 sec): 3 clusters Score: Raw -26059016.576392 + Penalty 6002.902973 = -26053013.673418 nChanged 42 SP:Iteration 39Q (8507.600000 sec): 3 clusters Score: Raw -26059036.881113 + Penalty 6002.902973 = -26053033.978140 nChanged 44 SP:Iteration 40F (8508.700000 sec): 3 clusters Score: Raw -26059058.023105 + Penalty 6002.902973 = -26053055.120132 nChanged 32 SP:Iteration 41Q (8509.780000 sec): 3 clusters Score: Raw -26059067.313602 + Penalty 6002.902973 = -26053064.410629 nChanged 15 SP:Iteration 42Q (8510.790000 sec): 3 clusters Score: Raw -26059072.076730 + Penalty 6002.902973 = -26053069.173756 nChanged 17 SP:Iteration 43Q (8511.890000 sec): 3 clusters Score: Raw -26059078.050704 + Penalty 6002.902973 = -26053075.147730 nChanged 17 SP:Iteration 44Q (8512.840000 sec): 3 clusters Score: Raw -26059083.677799 + Penalty 6002.902973 = -26053080.774826 nChanged 17 SP:Iteration 45Q (8513.890000 sec): 3 clusters Score: Raw -26059088.115242 + Penalty 6002.902973 = -26053085.212269 nChanged 14 SP:Iteration 46Q (8514.830000 sec): 3 clusters Score: Raw -26059092.162905 + Penalty 6002.902973 = -26053089.259932 nChanged 11 SP:Iteration 47Q (8515.730000 sec): 3 clusters Score: Raw -26059095.169732 + Penalty 6002.902973 = -26053092.266759 nChanged 4 SP:Iteration 48Q (8516.640000 sec): 3 clusters Score: Raw -26059096.349373 + Penalty 6002.902973 = -26053093.446400 nChanged 4 SP:Iteration 49Q (8517.580000 sec): 3 clusters Score: Raw -26059097.649078 + Penalty 6002.902973 = -26053094.746105 nChanged 6 SP:Iteration 50Q (8518.510000 sec): 3 clusters Score: Raw -26059099.491502 + Penalty 6002.902973 = -26053096.588529 nChanged 5 SP:Iteration 51Q (8519.490000 sec): 3 clusters Score: Raw -26059100.832784 + Penalty 6002.902973 = -26053097.929811 nChanged 10 SP:Iteration 52Q (8520.500000 sec): 3 clusters Score: Raw -26059104.745550 + Penalty 6002.902973 = -26053101.842577 nChanged 11 SP:Iteration 53Q (8521.520000 sec): 3 clusters Score: Raw -26059108.954383 + Penalty 6002.902973 = -26053106.051410 nChanged 11 SP:Iteration 54Q (8522.500000 sec): 3 clusters Score: Raw -26059113.057732 + Penalty 6002.902973 = -26053110.154759 nChanged 7 SP:Iteration 55Q (8523.420000 sec): 3 clusters Score: Raw -26059115.301266 + Penalty 6002.902973 = -26053112.398293 nChanged 7 SP:Iteration 56Q (8524.280000 sec): 3 clusters Score: Raw -26059117.050004 + Penalty 6002.902973 = -26053114.147031 nChanged 4 SP:Iteration 57Q (8525.170000 sec): 3 clusters Score: Raw -26059118.227930 + Penalty 6002.902973 = -26053115.324957 nChanged 1 SP:Iteration 58Q (8526.070000 sec): 3 clusters Score: Raw -26059118.717657 + Penalty 6002.902973 = -26053115.814684 nChanged 2 SP:Iteration 59Q (8526.970000 sec): 3 clusters Score: Raw -26059119.180597 + Penalty 6002.902973 = -26053116.277624 nChanged 2 SP:Iteration 60F (8528.060000 sec): 3 clusters Score: Raw -26059119.744423 + Penalty 6002.902973 = -26053116.841450 nChanged 4 SP:Iteration 61Q (8529.050000 sec): 3 clusters Score: Raw -26059120.773950 + Penalty 6002.902973 = -26053117.870977 nChanged 4 SP:Iteration 62Q (8529.980000 sec): 3 clusters Score: Raw -26059121.321589 + Penalty 6002.902973 = -26053118.418616 nChanged 3 SP:Iteration 63Q (8530.940000 sec): 3 clusters Score: Raw -26059122.182803 + Penalty 6002.902973 = -26053119.279830 nChanged 4 SP:Iteration 64Q (8531.910000 sec): 3 clusters Score: Raw -26059124.313817 + Penalty 6002.902973 = -26053121.410844 nChanged 4 SP:Iteration 65Q (8532.830000 sec): 3 clusters Score: Raw -26059125.366928 + Penalty 6002.902973 = -26053122.463955 nChanged 0 SP:Iteration 66F (8533.940000 sec): 3 clusters Score: Raw -26059125.366928 + Penalty 6002.902973 = -26053122.463955 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 9 (6873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8534.100000 sec): 2 clusters Score: Raw -965815.057525 + Penalty 2191.168281 = -963623.889244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8534.350000 sec): 3 clusters Score: Raw -962296.176284 + Penalty 4382.336562 = -957913.839723 nChanged 2734 SP:Iteration 1F (8534.590000 sec): 3 clusters Score: Raw -963761.048739 + Penalty 4382.336562 = -959378.712177 nChanged 495 SP:Iteration 2F (8534.840000 sec): 3 clusters Score: Raw -964047.170774 + Penalty 4382.336562 = -959664.834212 nChanged 376 SP:Iteration 3F (8535.050000 sec): 3 clusters Score: Raw -964308.973295 + Penalty 4382.336562 = -959926.636733 nChanged 382 SP:Iteration 4F (8535.260000 sec): 3 clusters Score: Raw -964554.747806 + Penalty 4382.336562 = -960172.411245 nChanged 329 SP:Iteration 5Q (8535.500000 sec): 3 clusters Score: Raw -964795.343296 + Penalty 4382.336562 = -960413.006734 nChanged 339 SP:Iteration 6Q (8535.700000 sec): 3 clusters Score: Raw -965044.886549 + Penalty 4382.336562 = -960662.549988 nChanged 327 SP:Iteration 7Q (8535.950000 sec): 3 clusters Score: Raw -965323.863505 + Penalty 4382.336562 = -960941.526944 nChanged 335 SP:Iteration 8Q (8536.160000 sec): 3 clusters Score: Raw -965603.360262 + Penalty 4382.336562 = -961221.023700 nChanged 314 SP:Iteration 9Q (8536.400000 sec): 3 clusters Score: Raw -965845.366011 + Penalty 4382.336562 = -961463.029449 nChanged 308 SP:Iteration 10Q (8536.600000 sec): 3 clusters Score: Raw -966064.708354 + Penalty 4382.336562 = -961682.371792 nChanged 270 SP:Iteration 11Q (8536.840000 sec): 3 clusters Score: Raw -966271.217780 + Penalty 4382.336562 = -961888.881219 nChanged 223 SP:Iteration 12Q (8537.050000 sec): 3 clusters Score: Raw -966425.566405 + Penalty 4382.336562 = -962043.229843 nChanged 175 SP:Iteration 13Q (8537.270000 sec): 3 clusters Score: Raw -966520.799175 + Penalty 4382.336562 = -962138.462613 nChanged 116 SP:Iteration 14Q (8537.500000 sec): 3 clusters Score: Raw -966568.501774 + Penalty 4382.336562 = -962186.165212 nChanged 76 SP:Iteration 15Q (8537.670000 sec): 3 clusters Score: Raw -966598.193317 + Penalty 4382.336562 = -962215.856755 nChanged 70 SP:Iteration 16Q (8537.890000 sec): 3 clusters Score: Raw -966626.313365 + Penalty 4382.336562 = -962243.976804 nChanged 51 SP:Iteration 17Q (8538.110000 sec): 3 clusters Score: Raw -966644.381638 + Penalty 4382.336562 = -962262.045076 nChanged 45 SP:Iteration 18Q (8538.320000 sec): 3 clusters Score: Raw -966660.691160 + Penalty 4382.336562 = -962278.354598 nChanged 34 SP:Iteration 19Q (8538.510000 sec): 3 clusters Score: Raw -966671.686169 + Penalty 4382.336562 = -962289.349607 nChanged 21 SP:Iteration 20F (8538.750000 sec): 3 clusters Score: Raw -966677.851545 + Penalty 4382.336562 = -962295.514983 nChanged 19 SP:Iteration 21Q (8538.940000 sec): 3 clusters Score: Raw -966682.061418 + Penalty 4382.336562 = -962299.724857 nChanged 9 SP:Iteration 22Q (8539.180000 sec): 3 clusters Score: Raw -966683.741993 + Penalty 4382.336562 = -962301.405431 nChanged 8 SP:Iteration 23Q (8539.350000 sec): 3 clusters Score: Raw -966685.284681 + Penalty 4382.336562 = -962302.948120 nChanged 8 SP:Iteration 24Q (8539.570000 sec): 3 clusters Score: Raw -966686.777247 + Penalty 4382.336562 = -962304.440686 nChanged 8 SP:Iteration 25Q (8539.780000 sec): 3 clusters Score: Raw -966689.334269 + Penalty 4382.336562 = -962306.997707 nChanged 6 SP:Iteration 26Q (8540.020000 sec): 3 clusters Score: Raw -966690.976173 + Penalty 4382.336562 = -962308.639611 nChanged 4 SP:Iteration 27Q (8540.250000 sec): 3 clusters Score: Raw -966691.824870 + Penalty 4382.336562 = -962309.488308 nChanged 1 SP:Iteration 28Q (8540.450000 sec): 3 clusters Score: Raw -966691.948108 + Penalty 4382.336562 = -962309.611547 nChanged 0 SP:Iteration 29F (8540.630000 sec): 3 clusters Score: Raw -966691.948108 + Penalty 4382.336562 = -962309.611547 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 10 (65634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8540.970000 sec): 2 clusters Score: Raw -9582518.481166 + Penalty 2750.778585 = -9579767.702581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8541.570000 sec): 3 clusters Score: Raw -9541175.379491 + Penalty 5501.557170 = -9535673.822321 nChanged 30688 SP:Iteration 1F (8542.170000 sec): 3 clusters Score: Raw -9559355.032739 + Penalty 5501.557170 = -9553853.475569 nChanged 3382 SP:Iteration 2F (8542.680000 sec): 3 clusters Score: Raw -9561640.212180 + Penalty 5501.557170 = -9556138.655010 nChanged 4268 SP:Iteration 3F (8543.310000 sec): 3 clusters Score: Raw -9565684.014442 + Penalty 5501.557170 = -9560182.457272 nChanged 5303 SP:Iteration 4F (8543.880000 sec): 3 clusters Score: Raw -9571398.571009 + Penalty 5501.557170 = -9565897.013839 nChanged 5900 SP:Iteration 5F (8544.420000 sec): 3 clusters Score: Raw -9577834.684953 + Penalty 5501.557170 = -9572333.127783 nChanged 5688 SP:Iteration 6F (8544.910000 sec): 3 clusters Score: Raw -9583860.465257 + Penalty 5501.557170 = -9578358.908087 nChanged 4524 SP:Iteration 7F (8545.510000 sec): 3 clusters Score: Raw -9588418.800277 + Penalty 5501.557170 = -9582917.243107 nChanged 3072 SP:Iteration 8Q (8546.080000 sec): 3 clusters Score: Raw -9591384.654214 + Penalty 5501.557170 = -9585883.097044 nChanged 1983 SP:Iteration 9Q (8546.620000 sec): 3 clusters Score: Raw -9593610.032866 + Penalty 5501.557170 = -9588108.475696 nChanged 1369 SP:Iteration 10Q (8547.120000 sec): 3 clusters Score: Raw -9595199.841589 + Penalty 5501.557170 = -9589698.284419 nChanged 999 SP:Iteration 11Q (8547.640000 sec): 3 clusters Score: Raw -9596242.811192 + Penalty 5501.557170 = -9590741.254022 nChanged 724 SP:Iteration 12Q (8548.200000 sec): 3 clusters Score: Raw -9596791.309923 + Penalty 5501.557170 = -9591289.752753 nChanged 487 SP:Iteration 13Q (8548.680000 sec): 3 clusters Score: Raw -9597042.930053 + Penalty 5501.557170 = -9591541.372883 nChanged 334 SP:Iteration 14Q (8549.240000 sec): 3 clusters Score: Raw -9597155.381088 + Penalty 5501.557170 = -9591653.823917 nChanged 207 SP:Iteration 15Q (8549.730000 sec): 3 clusters Score: Raw -9597203.861422 + Penalty 5501.557170 = -9591702.304252 nChanged 158 SP:Iteration 16Q (8550.250000 sec): 3 clusters Score: Raw -9597229.172524 + Penalty 5501.557170 = -9591727.615354 nChanged 107 SP:Iteration 17Q (8550.760000 sec): 3 clusters Score: Raw -9597241.756250 + Penalty 5501.557170 = -9591740.199080 nChanged 70 SP:Iteration 18Q (8551.240000 sec): 3 clusters Score: Raw -9597249.600688 + Penalty 5501.557170 = -9591748.043518 nChanged 59 SP:Iteration 19Q (8551.810000 sec): 3 clusters Score: Raw -9597255.241856 + Penalty 5501.557170 = -9591753.684686 nChanged 46 SP:Iteration 20F (8552.300000 sec): 3 clusters Score: Raw -9597258.530277 + Penalty 5501.557170 = -9591756.973107 nChanged 26 SP:Iteration 21Q (8552.840000 sec): 3 clusters Score: Raw -9597260.367275 + Penalty 5501.557170 = -9591758.810104 nChanged 26 SP:Iteration 22Q (8553.370000 sec): 3 clusters Score: Raw -9597262.054126 + Penalty 5501.557170 = -9591760.496955 nChanged 23 SP:Iteration 23Q (8553.870000 sec): 3 clusters Score: Raw -9597263.472943 + Penalty 5501.557170 = -9591761.915773 nChanged 19 SP:Iteration 24Q (8554.370000 sec): 3 clusters Score: Raw -9597264.459957 + Penalty 5501.557170 = -9591762.902787 nChanged 12 SP:Iteration 25Q (8554.910000 sec): 3 clusters Score: Raw -9597265.027822 + Penalty 5501.557170 = -9591763.470652 nChanged 10 SP:Iteration 26Q (8555.410000 sec): 3 clusters Score: Raw -9597265.391064 + Penalty 5501.557170 = -9591763.833894 nChanged 7 SP:Iteration 27Q (8555.940000 sec): 3 clusters Score: Raw -9597265.635297 + Penalty 5501.557170 = -9591764.078127 nChanged 3 SP:Iteration 28Q (8556.550000 sec): 3 clusters Score: Raw -9597265.733902 + Penalty 5501.557170 = -9591764.176732 nChanged 4 SP:Iteration 29Q (8557.130000 sec): 3 clusters Score: Raw -9597265.879535 + Penalty 5501.557170 = -9591764.322364 nChanged 1 SP:Iteration 30Q (8557.610000 sec): 3 clusters Score: Raw -9597265.917419 + Penalty 5501.557170 = -9591764.360249 nChanged 1 SP:Iteration 31Q (8558.160000 sec): 3 clusters Score: Raw -9597265.970481 + Penalty 5501.557170 = -9591764.413310 nChanged 2 SP:Iteration 32Q (8558.710000 sec): 3 clusters Score: Raw -9597266.056676 + Penalty 5501.557170 = -9591764.499506 nChanged 0 SP:Iteration 33F (8559.200000 sec): 3 clusters Score: Raw -9597266.056676 + Penalty 5501.557170 = -9591764.499506 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 4.60 GB. Trying to split cluster 11 (1374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8559.290000 sec): 2 clusters Score: Raw -179476.503882 + Penalty 1791.919405 = -177684.584477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8559.490000 sec): 3 clusters Score: Raw -179141.708890 + Penalty 3583.838811 = -175557.870079 nChanged 410 SP:Iteration 1F (8559.680000 sec): 3 clusters Score: Raw -179643.173171 + Penalty 3583.838811 = -176059.334360 nChanged 145 SP:Iteration 2F (8559.880000 sec): 3 clusters Score: Raw -179950.532895 + Penalty 3583.838811 = -176366.694085 nChanged 106 SP:Iteration 3F (8560.070000 sec): 3 clusters Score: Raw -180146.061046 + Penalty 3583.838811 = -176562.222236 nChanged 77 SP:Iteration 4F (8560.230000 sec): 3 clusters Score: Raw -180298.182461 + Penalty 3583.838811 = -176714.343651 nChanged 61 SP:Iteration 5Q (8560.450000 sec): 3 clusters Score: Raw -180393.143174 + Penalty 3583.838811 = -176809.304364 nChanged 44 SP:Iteration 6Q (8560.630000 sec): 3 clusters Score: Raw -180460.401368 + Penalty 3583.838811 = -176876.562558 nChanged 35 SP:Iteration 7Q (8560.790000 sec): 3 clusters Score: Raw -180550.747289 + Penalty 3583.838811 = -176966.908479 nChanged 32 SP:Iteration 8Q (8560.980000 sec): 3 clusters Score: Raw -180772.319070 + Penalty 3583.838811 = -177188.480260 nChanged 32 SP:Iteration 9Q (8561.190000 sec): 3 clusters Score: Raw -180876.310245 + Penalty 3583.838811 = -177292.471435 nChanged 34 SP:Iteration 10Q (8561.370000 sec): 3 clusters Score: Raw -180917.506220 + Penalty 3583.838811 = -177333.667409 nChanged 21 SP:Iteration 11Q (8561.570000 sec): 3 clusters Score: Raw -180945.207665 + Penalty 3583.838811 = -177361.368854 nChanged 12 SP:Iteration 12Q (8561.750000 sec): 3 clusters Score: Raw -180964.038357 + Penalty 3583.838811 = -177380.199546 nChanged 9 SP:Iteration 13Q (8561.940000 sec): 3 clusters Score: Raw -180973.608607 + Penalty 3583.838811 = -177389.769796 nChanged 3 SP:Iteration 14Q (8562.150000 sec): 3 clusters Score: Raw -180976.257356 + Penalty 3583.838811 = -177392.418545 nChanged 3 SP:Iteration 15Q (8562.390000 sec): 3 clusters Score: Raw -180979.845363 + Penalty 3583.838811 = -177396.006552 nChanged 4 SP:Iteration 16Q (8562.600000 sec): 3 clusters Score: Raw -180983.298171 + Penalty 3583.838811 = -177399.459360 nChanged 2 SP:Iteration 17Q (8562.770000 sec): 3 clusters Score: Raw -180985.200030 + Penalty 3583.838811 = -177401.361220 nChanged 3 SP:Iteration 18Q (8562.980000 sec): 3 clusters Score: Raw -180988.420887 + Penalty 3583.838811 = -177404.582076 nChanged 0 SP:Iteration 19F (8563.120000 sec): 3 clusters Score: Raw -180988.420887 + Penalty 3583.838811 = -177404.582076 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 12 (21713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8563.350000 sec): 2 clusters Score: Raw -3174826.257326 + Penalty 2476.445277 = -3172349.812049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8563.670000 sec): 3 clusters Score: Raw -3161963.027292 + Penalty 4952.890553 = -3157010.136739 nChanged 9640 SP:Iteration 1F (8563.960000 sec): 3 clusters Score: Raw -3167102.215168 + Penalty 4952.890553 = -3162149.324615 nChanged 1174 SP:Iteration 2F (8564.260000 sec): 3 clusters Score: Raw -3167507.079752 + Penalty 4952.890553 = -3162554.189199 nChanged 973 SP:Iteration 3Q (8564.610000 sec): 3 clusters Score: Raw -3167839.349704 + Penalty 4952.890553 = -3162886.459150 nChanged 861 SP:Iteration 4Q (8564.970000 sec): 3 clusters Score: Raw -3168143.678235 + Penalty 4952.890553 = -3163190.787682 nChanged 835 SP:Iteration 5Q (8565.250000 sec): 3 clusters Score: Raw -3168466.066344 + Penalty 4952.890553 = -3163513.175791 nChanged 855 SP:Iteration 6Q (8565.580000 sec): 3 clusters Score: Raw -3168830.617054 + Penalty 4952.890553 = -3163877.726501 nChanged 902 SP:Iteration 7Q (8565.890000 sec): 3 clusters Score: Raw -3169269.104328 + Penalty 4952.890553 = -3164316.213774 nChanged 972 SP:Iteration 8Q (8566.200000 sec): 3 clusters Score: Raw -3169790.573098 + Penalty 4952.890553 = -3164837.682544 nChanged 1069 SP:Iteration 9Q (8566.460000 sec): 3 clusters Score: Raw -3170416.389945 + Penalty 4952.890553 = -3165463.499391 nChanged 1044 SP:Iteration 10Q (8566.750000 sec): 3 clusters Score: Raw -3171017.468780 + Penalty 4952.890553 = -3166064.578226 nChanged 1007 SP:Iteration 11Q (8567.030000 sec): 3 clusters Score: Raw -3171605.148502 + Penalty 4952.890553 = -3166652.257949 nChanged 928 SP:Iteration 12Q (8567.340000 sec): 3 clusters Score: Raw -3172156.756817 + Penalty 4952.890553 = -3167203.866264 nChanged 835 SP:Iteration 13Q (8567.640000 sec): 3 clusters Score: Raw -3172658.280894 + Penalty 4952.890553 = -3167705.390340 nChanged 753 SP:Iteration 14Q (8567.950000 sec): 3 clusters Score: Raw -3173107.720955 + Penalty 4952.890553 = -3168154.830401 nChanged 642 SP:Iteration 15Q (8568.260000 sec): 3 clusters Score: Raw -3173495.907206 + Penalty 4952.890553 = -3168543.016652 nChanged 594 SP:Iteration 16Q (8568.590000 sec): 3 clusters Score: Raw -3173844.768356 + Penalty 4952.890553 = -3168891.877803 nChanged 511 SP:Iteration 17Q (8568.870000 sec): 3 clusters Score: Raw -3174142.139104 + Penalty 4952.890553 = -3169189.248551 nChanged 438 SP:Iteration 18Q (8569.200000 sec): 3 clusters Score: Raw -3174394.796840 + Penalty 4952.890553 = -3169441.906287 nChanged 373 SP:Iteration 19Q (8569.450000 sec): 3 clusters Score: Raw -3174622.953308 + Penalty 4952.890553 = -3169670.062755 nChanged 366 SP:Iteration 20F (8569.740000 sec): 3 clusters Score: Raw -3174836.862126 + Penalty 4952.890553 = -3169883.971572 nChanged 323 SP:Iteration 21Q (8570.040000 sec): 3 clusters Score: Raw -3175015.930204 + Penalty 4952.890553 = -3170063.039650 nChanged 305 SP:Iteration 22Q (8570.300000 sec): 3 clusters Score: Raw -3175159.151765 + Penalty 4952.890553 = -3170206.261212 nChanged 250 SP:Iteration 23Q (8570.580000 sec): 3 clusters Score: Raw -3175266.449111 + Penalty 4952.890553 = -3170313.558557 nChanged 206 SP:Iteration 24Q (8570.920000 sec): 3 clusters Score: Raw -3175335.677648 + Penalty 4952.890553 = -3170382.787094 nChanged 173 SP:Iteration 25Q (8571.220000 sec): 3 clusters Score: Raw -3175383.305593 + Penalty 4952.890553 = -3170430.415040 nChanged 128 SP:Iteration 26Q (8571.520000 sec): 3 clusters Score: Raw -3175412.845194 + Penalty 4952.890553 = -3170459.954640 nChanged 92 SP:Iteration 27Q (8571.800000 sec): 3 clusters Score: Raw -3175429.480329 + Penalty 4952.890553 = -3170476.589775 nChanged 79 SP:Iteration 28Q (8572.080000 sec): 3 clusters Score: Raw -3175442.349824 + Penalty 4952.890553 = -3170489.459271 nChanged 68 SP:Iteration 29Q (8572.450000 sec): 3 clusters Score: Raw -3175453.746599 + Penalty 4952.890553 = -3170500.856045 nChanged 68 SP:Iteration 30Q (8572.790000 sec): 3 clusters Score: Raw -3175464.917198 + Penalty 4952.890553 = -3170512.026645 nChanged 72 SP:Iteration 31Q (8573.100000 sec): 3 clusters Score: Raw -3175475.836260 + Penalty 4952.890553 = -3170522.945707 nChanged 49 SP:Iteration 32Q (8573.370000 sec): 3 clusters Score: Raw -3175482.078756 + Penalty 4952.890553 = -3170529.188202 nChanged 42 SP:Iteration 33Q (8573.680000 sec): 3 clusters Score: Raw -3175488.250029 + Penalty 4952.890553 = -3170535.359475 nChanged 43 SP:Iteration 34Q (8573.960000 sec): 3 clusters Score: Raw -3175494.311568 + Penalty 4952.890553 = -3170541.421014 nChanged 33 SP:Iteration 35Q (8574.260000 sec): 3 clusters Score: Raw -3175499.516763 + Penalty 4952.890553 = -3170546.626209 nChanged 37 SP:Iteration 36Q (8574.590000 sec): 3 clusters Score: Raw -3175504.048816 + Penalty 4952.890553 = -3170551.158262 nChanged 34 SP:Iteration 37Q (8574.870000 sec): 3 clusters Score: Raw -3175508.686966 + Penalty 4952.890553 = -3170555.796413 nChanged 37 SP:Iteration 38Q (8575.150000 sec): 3 clusters Score: Raw -3175513.600896 + Penalty 4952.890553 = -3170560.710342 nChanged 36 SP:Iteration 39Q (8575.460000 sec): 3 clusters Score: Raw -3175517.789144 + Penalty 4952.890553 = -3170564.898590 nChanged 22 SP:Iteration 40F (8575.790000 sec): 3 clusters Score: Raw -3175522.032670 + Penalty 4952.890553 = -3170569.142117 nChanged 18 SP:Iteration 41Q (8576.060000 sec): 3 clusters Score: Raw -3175524.091569 + Penalty 4952.890553 = -3170571.201016 nChanged 16 SP:Iteration 42Q (8576.350000 sec): 3 clusters Score: Raw -3175525.949301 + Penalty 4952.890553 = -3170573.058748 nChanged 15 SP:Iteration 43Q (8576.660000 sec): 3 clusters Score: Raw -3175527.384466 + Penalty 4952.890553 = -3170574.493913 nChanged 14 SP:Iteration 44Q (8576.940000 sec): 3 clusters Score: Raw -3175528.142497 + Penalty 4952.890553 = -3170575.251944 nChanged 8 SP:Iteration 45Q (8577.230000 sec): 3 clusters Score: Raw -3175528.866264 + Penalty 4952.890553 = -3170575.975711 nChanged 10 SP:Iteration 46Q (8577.560000 sec): 3 clusters Score: Raw -3175529.789994 + Penalty 4952.890553 = -3170576.899441 nChanged 11 SP:Iteration 47Q (8577.860000 sec): 3 clusters Score: Raw -3175530.611966 + Penalty 4952.890553 = -3170577.721413 nChanged 4 SP:Iteration 48Q (8578.150000 sec): 3 clusters Score: Raw -3175530.856685 + Penalty 4952.890553 = -3170577.966132 nChanged 4 SP:Iteration 49Q (8578.430000 sec): 3 clusters Score: Raw -3175531.272443 + Penalty 4952.890553 = -3170578.381890 nChanged 4 SP:Iteration 50Q (8578.760000 sec): 3 clusters Score: Raw -3175531.565574 + Penalty 4952.890553 = -3170578.675020 nChanged 6 SP:Iteration 51Q (8579.080000 sec): 3 clusters Score: Raw -3175531.965202 + Penalty 4952.890553 = -3170579.074648 nChanged 7 SP:Iteration 52Q (8579.360000 sec): 3 clusters Score: Raw -3175532.590719 + Penalty 4952.890553 = -3170579.700165 nChanged 6 SP:Iteration 53Q (8579.650000 sec): 3 clusters Score: Raw -3175532.951055 + Penalty 4952.890553 = -3170580.060502 nChanged 6 SP:Iteration 54Q (8579.960000 sec): 3 clusters Score: Raw -3175533.461118 + Penalty 4952.890553 = -3170580.570565 nChanged 6 SP:Iteration 55Q (8580.280000 sec): 3 clusters Score: Raw -3175533.731717 + Penalty 4952.890553 = -3170580.841163 nChanged 3 SP:Iteration 56Q (8580.550000 sec): 3 clusters Score: Raw -3175533.823844 + Penalty 4952.890553 = -3170580.933290 nChanged 3 SP:Iteration 57Q (8580.830000 sec): 3 clusters Score: Raw -3175534.048641 + Penalty 4952.890553 = -3170581.158087 nChanged 4 SP:Iteration 58Q (8581.110000 sec): 3 clusters Score: Raw -3175534.263791 + Penalty 4952.890553 = -3170581.373237 nChanged 2 SP:Iteration 59Q (8581.350000 sec): 3 clusters Score: Raw -3175534.348630 + Penalty 4952.890553 = -3170581.458077 nChanged 0 SP:Iteration 60F (8581.660000 sec): 3 clusters Score: Raw -3175534.348630 + Penalty 4952.890553 = -3170581.458077 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 13 (41334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8581.940000 sec): 2 clusters Score: Raw -6060274.953940 + Penalty 2636.101290 = -6057638.852650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8582.330000 sec): 3 clusters Score: Raw -6035150.998740 + Penalty 5272.202580 = -6029878.796160 nChanged 18750 SP:Iteration 1F (8582.750000 sec): 3 clusters Score: Raw -6045495.877944 + Penalty 5272.202580 = -6040223.675364 nChanged 2001 SP:Iteration 2Q (8583.160000 sec): 3 clusters Score: Raw -6046219.383757 + Penalty 5272.202580 = -6040947.181177 nChanged 2051 SP:Iteration 3Q (8583.540000 sec): 3 clusters Score: Raw -6047114.290953 + Penalty 5272.202580 = -6041842.088373 nChanged 2267 SP:Iteration 4F (8583.950000 sec): 3 clusters Score: Raw -6048272.237810 + Penalty 5272.202580 = -6043000.035230 nChanged 2529 SP:Iteration 5F (8584.350000 sec): 3 clusters Score: Raw -6049742.063374 + Penalty 5272.202580 = -6044469.860794 nChanged 2619 SP:Iteration 6F (8584.740000 sec): 3 clusters Score: Raw -6051326.719331 + Penalty 5272.202580 = -6046054.516751 nChanged 2514 SP:Iteration 7F (8585.150000 sec): 3 clusters Score: Raw -6052753.315760 + Penalty 5272.202580 = -6047481.113180 nChanged 2153 SP:Iteration 8F (8585.540000 sec): 3 clusters Score: Raw -6053754.581385 + Penalty 5272.202580 = -6048482.378805 nChanged 1601 SP:Iteration 9Q (8585.960000 sec): 3 clusters Score: Raw -6054346.387748 + Penalty 5272.202580 = -6049074.185168 nChanged 1253 SP:Iteration 10Q (8586.380000 sec): 3 clusters Score: Raw -6054776.033681 + Penalty 5272.202580 = -6049503.831101 nChanged 1064 SP:Iteration 11Q (8586.820000 sec): 3 clusters Score: Raw -6055150.204002 + Penalty 5272.202580 = -6049878.001422 nChanged 1006 SP:Iteration 12Q (8587.260000 sec): 3 clusters Score: Raw -6055497.121972 + Penalty 5272.202580 = -6050224.919392 nChanged 996 SP:Iteration 13Q (8587.720000 sec): 3 clusters Score: Raw -6055857.173140 + Penalty 5272.202580 = -6050584.970561 nChanged 1058 SP:Iteration 14Q (8588.130000 sec): 3 clusters Score: Raw -6056285.463928 + Penalty 5272.202580 = -6051013.261348 nChanged 1090 SP:Iteration 15Q (8588.550000 sec): 3 clusters Score: Raw -6056779.265033 + Penalty 5272.202580 = -6051507.062454 nChanged 1121 SP:Iteration 16Q (8588.970000 sec): 3 clusters Score: Raw -6057346.710249 + Penalty 5272.202580 = -6052074.507669 nChanged 1119 SP:Iteration 17Q (8589.440000 sec): 3 clusters Score: Raw -6057944.534432 + Penalty 5272.202580 = -6052672.331852 nChanged 1011 SP:Iteration 18Q (8589.850000 sec): 3 clusters Score: Raw -6058526.702349 + Penalty 5272.202580 = -6053254.499770 nChanged 879 SP:Iteration 19Q (8590.240000 sec): 3 clusters Score: Raw -6059063.528104 + Penalty 5272.202580 = -6053791.325524 nChanged 715 SP:Iteration 20F (8590.650000 sec): 3 clusters Score: Raw -6059534.498966 + Penalty 5272.202580 = -6054262.296386 nChanged 556 SP:Iteration 21Q (8591.040000 sec): 3 clusters Score: Raw -6059929.921525 + Penalty 5272.202580 = -6054657.718945 nChanged 420 SP:Iteration 22Q (8591.490000 sec): 3 clusters Score: Raw -6060221.872674 + Penalty 5272.202580 = -6054949.670094 nChanged 265 SP:Iteration 23Q (8591.940000 sec): 3 clusters Score: Raw -6060405.437209 + Penalty 5272.202580 = -6055133.234630 nChanged 171 SP:Iteration 24Q (8592.300000 sec): 3 clusters Score: Raw -6060521.851116 + Penalty 5272.202580 = -6055249.648537 nChanged 120 SP:Iteration 25Q (8592.660000 sec): 3 clusters Score: Raw -6060597.027343 + Penalty 5272.202580 = -6055324.824763 nChanged 65 SP:Iteration 26Q (8593.060000 sec): 3 clusters Score: Raw -6060637.484174 + Penalty 5272.202580 = -6055365.281594 nChanged 39 SP:Iteration 27Q (8593.490000 sec): 3 clusters Score: Raw -6060662.092446 + Penalty 5272.202580 = -6055389.889866 nChanged 40 SP:Iteration 28Q (8593.900000 sec): 3 clusters Score: Raw -6060685.978302 + Penalty 5272.202580 = -6055413.775722 nChanged 23 SP:Iteration 29Q (8594.260000 sec): 3 clusters Score: Raw -6060700.168982 + Penalty 5272.202580 = -6055427.966402 nChanged 16 SP:Iteration 30Q (8594.590000 sec): 3 clusters Score: Raw -6060709.796579 + Penalty 5272.202580 = -6055437.593999 nChanged 14 SP:Iteration 31Q (8595.050000 sec): 3 clusters Score: Raw -6060717.600688 + Penalty 5272.202580 = -6055445.398108 nChanged 11 SP:Iteration 32Q (8595.420000 sec): 3 clusters Score: Raw -6060722.791098 + Penalty 5272.202580 = -6055450.588518 nChanged 5 SP:Iteration 33Q (8595.800000 sec): 3 clusters Score: Raw -6060725.041844 + Penalty 5272.202580 = -6055452.839264 nChanged 2 SP:Iteration 34Q (8596.240000 sec): 3 clusters Score: Raw -6060726.505710 + Penalty 5272.202580 = -6055454.303130 nChanged 1 SP:Iteration 35Q (8596.590000 sec): 3 clusters Score: Raw -6060727.407258 + Penalty 5272.202580 = -6055455.204678 nChanged 1 SP:Iteration 36Q (8596.980000 sec): 3 clusters Score: Raw -6060728.276718 + Penalty 5272.202580 = -6055456.074138 nChanged 0 SP:Iteration 37F (8597.400000 sec): 3 clusters Score: Raw -6060728.276718 + Penalty 5272.202580 = -6055456.074138 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 14 (16093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8597.580000 sec): 2 clusters Score: Raw -2212975.905961 + Penalty 2402.162639 = -2210573.743322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8597.860000 sec): 3 clusters Score: Raw -2203936.683166 + Penalty 4804.325278 = -2199132.357888 nChanged 6970 SP:Iteration 1F (8598.080000 sec): 3 clusters Score: Raw -2207641.384193 + Penalty 4804.325278 = -2202837.058914 nChanged 946 SP:Iteration 2F (8598.320000 sec): 3 clusters Score: Raw -2208054.324896 + Penalty 4804.325278 = -2203249.999618 nChanged 811 SP:Iteration 3F (8598.570000 sec): 3 clusters Score: Raw -2208429.333285 + Penalty 4804.325278 = -2203625.008007 nChanged 794 SP:Iteration 4Q (8598.860000 sec): 3 clusters Score: Raw -2208798.793788 + Penalty 4804.325278 = -2203994.468510 nChanged 705 SP:Iteration 5Q (8599.080000 sec): 3 clusters Score: Raw -2209105.645725 + Penalty 4804.325278 = -2204301.320447 nChanged 656 SP:Iteration 6Q (8599.360000 sec): 3 clusters Score: Raw -2209395.644075 + Penalty 4804.325278 = -2204591.318796 nChanged 596 SP:Iteration 7Q (8599.620000 sec): 3 clusters Score: Raw -2209659.493533 + Penalty 4804.325278 = -2204855.168255 nChanged 597 SP:Iteration 8Q (8599.900000 sec): 3 clusters Score: Raw -2209930.404383 + Penalty 4804.325278 = -2205126.079105 nChanged 594 SP:Iteration 9Q (8600.170000 sec): 3 clusters Score: Raw -2210251.285170 + Penalty 4804.325278 = -2205446.959892 nChanged 618 SP:Iteration 10Q (8600.440000 sec): 3 clusters Score: Raw -2210627.061029 + Penalty 4804.325278 = -2205822.735751 nChanged 655 SP:Iteration 11Q (8600.740000 sec): 3 clusters Score: Raw -2211048.845009 + Penalty 4804.325278 = -2206244.519731 nChanged 629 SP:Iteration 12Q (8601.010000 sec): 3 clusters Score: Raw -2211439.013503 + Penalty 4804.325278 = -2206634.688225 nChanged 590 SP:Iteration 13Q (8601.270000 sec): 3 clusters Score: Raw -2211776.207558 + Penalty 4804.325278 = -2206971.882279 nChanged 512 SP:Iteration 14Q (8601.580000 sec): 3 clusters Score: Raw -2212058.286940 + Penalty 4804.325278 = -2207253.961662 nChanged 442 SP:Iteration 15Q (8601.820000 sec): 3 clusters Score: Raw -2212312.495744 + Penalty 4804.325278 = -2207508.170466 nChanged 417 SP:Iteration 16Q (8602.140000 sec): 3 clusters Score: Raw -2212566.533690 + Penalty 4804.325278 = -2207762.208412 nChanged 384 SP:Iteration 17Q (8602.430000 sec): 3 clusters Score: Raw -2212817.568332 + Penalty 4804.325278 = -2208013.243054 nChanged 347 SP:Iteration 18Q (8602.700000 sec): 3 clusters Score: Raw -2213058.086990 + Penalty 4804.325278 = -2208253.761712 nChanged 327 SP:Iteration 19Q (8602.920000 sec): 3 clusters Score: Raw -2213310.493788 + Penalty 4804.325278 = -2208506.168510 nChanged 275 SP:Iteration 20F (8603.190000 sec): 3 clusters Score: Raw -2213553.533988 + Penalty 4804.325278 = -2208749.208710 nChanged 266 SP:Iteration 21Q (8603.480000 sec): 3 clusters Score: Raw -2213760.309696 + Penalty 4804.325278 = -2208955.984418 nChanged 225 SP:Iteration 22Q (8603.730000 sec): 3 clusters Score: Raw -2213921.475605 + Penalty 4804.325278 = -2209117.150327 nChanged 217 SP:Iteration 23Q (8604.040000 sec): 3 clusters Score: Raw -2214076.137183 + Penalty 4804.325278 = -2209271.811905 nChanged 182 SP:Iteration 24Q (8604.280000 sec): 3 clusters Score: Raw -2214196.856474 + Penalty 4804.325278 = -2209392.531196 nChanged 156 SP:Iteration 25Q (8604.520000 sec): 3 clusters Score: Raw -2214277.518896 + Penalty 4804.325278 = -2209473.193617 nChanged 129 SP:Iteration 26Q (8604.810000 sec): 3 clusters Score: Raw -2214345.401007 + Penalty 4804.325278 = -2209541.075728 nChanged 111 SP:Iteration 27Q (8605.060000 sec): 3 clusters Score: Raw -2214399.290552 + Penalty 4804.325278 = -2209594.965274 nChanged 99 SP:Iteration 28Q (8605.310000 sec): 3 clusters Score: Raw -2214440.731850 + Penalty 4804.325278 = -2209636.406572 nChanged 86 SP:Iteration 29Q (8605.570000 sec): 3 clusters Score: Raw -2214479.709740 + Penalty 4804.325278 = -2209675.384462 nChanged 82 SP:Iteration 30Q (8605.840000 sec): 3 clusters Score: Raw -2214513.383853 + Penalty 4804.325278 = -2209709.058574 nChanged 70 SP:Iteration 31Q (8606.120000 sec): 3 clusters Score: Raw -2214537.582649 + Penalty 4804.325278 = -2209733.257370 nChanged 53 SP:Iteration 32Q (8606.360000 sec): 3 clusters Score: Raw -2214554.936491 + Penalty 4804.325278 = -2209750.611213 nChanged 45 SP:Iteration 33Q (8606.640000 sec): 3 clusters Score: Raw -2214568.459332 + Penalty 4804.325278 = -2209764.134054 nChanged 42 SP:Iteration 34Q (8606.930000 sec): 3 clusters Score: Raw -2214580.055678 + Penalty 4804.325278 = -2209775.730399 nChanged 33 SP:Iteration 35Q (8607.200000 sec): 3 clusters Score: Raw -2214587.674384 + Penalty 4804.325278 = -2209783.349105 nChanged 26 SP:Iteration 36Q (8607.480000 sec): 3 clusters Score: Raw -2214594.054472 + Penalty 4804.325278 = -2209789.729194 nChanged 20 SP:Iteration 37Q (8607.730000 sec): 3 clusters Score: Raw -2214596.783852 + Penalty 4804.325278 = -2209792.458574 nChanged 17 SP:Iteration 38Q (8607.990000 sec): 3 clusters Score: Raw -2214599.408295 + Penalty 4804.325278 = -2209795.083017 nChanged 10 SP:Iteration 39Q (8608.210000 sec): 3 clusters Score: Raw -2214601.162603 + Penalty 4804.325278 = -2209796.837325 nChanged 10 SP:Iteration 40F (8608.520000 sec): 3 clusters Score: Raw -2214608.928399 + Penalty 4804.325278 = -2209804.603121 nChanged 11 SP:Iteration 41Q (8608.750000 sec): 3 clusters Score: Raw -2214613.463430 + Penalty 4804.325278 = -2209809.138151 nChanged 11 SP:Iteration 42Q (8609.040000 sec): 3 clusters Score: Raw -2214615.744975 + Penalty 4804.325278 = -2209811.419697 nChanged 10 SP:Iteration 43Q (8609.310000 sec): 3 clusters Score: Raw -2214617.090477 + Penalty 4804.325278 = -2209812.765199 nChanged 8 SP:Iteration 44Q (8609.570000 sec): 3 clusters Score: Raw -2214618.400658 + Penalty 4804.325278 = -2209814.075380 nChanged 9 SP:Iteration 45Q (8609.820000 sec): 3 clusters Score: Raw -2214619.742159 + Penalty 4804.325278 = -2209815.416881 nChanged 5 SP:Iteration 46Q (8610.040000 sec): 3 clusters Score: Raw -2214620.369549 + Penalty 4804.325278 = -2209816.044271 nChanged 1 SP:Iteration 47Q (8610.310000 sec): 3 clusters Score: Raw -2214620.550444 + Penalty 4804.325278 = -2209816.225165 nChanged 0 SP:Iteration 48F (8610.560000 sec): 3 clusters Score: Raw -2214620.550444 + Penalty 4804.325278 = -2209816.225165 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 15 (13217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8610.700000 sec): 2 clusters Score: Raw -1893237.374260 + Penalty 2353.336271 = -1890884.037989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8610.960000 sec): 3 clusters Score: Raw -1885854.826005 + Penalty 4706.672543 = -1881148.153462 nChanged 5646 SP:Iteration 1F (8611.200000 sec): 3 clusters Score: Raw -1889110.676357 + Penalty 4706.672543 = -1884404.003815 nChanged 1020 SP:Iteration 2F (8611.440000 sec): 3 clusters Score: Raw -1889725.317972 + Penalty 4706.672543 = -1885018.645429 nChanged 923 SP:Iteration 3F (8611.740000 sec): 3 clusters Score: Raw -1890300.369528 + Penalty 4706.672543 = -1885593.696986 nChanged 855 SP:Iteration 4F (8612.000000 sec): 3 clusters Score: Raw -1890832.545649 + Penalty 4706.672543 = -1886125.873106 nChanged 805 SP:Iteration 5F (8612.210000 sec): 3 clusters Score: Raw -1891294.921693 + Penalty 4706.672543 = -1886588.249150 nChanged 641 SP:Iteration 6Q (8612.500000 sec): 3 clusters Score: Raw -1891636.568222 + Penalty 4706.672543 = -1886929.895680 nChanged 557 SP:Iteration 7Q (8612.750000 sec): 3 clusters Score: Raw -1891950.436629 + Penalty 4706.672543 = -1887243.764086 nChanged 497 SP:Iteration 8Q (8612.960000 sec): 3 clusters Score: Raw -1892253.952074 + Penalty 4706.672543 = -1887547.279531 nChanged 482 SP:Iteration 9Q (8613.220000 sec): 3 clusters Score: Raw -1892580.238531 + Penalty 4706.672543 = -1887873.565988 nChanged 447 SP:Iteration 10Q (8613.490000 sec): 3 clusters Score: Raw -1892847.931791 + Penalty 4706.672543 = -1888141.259249 nChanged 343 SP:Iteration 11Q (8613.710000 sec): 3 clusters Score: Raw -1893056.584627 + Penalty 4706.672543 = -1888349.912085 nChanged 278 SP:Iteration 12Q (8614.020000 sec): 3 clusters Score: Raw -1893210.354368 + Penalty 4706.672543 = -1888503.681825 nChanged 198 SP:Iteration 13Q (8614.320000 sec): 3 clusters Score: Raw -1893312.173735 + Penalty 4706.672543 = -1888605.501192 nChanged 156 SP:Iteration 14Q (8614.530000 sec): 3 clusters Score: Raw -1893390.537193 + Penalty 4706.672543 = -1888683.864650 nChanged 117 SP:Iteration 15Q (8614.780000 sec): 3 clusters Score: Raw -1893446.961944 + Penalty 4706.672543 = -1888740.289401 nChanged 86 SP:Iteration 16Q (8615.040000 sec): 3 clusters Score: Raw -1893484.282725 + Penalty 4706.672543 = -1888777.610182 nChanged 69 SP:Iteration 17Q (8615.280000 sec): 3 clusters Score: Raw -1893514.849508 + Penalty 4706.672543 = -1888808.176965 nChanged 59 SP:Iteration 18Q (8615.560000 sec): 3 clusters Score: Raw -1893538.375274 + Penalty 4706.672543 = -1888831.702731 nChanged 41 SP:Iteration 19Q (8615.790000 sec): 3 clusters Score: Raw -1893558.172411 + Penalty 4706.672543 = -1888851.499868 nChanged 43 SP:Iteration 20F (8616.100000 sec): 3 clusters Score: Raw -1893575.060365 + Penalty 4706.672543 = -1888868.387822 nChanged 39 SP:Iteration 21Q (8616.310000 sec): 3 clusters Score: Raw -1893590.211703 + Penalty 4706.672543 = -1888883.539160 nChanged 32 SP:Iteration 22Q (8616.580000 sec): 3 clusters Score: Raw -1893603.663592 + Penalty 4706.672543 = -1888896.991050 nChanged 31 SP:Iteration 23Q (8616.870000 sec): 3 clusters Score: Raw -1893616.748616 + Penalty 4706.672543 = -1888910.076074 nChanged 23 SP:Iteration 24Q (8617.080000 sec): 3 clusters Score: Raw -1893626.058476 + Penalty 4706.672543 = -1888919.385934 nChanged 23 SP:Iteration 25Q (8617.330000 sec): 3 clusters Score: Raw -1893635.450628 + Penalty 4706.672543 = -1888928.778085 nChanged 23 SP:Iteration 26Q (8617.610000 sec): 3 clusters Score: Raw -1893643.952520 + Penalty 4706.672543 = -1888937.279977 nChanged 20 SP:Iteration 27Q (8617.850000 sec): 3 clusters Score: Raw -1893651.803474 + Penalty 4706.672543 = -1888945.130931 nChanged 18 SP:Iteration 28Q (8618.160000 sec): 3 clusters Score: Raw -1893659.826800 + Penalty 4706.672543 = -1888953.154258 nChanged 17 SP:Iteration 29Q (8618.410000 sec): 3 clusters Score: Raw -1893667.450190 + Penalty 4706.672543 = -1888960.777648 nChanged 17 SP:Iteration 30Q (8618.670000 sec): 3 clusters Score: Raw -1893675.635121 + Penalty 4706.672543 = -1888968.962579 nChanged 16 SP:Iteration 31Q (8618.910000 sec): 3 clusters Score: Raw -1893683.788307 + Penalty 4706.672543 = -1888977.115765 nChanged 18 SP:Iteration 32Q (8619.160000 sec): 3 clusters Score: Raw -1893692.033375 + Penalty 4706.672543 = -1888985.360833 nChanged 12 SP:Iteration 33Q (8619.440000 sec): 3 clusters Score: Raw -1893695.959373 + Penalty 4706.672543 = -1888989.286830 nChanged 10 SP:Iteration 34Q (8619.660000 sec): 3 clusters Score: Raw -1893699.919494 + Penalty 4706.672543 = -1888993.246951 nChanged 4 SP:Iteration 35Q (8619.920000 sec): 3 clusters Score: Raw -1893701.719988 + Penalty 4706.672543 = -1888995.047445 nChanged 5 SP:Iteration 36Q (8620.200000 sec): 3 clusters Score: Raw -1893702.983458 + Penalty 4706.672543 = -1888996.310915 nChanged 3 SP:Iteration 37Q (8620.430000 sec): 3 clusters Score: Raw -1893704.391599 + Penalty 4706.672543 = -1888997.719056 nChanged 5 SP:Iteration 38Q (8620.700000 sec): 3 clusters Score: Raw -1893706.274902 + Penalty 4706.672543 = -1888999.602359 nChanged 3 SP:Iteration 39Q (8620.950000 sec): 3 clusters Score: Raw -1893707.408490 + Penalty 4706.672543 = -1889000.735948 nChanged 2 SP:Iteration 40F (8621.190000 sec): 3 clusters Score: Raw -1893708.380273 + Penalty 4706.672543 = -1889001.707730 nChanged 1 SP:Iteration 41Q (8621.450000 sec): 3 clusters Score: Raw -1893708.921983 + Penalty 4706.672543 = -1889002.249440 nChanged 4 SP:Iteration 42Q (8621.720000 sec): 3 clusters Score: Raw -1893710.865440 + Penalty 4706.672543 = -1889004.192897 nChanged 3 SP:Iteration 43Q (8621.960000 sec): 3 clusters Score: Raw -1893712.133161 + Penalty 4706.672543 = -1889005.460618 nChanged 5 SP:Iteration 44Q (8622.170000 sec): 3 clusters Score: Raw -1893714.205592 + Penalty 4706.672543 = -1889007.533050 nChanged 3 SP:Iteration 45Q (8622.440000 sec): 3 clusters Score: Raw -1893715.637256 + Penalty 4706.672543 = -1889008.964714 nChanged 3 SP:Iteration 46Q (8622.700000 sec): 3 clusters Score: Raw -1893716.876496 + Penalty 4706.672543 = -1889010.203953 nChanged 4 SP:Iteration 47Q (8622.920000 sec): 3 clusters Score: Raw -1893718.682184 + Penalty 4706.672543 = -1889012.009641 nChanged 3 SP:Iteration 48Q (8623.170000 sec): 3 clusters Score: Raw -1893719.710758 + Penalty 4706.672543 = -1889013.038215 nChanged 4 SP:Iteration 49Q (8623.420000 sec): 3 clusters Score: Raw -1893721.040816 + Penalty 4706.672543 = -1889014.368273 nChanged 0 SP:Iteration 50F (8623.630000 sec): 3 clusters Score: Raw -1893721.040816 + Penalty 4706.672543 = -1889014.368273 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 16 (1265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8623.740000 sec): 2 clusters Score: Raw -169460.271016 + Penalty 1771.421195 = -167688.849821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8623.940000 sec): 3 clusters Score: Raw -169156.864022 + Penalty 3542.842391 = -165614.021631 nChanged 366 SP:Iteration 1F (8624.130000 sec): 3 clusters Score: Raw -169624.649739 + Penalty 3542.842391 = -166081.807348 nChanged 113 SP:Iteration 2F (8624.310000 sec): 3 clusters Score: Raw -169911.618769 + Penalty 3542.842391 = -166368.776379 nChanged 95 SP:Iteration 3F (8624.480000 sec): 3 clusters Score: Raw -170305.201615 + Penalty 3542.842391 = -166762.359224 nChanged 98 SP:Iteration 4F (8624.720000 sec): 3 clusters Score: Raw -170948.654568 + Penalty 3542.842391 = -167405.812177 nChanged 131 SP:Iteration 5F (8624.890000 sec): 3 clusters Score: Raw -172096.558652 + Penalty 3542.842391 = -168553.716261 nChanged 178 SP:Iteration 6F (8625.050000 sec): 3 clusters Score: Raw -174125.676702 + Penalty 3542.842391 = -170582.834311 nChanged 119 SP:Iteration 7F (8625.250000 sec): 3 clusters Score: Raw -176805.232422 + Penalty 3542.842391 = -173262.390031 nChanged 5 SP:Iteration 8Q (8625.390000 sec): 3 clusters Score: Raw -177485.885468 + Penalty 3542.842391 = -173943.043077 nChanged 0 SP:Iteration 9F (8625.510000 sec): 3 clusters Score: Raw -177485.885468 + Penalty 3542.842391 = -173943.043077 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 4.60 GB. Trying to split cluster 17 (133824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8626.230000 sec): 2 clusters Score: Raw -19671373.457317 + Penalty 2927.461634 = -19668445.995683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8627.240000 sec): 3 clusters Score: Raw -19584884.331930 + Penalty 5854.923268 = -19579029.408662 nChanged 63742 SP:Iteration 1F (8628.250000 sec): 3 clusters Score: Raw -19621593.832415 + Penalty 5854.923268 = -19615738.909147 nChanged 4469 SP:Iteration 2Q (8629.300000 sec): 3 clusters Score: Raw -19623071.975747 + Penalty 5854.923268 = -19617217.052479 nChanged 5046 SP:Iteration 3Q (8630.220000 sec): 3 clusters Score: Raw -19625019.952174 + Penalty 5854.923268 = -19619165.028906 nChanged 5784 SP:Iteration 4Q (8631.160000 sec): 3 clusters Score: Raw -19627442.873213 + Penalty 5854.923268 = -19621587.949945 nChanged 6728 SP:Iteration 5F (8632.010000 sec): 3 clusters Score: Raw -19630351.352089 + Penalty 5854.923268 = -19624496.428821 nChanged 7334 SP:Iteration 6F (8632.820000 sec): 3 clusters Score: Raw -19633744.836815 + Penalty 5854.923268 = -19627889.913547 nChanged 7750 SP:Iteration 7F (8633.670000 sec): 3 clusters Score: Raw -19637509.244030 + Penalty 5854.923268 = -19631654.320762 nChanged 7731 SP:Iteration 8F (8634.510000 sec): 3 clusters Score: Raw -19641121.360232 + Penalty 5854.923268 = -19635266.436964 nChanged 7148 SP:Iteration 9F (8635.360000 sec): 3 clusters Score: Raw -19644235.097315 + Penalty 5854.923268 = -19638380.174047 nChanged 6386 SP:Iteration 10Q (8636.310000 sec): 3 clusters Score: Raw -19646659.930961 + Penalty 5854.923268 = -19640805.007693 nChanged 5274 SP:Iteration 11Q (8637.230000 sec): 3 clusters Score: Raw -19648511.065166 + Penalty 5854.923268 = -19642656.141898 nChanged 4540 SP:Iteration 12Q (8638.170000 sec): 3 clusters Score: Raw -19650113.328698 + Penalty 5854.923268 = -19644258.405430 nChanged 4302 SP:Iteration 13Q (8639.150000 sec): 3 clusters Score: Raw -19651640.312683 + Penalty 5854.923268 = -19645785.389415 nChanged 4248 SP:Iteration 14Q (8640.090000 sec): 3 clusters Score: Raw -19653213.713904 + Penalty 5854.923268 = -19647358.790636 nChanged 4364 SP:Iteration 15Q (8641.020000 sec): 3 clusters Score: Raw -19654991.052912 + Penalty 5854.923268 = -19649136.129643 nChanged 4555 SP:Iteration 16Q (8641.940000 sec): 3 clusters Score: Raw -19657033.037330 + Penalty 5854.923268 = -19651178.114062 nChanged 4616 SP:Iteration 17Q (8642.930000 sec): 3 clusters Score: Raw -19659328.835712 + Penalty 5854.923268 = -19653473.912443 nChanged 4476 SP:Iteration 18Q (8643.860000 sec): 3 clusters Score: Raw -19661764.832580 + Penalty 5854.923268 = -19655909.909312 nChanged 3940 SP:Iteration 19Q (8644.810000 sec): 3 clusters Score: Raw -19664025.876476 + Penalty 5854.923268 = -19658170.953208 nChanged 3422 SP:Iteration 20F (8645.720000 sec): 3 clusters Score: Raw -19666135.602432 + Penalty 5854.923268 = -19660280.679164 nChanged 2743 SP:Iteration 21Q (8646.670000 sec): 3 clusters Score: Raw -19667902.808566 + Penalty 5854.923268 = -19662047.885297 nChanged 2071 SP:Iteration 22Q (8647.710000 sec): 3 clusters Score: Raw -19669329.682056 + Penalty 5854.923268 = -19663474.758788 nChanged 1499 SP:Iteration 23Q (8648.720000 sec): 3 clusters Score: Raw -19670528.521134 + Penalty 5854.923268 = -19664673.597866 nChanged 1020 SP:Iteration 24Q (8649.600000 sec): 3 clusters Score: Raw -19671644.104959 + Penalty 5854.923268 = -19665789.181691 nChanged 717 SP:Iteration 25Q (8650.440000 sec): 3 clusters Score: Raw -19672685.291167 + Penalty 5854.923268 = -19666830.367899 nChanged 626 SP:Iteration 26Q (8651.270000 sec): 3 clusters Score: Raw -19673515.064060 + Penalty 5854.923268 = -19667660.140792 nChanged 501 SP:Iteration 27Q (8652.050000 sec): 3 clusters Score: Raw -19673974.334484 + Penalty 5854.923268 = -19668119.411215 nChanged 368 SP:Iteration 28Q (8652.870000 sec): 3 clusters Score: Raw -19674149.557672 + Penalty 5854.923268 = -19668294.634404 nChanged 226 SP:Iteration 29Q (8653.660000 sec): 3 clusters Score: Raw -19674226.995015 + Penalty 5854.923268 = -19668372.071747 nChanged 148 SP:Iteration 30Q (8654.360000 sec): 3 clusters Score: Raw -19674267.654545 + Penalty 5854.923268 = -19668412.731277 nChanged 91 SP:Iteration 31Q (8655.070000 sec): 3 clusters Score: Raw -19674285.602226 + Penalty 5854.923268 = -19668430.678958 nChanged 61 SP:Iteration 32Q (8655.850000 sec): 3 clusters Score: Raw -19674295.936872 + Penalty 5854.923268 = -19668441.013604 nChanged 52 SP:Iteration 33Q (8656.630000 sec): 3 clusters Score: Raw -19674303.884903 + Penalty 5854.923268 = -19668448.961635 nChanged 31 SP:Iteration 34Q (8657.360000 sec): 3 clusters Score: Raw -19674307.914464 + Penalty 5854.923268 = -19668452.991196 nChanged 28 SP:Iteration 35Q (8658.140000 sec): 3 clusters Score: Raw -19674311.307008 + Penalty 5854.923268 = -19668456.383740 nChanged 17 SP:Iteration 36Q (8658.880000 sec): 3 clusters Score: Raw -19674313.204729 + Penalty 5854.923268 = -19668458.281461 nChanged 15 SP:Iteration 37Q (8659.700000 sec): 3 clusters Score: Raw -19674315.094439 + Penalty 5854.923268 = -19668460.171171 nChanged 9 SP:Iteration 38Q (8660.460000 sec): 3 clusters Score: Raw -19674315.918475 + Penalty 5854.923268 = -19668460.995207 nChanged 8 SP:Iteration 39Q (8661.180000 sec): 3 clusters Score: Raw -19674316.706809 + Penalty 5854.923268 = -19668461.783541 nChanged 6 SP:Iteration 40F (8662.110000 sec): 3 clusters Score: Raw -19674317.416236 + Penalty 5854.923268 = -19668462.492968 nChanged 8 SP:Iteration 41Q (8662.970000 sec): 3 clusters Score: Raw -19674318.026216 + Penalty 5854.923268 = -19668463.102947 nChanged 2 SP:Iteration 42Q (8663.840000 sec): 3 clusters Score: Raw -19674318.183369 + Penalty 5854.923268 = -19668463.260101 nChanged 0 SP:Iteration 43F (8664.790000 sec): 3 clusters Score: Raw -19674318.183369 + Penalty 5854.923268 = -19668463.260101 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 4.60 GB. Trying to split cluster 18 (4865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8664.900000 sec): 2 clusters Score: Raw -679107.117643 + Penalty 2105.475855 = -677001.641788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8665.130000 sec): 3 clusters Score: Raw -676809.257521 + Penalty 4210.951709 = -672598.305812 nChanged 1823 SP:Iteration 1F (8665.330000 sec): 3 clusters Score: Raw -677861.025916 + Penalty 4210.951709 = -673650.074206 nChanged 383 SP:Iteration 2F (8665.530000 sec): 3 clusters Score: Raw -678107.595643 + Penalty 4210.951709 = -673896.643934 nChanged 240 SP:Iteration 3Q (8665.770000 sec): 3 clusters Score: Raw -678239.178429 + Penalty 4210.951709 = -674028.226720 nChanged 178 SP:Iteration 4Q (8665.950000 sec): 3 clusters Score: Raw -678338.829916 + Penalty 4210.951709 = -674127.878207 nChanged 155 SP:Iteration 5Q (8666.180000 sec): 3 clusters Score: Raw -678423.950856 + Penalty 4210.951709 = -674212.999147 nChanged 130 SP:Iteration 6Q (8666.380000 sec): 3 clusters Score: Raw -678502.751696 + Penalty 4210.951709 = -674291.799987 nChanged 138 SP:Iteration 7Q (8666.600000 sec): 3 clusters Score: Raw -678599.886639 + Penalty 4210.951709 = -674388.934929 nChanged 161 SP:Iteration 8Q (8666.780000 sec): 3 clusters Score: Raw -678727.553559 + Penalty 4210.951709 = -674516.601850 nChanged 187 SP:Iteration 9Q (8667.010000 sec): 3 clusters Score: Raw -678884.850147 + Penalty 4210.951709 = -674673.898438 nChanged 211 SP:Iteration 10Q (8667.220000 sec): 3 clusters Score: Raw -679079.703630 + Penalty 4210.951709 = -674868.751921 nChanged 245 SP:Iteration 11F (8667.440000 sec): 3 clusters Score: Raw -679339.594234 + Penalty 4210.951709 = -675128.642525 nChanged 265 SP:Iteration 12F (8667.640000 sec): 3 clusters Score: Raw -679658.444212 + Penalty 4210.951709 = -675447.492503 nChanged 270 SP:Iteration 13F (8667.860000 sec): 3 clusters Score: Raw -680027.704296 + Penalty 4210.951709 = -675816.752586 nChanged 243 SP:Iteration 14Q (8668.070000 sec): 3 clusters Score: Raw -680376.735413 + Penalty 4210.951709 = -676165.783704 nChanged 213 SP:Iteration 15Q (8668.250000 sec): 3 clusters Score: Raw -680718.896955 + Penalty 4210.951709 = -676507.945246 nChanged 215 SP:Iteration 16Q (8668.480000 sec): 3 clusters Score: Raw -681320.073543 + Penalty 4210.951709 = -677109.121833 nChanged 194 SP:Iteration 17Q (8668.690000 sec): 3 clusters Score: Raw -682056.460322 + Penalty 4210.951709 = -677845.508612 nChanged 122 SP:Iteration 18Q (8668.850000 sec): 3 clusters Score: Raw -682313.546944 + Penalty 4210.951709 = -678102.595234 nChanged 74 SP:Iteration 19Q (8669.070000 sec): 3 clusters Score: Raw -682391.443454 + Penalty 4210.951709 = -678180.491744 nChanged 34 SP:Iteration 20F (8669.280000 sec): 3 clusters Score: Raw -682441.405775 + Penalty 4210.951709 = -678230.454065 nChanged 22 SP:Iteration 21Q (8669.510000 sec): 3 clusters Score: Raw -682489.678029 + Penalty 4210.951709 = -678278.726320 nChanged 19 SP:Iteration 22Q (8669.680000 sec): 3 clusters Score: Raw -682512.412705 + Penalty 4210.951709 = -678301.460996 nChanged 10 SP:Iteration 23Q (8669.880000 sec): 3 clusters Score: Raw -682518.753937 + Penalty 4210.951709 = -678307.802228 nChanged 3 SP:Iteration 24Q (8670.100000 sec): 3 clusters Score: Raw -682520.176668 + Penalty 4210.951709 = -678309.224958 nChanged 4 SP:Iteration 25Q (8670.300000 sec): 3 clusters Score: Raw -682522.570127 + Penalty 4210.951709 = -678311.618417 nChanged 1 SP:Iteration 26Q (8670.540000 sec): 3 clusters Score: Raw -682523.230146 + Penalty 4210.951709 = -678312.278436 nChanged 2 SP:Iteration 27Q (8670.710000 sec): 3 clusters Score: Raw -682523.908683 + Penalty 4210.951709 = -678312.956973 nChanged 0 SP:Iteration 28F (8670.950000 sec): 3 clusters Score: Raw -682523.908683 + Penalty 4210.951709 = -678312.956973 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 4.60 GB. Trying to split cluster 19 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8671.040000 sec): 2 clusters Score: Raw -93012.595759 + Penalty 1629.578975 = -91383.016784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8671.220000 sec): 3 clusters Score: Raw -92903.340465 + Penalty 3259.157949 = -89644.182516 nChanged 149 SP:Iteration 1F (8671.450000 sec): 3 clusters Score: Raw -93111.513728 + Penalty 3259.157949 = -89852.355778 nChanged 47 SP:Iteration 2F (8671.620000 sec): 3 clusters Score: Raw -93192.143714 + Penalty 3259.157949 = -89932.985764 nChanged 28 SP:Iteration 3Q (8671.860000 sec): 3 clusters Score: Raw -93244.002314 + Penalty 3259.157949 = -89984.844365 nChanged 18 SP:Iteration 4Q (8672.030000 sec): 3 clusters Score: Raw -93278.682079 + Penalty 3259.157949 = -90019.524130 nChanged 13 SP:Iteration 5Q (8672.210000 sec): 3 clusters Score: Raw -93305.692338 + Penalty 3259.157949 = -90046.534389 nChanged 10 SP:Iteration 6Q (8672.410000 sec): 3 clusters Score: Raw -93322.819323 + Penalty 3259.157949 = -90063.661374 nChanged 9 SP:Iteration 7Q (8672.550000 sec): 3 clusters Score: Raw -93337.364124 + Penalty 3259.157949 = -90078.206175 nChanged 5 SP:Iteration 8Q (8672.770000 sec): 3 clusters Score: Raw -93346.557309 + Penalty 3259.157949 = -90087.399359 nChanged 5 SP:Iteration 9Q (8672.930000 sec): 3 clusters Score: Raw -93358.609755 + Penalty 3259.157949 = -90099.451806 nChanged 3 SP:Iteration 10Q (8673.120000 sec): 3 clusters Score: Raw -93364.188500 + Penalty 3259.157949 = -90105.030551 nChanged 1 SP:Iteration 11Q (8673.310000 sec): 3 clusters Score: Raw -93366.607589 + Penalty 3259.157949 = -90107.449640 nChanged 0 SP:Iteration 12F (8673.550000 sec): 3 clusters Score: Raw -93366.607589 + Penalty 3259.157949 = -90107.449640 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 20 (1097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8673.600000 sec): 2 clusters Score: Raw -145254.344291 + Penalty 1736.082946 = -143518.261345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8673.800000 sec): 3 clusters Score: Raw -145034.183371 + Penalty 3472.165892 = -141562.017478 nChanged 268 SP:Iteration 1F (8674.010000 sec): 3 clusters Score: Raw -145402.442785 + Penalty 3472.165892 = -141930.276893 nChanged 97 SP:Iteration 2F (8674.170000 sec): 3 clusters Score: Raw -145567.633854 + Penalty 3472.165892 = -142095.467962 nChanged 45 SP:Iteration 3Q (8674.400000 sec): 3 clusters Score: Raw -145646.100090 + Penalty 3472.165892 = -142173.934197 nChanged 37 SP:Iteration 4Q (8674.590000 sec): 3 clusters Score: Raw -145700.884823 + Penalty 3472.165892 = -142228.718931 nChanged 33 SP:Iteration 5Q (8674.770000 sec): 3 clusters Score: Raw -145755.981649 + Penalty 3472.165892 = -142283.815757 nChanged 25 SP:Iteration 6Q (8674.960000 sec): 3 clusters Score: Raw -145794.868117 + Penalty 3472.165892 = -142322.702225 nChanged 29 SP:Iteration 7Q (8675.170000 sec): 3 clusters Score: Raw -145842.913155 + Penalty 3472.165892 = -142370.747263 nChanged 27 SP:Iteration 8Q (8675.330000 sec): 3 clusters Score: Raw -145882.485195 + Penalty 3472.165892 = -142410.319303 nChanged 31 SP:Iteration 9Q (8675.520000 sec): 3 clusters Score: Raw -145928.072346 + Penalty 3472.165892 = -142455.906454 nChanged 19 SP:Iteration 10Q (8675.740000 sec): 3 clusters Score: Raw -145950.782112 + Penalty 3472.165892 = -142478.616220 nChanged 13 SP:Iteration 11Q (8675.870000 sec): 3 clusters Score: Raw -145968.248460 + Penalty 3472.165892 = -142496.082567 nChanged 18 SP:Iteration 12Q (8676.040000 sec): 3 clusters Score: Raw -145997.041161 + Penalty 3472.165892 = -142524.875268 nChanged 25 SP:Iteration 13Q (8676.240000 sec): 3 clusters Score: Raw -146056.319738 + Penalty 3472.165892 = -142584.153846 nChanged 40 SP:Iteration 14Q (8676.420000 sec): 3 clusters Score: Raw -146171.195500 + Penalty 3472.165892 = -142699.029607 nChanged 44 SP:Iteration 15Q (8676.690000 sec): 3 clusters Score: Raw -146301.816324 + Penalty 3472.165892 = -142829.650432 nChanged 37 SP:Iteration 16Q (8676.850000 sec): 3 clusters Score: Raw -146440.905590 + Penalty 3472.165892 = -142968.739697 nChanged 33 SP:Iteration 17Q (8677.010000 sec): 3 clusters Score: Raw -146591.490521 + Penalty 3472.165892 = -143119.324629 nChanged 25 SP:Iteration 18Q (8677.180000 sec): 3 clusters Score: Raw -146673.639269 + Penalty 3472.165892 = -143201.473377 nChanged 14 SP:Iteration 19Q (8677.350000 sec): 3 clusters Score: Raw -146708.944123 + Penalty 3472.165892 = -143236.778230 nChanged 10 SP:Iteration 20F (8677.560000 sec): 3 clusters Score: Raw -146756.893752 + Penalty 3472.165892 = -143284.727860 nChanged 11 SP:Iteration 21Q (8677.720000 sec): 3 clusters Score: Raw -146842.521760 + Penalty 3472.165892 = -143370.355867 nChanged 7 SP:Iteration 22Q (8677.900000 sec): 3 clusters Score: Raw -146864.043409 + Penalty 3472.165892 = -143391.877517 nChanged 6 SP:Iteration 23Q (8678.030000 sec): 3 clusters Score: Raw -146876.523910 + Penalty 3472.165892 = -143404.358017 nChanged 3 SP:Iteration 24Q (8678.200000 sec): 3 clusters Score: Raw -146881.921618 + Penalty 3472.165892 = -143409.755726 nChanged 2 SP:Iteration 25Q (8678.340000 sec): 3 clusters Score: Raw -146886.255056 + Penalty 3472.165892 = -143414.089163 nChanged 1 SP:Iteration 26Q (8678.530000 sec): 3 clusters Score: Raw -146887.617863 + Penalty 3472.165892 = -143415.451971 nChanged 0 SP:Iteration 27F (8678.680000 sec): 3 clusters Score: Raw -146887.617863 + Penalty 3472.165892 = -143415.451971 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 21 (3414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8678.820000 sec): 2 clusters Score: Raw -492704.053206 + Penalty 2017.638696 = -490686.414510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8678.960000 sec): 3 clusters Score: Raw -491160.370501 + Penalty 4035.277392 = -487125.093109 nChanged 1296 SP:Iteration 1F (8679.130000 sec): 3 clusters Score: Raw -491937.343477 + Penalty 4035.277392 = -487902.066084 nChanged 271 SP:Iteration 2F (8679.340000 sec): 3 clusters Score: Raw -492097.072947 + Penalty 4035.277392 = -488061.795555 nChanged 144 SP:Iteration 3Q (8679.490000 sec): 3 clusters Score: Raw -492187.752060 + Penalty 4035.277392 = -488152.474668 nChanged 107 SP:Iteration 4Q (8679.660000 sec): 3 clusters Score: Raw -492249.641185 + Penalty 4035.277392 = -488214.363793 nChanged 77 SP:Iteration 5Q (8679.800000 sec): 3 clusters Score: Raw -492295.772451 + Penalty 4035.277392 = -488260.495059 nChanged 77 SP:Iteration 6Q (8679.960000 sec): 3 clusters Score: Raw -492339.894619 + Penalty 4035.277392 = -488304.617227 nChanged 59 SP:Iteration 7Q (8680.140000 sec): 3 clusters Score: Raw -492372.459871 + Penalty 4035.277392 = -488337.182479 nChanged 50 SP:Iteration 8Q (8680.350000 sec): 3 clusters Score: Raw -492396.598360 + Penalty 4035.277392 = -488361.320968 nChanged 44 SP:Iteration 9Q (8680.530000 sec): 3 clusters Score: Raw -492420.709729 + Penalty 4035.277392 = -488385.432336 nChanged 34 SP:Iteration 10Q (8680.730000 sec): 3 clusters Score: Raw -492437.456028 + Penalty 4035.277392 = -488402.178636 nChanged 38 SP:Iteration 11Q (8680.920000 sec): 3 clusters Score: Raw -492460.426620 + Penalty 4035.277392 = -488425.149228 nChanged 39 SP:Iteration 12Q (8681.110000 sec): 3 clusters Score: Raw -492481.056041 + Penalty 4035.277392 = -488445.778649 nChanged 34 SP:Iteration 13Q (8681.340000 sec): 3 clusters Score: Raw -492499.410597 + Penalty 4035.277392 = -488464.133205 nChanged 30 SP:Iteration 14Q (8681.550000 sec): 3 clusters Score: Raw -492509.945301 + Penalty 4035.277392 = -488474.667909 nChanged 11 SP:Iteration 15Q (8681.750000 sec): 3 clusters Score: Raw -492513.670621 + Penalty 4035.277392 = -488478.393229 nChanged 11 SP:Iteration 16Q (8682.010000 sec): 3 clusters Score: Raw -492518.054105 + Penalty 4035.277392 = -488482.776713 nChanged 13 SP:Iteration 17Q (8682.150000 sec): 3 clusters Score: Raw -492524.912436 + Penalty 4035.277392 = -488489.635044 nChanged 16 SP:Iteration 18Q (8682.360000 sec): 3 clusters Score: Raw -492531.046093 + Penalty 4035.277392 = -488495.768701 nChanged 12 SP:Iteration 19Q (8682.580000 sec): 3 clusters Score: Raw -492535.583446 + Penalty 4035.277392 = -488500.306054 nChanged 11 SP:Iteration 20F (8682.810000 sec): 3 clusters Score: Raw -492540.784467 + Penalty 4035.277392 = -488505.507075 nChanged 11 SP:Iteration 21Q (8683.030000 sec): 3 clusters Score: Raw -492544.947615 + Penalty 4035.277392 = -488509.670223 nChanged 13 SP:Iteration 22Q (8683.230000 sec): 3 clusters Score: Raw -492551.533239 + Penalty 4035.277392 = -488516.255847 nChanged 21 SP:Iteration 23Q (8683.470000 sec): 3 clusters Score: Raw -492562.197659 + Penalty 4035.277392 = -488526.920267 nChanged 18 SP:Iteration 24Q (8683.670000 sec): 3 clusters Score: Raw -492572.387963 + Penalty 4035.277392 = -488537.110570 nChanged 25 SP:Iteration 25Q (8683.860000 sec): 3 clusters Score: Raw -492586.362021 + Penalty 4035.277392 = -488551.084629 nChanged 31 SP:Iteration 26Q (8684.030000 sec): 3 clusters Score: Raw -492604.162846 + Penalty 4035.277392 = -488568.885454 nChanged 33 SP:Iteration 27Q (8684.250000 sec): 3 clusters Score: Raw -492623.335642 + Penalty 4035.277392 = -488588.058250 nChanged 36 SP:Iteration 28Q (8684.470000 sec): 3 clusters Score: Raw -492643.671327 + Penalty 4035.277392 = -488608.393935 nChanged 29 SP:Iteration 29Q (8684.690000 sec): 3 clusters Score: Raw -492663.166033 + Penalty 4035.277392 = -488627.888641 nChanged 44 SP:Iteration 30Q (8684.880000 sec): 3 clusters Score: Raw -492689.372837 + Penalty 4035.277392 = -488654.095445 nChanged 40 SP:Iteration 31Q (8685.030000 sec): 3 clusters Score: Raw -492715.007182 + Penalty 4035.277392 = -488679.729790 nChanged 47 SP:Iteration 32Q (8685.230000 sec): 3 clusters Score: Raw -492745.260947 + Penalty 4035.277392 = -488709.983555 nChanged 45 SP:Iteration 33Q (8685.440000 sec): 3 clusters Score: Raw -492768.827703 + Penalty 4035.277392 = -488733.550311 nChanged 42 SP:Iteration 34Q (8685.630000 sec): 3 clusters Score: Raw -492791.119162 + Penalty 4035.277392 = -488755.841769 nChanged 34 SP:Iteration 35Q (8685.810000 sec): 3 clusters Score: Raw -492815.827123 + Penalty 4035.277392 = -488780.549731 nChanged 39 SP:Iteration 36Q (8685.990000 sec): 3 clusters Score: Raw -492837.831076 + Penalty 4035.277392 = -488802.553684 nChanged 38 SP:Iteration 37Q (8686.190000 sec): 3 clusters Score: Raw -492863.159163 + Penalty 4035.277392 = -488827.881771 nChanged 43 SP:Iteration 38Q (8686.430000 sec): 3 clusters Score: Raw -492893.134334 + Penalty 4035.277392 = -488857.856942 nChanged 42 SP:Iteration 39Q (8686.620000 sec): 3 clusters Score: Raw -492921.675571 + Penalty 4035.277392 = -488886.398179 nChanged 35 SP:Iteration 40F (8686.810000 sec): 3 clusters Score: Raw -492946.450536 + Penalty 4035.277392 = -488911.173144 nChanged 26 SP:Iteration 41Q (8687.020000 sec): 3 clusters Score: Raw -492959.020386 + Penalty 4035.277392 = -488923.742994 nChanged 26 SP:Iteration 42Q (8687.200000 sec): 3 clusters Score: Raw -492977.554258 + Penalty 4035.277392 = -488942.276866 nChanged 34 SP:Iteration 43Q (8687.370000 sec): 3 clusters Score: Raw -492998.951078 + Penalty 4035.277392 = -488963.673686 nChanged 32 SP:Iteration 44Q (8687.570000 sec): 3 clusters Score: Raw -493021.679788 + Penalty 4035.277392 = -488986.402396 nChanged 41 SP:Iteration 45Q (8687.770000 sec): 3 clusters Score: Raw -493052.575354 + Penalty 4035.277392 = -489017.297962 nChanged 49 SP:Iteration 46Q (8687.950000 sec): 3 clusters Score: Raw -493085.989795 + Penalty 4035.277392 = -489050.712403 nChanged 42 SP:Iteration 47Q (8688.160000 sec): 3 clusters Score: Raw -493115.730897 + Penalty 4035.277392 = -489080.453505 nChanged 32 SP:Iteration 48Q (8688.340000 sec): 3 clusters Score: Raw -493141.301882 + Penalty 4035.277392 = -489106.024490 nChanged 37 SP:Iteration 49Q (8688.530000 sec): 3 clusters Score: Raw -493172.756485 + Penalty 4035.277392 = -489137.479093 nChanged 47 SP:Iteration 50Q (8688.710000 sec): 3 clusters Score: Raw -493215.406918 + Penalty 4035.277392 = -489180.129526 nChanged 48 SP:Iteration 51Q (8688.900000 sec): 3 clusters Score: Raw -493257.359491 + Penalty 4035.277392 = -489222.082099 nChanged 40 SP:Iteration 52Q (8689.070000 sec): 3 clusters Score: Raw -493297.286728 + Penalty 4035.277392 = -489262.009336 nChanged 36 SP:Iteration 53Q (8689.290000 sec): 3 clusters Score: Raw -493330.246096 + Penalty 4035.277392 = -489294.968704 nChanged 30 SP:Iteration 54Q (8689.470000 sec): 3 clusters Score: Raw -493352.223444 + Penalty 4035.277392 = -489316.946052 nChanged 20 SP:Iteration 55Q (8689.620000 sec): 3 clusters Score: Raw -493366.678043 + Penalty 4035.277392 = -489331.400651 nChanged 11 SP:Iteration 56Q (8689.840000 sec): 3 clusters Score: Raw -493373.318080 + Penalty 4035.277392 = -489338.040688 nChanged 11 SP:Iteration 57Q (8690.000000 sec): 3 clusters Score: Raw -493379.202181 + Penalty 4035.277392 = -489343.924789 nChanged 5 SP:Iteration 58Q (8690.190000 sec): 3 clusters Score: Raw -493381.857087 + Penalty 4035.277392 = -489346.579695 nChanged 6 SP:Iteration 59Q (8690.390000 sec): 3 clusters Score: Raw -493385.222431 + Penalty 4035.277392 = -489349.945039 nChanged 3 SP:Iteration 60F (8690.610000 sec): 3 clusters Score: Raw -493386.916130 + Penalty 4035.277392 = -489351.638738 nChanged 3 SP:Iteration 61Q (8690.800000 sec): 3 clusters Score: Raw -493388.832197 + Penalty 4035.277392 = -489353.554805 nChanged 2 SP:Iteration 62Q (8690.980000 sec): 3 clusters Score: Raw -493389.628122 + Penalty 4035.277392 = -489354.350730 nChanged 3 SP:Iteration 63Q (8691.190000 sec): 3 clusters Score: Raw -493391.582896 + Penalty 4035.277392 = -489356.305504 nChanged 1 SP:Iteration 64Q (8691.390000 sec): 3 clusters Score: Raw -493392.020783 + Penalty 4035.277392 = -489356.743391 nChanged 3 SP:Iteration 65Q (8691.630000 sec): 3 clusters Score: Raw -493393.160989 + Penalty 4035.277392 = -489357.883597 nChanged 1 SP:Iteration 66Q (8691.830000 sec): 3 clusters Score: Raw -493393.415132 + Penalty 4035.277392 = -489358.137740 nChanged 0 SP:Iteration 67F (8692.030000 sec): 3 clusters Score: Raw -493393.415132 + Penalty 4035.277392 = -489358.137740 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 22 (9192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8692.170000 sec): 2 clusters Score: Raw -1389866.300052 + Penalty 2263.270027 = -1387603.030024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8692.390000 sec): 3 clusters Score: Raw -1384900.207172 + Penalty 4526.540054 = -1380373.667118 nChanged 3817 SP:Iteration 1F (8692.590000 sec): 3 clusters Score: Raw -1386963.894418 + Penalty 4526.540054 = -1382437.354363 nChanged 666 SP:Iteration 2F (8692.820000 sec): 3 clusters Score: Raw -1387357.624027 + Penalty 4526.540054 = -1382831.083972 nChanged 587 SP:Iteration 3F (8693.020000 sec): 3 clusters Score: Raw -1387809.174072 + Penalty 4526.540054 = -1383282.634018 nChanged 651 SP:Iteration 4F (8693.230000 sec): 3 clusters Score: Raw -1388533.612748 + Penalty 4526.540054 = -1384007.072694 nChanged 818 SP:Iteration 5F (8693.450000 sec): 3 clusters Score: Raw -1389623.387622 + Penalty 4526.540054 = -1385096.847567 nChanged 801 SP:Iteration 6F (8693.670000 sec): 3 clusters Score: Raw -1390762.167889 + Penalty 4526.540054 = -1386235.627835 nChanged 658 SP:Iteration 7F (8693.930000 sec): 3 clusters Score: Raw -1391645.969896 + Penalty 4526.540054 = -1387119.429842 nChanged 412 SP:Iteration 8Q (8694.070000 sec): 3 clusters Score: Raw -1392122.611625 + Penalty 4526.540054 = -1387596.071570 nChanged 221 SP:Iteration 9Q (8694.270000 sec): 3 clusters Score: Raw -1392370.170510 + Penalty 4526.540054 = -1387843.630455 nChanged 103 SP:Iteration 10Q (8694.470000 sec): 3 clusters Score: Raw -1392499.920860 + Penalty 4526.540054 = -1387973.380805 nChanged 60 SP:Iteration 11Q (8694.690000 sec): 3 clusters Score: Raw -1392540.879647 + Penalty 4526.540054 = -1388014.339592 nChanged 30 SP:Iteration 12Q (8694.870000 sec): 3 clusters Score: Raw -1392557.123364 + Penalty 4526.540054 = -1388030.583309 nChanged 17 SP:Iteration 13Q (8695.120000 sec): 3 clusters Score: Raw -1392563.660355 + Penalty 4526.540054 = -1388037.120300 nChanged 10 SP:Iteration 14Q (8695.280000 sec): 3 clusters Score: Raw -1392566.703637 + Penalty 4526.540054 = -1388040.163582 nChanged 4 SP:Iteration 15Q (8695.510000 sec): 3 clusters Score: Raw -1392567.839657 + Penalty 4526.540054 = -1388041.299603 nChanged 6 SP:Iteration 16Q (8695.750000 sec): 3 clusters Score: Raw -1392569.456346 + Penalty 4526.540054 = -1388042.916291 nChanged 3 SP:Iteration 17Q (8695.980000 sec): 3 clusters Score: Raw -1392570.220903 + Penalty 4526.540054 = -1388043.680849 nChanged 4 SP:Iteration 18Q (8696.210000 sec): 3 clusters Score: Raw -1392570.899252 + Penalty 4526.540054 = -1388044.359198 nChanged 2 SP:Iteration 19Q (8696.430000 sec): 3 clusters Score: Raw -1392571.315321 + Penalty 4526.540054 = -1388044.775266 nChanged 1 SP:Iteration 20F (8696.630000 sec): 3 clusters Score: Raw -1392571.512404 + Penalty 4526.540054 = -1388044.972349 nChanged 2 SP:Iteration 21Q (8696.910000 sec): 3 clusters Score: Raw -1392572.160956 + Penalty 4526.540054 = -1388045.620902 nChanged 1 SP:Iteration 22Q (8697.100000 sec): 3 clusters Score: Raw -1392572.331303 + Penalty 4526.540054 = -1388045.791249 nChanged 0 SP:Iteration 23F (8697.330000 sec): 3 clusters Score: Raw -1392572.331303 + Penalty 4526.540054 = -1388045.791249 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 4.60 GB. Trying to split cluster 23 (46664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8697.660000 sec): 2 clusters Score: Raw -6785237.489305 + Penalty 2666.180611 = -6782571.308695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8698.090000 sec): 3 clusters Score: Raw -6756336.608574 + Penalty 5332.361221 = -6751004.247352 nChanged 21581 SP:Iteration 1F (8698.500000 sec): 3 clusters Score: Raw -6768394.539974 + Penalty 5332.361221 = -6763062.178753 nChanged 2144 SP:Iteration 2Q (8698.980000 sec): 3 clusters Score: Raw -6769241.367014 + Penalty 5332.361221 = -6763909.005793 nChanged 2315 SP:Iteration 3Q (8699.470000 sec): 3 clusters Score: Raw -6770386.966607 + Penalty 5332.361221 = -6765054.605385 nChanged 2522 SP:Iteration 4F (8699.880000 sec): 3 clusters Score: Raw -6771946.036360 + Penalty 5332.361221 = -6766613.675139 nChanged 2765 SP:Iteration 5F (8700.360000 sec): 3 clusters Score: Raw -6773762.989352 + Penalty 5332.361221 = -6768430.628131 nChanged 2856 SP:Iteration 6F (8700.810000 sec): 3 clusters Score: Raw -6775492.203192 + Penalty 5332.361221 = -6770159.841971 nChanged 2698 SP:Iteration 7F (8701.270000 sec): 3 clusters Score: Raw -6776957.617658 + Penalty 5332.361221 = -6771625.256436 nChanged 2450 SP:Iteration 8F (8701.700000 sec): 3 clusters Score: Raw -6778253.124818 + Penalty 5332.361221 = -6772920.763597 nChanged 2169 SP:Iteration 9Q (8702.160000 sec): 3 clusters Score: Raw -6779458.580800 + Penalty 5332.361221 = -6774126.219579 nChanged 1932 SP:Iteration 10Q (8702.590000 sec): 3 clusters Score: Raw -6780623.833697 + Penalty 5332.361221 = -6775291.472476 nChanged 1794 SP:Iteration 11Q (8703.020000 sec): 3 clusters Score: Raw -6781739.116547 + Penalty 5332.361221 = -6776406.755326 nChanged 1538 SP:Iteration 12Q (8703.480000 sec): 3 clusters Score: Raw -6782585.703543 + Penalty 5332.361221 = -6777253.342321 nChanged 1260 SP:Iteration 13Q (8703.980000 sec): 3 clusters Score: Raw -6783194.711581 + Penalty 5332.361221 = -6777862.350360 nChanged 1052 SP:Iteration 14Q (8704.410000 sec): 3 clusters Score: Raw -6783673.808126 + Penalty 5332.361221 = -6778341.446904 nChanged 1008 SP:Iteration 15Q (8704.850000 sec): 3 clusters Score: Raw -6784150.572184 + Penalty 5332.361221 = -6778818.210963 nChanged 1048 SP:Iteration 16Q (8705.300000 sec): 3 clusters Score: Raw -6784695.889282 + Penalty 5332.361221 = -6779363.528061 nChanged 1038 SP:Iteration 17Q (8705.760000 sec): 3 clusters Score: Raw -6785292.278988 + Penalty 5332.361221 = -6779959.917767 nChanged 1056 SP:Iteration 18Q (8706.190000 sec): 3 clusters Score: Raw -6785976.867414 + Penalty 5332.361221 = -6780644.506193 nChanged 929 SP:Iteration 19Q (8706.580000 sec): 3 clusters Score: Raw -6786631.874135 + Penalty 5332.361221 = -6781299.512914 nChanged 847 SP:Iteration 20F (8706.960000 sec): 3 clusters Score: Raw -6787289.877876 + Penalty 5332.361221 = -6781957.516655 nChanged 714 SP:Iteration 21Q (8707.340000 sec): 3 clusters Score: Raw -6787842.035806 + Penalty 5332.361221 = -6782509.674585 nChanged 564 SP:Iteration 22Q (8707.770000 sec): 3 clusters Score: Raw -6788239.170455 + Penalty 5332.361221 = -6782906.809234 nChanged 433 SP:Iteration 23Q (8708.210000 sec): 3 clusters Score: Raw -6788470.336720 + Penalty 5332.361221 = -6783137.975499 nChanged 316 SP:Iteration 24Q (8708.630000 sec): 3 clusters Score: Raw -6788592.812988 + Penalty 5332.361221 = -6783260.451767 nChanged 217 SP:Iteration 25Q (8709.030000 sec): 3 clusters Score: Raw -6788651.687040 + Penalty 5332.361221 = -6783319.325819 nChanged 150 SP:Iteration 26Q (8709.400000 sec): 3 clusters Score: Raw -6788684.777307 + Penalty 5332.361221 = -6783352.416085 nChanged 112 SP:Iteration 27Q (8709.840000 sec): 3 clusters Score: Raw -6788705.190908 + Penalty 5332.361221 = -6783372.829686 nChanged 68 SP:Iteration 28Q (8710.230000 sec): 3 clusters Score: Raw -6788714.144908 + Penalty 5332.361221 = -6783381.783687 nChanged 47 SP:Iteration 29Q (8710.730000 sec): 3 clusters Score: Raw -6788720.004709 + Penalty 5332.361221 = -6783387.643488 nChanged 32 SP:Iteration 30Q (8711.110000 sec): 3 clusters Score: Raw -6788722.891086 + Penalty 5332.361221 = -6783390.529865 nChanged 18 SP:Iteration 31Q (8711.530000 sec): 3 clusters Score: Raw -6788724.252134 + Penalty 5332.361221 = -6783391.890913 nChanged 9 SP:Iteration 32Q (8711.980000 sec): 3 clusters Score: Raw -6788724.882466 + Penalty 5332.361221 = -6783392.521245 nChanged 11 SP:Iteration 33Q (8712.400000 sec): 3 clusters Score: Raw -6788725.821298 + Penalty 5332.361221 = -6783393.460077 nChanged 10 SP:Iteration 34Q (8712.790000 sec): 3 clusters Score: Raw -6788726.435704 + Penalty 5332.361221 = -6783394.074483 nChanged 5 SP:Iteration 35Q (8713.150000 sec): 3 clusters Score: Raw -6788726.720814 + Penalty 5332.361221 = -6783394.359592 nChanged 4 SP:Iteration 36Q (8713.580000 sec): 3 clusters Score: Raw -6788726.992347 + Penalty 5332.361221 = -6783394.631125 nChanged 5 SP:Iteration 37Q (8713.980000 sec): 3 clusters Score: Raw -6788727.274352 + Penalty 5332.361221 = -6783394.913131 nChanged 3 SP:Iteration 38Q (8714.410000 sec): 3 clusters Score: Raw -6788727.354411 + Penalty 5332.361221 = -6783394.993190 nChanged 1 SP:Iteration 39Q (8714.820000 sec): 3 clusters Score: Raw -6788727.396216 + Penalty 5332.361221 = -6783395.034994 nChanged 0 SP:Iteration 40F (8715.260000 sec): 3 clusters Score: Raw -6788727.396216 + Penalty 5332.361221 = -6783395.034994 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 4.60 GB. Trying to split cluster 24 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8715.370000 sec): 2 clusters Score: Raw -174078.180754 + Penalty 1787.549248 = -172290.631506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8715.560000 sec): 3 clusters Score: Raw -173752.365736 + Penalty 3575.098496 = -170177.267240 nChanged 436 SP:Iteration 1F (8715.780000 sec): 3 clusters Score: Raw -174394.076411 + Penalty 3575.098496 = -170818.977914 nChanged 153 SP:Iteration 2F (8715.960000 sec): 3 clusters Score: Raw -174796.505208 + Penalty 3575.098496 = -171221.406712 nChanged 113 SP:Iteration 3F (8716.160000 sec): 3 clusters Score: Raw -175106.078762 + Penalty 3575.098496 = -171530.980266 nChanged 92 SP:Iteration 4F (8716.400000 sec): 3 clusters Score: Raw -175265.392282 + Penalty 3575.098496 = -171690.293785 nChanged 55 SP:Iteration 5Q (8716.570000 sec): 3 clusters Score: Raw -175370.724441 + Penalty 3575.098496 = -171795.625945 nChanged 46 SP:Iteration 6Q (8716.750000 sec): 3 clusters Score: Raw -175487.792531 + Penalty 3575.098496 = -171912.694034 nChanged 39 SP:Iteration 7Q (8716.930000 sec): 3 clusters Score: Raw -175560.827679 + Penalty 3575.098496 = -171985.729183 nChanged 34 SP:Iteration 8Q (8717.070000 sec): 3 clusters Score: Raw -175629.239383 + Penalty 3575.098496 = -172054.140887 nChanged 32 SP:Iteration 9Q (8717.270000 sec): 3 clusters Score: Raw -175696.057176 + Penalty 3575.098496 = -172120.958680 nChanged 24 SP:Iteration 10Q (8717.460000 sec): 3 clusters Score: Raw -175732.480502 + Penalty 3575.098496 = -172157.382005 nChanged 18 SP:Iteration 11Q (8717.650000 sec): 3 clusters Score: Raw -175763.141659 + Penalty 3575.098496 = -172188.043162 nChanged 8 SP:Iteration 12Q (8717.850000 sec): 3 clusters Score: Raw -175771.248843 + Penalty 3575.098496 = -172196.150347 nChanged 5 SP:Iteration 13Q (8718.040000 sec): 3 clusters Score: Raw -175776.049888 + Penalty 3575.098496 = -172200.951392 nChanged 1 SP:Iteration 14Q (8718.200000 sec): 3 clusters Score: Raw -175776.882437 + Penalty 3575.098496 = -172201.783940 nChanged 1 SP:Iteration 15Q (8718.390000 sec): 3 clusters Score: Raw -175777.447326 + Penalty 3575.098496 = -172202.348829 nChanged 0 SP:Iteration 16F (8718.560000 sec): 3 clusters Score: Raw -175779.480150 + Penalty 3575.098496 = -172204.381654 nChanged 2 SP:Iteration 17Q (8718.760000 sec): 3 clusters Score: Raw -175808.318794 + Penalty 3575.098496 = -172233.220298 nChanged 5 SP:Iteration 18Q (8718.940000 sec): 3 clusters Score: Raw -175822.214113 + Penalty 3575.098496 = -172247.115616 nChanged 7 SP:Iteration 19Q (8719.100000 sec): 3 clusters Score: Raw -175830.664137 + Penalty 3575.098496 = -172255.565641 nChanged 2 SP:Iteration 20F (8719.280000 sec): 3 clusters Score: Raw -175833.936007 + Penalty 3575.098496 = -172258.837511 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 25 (15334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8719.440000 sec): 2 clusters Score: Raw -2212658.998133 + Penalty 2390.181310 = -2210268.816823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8719.710000 sec): 3 clusters Score: Raw -2203928.405347 + Penalty 4780.362621 = -2199148.042727 nChanged 6602 SP:Iteration 1F (8719.980000 sec): 3 clusters Score: Raw -2207436.950864 + Penalty 4780.362621 = -2202656.588244 nChanged 901 SP:Iteration 2F (8720.240000 sec): 3 clusters Score: Raw -2207794.126535 + Penalty 4780.362621 = -2203013.763914 nChanged 723 SP:Iteration 3Q (8720.490000 sec): 3 clusters Score: Raw -2208054.353996 + Penalty 4780.362621 = -2203273.991376 nChanged 605 SP:Iteration 4Q (8720.750000 sec): 3 clusters Score: Raw -2208277.530755 + Penalty 4780.362621 = -2203497.168134 nChanged 555 SP:Iteration 5Q (8720.990000 sec): 3 clusters Score: Raw -2208503.986030 + Penalty 4780.362621 = -2203723.623409 nChanged 575 SP:Iteration 6Q (8721.210000 sec): 3 clusters Score: Raw -2208759.122515 + Penalty 4780.362621 = -2203978.759895 nChanged 615 SP:Iteration 7Q (8721.500000 sec): 3 clusters Score: Raw -2209049.364822 + Penalty 4780.362621 = -2204269.002201 nChanged 637 SP:Iteration 8Q (8721.760000 sec): 3 clusters Score: Raw -2209396.397106 + Penalty 4780.362621 = -2204616.034485 nChanged 714 SP:Iteration 9Q (8722.040000 sec): 3 clusters Score: Raw -2209881.241183 + Penalty 4780.362621 = -2205100.878563 nChanged 821 SP:Iteration 10F (8722.280000 sec): 3 clusters Score: Raw -2210614.225799 + Penalty 4780.362621 = -2205833.863178 nChanged 960 SP:Iteration 11F (8722.580000 sec): 3 clusters Score: Raw -2211777.972132 + Penalty 4780.362621 = -2206997.609512 nChanged 1116 SP:Iteration 12F (8722.840000 sec): 3 clusters Score: Raw -2213359.236801 + Penalty 4780.362621 = -2208578.874181 nChanged 977 SP:Iteration 13F (8723.110000 sec): 3 clusters Score: Raw -2214395.336516 + Penalty 4780.362621 = -2209614.973895 nChanged 702 SP:Iteration 14Q (8723.370000 sec): 3 clusters Score: Raw -2214883.546475 + Penalty 4780.362621 = -2210103.183854 nChanged 419 SP:Iteration 15Q (8723.650000 sec): 3 clusters Score: Raw -2215076.338270 + Penalty 4780.362621 = -2210295.975649 nChanged 242 SP:Iteration 16Q (8723.960000 sec): 3 clusters Score: Raw -2215165.441637 + Penalty 4780.362621 = -2210385.079017 nChanged 161 SP:Iteration 17Q (8724.220000 sec): 3 clusters Score: Raw -2215231.397444 + Penalty 4780.362621 = -2210451.034823 nChanged 124 SP:Iteration 18Q (8724.500000 sec): 3 clusters Score: Raw -2215280.226941 + Penalty 4780.362621 = -2210499.864321 nChanged 90 SP:Iteration 19Q (8724.770000 sec): 3 clusters Score: Raw -2215307.555012 + Penalty 4780.362621 = -2210527.192392 nChanged 84 SP:Iteration 20F (8725.060000 sec): 3 clusters Score: Raw -2215334.671130 + Penalty 4780.362621 = -2210554.308509 nChanged 62 SP:Iteration 21Q (8725.320000 sec): 3 clusters Score: Raw -2215350.477449 + Penalty 4780.362621 = -2210570.114829 nChanged 50 SP:Iteration 22Q (8725.610000 sec): 3 clusters Score: Raw -2215361.593231 + Penalty 4780.362621 = -2210581.230610 nChanged 42 SP:Iteration 23Q (8725.900000 sec): 3 clusters Score: Raw -2215369.648024 + Penalty 4780.362621 = -2210589.285404 nChanged 36 SP:Iteration 24Q (8726.160000 sec): 3 clusters Score: Raw -2215377.318472 + Penalty 4780.362621 = -2210596.955851 nChanged 34 SP:Iteration 25Q (8726.460000 sec): 3 clusters Score: Raw -2215384.500009 + Penalty 4780.362621 = -2210604.137389 nChanged 24 SP:Iteration 26Q (8726.720000 sec): 3 clusters Score: Raw -2215388.622924 + Penalty 4780.362621 = -2210608.260303 nChanged 17 SP:Iteration 27Q (8727.030000 sec): 3 clusters Score: Raw -2215390.951496 + Penalty 4780.362621 = -2210610.588876 nChanged 13 SP:Iteration 28Q (8727.270000 sec): 3 clusters Score: Raw -2215392.808583 + Penalty 4780.362621 = -2210612.445963 nChanged 13 SP:Iteration 29Q (8727.560000 sec): 3 clusters Score: Raw -2215394.374076 + Penalty 4780.362621 = -2210614.011455 nChanged 8 SP:Iteration 30Q (8727.810000 sec): 3 clusters Score: Raw -2215395.425485 + Penalty 4780.362621 = -2210615.062864 nChanged 4 SP:Iteration 31Q (8728.130000 sec): 3 clusters Score: Raw -2215396.079021 + Penalty 4780.362621 = -2210615.716400 nChanged 7 SP:Iteration 32Q (8728.380000 sec): 3 clusters Score: Raw -2215396.918176 + Penalty 4780.362621 = -2210616.555555 nChanged 4 SP:Iteration 33Q (8728.670000 sec): 3 clusters Score: Raw -2215397.571482 + Penalty 4780.362621 = -2210617.208862 nChanged 8 SP:Iteration 34Q (8728.940000 sec): 3 clusters Score: Raw -2215399.117905 + Penalty 4780.362621 = -2210618.755285 nChanged 9 SP:Iteration 35Q (8729.230000 sec): 3 clusters Score: Raw -2215400.133914 + Penalty 4780.362621 = -2210619.771293 nChanged 5 SP:Iteration 36Q (8729.480000 sec): 3 clusters Score: Raw -2215400.763722 + Penalty 4780.362621 = -2210620.401101 nChanged 4 SP:Iteration 37Q (8729.780000 sec): 3 clusters Score: Raw -2215401.048416 + Penalty 4780.362621 = -2210620.685795 nChanged 3 SP:Iteration 38Q (8730.050000 sec): 3 clusters Score: Raw -2215401.649126 + Penalty 4780.362621 = -2210621.286506 nChanged 3 SP:Iteration 39Q (8730.360000 sec): 3 clusters Score: Raw -2215402.175374 + Penalty 4780.362621 = -2210621.812753 nChanged 4 SP:Iteration 40F (8730.620000 sec): 3 clusters Score: Raw -2215402.600244 + Penalty 4780.362621 = -2210622.237624 nChanged 3 SP:Iteration 41Q (8730.890000 sec): 3 clusters Score: Raw -2215403.153498 + Penalty 4780.362621 = -2210622.790877 nChanged 1 SP:Iteration 42Q (8731.170000 sec): 3 clusters Score: Raw -2215403.246894 + Penalty 4780.362621 = -2210622.884273 nChanged 1 SP:Iteration 43Q (8731.420000 sec): 3 clusters Score: Raw -2215403.379987 + Penalty 4780.362621 = -2210623.017367 nChanged 0 SP:Iteration 44F (8731.690000 sec): 3 clusters Score: Raw -2215403.379987 + Penalty 4780.362621 = -2210623.017367 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 4.60 GB. Trying to split cluster 26 (1415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8731.810000 sec): 2 clusters Score: Raw -168186.506205 + Penalty 1799.211433 = -166387.294772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8732.020000 sec): 3 clusters Score: Raw -168030.758757 + Penalty 3598.422866 = -164432.335891 nChanged 478 SP:Iteration 1F (8732.220000 sec): 3 clusters Score: Raw -170908.718078 + Penalty 3598.422866 = -167310.295212 nChanged 281 SP:Iteration 2F (8732.430000 sec): 3 clusters Score: Raw -173356.593877 + Penalty 3598.422866 = -169758.171011 nChanged 98 SP:Iteration 3F (8732.580000 sec): 3 clusters Score: Raw -174323.907503 + Penalty 3598.422866 = -170725.484637 nChanged 55 SP:Iteration 4Q (8732.760000 sec): 3 clusters Score: Raw -175091.159227 + Penalty 3598.422866 = -171492.736362 nChanged 26 SP:Iteration 5Q (8732.950000 sec): 3 clusters Score: Raw -175595.805017 + Penalty 3598.422866 = -171997.382151 nChanged 2 SP:Iteration 6Q (8733.170000 sec): 3 clusters Score: Raw -175727.911674 + Penalty 3598.422866 = -172129.488808 nChanged 0 SP:Iteration 7F (8733.330000 sec): 3 clusters Score: Raw -175727.911674 + Penalty 3598.422866 = -172129.488808 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 4.60 GB. Trying to split cluster 27 (10722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8733.480000 sec): 2 clusters Score: Raw -1463212.754431 + Penalty 2301.453140 = -1460911.301291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8733.710000 sec): 3 clusters Score: Raw -1457395.006337 + Penalty 4602.906280 = -1452792.100057 nChanged 4473 SP:Iteration 1F (8733.920000 sec): 3 clusters Score: Raw -1459889.565028 + Penalty 4602.906280 = -1455286.658747 nChanged 708 SP:Iteration 2F (8734.130000 sec): 3 clusters Score: Raw -1460319.072490 + Penalty 4602.906280 = -1455716.166209 nChanged 670 SP:Iteration 3F (8734.350000 sec): 3 clusters Score: Raw -1460772.486792 + Penalty 4602.906280 = -1456169.580512 nChanged 670 SP:Iteration 4F (8734.600000 sec): 3 clusters Score: Raw -1461266.176631 + Penalty 4602.906280 = -1456663.270351 nChanged 667 SP:Iteration 5F (8734.860000 sec): 3 clusters Score: Raw -1461833.580459 + Penalty 4602.906280 = -1457230.674178 nChanged 649 SP:Iteration 6F (8735.070000 sec): 3 clusters Score: Raw -1462445.203092 + Penalty 4602.906280 = -1457842.296812 nChanged 649 SP:Iteration 7F (8735.300000 sec): 3 clusters Score: Raw -1463104.740665 + Penalty 4602.906280 = -1458501.834385 nChanged 589 SP:Iteration 8F (8735.560000 sec): 3 clusters Score: Raw -1463626.677547 + Penalty 4602.906280 = -1459023.771267 nChanged 453 SP:Iteration 9Q (8735.790000 sec): 3 clusters Score: Raw -1463899.315799 + Penalty 4602.906280 = -1459296.409518 nChanged 312 SP:Iteration 10Q (8736.060000 sec): 3 clusters Score: Raw -1464065.878546 + Penalty 4602.906280 = -1459462.972266 nChanged 238 SP:Iteration 11Q (8736.360000 sec): 3 clusters Score: Raw -1464209.549620 + Penalty 4602.906280 = -1459606.643340 nChanged 211 SP:Iteration 12Q (8736.610000 sec): 3 clusters Score: Raw -1464341.936366 + Penalty 4602.906280 = -1459739.030086 nChanged 161 SP:Iteration 13Q (8736.870000 sec): 3 clusters Score: Raw -1464440.598703 + Penalty 4602.906280 = -1459837.692423 nChanged 164 SP:Iteration 14Q (8737.120000 sec): 3 clusters Score: Raw -1464538.693318 + Penalty 4602.906280 = -1459935.787038 nChanged 165 SP:Iteration 15Q (8737.370000 sec): 3 clusters Score: Raw -1464630.687256 + Penalty 4602.906280 = -1460027.780975 nChanged 163 SP:Iteration 16Q (8737.600000 sec): 3 clusters Score: Raw -1464738.568712 + Penalty 4602.906280 = -1460135.662432 nChanged 141 SP:Iteration 17Q (8737.880000 sec): 3 clusters Score: Raw -1464817.440554 + Penalty 4602.906280 = -1460214.534274 nChanged 147 SP:Iteration 18Q (8738.170000 sec): 3 clusters Score: Raw -1464898.620328 + Penalty 4602.906280 = -1460295.714048 nChanged 135 SP:Iteration 19Q (8738.410000 sec): 3 clusters Score: Raw -1464980.306555 + Penalty 4602.906280 = -1460377.400274 nChanged 135 SP:Iteration 20F (8738.580000 sec): 3 clusters Score: Raw -1465066.283291 + Penalty 4602.906280 = -1460463.377011 nChanged 136 SP:Iteration 21Q (8738.840000 sec): 3 clusters Score: Raw -1465188.750227 + Penalty 4602.906280 = -1460585.843947 nChanged 131 SP:Iteration 22Q (8739.050000 sec): 3 clusters Score: Raw -1465311.113130 + Penalty 4602.906280 = -1460708.206850 nChanged 123 SP:Iteration 23Q (8739.300000 sec): 3 clusters Score: Raw -1465429.139014 + Penalty 4602.906280 = -1460826.232734 nChanged 91 SP:Iteration 24Q (8739.530000 sec): 3 clusters Score: Raw -1465495.708035 + Penalty 4602.906280 = -1460892.801754 nChanged 61 SP:Iteration 25Q (8739.780000 sec): 3 clusters Score: Raw -1465520.376114 + Penalty 4602.906280 = -1460917.469834 nChanged 38 SP:Iteration 26Q (8740.010000 sec): 3 clusters Score: Raw -1465534.238101 + Penalty 4602.906280 = -1460931.331821 nChanged 27 SP:Iteration 27Q (8740.230000 sec): 3 clusters Score: Raw -1465544.134083 + Penalty 4602.906280 = -1460941.227803 nChanged 19 SP:Iteration 28Q (8740.450000 sec): 3 clusters Score: Raw -1465551.086588 + Penalty 4602.906280 = -1460948.180308 nChanged 11 SP:Iteration 29Q (8740.690000 sec): 3 clusters Score: Raw -1465554.210914 + Penalty 4602.906280 = -1460951.304634 nChanged 8 SP:Iteration 30Q (8740.930000 sec): 3 clusters Score: Raw -1465556.003733 + Penalty 4602.906280 = -1460953.097452 nChanged 9 SP:Iteration 31Q (8741.140000 sec): 3 clusters Score: Raw -1465557.787979 + Penalty 4602.906280 = -1460954.881699 nChanged 8 SP:Iteration 32Q (8741.420000 sec): 3 clusters Score: Raw -1465559.966169 + Penalty 4602.906280 = -1460957.059889 nChanged 6 SP:Iteration 33Q (8741.610000 sec): 3 clusters Score: Raw -1465561.351487 + Penalty 4602.906280 = -1460958.445206 nChanged 3 SP:Iteration 34Q (8741.850000 sec): 3 clusters Score: Raw -1465562.176299 + Penalty 4602.906280 = -1460959.270019 nChanged 6 SP:Iteration 35Q (8742.020000 sec): 3 clusters Score: Raw -1465563.580616 + Penalty 4602.906280 = -1460960.674336 nChanged 3 SP:Iteration 36Q (8742.250000 sec): 3 clusters Score: Raw -1465564.294022 + Penalty 4602.906280 = -1460961.387742 nChanged 1 SP:Iteration 37Q (8742.440000 sec): 3 clusters Score: Raw -1465564.753795 + Penalty 4602.906280 = -1460961.847515 nChanged 2 SP:Iteration 38Q (8742.680000 sec): 3 clusters Score: Raw -1465565.210053 + Penalty 4602.906280 = -1460962.303773 nChanged 1 SP:Iteration 39Q (8742.880000 sec): 3 clusters Score: Raw -1465565.410560 + Penalty 4602.906280 = -1460962.504280 nChanged 0 SP:Iteration 40F (8743.080000 sec): 3 clusters Score: Raw -1465565.410560 + Penalty 4602.906280 = -1460962.504280 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 4.60 GB. Trying to split cluster 28 (1819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8743.230000 sec): 2 clusters Score: Raw -258393.543320 + Penalty 1861.498460 = -256532.044859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8743.450000 sec): 3 clusters Score: Raw -257724.686111 + Penalty 3722.996921 = -254001.689190 nChanged 574 SP:Iteration 1F (8743.630000 sec): 3 clusters Score: Raw -258188.865077 + Penalty 3722.996921 = -254465.868156 nChanged 138 SP:Iteration 2F (8743.850000 sec): 3 clusters Score: Raw -258310.227783 + Penalty 3722.996921 = -254587.230862 nChanged 78 SP:Iteration 3Q (8744.000000 sec): 3 clusters Score: Raw -258375.157598 + Penalty 3722.996921 = -254652.160678 nChanged 48 SP:Iteration 4Q (8744.180000 sec): 3 clusters Score: Raw -258419.656769 + Penalty 3722.996921 = -254696.659848 nChanged 40 SP:Iteration 5Q (8744.370000 sec): 3 clusters Score: Raw -258453.153783 + Penalty 3722.996921 = -254730.156863 nChanged 33 SP:Iteration 6Q (8744.550000 sec): 3 clusters Score: Raw -258481.741615 + Penalty 3722.996921 = -254758.744695 nChanged 26 SP:Iteration 7Q (8744.710000 sec): 3 clusters Score: Raw -258505.328355 + Penalty 3722.996921 = -254782.331434 nChanged 34 SP:Iteration 8Q (8744.950000 sec): 3 clusters Score: Raw -258540.135253 + Penalty 3722.996921 = -254817.138332 nChanged 31 SP:Iteration 9Q (8745.090000 sec): 3 clusters Score: Raw -258574.987820 + Penalty 3722.996921 = -254851.990900 nChanged 30 SP:Iteration 10Q (8745.290000 sec): 3 clusters Score: Raw -258602.960327 + Penalty 3722.996921 = -254879.963406 nChanged 24 SP:Iteration 11Q (8745.440000 sec): 3 clusters Score: Raw -258623.908999 + Penalty 3722.996921 = -254900.912079 nChanged 18 SP:Iteration 12Q (8745.630000 sec): 3 clusters Score: Raw -258633.521545 + Penalty 3722.996921 = -254910.524625 nChanged 7 SP:Iteration 13Q (8745.790000 sec): 3 clusters Score: Raw -258636.087135 + Penalty 3722.996921 = -254913.090214 nChanged 4 SP:Iteration 14Q (8745.960000 sec): 3 clusters Score: Raw -258637.326392 + Penalty 3722.996921 = -254914.329471 nChanged 5 SP:Iteration 15Q (8746.160000 sec): 3 clusters Score: Raw -258640.308962 + Penalty 3722.996921 = -254917.312042 nChanged 1 SP:Iteration 16Q (8746.370000 sec): 3 clusters Score: Raw -258640.718361 + Penalty 3722.996921 = -254917.721441 nChanged 3 SP:Iteration 17Q (8746.550000 sec): 3 clusters Score: Raw -258642.164268 + Penalty 3722.996921 = -254919.167348 nChanged 4 SP:Iteration 18Q (8746.700000 sec): 3 clusters Score: Raw -258644.001472 + Penalty 3722.996921 = -254921.004552 nChanged 1 SP:Iteration 19Q (8746.880000 sec): 3 clusters Score: Raw -258644.725769 + Penalty 3722.996921 = -254921.728848 nChanged 2 SP:Iteration 20F (8747.060000 sec): 3 clusters Score: Raw -258646.058859 + Penalty 3722.996921 = -254923.061938 nChanged 5 SP:Iteration 21Q (8747.230000 sec): 3 clusters Score: Raw -258648.768788 + Penalty 3722.996921 = -254925.771867 nChanged 5 SP:Iteration 22Q (8747.440000 sec): 3 clusters Score: Raw -258653.830019 + Penalty 3722.996921 = -254930.833098 nChanged 7 SP:Iteration 23Q (8747.590000 sec): 3 clusters Score: Raw -258662.597934 + Penalty 3722.996921 = -254939.601014 nChanged 10 SP:Iteration 24Q (8747.810000 sec): 3 clusters Score: Raw -258670.240659 + Penalty 3722.996921 = -254947.243738 nChanged 13 SP:Iteration 25Q (8748.010000 sec): 3 clusters Score: Raw -258683.876542 + Penalty 3722.996921 = -254960.879622 nChanged 11 SP:Iteration 26Q (8748.150000 sec): 3 clusters Score: Raw -258690.696166 + Penalty 3722.996921 = -254967.699246 nChanged 9 SP:Iteration 27Q (8748.370000 sec): 3 clusters Score: Raw -258697.416486 + Penalty 3722.996921 = -254974.419565 nChanged 4 SP:Iteration 28Q (8748.530000 sec): 3 clusters Score: Raw -258700.063405 + Penalty 3722.996921 = -254977.066485 nChanged 4 SP:Iteration 29Q (8748.710000 sec): 3 clusters Score: Raw -258702.473832 + Penalty 3722.996921 = -254979.476911 nChanged 5 SP:Iteration 30Q (8748.900000 sec): 3 clusters Score: Raw -258705.511941 + Penalty 3722.996921 = -254982.515020 nChanged 2 SP:Iteration 31Q (8749.080000 sec): 3 clusters Score: Raw -258706.175066 + Penalty 3722.996921 = -254983.178145 nChanged 3 SP:Iteration 32Q (8749.240000 sec): 3 clusters Score: Raw -258706.960188 + Penalty 3722.996921 = -254983.963268 nChanged 3 SP:Iteration 33Q (8749.400000 sec): 3 clusters Score: Raw -258708.479120 + Penalty 3722.996921 = -254985.482200 nChanged 2 SP:Iteration 34Q (8749.590000 sec): 3 clusters Score: Raw -258709.502339 + Penalty 3722.996921 = -254986.505418 nChanged 1 SP:Iteration 35Q (8749.750000 sec): 3 clusters Score: Raw -258710.021356 + Penalty 3722.996921 = -254987.024435 nChanged 3 SP:Iteration 36Q (8749.900000 sec): 3 clusters Score: Raw -258711.579934 + Penalty 3722.996921 = -254988.583014 nChanged 2 SP:Iteration 37Q (8750.090000 sec): 3 clusters Score: Raw -258712.669442 + Penalty 3722.996921 = -254989.672522 nChanged 2 SP:Iteration 38Q (8750.260000 sec): 3 clusters Score: Raw -258713.767988 + Penalty 3722.996921 = -254990.771067 nChanged 3 SP:Iteration 39Q (8750.410000 sec): 3 clusters Score: Raw -258715.249511 + Penalty 3722.996921 = -254992.252591 nChanged 4 SP:Iteration 40F (8750.620000 sec): 3 clusters Score: Raw -258719.108727 + Penalty 3722.996921 = -254996.111807 nChanged 6 SP:Iteration 41Q (8750.810000 sec): 3 clusters Score: Raw -258723.921190 + Penalty 3722.996921 = -255000.924270 nChanged 3 SP:Iteration 42Q (8750.970000 sec): 3 clusters Score: Raw -258725.811596 + Penalty 3722.996921 = -255002.814675 nChanged 4 SP:Iteration 43Q (8751.150000 sec): 3 clusters Score: Raw -258728.495957 + Penalty 3722.996921 = -255005.499036 nChanged 2 SP:Iteration 44Q (8751.350000 sec): 3 clusters Score: Raw -258730.243900 + Penalty 3722.996921 = -255007.246980 nChanged 4 SP:Iteration 45Q (8751.500000 sec): 3 clusters Score: Raw -258732.283941 + Penalty 3722.996921 = -255009.287021 nChanged 1 SP:Iteration 46Q (8751.690000 sec): 3 clusters Score: Raw -258732.930806 + Penalty 3722.996921 = -255009.933885 nChanged 1 SP:Iteration 47Q (8751.880000 sec): 3 clusters Score: Raw -258734.347424 + Penalty 3722.996921 = -255011.350503 nChanged 3 SP:Iteration 48Q (8752.130000 sec): 3 clusters Score: Raw -258735.691094 + Penalty 3722.996921 = -255012.694173 nChanged 3 SP:Iteration 49Q (8752.270000 sec): 3 clusters Score: Raw -258737.727852 + Penalty 3722.996921 = -255014.730932 nChanged 2 SP:Iteration 50Q (8752.460000 sec): 3 clusters Score: Raw -258738.734313 + Penalty 3722.996921 = -255015.737393 nChanged 0 SP:Iteration 51F (8752.650000 sec): 3 clusters Score: Raw -258738.734313 + Penalty 3722.996921 = -255015.737393 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 29 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8752.740000 sec): 2 clusters Score: Raw -152416.373568 + Penalty 1744.528207 = -150671.845361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8752.890000 sec): 3 clusters Score: Raw -152093.332618 + Penalty 3489.056413 = -148604.276204 nChanged 298 SP:Iteration 1F (8753.080000 sec): 3 clusters Score: Raw -152412.137754 + Penalty 3489.056413 = -148923.081341 nChanged 72 SP:Iteration 2F (8753.280000 sec): 3 clusters Score: Raw -152508.223934 + Penalty 3489.056413 = -149019.167520 nChanged 37 SP:Iteration 3Q (8753.430000 sec): 3 clusters Score: Raw -152550.467028 + Penalty 3489.056413 = -149061.410615 nChanged 24 SP:Iteration 4Q (8753.610000 sec): 3 clusters Score: Raw -152575.555356 + Penalty 3489.056413 = -149086.498943 nChanged 22 SP:Iteration 5Q (8753.790000 sec): 3 clusters Score: Raw -152606.651267 + Penalty 3489.056413 = -149117.594854 nChanged 27 SP:Iteration 6Q (8753.950000 sec): 3 clusters Score: Raw -152640.175736 + Penalty 3489.056413 = -149151.119323 nChanged 20 SP:Iteration 7Q (8754.160000 sec): 3 clusters Score: Raw -152667.868498 + Penalty 3489.056413 = -149178.812085 nChanged 11 SP:Iteration 8Q (8754.310000 sec): 3 clusters Score: Raw -152683.680102 + Penalty 3489.056413 = -149194.623689 nChanged 14 SP:Iteration 9Q (8754.540000 sec): 3 clusters Score: Raw -152701.757585 + Penalty 3489.056413 = -149212.701172 nChanged 11 SP:Iteration 10Q (8754.710000 sec): 3 clusters Score: Raw -152714.530283 + Penalty 3489.056413 = -149225.473869 nChanged 12 SP:Iteration 11Q (8754.900000 sec): 3 clusters Score: Raw -152731.919379 + Penalty 3489.056413 = -149242.862966 nChanged 7 SP:Iteration 12Q (8755.060000 sec): 3 clusters Score: Raw -152746.720619 + Penalty 3489.056413 = -149257.664206 nChanged 5 SP:Iteration 13Q (8755.300000 sec): 3 clusters Score: Raw -152754.196598 + Penalty 3489.056413 = -149265.140185 nChanged 7 SP:Iteration 14Q (8755.450000 sec): 3 clusters Score: Raw -152766.288780 + Penalty 3489.056413 = -149277.232366 nChanged 9 SP:Iteration 15Q (8755.620000 sec): 3 clusters Score: Raw -152778.093939 + Penalty 3489.056413 = -149289.037526 nChanged 9 SP:Iteration 16Q (8755.820000 sec): 3 clusters Score: Raw -152789.258419 + Penalty 3489.056413 = -149300.202006 nChanged 10 SP:Iteration 17Q (8756.000000 sec): 3 clusters Score: Raw -152809.382033 + Penalty 3489.056413 = -149320.325620 nChanged 9 SP:Iteration 18Q (8756.180000 sec): 3 clusters Score: Raw -152820.992105 + Penalty 3489.056413 = -149331.935692 nChanged 13 SP:Iteration 19Q (8756.350000 sec): 3 clusters Score: Raw -152844.519635 + Penalty 3489.056413 = -149355.463222 nChanged 19 SP:Iteration 20F (8756.540000 sec): 3 clusters Score: Raw -152878.882323 + Penalty 3489.056413 = -149389.825910 nChanged 22 SP:Iteration 21Q (8756.720000 sec): 3 clusters Score: Raw -152923.613881 + Penalty 3489.056413 = -149434.557468 nChanged 31 SP:Iteration 22Q (8756.910000 sec): 3 clusters Score: Raw -152987.313344 + Penalty 3489.056413 = -149498.256931 nChanged 33 SP:Iteration 23Q (8757.090000 sec): 3 clusters Score: Raw -153099.112220 + Penalty 3489.056413 = -149610.055807 nChanged 57 SP:Iteration 24F (8757.290000 sec): 3 clusters Score: Raw -153295.428628 + Penalty 3489.056413 = -149806.372215 nChanged 61 SP:Iteration 25F (8757.510000 sec): 3 clusters Score: Raw -153514.308920 + Penalty 3489.056413 = -150025.252507 nChanged 48 SP:Iteration 26Q (8757.700000 sec): 3 clusters Score: Raw -153674.429808 + Penalty 3489.056413 = -150185.373395 nChanged 41 SP:Iteration 27Q (8757.870000 sec): 3 clusters Score: Raw -153847.803965 + Penalty 3489.056413 = -150358.747552 nChanged 39 SP:Iteration 28Q (8758.070000 sec): 3 clusters Score: Raw -154008.947044 + Penalty 3489.056413 = -150519.890631 nChanged 31 SP:Iteration 29Q (8758.240000 sec): 3 clusters Score: Raw -154119.049783 + Penalty 3489.056413 = -150629.993370 nChanged 21 SP:Iteration 30Q (8758.370000 sec): 3 clusters Score: Raw -154165.591935 + Penalty 3489.056413 = -150676.535521 nChanged 9 SP:Iteration 31Q (8758.550000 sec): 3 clusters Score: Raw -154184.325463 + Penalty 3489.056413 = -150695.269049 nChanged 5 SP:Iteration 32Q (8758.730000 sec): 3 clusters Score: Raw -154190.947115 + Penalty 3489.056413 = -150701.890701 nChanged 3 SP:Iteration 33Q (8758.910000 sec): 3 clusters Score: Raw -154197.604907 + Penalty 3489.056413 = -150708.548494 nChanged 2 SP:Iteration 34Q (8759.090000 sec): 3 clusters Score: Raw -154200.640501 + Penalty 3489.056413 = -150711.584087 nChanged 2 SP:Iteration 35Q (8759.230000 sec): 3 clusters Score: Raw -154203.844878 + Penalty 3489.056413 = -150714.788465 nChanged 1 SP:Iteration 36Q (8759.430000 sec): 3 clusters Score: Raw -154206.328365 + Penalty 3489.056413 = -150717.271952 nChanged 2 SP:Iteration 37Q (8759.630000 sec): 3 clusters Score: Raw -154210.953304 + Penalty 3489.056413 = -150721.896891 nChanged 2 SP:Iteration 38Q (8759.790000 sec): 3 clusters Score: Raw -154213.546417 + Penalty 3489.056413 = -150724.490004 nChanged 5 SP:Iteration 39Q (8759.990000 sec): 3 clusters Score: Raw -154222.085120 + Penalty 3489.056413 = -150733.028707 nChanged 5 SP:Iteration 40F (8760.160000 sec): 3 clusters Score: Raw -154232.154461 + Penalty 3489.056413 = -150743.098048 nChanged 4 SP:Iteration 41Q (8760.310000 sec): 3 clusters Score: Raw -154252.657780 + Penalty 3489.056413 = -150763.601366 nChanged 9 SP:Iteration 42Q (8760.490000 sec): 3 clusters Score: Raw -154305.063132 + Penalty 3489.056413 = -150816.006719 nChanged 9 SP:Iteration 43Q (8760.680000 sec): 3 clusters Score: Raw -154351.200201 + Penalty 3489.056413 = -150862.143788 nChanged 4 SP:Iteration 44Q (8760.830000 sec): 3 clusters Score: Raw -154360.374275 + Penalty 3489.056413 = -150871.317861 nChanged 0 SP:Iteration 45F (8760.990000 sec): 3 clusters Score: Raw -154360.374275 + Penalty 3489.056413 = -150871.317861 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Iteration 59Q (8796.040000 sec): 44 clusters Score: Raw -87508346.323046 + Penalty 142176.011347 = -87366170.311699 nChanged 9263 Iteration 60F (8847.890000 sec): 44 clusters Score: Raw -87526178.209487 + Penalty 142176.011347 = -87384002.198140 nChanged 7241 Iteration 61Q (8877.470000 sec): 44 clusters Score: Raw -87532260.158911 + Penalty 142176.011347 = -87390084.147564 nChanged 3970 Iteration 62Q (8904.750000 sec): 44 clusters Score: Raw -87533477.642744 + Penalty 142176.011347 = -87391301.631397 nChanged 2841 Iteration 63Q (8932.860000 sec): 44 clusters Score: Raw -87534251.725240 + Penalty 142176.011347 = -87392075.713892 nChanged 2066 Iteration 64Q (8959.930000 sec): 44 clusters Score: Raw -87534796.664989 + Penalty 142176.011347 = -87392620.653642 nChanged 1576 Iteration 65Q (8986.800000 sec): 44 clusters Score: Raw -87535239.388581 + Penalty 142176.011347 = -87393063.377234 nChanged 1245 Iteration 66Q (9014.440000 sec): 44 clusters Score: Raw -87535544.942567 + Penalty 142176.011347 = -87393368.931219 nChanged 997 Iteration 67Q (9041.470000 sec): 44 clusters Score: Raw -87535836.495466 + Penalty 142176.011347 = -87393660.484119 nChanged 888 Iteration 68Q (9067.890000 sec): 44 clusters Score: Raw -87536081.703667 + Penalty 142176.011347 = -87393905.692319 nChanged 798 Iteration 69Q (9091.910000 sec): 44 clusters Score: Raw -87536382.000452 + Penalty 142176.011347 = -87394205.989105 nChanged 738 Iteration 70Q (9116.310000 sec): 44 clusters Score: Raw -87536754.528271 + Penalty 142176.011347 = -87394578.516924 nChanged 634 Iteration 71Q (9147.040000 sec): 44 clusters Score: Raw -87537165.111091 + Penalty 142176.011347 = -87394989.099744 nChanged 534 Iteration 72Q (9174.550000 sec): 44 clusters Score: Raw -87537353.795968 + Penalty 142176.011347 = -87395177.784621 nChanged 419 Iteration 73Q (9201.690000 sec): 44 clusters Score: Raw -87537425.060544 + Penalty 142176.011347 = -87395249.049197 nChanged 351 Iteration 74Q (9227.880000 sec): 44 clusters Score: Raw -87537498.253567 + Penalty 142176.011347 = -87395322.242219 nChanged 333 Iteration 75Q (9254.900000 sec): 44 clusters Score: Raw -87537552.964555 + Penalty 142176.011347 = -87395376.953207 nChanged 309 Iteration 76Q (9277.730000 sec): 44 clusters Score: Raw -87537609.593544 + Penalty 142176.011347 = -87395433.582197 nChanged 307 Iteration 77Q (9305.210000 sec): 44 clusters Score: Raw -87537664.534896 + Penalty 142176.011347 = -87395488.523549 nChanged 268 Iteration 78Q (9334.240000 sec): 44 clusters Score: Raw -87537705.492427 + Penalty 142176.011347 = -87395529.481080 nChanged 242 Iteration 79Q (9362.430000 sec): 44 clusters Score: Raw -87537743.203181 + Penalty 142176.011347 = -87395567.191834 nChanged 244 Iteration 80F (9420.270000 sec): 44 clusters Score: Raw -87539503.296634 + Penalty 142176.011347 = -87397327.285287 nChanged 357 Iteration 81Q (9450.500000 sec): 44 clusters Score: Raw -87541393.498358 + Penalty 142176.011347 = -87399217.487011 nChanged 382 Iteration 82Q (9476.890000 sec): 44 clusters Score: Raw -87542523.434132 + Penalty 142176.011347 = -87400347.422784 nChanged 344 Iteration 83Q (9505.810000 sec): 44 clusters Score: Raw -87542586.124109 + Penalty 142176.011347 = -87400410.112761 nChanged 290 Iteration 84Q (9534.490000 sec): 44 clusters Score: Raw -87542648.356634 + Penalty 142176.011347 = -87400472.345287 nChanged 305 Iteration 85Q (9559.540000 sec): 44 clusters Score: Raw -87542713.941991 + Penalty 142176.011347 = -87400537.930643 nChanged 250 Iteration 86Q (9586.880000 sec): 44 clusters Score: Raw -87542762.272367 + Penalty 142176.011347 = -87400586.261020 nChanged 220 Iteration 87Q (9613.640000 sec): 44 clusters Score: Raw -87542810.222187 + Penalty 142176.011347 = -87400634.210840 nChanged 184 Iteration 88Q (9642.890000 sec): 44 clusters Score: Raw -87542856.828424 + Penalty 142176.011347 = -87400680.817077 nChanged 137 Iteration 89Q (9671.020000 sec): 44 clusters Score: Raw -87542904.914070 + Penalty 142176.011347 = -87400728.902723 nChanged 125 Iteration 90Q (9699.190000 sec): 44 clusters Score: Raw -87542960.208949 + Penalty 142176.011347 = -87400784.197602 nChanged 109 Iteration 91Q (9727.990000 sec): 44 clusters Score: Raw -87543034.326491 + Penalty 142176.011347 = -87400858.315144 nChanged 104 Iteration 92Q (9753.130000 sec): 44 clusters Score: Raw -87543065.662227 + Penalty 142176.011347 = -87400889.650880 nChanged 64 Iteration 93Q (9776.900000 sec): 44 clusters Score: Raw -87543075.591236 + Penalty 142176.011347 = -87400899.579889 nChanged 63 Iteration 94Q (9801.230000 sec): 44 clusters Score: Raw -87543082.458903 + Penalty 142176.011347 = -87400906.447556 nChanged 48 Iteration 95Q (9827.320000 sec): 44 clusters Score: Raw -87543088.083414 + Penalty 142176.011347 = -87400912.072066 nChanged 41 Iteration 96Q (9855.920000 sec): 44 clusters Score: Raw -87543091.723124 + Penalty 142176.011347 = -87400915.711777 nChanged 49 Iteration 97Q (9883.630000 sec): 44 clusters Score: Raw -87543095.422652 + Penalty 142176.011347 = -87400919.411304 nChanged 37 Iteration 98Q (9912.590000 sec): 44 clusters Score: Raw -87543099.632655 + Penalty 142176.011347 = -87400923.621308 nChanged 29 Writing temp clu file Because OldScore, -87400919.411304, is greater than current (better) Score,-87400923.621308 Compute initial score before splitting: Score: Raw -87543099.632655 + Penalty 142176.011347 = -87400923.621308 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 1 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9912.820000 sec): 2 clusters Score: Raw -63479.781640 + Penalty 1566.656842 = -61913.124798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9913.060000 sec): 3 clusters Score: Raw -63664.328894 + Penalty 3133.313685 = -60531.015209 nChanged 127 SP:Iteration 1F (9913.230000 sec): 3 clusters Score: Raw -64179.199924 + Penalty 3133.313685 = -61045.886240 nChanged 65 SP:Iteration 2F (9913.420000 sec): 3 clusters Score: Raw -64743.263728 + Penalty 3133.313685 = -61609.950044 nChanged 66 SP:Iteration 3F (9913.560000 sec): 3 clusters Score: Raw -65336.406079 + Penalty 3133.313685 = -62203.092394 nChanged 32 SP:Iteration 4F (9913.720000 sec): 3 clusters Score: Raw -65612.048775 + Penalty 3133.313685 = -62478.735090 nChanged 18 SP:Iteration 5Q (9913.910000 sec): 3 clusters Score: Raw -65794.247627 + Penalty 3133.313685 = -62660.933943 nChanged 22 SP:Iteration 6Q (9914.080000 sec): 3 clusters Score: Raw -65966.230344 + Penalty 3133.313685 = -62832.916659 nChanged 14 SP:Iteration 7Q (9914.280000 sec): 3 clusters Score: Raw -66106.869389 + Penalty 3133.313685 = -62973.555705 nChanged 10 SP:Iteration 8Q (9914.440000 sec): 3 clusters Score: Raw -66190.332831 + Penalty 3133.313685 = -63057.019146 nChanged 5 SP:Iteration 9Q (9914.650000 sec): 3 clusters Score: Raw -66212.471874 + Penalty 3133.313685 = -63079.158189 nChanged 0 SP:Iteration 10F (9914.780000 sec): 3 clusters Score: Raw -66225.961322 + Penalty 3133.313685 = -63092.647637 nChanged 1 SP:Iteration 11Q (9914.960000 sec): 3 clusters Score: Raw -66231.746407 + Penalty 3133.313685 = -63098.432722 nChanged 0 SP:Iteration 12F (9915.140000 sec): 3 clusters Score: Raw -66231.746407 + Penalty 3133.313685 = -63098.432722 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 4.60 GB. Trying to split cluster 2 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9915.240000 sec): 2 clusters Score: Raw -235682.161754 + Penalty 1836.713639 = -233845.448115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9915.420000 sec): 3 clusters Score: Raw -235157.646402 + Penalty 3673.427277 = -231484.219125 nChanged 503 SP:Iteration 1F (9915.660000 sec): 3 clusters Score: Raw -235598.907054 + Penalty 3673.427277 = -231925.479777 nChanged 109 SP:Iteration 2F (9915.820000 sec): 3 clusters Score: Raw -235732.107110 + Penalty 3673.427277 = -232058.679833 nChanged 67 SP:Iteration 3Q (9916.060000 sec): 3 clusters Score: Raw -235805.487247 + Penalty 3673.427277 = -232132.059970 nChanged 63 SP:Iteration 4Q (9916.270000 sec): 3 clusters Score: Raw -235864.036351 + Penalty 3673.427277 = -232190.609074 nChanged 49 SP:Iteration 5Q (9916.420000 sec): 3 clusters Score: Raw -235912.533444 + Penalty 3673.427277 = -232239.106167 nChanged 32 SP:Iteration 6Q (9916.630000 sec): 3 clusters Score: Raw -235941.054419 + Penalty 3673.427277 = -232267.627142 nChanged 21 SP:Iteration 7Q (9916.790000 sec): 3 clusters Score: Raw -235959.658692 + Penalty 3673.427277 = -232286.231415 nChanged 15 SP:Iteration 8Q (9917.010000 sec): 3 clusters Score: Raw -235972.093694 + Penalty 3673.427277 = -232298.666417 nChanged 12 SP:Iteration 9Q (9917.200000 sec): 3 clusters Score: Raw -235984.030695 + Penalty 3673.427277 = -232310.603418 nChanged 15 SP:Iteration 10Q (9917.380000 sec): 3 clusters Score: Raw -235998.828206 + Penalty 3673.427277 = -232325.400929 nChanged 16 SP:Iteration 11Q (9917.620000 sec): 3 clusters Score: Raw -236013.236859 + Penalty 3673.427277 = -232339.809582 nChanged 9 SP:Iteration 12Q (9917.780000 sec): 3 clusters Score: Raw -236025.719425 + Penalty 3673.427277 = -232352.292148 nChanged 10 SP:Iteration 13Q (9918.000000 sec): 3 clusters Score: Raw -236034.610128 + Penalty 3673.427277 = -232361.182851 nChanged 2 SP:Iteration 14Q (9918.160000 sec): 3 clusters Score: Raw -236036.434774 + Penalty 3673.427277 = -232363.007497 nChanged 4 SP:Iteration 15Q (9918.330000 sec): 3 clusters Score: Raw -236040.324374 + Penalty 3673.427277 = -232366.897096 nChanged 4 SP:Iteration 16Q (9918.490000 sec): 3 clusters Score: Raw -236044.643637 + Penalty 3673.427277 = -232371.216360 nChanged 6 SP:Iteration 17Q (9918.680000 sec): 3 clusters Score: Raw -236050.735991 + Penalty 3673.427277 = -232377.308713 nChanged 9 SP:Iteration 18Q (9918.890000 sec): 3 clusters Score: Raw -236059.310575 + Penalty 3673.427277 = -232385.883298 nChanged 7 SP:Iteration 19Q (9919.020000 sec): 3 clusters Score: Raw -236065.083817 + Penalty 3673.427277 = -232391.656540 nChanged 4 SP:Iteration 20F (9919.180000 sec): 3 clusters Score: Raw -236068.814754 + Penalty 3673.427277 = -232395.387477 nChanged 5 SP:Iteration 21Q (9919.360000 sec): 3 clusters Score: Raw -236075.295937 + Penalty 3673.427277 = -232401.868660 nChanged 9 SP:Iteration 22Q (9919.550000 sec): 3 clusters Score: Raw -236079.713226 + Penalty 3673.427277 = -232406.285949 nChanged 3 SP:Iteration 23Q (9919.700000 sec): 3 clusters Score: Raw -236081.275487 + Penalty 3673.427277 = -232407.848210 nChanged 4 SP:Iteration 24Q (9919.910000 sec): 3 clusters Score: Raw -236084.485602 + Penalty 3673.427277 = -232411.058325 nChanged 1 SP:Iteration 25Q (9920.060000 sec): 3 clusters Score: Raw -236085.199663 + Penalty 3673.427277 = -232411.772386 nChanged 1 SP:Iteration 26Q (9920.240000 sec): 3 clusters Score: Raw -236085.473275 + Penalty 3673.427277 = -232412.045998 nChanged 0 SP:Iteration 27F (9920.450000 sec): 3 clusters Score: Raw -236085.473275 + Penalty 3673.427277 = -232412.045998 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 3 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9920.550000 sec): 2 clusters Score: Raw -167302.412014 + Penalty 1804.928766 = -165497.483248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9920.700000 sec): 3 clusters Score: Raw -167280.545363 + Penalty 3609.857532 = -163670.687831 nChanged 472 SP:Iteration 1F (9920.910000 sec): 3 clusters Score: Raw -169537.677441 + Penalty 3609.857532 = -165927.819909 nChanged 205 SP:Iteration 2F (9921.110000 sec): 3 clusters Score: Raw -170707.247962 + Penalty 3609.857532 = -167097.390430 nChanged 122 SP:Iteration 3F (9921.270000 sec): 3 clusters Score: Raw -171473.650141 + Penalty 3609.857532 = -167863.792609 nChanged 86 SP:Iteration 4F (9921.490000 sec): 3 clusters Score: Raw -172558.667223 + Penalty 3609.857532 = -168948.809691 nChanged 28 SP:Iteration 5Q (9921.670000 sec): 3 clusters Score: Raw -172722.229085 + Penalty 3609.857532 = -169112.371553 nChanged 14 SP:Iteration 6Q (9921.810000 sec): 3 clusters Score: Raw -172752.671808 + Penalty 3609.857532 = -169142.814275 nChanged 14 SP:Iteration 7Q (9921.960000 sec): 3 clusters Score: Raw -172785.112783 + Penalty 3609.857532 = -169175.255251 nChanged 11 SP:Iteration 8Q (9922.150000 sec): 3 clusters Score: Raw -172806.560985 + Penalty 3609.857532 = -169196.703452 nChanged 6 SP:Iteration 9Q (9922.280000 sec): 3 clusters Score: Raw -172814.496905 + Penalty 3609.857532 = -169204.639373 nChanged 10 SP:Iteration 10Q (9922.430000 sec): 3 clusters Score: Raw -172830.210774 + Penalty 3609.857532 = -169220.353241 nChanged 12 SP:Iteration 11Q (9922.610000 sec): 3 clusters Score: Raw -172866.315534 + Penalty 3609.857532 = -169256.458001 nChanged 15 SP:Iteration 12Q (9922.750000 sec): 3 clusters Score: Raw -172957.348977 + Penalty 3609.857532 = -169347.491444 nChanged 12 SP:Iteration 13Q (9922.890000 sec): 3 clusters Score: Raw -173004.483323 + Penalty 3609.857532 = -169394.625791 nChanged 9 SP:Iteration 14Q (9923.080000 sec): 3 clusters Score: Raw -173025.239912 + Penalty 3609.857532 = -169415.382379 nChanged 3 SP:Iteration 15Q (9923.230000 sec): 3 clusters Score: Raw -173029.773566 + Penalty 3609.857532 = -169419.916034 nChanged 0 SP:Iteration 16F (9923.370000 sec): 3 clusters Score: Raw -173029.773566 + Penalty 3609.857532 = -169419.916034 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 4.60 GB. Trying to split cluster 4 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9923.510000 sec): 2 clusters Score: Raw -113565.764325 + Penalty 1672.234398 = -111893.529928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9923.650000 sec): 3 clusters Score: Raw -113508.179655 + Penalty 3344.468795 = -110163.710860 nChanged 218 SP:Iteration 1F (9923.790000 sec): 3 clusters Score: Raw -113879.133006 + Penalty 3344.468795 = -110534.664211 nChanged 65 SP:Iteration 2F (9923.930000 sec): 3 clusters Score: Raw -114093.144264 + Penalty 3344.468795 = -110748.675469 nChanged 46 SP:Iteration 3F (9924.120000 sec): 3 clusters Score: Raw -114231.311437 + Penalty 3344.468795 = -110886.842641 nChanged 40 SP:Iteration 4Q (9924.270000 sec): 3 clusters Score: Raw -114316.171064 + Penalty 3344.468795 = -110971.702269 nChanged 23 SP:Iteration 5Q (9924.450000 sec): 3 clusters Score: Raw -114379.006801 + Penalty 3344.468795 = -111034.538005 nChanged 27 SP:Iteration 6Q (9924.580000 sec): 3 clusters Score: Raw -114458.490203 + Penalty 3344.468795 = -111114.021408 nChanged 26 SP:Iteration 7Q (9924.760000 sec): 3 clusters Score: Raw -114521.390613 + Penalty 3344.468795 = -111176.921817 nChanged 23 SP:Iteration 8Q (9924.970000 sec): 3 clusters Score: Raw -114580.302420 + Penalty 3344.468795 = -111235.833624 nChanged 22 SP:Iteration 9Q (9925.140000 sec): 3 clusters Score: Raw -114630.373923 + Penalty 3344.468795 = -111285.905127 nChanged 23 SP:Iteration 10Q (9925.360000 sec): 3 clusters Score: Raw -114683.814432 + Penalty 3344.468795 = -111339.345637 nChanged 12 SP:Iteration 11Q (9925.530000 sec): 3 clusters Score: Raw -114700.771958 + Penalty 3344.468795 = -111356.303163 nChanged 4 SP:Iteration 12Q (9925.700000 sec): 3 clusters Score: Raw -114707.592859 + Penalty 3344.468795 = -111363.124064 nChanged 4 SP:Iteration 13Q (9925.860000 sec): 3 clusters Score: Raw -114723.655610 + Penalty 3344.468795 = -111379.186815 nChanged 9 SP:Iteration 14Q (9926.030000 sec): 3 clusters Score: Raw -114740.037977 + Penalty 3344.468795 = -111395.569182 nChanged 6 SP:Iteration 15Q (9926.180000 sec): 3 clusters Score: Raw -114747.364620 + Penalty 3344.468795 = -111402.895825 nChanged 3 SP:Iteration 16Q (9926.320000 sec): 3 clusters Score: Raw -114752.893613 + Penalty 3344.468795 = -111408.424818 nChanged 3 SP:Iteration 17Q (9926.490000 sec): 3 clusters Score: Raw -114758.778876 + Penalty 3344.468795 = -111414.310080 nChanged 3 SP:Iteration 18Q (9926.650000 sec): 3 clusters Score: Raw -114764.806865 + Penalty 3344.468795 = -111420.338070 nChanged 4 SP:Iteration 19Q (9926.890000 sec): 3 clusters Score: Raw -114773.173753 + Penalty 3344.468795 = -111428.704958 nChanged 0 SP:Iteration 20F (9927.090000 sec): 3 clusters Score: Raw -114773.173753 + Penalty 3344.468795 = -111428.704958 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 5 (13646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9927.220000 sec): 2 clusters Score: Raw -1938421.327306 + Penalty 2361.258026 = -1936060.069280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9927.510000 sec): 3 clusters Score: Raw -1930746.659797 + Penalty 4722.516052 = -1926024.143745 nChanged 5782 SP:Iteration 1F (9927.760000 sec): 3 clusters Score: Raw -1933891.539815 + Penalty 4722.516052 = -1929169.023763 nChanged 921 SP:Iteration 2F (9928.020000 sec): 3 clusters Score: Raw -1934380.135700 + Penalty 4722.516052 = -1929657.619648 nChanged 781 SP:Iteration 3F (9928.280000 sec): 3 clusters Score: Raw -1934817.959889 + Penalty 4722.516052 = -1930095.443837 nChanged 741 SP:Iteration 4F (9928.560000 sec): 3 clusters Score: Raw -1935274.060043 + Penalty 4722.516052 = -1930551.543991 nChanged 697 SP:Iteration 5F (9928.840000 sec): 3 clusters Score: Raw -1935701.423870 + Penalty 4722.516052 = -1930978.907819 nChanged 729 SP:Iteration 6F (9929.100000 sec): 3 clusters Score: Raw -1936089.034611 + Penalty 4722.516052 = -1931366.518559 nChanged 670 SP:Iteration 7Q (9929.380000 sec): 3 clusters Score: Raw -1936436.315348 + Penalty 4722.516052 = -1931713.799296 nChanged 616 SP:Iteration 8Q (9929.660000 sec): 3 clusters Score: Raw -1936762.056671 + Penalty 4722.516052 = -1932039.540619 nChanged 581 SP:Iteration 9Q (9929.980000 sec): 3 clusters Score: Raw -1937079.276832 + Penalty 4722.516052 = -1932356.760780 nChanged 521 SP:Iteration 10Q (9930.260000 sec): 3 clusters Score: Raw -1937345.919708 + Penalty 4722.516052 = -1932623.403656 nChanged 426 SP:Iteration 11Q (9930.540000 sec): 3 clusters Score: Raw -1937561.853097 + Penalty 4722.516052 = -1932839.337045 nChanged 332 SP:Iteration 12Q (9930.860000 sec): 3 clusters Score: Raw -1937713.652957 + Penalty 4722.516052 = -1932991.136905 nChanged 278 SP:Iteration 13Q (9931.100000 sec): 3 clusters Score: Raw -1937836.810567 + Penalty 4722.516052 = -1933114.294515 nChanged 259 SP:Iteration 14Q (9931.400000 sec): 3 clusters Score: Raw -1937953.533270 + Penalty 4722.516052 = -1933231.017218 nChanged 227 SP:Iteration 15Q (9931.670000 sec): 3 clusters Score: Raw -1938048.792712 + Penalty 4722.516052 = -1933326.276660 nChanged 223 SP:Iteration 16Q (9931.980000 sec): 3 clusters Score: Raw -1938136.068615 + Penalty 4722.516052 = -1933413.552563 nChanged 183 SP:Iteration 17Q (9932.280000 sec): 3 clusters Score: Raw -1938204.307757 + Penalty 4722.516052 = -1933481.791706 nChanged 178 SP:Iteration 18Q (9932.570000 sec): 3 clusters Score: Raw -1938277.511284 + Penalty 4722.516052 = -1933554.995232 nChanged 185 SP:Iteration 19Q (9932.880000 sec): 3 clusters Score: Raw -1938352.043601 + Penalty 4722.516052 = -1933629.527549 nChanged 169 SP:Iteration 20F (9933.160000 sec): 3 clusters Score: Raw -1938425.206955 + Penalty 4722.516052 = -1933702.690903 nChanged 154 SP:Iteration 21Q (9933.480000 sec): 3 clusters Score: Raw -1938490.454292 + Penalty 4722.516052 = -1933767.938240 nChanged 142 SP:Iteration 22Q (9933.720000 sec): 3 clusters Score: Raw -1938553.213941 + Penalty 4722.516052 = -1933830.697889 nChanged 118 SP:Iteration 23Q (9934.000000 sec): 3 clusters Score: Raw -1938601.643930 + Penalty 4722.516052 = -1933879.127878 nChanged 102 SP:Iteration 24Q (9934.240000 sec): 3 clusters Score: Raw -1938646.067591 + Penalty 4722.516052 = -1933923.551539 nChanged 90 SP:Iteration 25Q (9934.520000 sec): 3 clusters Score: Raw -1938682.765088 + Penalty 4722.516052 = -1933960.249036 nChanged 76 SP:Iteration 26Q (9934.800000 sec): 3 clusters Score: Raw -1938716.920112 + Penalty 4722.516052 = -1933994.404060 nChanged 79 SP:Iteration 27Q (9935.020000 sec): 3 clusters Score: Raw -1938749.804117 + Penalty 4722.516052 = -1934027.288065 nChanged 65 SP:Iteration 28Q (9935.310000 sec): 3 clusters Score: Raw -1938774.511659 + Penalty 4722.516052 = -1934051.995607 nChanged 60 SP:Iteration 29Q (9935.560000 sec): 3 clusters Score: Raw -1938802.938628 + Penalty 4722.516052 = -1934080.422576 nChanged 51 SP:Iteration 30Q (9935.840000 sec): 3 clusters Score: Raw -1938824.259862 + Penalty 4722.516052 = -1934101.743810 nChanged 40 SP:Iteration 31Q (9936.120000 sec): 3 clusters Score: Raw -1938843.046089 + Penalty 4722.516052 = -1934120.530038 nChanged 48 SP:Iteration 32Q (9936.360000 sec): 3 clusters Score: Raw -1938873.123495 + Penalty 4722.516052 = -1934150.607443 nChanged 55 SP:Iteration 33Q (9936.650000 sec): 3 clusters Score: Raw -1938916.494542 + Penalty 4722.516052 = -1934193.978490 nChanged 58 SP:Iteration 34Q (9936.880000 sec): 3 clusters Score: Raw -1938965.264045 + Penalty 4722.516052 = -1934242.747994 nChanged 65 SP:Iteration 35Q (9937.130000 sec): 3 clusters Score: Raw -1939022.827075 + Penalty 4722.516052 = -1934300.311023 nChanged 52 SP:Iteration 36Q (9937.390000 sec): 3 clusters Score: Raw -1939055.586940 + Penalty 4722.516052 = -1934333.070888 nChanged 39 SP:Iteration 37Q (9937.700000 sec): 3 clusters Score: Raw -1939085.706251 + Penalty 4722.516052 = -1934363.190199 nChanged 32 SP:Iteration 38Q (9937.980000 sec): 3 clusters Score: Raw -1939108.785357 + Penalty 4722.516052 = -1934386.269305 nChanged 34 SP:Iteration 39Q (9938.310000 sec): 3 clusters Score: Raw -1939137.539033 + Penalty 4722.516052 = -1934415.022982 nChanged 31 SP:Iteration 40F (9938.580000 sec): 3 clusters Score: Raw -1939161.698253 + Penalty 4722.516052 = -1934439.182201 nChanged 32 SP:Iteration 41Q (9938.900000 sec): 3 clusters Score: Raw -1939181.648353 + Penalty 4722.516052 = -1934459.132301 nChanged 23 SP:Iteration 42Q (9939.140000 sec): 3 clusters Score: Raw -1939194.910204 + Penalty 4722.516052 = -1934472.394152 nChanged 17 SP:Iteration 43Q (9939.420000 sec): 3 clusters Score: Raw -1939205.508804 + Penalty 4722.516052 = -1934482.992752 nChanged 17 SP:Iteration 44Q (9939.700000 sec): 3 clusters Score: Raw -1939217.198211 + Penalty 4722.516052 = -1934494.682159 nChanged 14 SP:Iteration 45Q (9939.920000 sec): 3 clusters Score: Raw -1939222.748807 + Penalty 4722.516052 = -1934500.232756 nChanged 7 SP:Iteration 46Q (9940.180000 sec): 3 clusters Score: Raw -1939225.382583 + Penalty 4722.516052 = -1934502.866531 nChanged 7 SP:Iteration 47Q (9940.440000 sec): 3 clusters Score: Raw -1939229.115016 + Penalty 4722.516052 = -1934506.598964 nChanged 8 SP:Iteration 48Q (9940.740000 sec): 3 clusters Score: Raw -1939231.641069 + Penalty 4722.516052 = -1934509.125017 nChanged 2 SP:Iteration 49Q (9941.050000 sec): 3 clusters Score: Raw -1939232.673080 + Penalty 4722.516052 = -1934510.157028 nChanged 2 SP:Iteration 50Q (9941.280000 sec): 3 clusters Score: Raw -1939233.451227 + Penalty 4722.516052 = -1934510.935175 nChanged 3 SP:Iteration 51Q (9941.550000 sec): 3 clusters Score: Raw -1939233.727374 + Penalty 4722.516052 = -1934511.211322 nChanged 0 SP:Iteration 52F (9941.810000 sec): 3 clusters Score: Raw -1939233.727374 + Penalty 4722.516052 = -1934511.211322 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 6 (7641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9941.940000 sec): 2 clusters Score: Raw -1068738.960043 + Penalty 2217.438373 = -1066521.521669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9942.220000 sec): 3 clusters Score: Raw -1064837.764745 + Penalty 4434.876747 = -1060402.887998 nChanged 3024 SP:Iteration 1F (9942.460000 sec): 3 clusters Score: Raw -1066467.969835 + Penalty 4434.876747 = -1062033.093088 nChanged 515 SP:Iteration 2F (9942.710000 sec): 3 clusters Score: Raw -1066720.177287 + Penalty 4434.876747 = -1062285.300540 nChanged 386 SP:Iteration 3F (9942.890000 sec): 3 clusters Score: Raw -1066913.199348 + Penalty 4434.876747 = -1062478.322602 nChanged 298 SP:Iteration 4Q (9943.140000 sec): 3 clusters Score: Raw -1067051.549101 + Penalty 4434.876747 = -1062616.672354 nChanged 273 SP:Iteration 5Q (9943.370000 sec): 3 clusters Score: Raw -1067173.172613 + Penalty 4434.876747 = -1062738.295866 nChanged 224 SP:Iteration 6Q (9943.610000 sec): 3 clusters Score: Raw -1067282.328704 + Penalty 4434.876747 = -1062847.451958 nChanged 227 SP:Iteration 7Q (9943.800000 sec): 3 clusters Score: Raw -1067381.065651 + Penalty 4434.876747 = -1062946.188905 nChanged 200 SP:Iteration 8Q (9944.050000 sec): 3 clusters Score: Raw -1067473.016383 + Penalty 4434.876747 = -1063038.139636 nChanged 189 SP:Iteration 9Q (9944.360000 sec): 3 clusters Score: Raw -1067558.935446 + Penalty 4434.876747 = -1063124.058699 nChanged 179 SP:Iteration 10Q (9944.560000 sec): 3 clusters Score: Raw -1067657.056725 + Penalty 4434.876747 = -1063222.179978 nChanged 209 SP:Iteration 11Q (9944.800000 sec): 3 clusters Score: Raw -1067767.198535 + Penalty 4434.876747 = -1063332.321788 nChanged 204 SP:Iteration 12Q (9945.030000 sec): 3 clusters Score: Raw -1067875.409671 + Penalty 4434.876747 = -1063440.532924 nChanged 223 SP:Iteration 13Q (9945.220000 sec): 3 clusters Score: Raw -1067992.765968 + Penalty 4434.876747 = -1063557.889222 nChanged 218 SP:Iteration 14Q (9945.410000 sec): 3 clusters Score: Raw -1068120.684828 + Penalty 4434.876747 = -1063685.808081 nChanged 238 SP:Iteration 15Q (9945.660000 sec): 3 clusters Score: Raw -1068239.556138 + Penalty 4434.876747 = -1063804.679392 nChanged 200 SP:Iteration 16Q (9945.850000 sec): 3 clusters Score: Raw -1068338.991034 + Penalty 4434.876747 = -1063904.114288 nChanged 178 SP:Iteration 17Q (9946.060000 sec): 3 clusters Score: Raw -1068439.554949 + Penalty 4434.876747 = -1064004.678202 nChanged 173 SP:Iteration 18Q (9946.300000 sec): 3 clusters Score: Raw -1068533.052384 + Penalty 4434.876747 = -1064098.175638 nChanged 170 SP:Iteration 19Q (9946.500000 sec): 3 clusters Score: Raw -1068616.156849 + Penalty 4434.876747 = -1064181.280102 nChanged 145 SP:Iteration 20F (9946.730000 sec): 3 clusters Score: Raw -1068679.807036 + Penalty 4434.876747 = -1064244.930289 nChanged 109 SP:Iteration 21Q (9946.980000 sec): 3 clusters Score: Raw -1068726.547417 + Penalty 4434.876747 = -1064291.670670 nChanged 114 SP:Iteration 22Q (9947.220000 sec): 3 clusters Score: Raw -1068781.276930 + Penalty 4434.876747 = -1064346.400183 nChanged 118 SP:Iteration 23Q (9947.390000 sec): 3 clusters Score: Raw -1068836.095625 + Penalty 4434.876747 = -1064401.218878 nChanged 102 SP:Iteration 24Q (9947.610000 sec): 3 clusters Score: Raw -1068887.273413 + Penalty 4434.876747 = -1064452.396666 nChanged 110 SP:Iteration 25Q (9947.840000 sec): 3 clusters Score: Raw -1068939.303517 + Penalty 4434.876747 = -1064504.426770 nChanged 89 SP:Iteration 26Q (9948.090000 sec): 3 clusters Score: Raw -1068977.107358 + Penalty 4434.876747 = -1064542.230611 nChanged 85 SP:Iteration 27Q (9948.310000 sec): 3 clusters Score: Raw -1069007.820399 + Penalty 4434.876747 = -1064572.943652 nChanged 67 SP:Iteration 28Q (9948.510000 sec): 3 clusters Score: Raw -1069037.176675 + Penalty 4434.876747 = -1064602.299928 nChanged 68 SP:Iteration 29Q (9948.770000 sec): 3 clusters Score: Raw -1069062.322971 + Penalty 4434.876747 = -1064627.446224 nChanged 63 SP:Iteration 30Q (9949.060000 sec): 3 clusters Score: Raw -1069084.574337 + Penalty 4434.876747 = -1064649.697591 nChanged 53 SP:Iteration 31Q (9949.300000 sec): 3 clusters Score: Raw -1069104.750186 + Penalty 4434.876747 = -1064669.873439 nChanged 51 SP:Iteration 32Q (9949.550000 sec): 3 clusters Score: Raw -1069122.419667 + Penalty 4434.876747 = -1064687.542920 nChanged 47 SP:Iteration 33Q (9949.760000 sec): 3 clusters Score: Raw -1069138.220355 + Penalty 4434.876747 = -1064703.343609 nChanged 42 SP:Iteration 34Q (9950.030000 sec): 3 clusters Score: Raw -1069149.465373 + Penalty 4434.876747 = -1064714.588626 nChanged 39 SP:Iteration 35Q (9950.310000 sec): 3 clusters Score: Raw -1069162.968113 + Penalty 4434.876747 = -1064728.091366 nChanged 39 SP:Iteration 36Q (9950.580000 sec): 3 clusters Score: Raw -1069176.371418 + Penalty 4434.876747 = -1064741.494671 nChanged 40 SP:Iteration 37Q (9950.890000 sec): 3 clusters Score: Raw -1069188.834886 + Penalty 4434.876747 = -1064753.958139 nChanged 37 SP:Iteration 38Q (9951.120000 sec): 3 clusters Score: Raw -1069198.662801 + Penalty 4434.876747 = -1064763.786054 nChanged 28 SP:Iteration 39Q (9951.360000 sec): 3 clusters Score: Raw -1069205.533361 + Penalty 4434.876747 = -1064770.656615 nChanged 28 SP:Iteration 40F (9951.570000 sec): 3 clusters Score: Raw -1069213.083350 + Penalty 4434.876747 = -1064778.206603 nChanged 27 SP:Iteration 41Q (9951.810000 sec): 3 clusters Score: Raw -1069220.506038 + Penalty 4434.876747 = -1064785.629291 nChanged 20 SP:Iteration 42Q (9952.040000 sec): 3 clusters Score: Raw -1069224.639889 + Penalty 4434.876747 = -1064789.763143 nChanged 13 SP:Iteration 43Q (9952.310000 sec): 3 clusters Score: Raw -1069227.671416 + Penalty 4434.876747 = -1064792.794669 nChanged 11 SP:Iteration 44Q (9952.530000 sec): 3 clusters Score: Raw -1069231.087628 + Penalty 4434.876747 = -1064796.210881 nChanged 9 SP:Iteration 45Q (9952.740000 sec): 3 clusters Score: Raw -1069233.404082 + Penalty 4434.876747 = -1064798.527335 nChanged 9 SP:Iteration 46Q (9952.980000 sec): 3 clusters Score: Raw -1069236.283400 + Penalty 4434.876747 = -1064801.406653 nChanged 12 SP:Iteration 47Q (9953.180000 sec): 3 clusters Score: Raw -1069240.568044 + Penalty 4434.876747 = -1064805.691297 nChanged 19 SP:Iteration 48Q (9953.400000 sec): 3 clusters Score: Raw -1069246.874612 + Penalty 4434.876747 = -1064811.997866 nChanged 20 SP:Iteration 49Q (9953.610000 sec): 3 clusters Score: Raw -1069253.394746 + Penalty 4434.876747 = -1064818.517999 nChanged 22 SP:Iteration 50Q (9953.790000 sec): 3 clusters Score: Raw -1069259.280207 + Penalty 4434.876747 = -1064824.403460 nChanged 15 SP:Iteration 51Q (9954.050000 sec): 3 clusters Score: Raw -1069264.493454 + Penalty 4434.876747 = -1064829.616707 nChanged 18 SP:Iteration 52Q (9954.270000 sec): 3 clusters Score: Raw -1069269.939705 + Penalty 4434.876747 = -1064835.062959 nChanged 14 SP:Iteration 53Q (9954.520000 sec): 3 clusters Score: Raw -1069273.134404 + Penalty 4434.876747 = -1064838.257657 nChanged 12 SP:Iteration 54Q (9954.730000 sec): 3 clusters Score: Raw -1069276.381805 + Penalty 4434.876747 = -1064841.505058 nChanged 12 SP:Iteration 55Q (9954.990000 sec): 3 clusters Score: Raw -1069278.478209 + Penalty 4434.876747 = -1064843.601463 nChanged 8 SP:Iteration 56Q (9955.180000 sec): 3 clusters Score: Raw -1069280.400747 + Penalty 4434.876747 = -1064845.524000 nChanged 4 SP:Iteration 57Q (9955.400000 sec): 3 clusters Score: Raw -1069282.175150 + Penalty 4434.876747 = -1064847.298403 nChanged 7 SP:Iteration 58Q (9955.660000 sec): 3 clusters Score: Raw -1069284.378281 + Penalty 4434.876747 = -1064849.501535 nChanged 6 SP:Iteration 59Q (9955.880000 sec): 3 clusters Score: Raw -1069285.343945 + Penalty 4434.876747 = -1064850.467198 nChanged 3 SP:Iteration 60F (9956.110000 sec): 3 clusters Score: Raw -1069285.932128 + Penalty 4434.876747 = -1064851.055381 nChanged 3 SP:Iteration 61Q (9956.380000 sec): 3 clusters Score: Raw -1069286.395519 + Penalty 4434.876747 = -1064851.518772 nChanged 2 SP:Iteration 62Q (9956.630000 sec): 3 clusters Score: Raw -1069287.005995 + Penalty 4434.876747 = -1064852.129248 nChanged 4 SP:Iteration 63Q (9956.870000 sec): 3 clusters Score: Raw -1069287.882900 + Penalty 4434.876747 = -1064853.006153 nChanged 4 SP:Iteration 64Q (9957.130000 sec): 3 clusters Score: Raw -1069288.736980 + Penalty 4434.876747 = -1064853.860234 nChanged 1 SP:Iteration 65Q (9957.340000 sec): 3 clusters Score: Raw -1069288.925337 + Penalty 4434.876747 = -1064854.048590 nChanged 2 SP:Iteration 66Q (9957.540000 sec): 3 clusters Score: Raw -1069289.239769 + Penalty 4434.876747 = -1064854.363022 nChanged 2 SP:Iteration 67Q (9957.760000 sec): 3 clusters Score: Raw -1069289.582056 + Penalty 4434.876747 = -1064854.705309 nChanged 3 SP:Iteration 68Q (9958.000000 sec): 3 clusters Score: Raw -1069289.842186 + Penalty 4434.876747 = -1064854.965439 nChanged 0 SP:Iteration 69F (9958.210000 sec): 3 clusters Score: Raw -1069289.842186 + Penalty 4434.876747 = -1064854.965439 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 7 (7287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9958.370000 sec): 2 clusters Score: Raw -1063863.491064 + Penalty 2205.674110 = -1061657.816954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9958.650000 sec): 3 clusters Score: Raw -1060120.154754 + Penalty 4411.348220 = -1055708.806534 nChanged 2854 SP:Iteration 1F (9958.830000 sec): 3 clusters Score: Raw -1061635.544055 + Penalty 4411.348220 = -1057224.195835 nChanged 471 SP:Iteration 2F (9959.120000 sec): 3 clusters Score: Raw -1061858.984831 + Penalty 4411.348220 = -1057447.636611 nChanged 348 SP:Iteration 3Q (9959.340000 sec): 3 clusters Score: Raw -1062006.058078 + Penalty 4411.348220 = -1057594.709858 nChanged 264 SP:Iteration 4Q (9959.530000 sec): 3 clusters Score: Raw -1062114.248134 + Penalty 4411.348220 = -1057702.899914 nChanged 222 SP:Iteration 5Q (9959.770000 sec): 3 clusters Score: Raw -1062206.058994 + Penalty 4411.348220 = -1057794.710774 nChanged 199 SP:Iteration 6Q (9959.990000 sec): 3 clusters Score: Raw -1062280.486455 + Penalty 4411.348220 = -1057869.138235 nChanged 155 SP:Iteration 7Q (9960.200000 sec): 3 clusters Score: Raw -1062335.863346 + Penalty 4411.348220 = -1057924.515126 nChanged 138 SP:Iteration 8Q (9960.410000 sec): 3 clusters Score: Raw -1062381.457428 + Penalty 4411.348220 = -1057970.109208 nChanged 135 SP:Iteration 9Q (9960.640000 sec): 3 clusters Score: Raw -1062423.214238 + Penalty 4411.348220 = -1058011.866018 nChanged 130 SP:Iteration 10Q (9960.820000 sec): 3 clusters Score: Raw -1062464.621626 + Penalty 4411.348220 = -1058053.273406 nChanged 119 SP:Iteration 11Q (9961.070000 sec): 3 clusters Score: Raw -1062501.518196 + Penalty 4411.348220 = -1058090.169976 nChanged 108 SP:Iteration 12Q (9961.300000 sec): 3 clusters Score: Raw -1062535.725643 + Penalty 4411.348220 = -1058124.377423 nChanged 103 SP:Iteration 13Q (9961.570000 sec): 3 clusters Score: Raw -1062573.406299 + Penalty 4411.348220 = -1058162.058079 nChanged 98 SP:Iteration 14Q (9961.780000 sec): 3 clusters Score: Raw -1062602.608284 + Penalty 4411.348220 = -1058191.260064 nChanged 94 SP:Iteration 15Q (9962.060000 sec): 3 clusters Score: Raw -1062633.703407 + Penalty 4411.348220 = -1058222.355187 nChanged 98 SP:Iteration 16Q (9962.250000 sec): 3 clusters Score: Raw -1062665.469769 + Penalty 4411.348220 = -1058254.121549 nChanged 105 SP:Iteration 17Q (9962.460000 sec): 3 clusters Score: Raw -1062696.630019 + Penalty 4411.348220 = -1058285.281799 nChanged 118 SP:Iteration 18Q (9962.730000 sec): 3 clusters Score: Raw -1062736.446694 + Penalty 4411.348220 = -1058325.098474 nChanged 130 SP:Iteration 19Q (9962.980000 sec): 3 clusters Score: Raw -1062783.649255 + Penalty 4411.348220 = -1058372.301035 nChanged 139 SP:Iteration 20F (9963.230000 sec): 3 clusters Score: Raw -1062837.110760 + Penalty 4411.348220 = -1058425.762540 nChanged 124 SP:Iteration 21Q (9963.450000 sec): 3 clusters Score: Raw -1062889.090037 + Penalty 4411.348220 = -1058477.741817 nChanged 147 SP:Iteration 22Q (9963.690000 sec): 3 clusters Score: Raw -1062957.181455 + Penalty 4411.348220 = -1058545.833235 nChanged 152 SP:Iteration 23Q (9963.890000 sec): 3 clusters Score: Raw -1063027.686761 + Penalty 4411.348220 = -1058616.338541 nChanged 165 SP:Iteration 24Q (9964.180000 sec): 3 clusters Score: Raw -1063104.711641 + Penalty 4411.348220 = -1058693.363421 nChanged 179 SP:Iteration 25Q (9964.380000 sec): 3 clusters Score: Raw -1063207.428965 + Penalty 4411.348220 = -1058796.080745 nChanged 198 SP:Iteration 26Q (9964.630000 sec): 3 clusters Score: Raw -1063326.966970 + Penalty 4411.348220 = -1058915.618750 nChanged 202 SP:Iteration 27Q (9964.880000 sec): 3 clusters Score: Raw -1063449.286550 + Penalty 4411.348220 = -1059037.938330 nChanged 174 SP:Iteration 28Q (9965.090000 sec): 3 clusters Score: Raw -1063558.104721 + Penalty 4411.348220 = -1059146.756501 nChanged 141 SP:Iteration 29Q (9965.350000 sec): 3 clusters Score: Raw -1063646.519899 + Penalty 4411.348220 = -1059235.171679 nChanged 114 SP:Iteration 30Q (9965.580000 sec): 3 clusters Score: Raw -1063722.276628 + Penalty 4411.348220 = -1059310.928408 nChanged 96 SP:Iteration 31Q (9965.780000 sec): 3 clusters Score: Raw -1063793.035662 + Penalty 4411.348220 = -1059381.687442 nChanged 95 SP:Iteration 32Q (9966.030000 sec): 3 clusters Score: Raw -1063857.190146 + Penalty 4411.348220 = -1059445.841926 nChanged 76 SP:Iteration 33Q (9966.260000 sec): 3 clusters Score: Raw -1063911.567047 + Penalty 4411.348220 = -1059500.218827 nChanged 78 SP:Iteration 34Q (9966.510000 sec): 3 clusters Score: Raw -1063968.193388 + Penalty 4411.348220 = -1059556.845168 nChanged 56 SP:Iteration 35Q (9966.730000 sec): 3 clusters Score: Raw -1064008.880835 + Penalty 4411.348220 = -1059597.532615 nChanged 40 SP:Iteration 36Q (9966.950000 sec): 3 clusters Score: Raw -1064036.427967 + Penalty 4411.348220 = -1059625.079747 nChanged 37 SP:Iteration 37Q (9967.180000 sec): 3 clusters Score: Raw -1064060.778546 + Penalty 4411.348220 = -1059649.430326 nChanged 27 SP:Iteration 38Q (9967.400000 sec): 3 clusters Score: Raw -1064080.849612 + Penalty 4411.348220 = -1059669.501392 nChanged 25 SP:Iteration 39Q (9967.600000 sec): 3 clusters Score: Raw -1064096.480697 + Penalty 4411.348220 = -1059685.132477 nChanged 11 SP:Iteration 40F (9967.820000 sec): 3 clusters Score: Raw -1064103.386472 + Penalty 4411.348220 = -1059692.038253 nChanged 15 SP:Iteration 41Q (9968.020000 sec): 3 clusters Score: Raw -1064115.875865 + Penalty 4411.348220 = -1059704.527645 nChanged 13 SP:Iteration 42Q (9968.230000 sec): 3 clusters Score: Raw -1064128.752117 + Penalty 4411.348220 = -1059717.403897 nChanged 14 SP:Iteration 43Q (9968.430000 sec): 3 clusters Score: Raw -1064139.434001 + Penalty 4411.348220 = -1059728.085781 nChanged 15 SP:Iteration 44Q (9968.670000 sec): 3 clusters Score: Raw -1064152.798331 + Penalty 4411.348220 = -1059741.450111 nChanged 16 SP:Iteration 45Q (9968.880000 sec): 3 clusters Score: Raw -1064162.559565 + Penalty 4411.348220 = -1059751.211345 nChanged 8 SP:Iteration 46Q (9969.070000 sec): 3 clusters Score: Raw -1064168.877312 + Penalty 4411.348220 = -1059757.529092 nChanged 5 SP:Iteration 47Q (9969.270000 sec): 3 clusters Score: Raw -1064173.066137 + Penalty 4411.348220 = -1059761.717917 nChanged 5 SP:Iteration 48Q (9969.520000 sec): 3 clusters Score: Raw -1064175.306240 + Penalty 4411.348220 = -1059763.958020 nChanged 1 SP:Iteration 49Q (9969.720000 sec): 3 clusters Score: Raw -1064175.693413 + Penalty 4411.348220 = -1059764.345193 nChanged 0 SP:Iteration 50F (9969.910000 sec): 3 clusters Score: Raw -1064175.693413 + Penalty 4411.348220 = -1059764.345193 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 8 (177265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9970.780000 sec): 2 clusters Score: Raw -25621779.899503 + Penalty 2997.179465 = -25618782.720038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9971.920000 sec): 3 clusters Score: Raw -25505822.798700 + Penalty 5994.358929 = -25499828.439771 nChanged 84958 SP:Iteration 1F (9973.070000 sec): 3 clusters Score: Raw -25555533.601149 + Penalty 5994.358929 = -25549539.242220 nChanged 5291 SP:Iteration 2Q (9974.190000 sec): 3 clusters Score: Raw -25556743.974487 + Penalty 5994.358929 = -25550749.615558 nChanged 5880 SP:Iteration 3Q (9975.280000 sec): 3 clusters Score: Raw -25558452.066540 + Penalty 5994.358929 = -25552457.707611 nChanged 7206 SP:Iteration 4Q (9976.490000 sec): 3 clusters Score: Raw -25561285.774974 + Penalty 5994.358929 = -25555291.416045 nChanged 9235 SP:Iteration 5F (9977.650000 sec): 3 clusters Score: Raw -25566132.493243 + Penalty 5994.358929 = -25560138.134313 nChanged 11762 SP:Iteration 6F (9978.830000 sec): 3 clusters Score: Raw -25574099.796453 + Penalty 5994.358929 = -25568105.437524 nChanged 13770 SP:Iteration 7F (9980.000000 sec): 3 clusters Score: Raw -25585297.229484 + Penalty 5994.358929 = -25579302.870554 nChanged 13872 SP:Iteration 8F (9981.090000 sec): 3 clusters Score: Raw -25597702.413154 + Penalty 5994.358929 = -25591708.054225 nChanged 11474 SP:Iteration 9F (9982.200000 sec): 3 clusters Score: Raw -25608370.857125 + Penalty 5994.358929 = -25602376.498195 nChanged 7875 SP:Iteration 10Q (9983.320000 sec): 3 clusters Score: Raw -25615676.049301 + Penalty 5994.358929 = -25609681.690371 nChanged 4227 SP:Iteration 11Q (9984.380000 sec): 3 clusters Score: Raw -25619460.093940 + Penalty 5994.358929 = -25613465.735010 nChanged 1849 SP:Iteration 12Q (9985.470000 sec): 3 clusters Score: Raw -25621105.068666 + Penalty 5994.358929 = -25615110.709737 nChanged 636 SP:Iteration 13Q (9986.510000 sec): 3 clusters Score: Raw -25621659.796506 + Penalty 5994.358929 = -25615665.437577 nChanged 219 SP:Iteration 14Q (9987.410000 sec): 3 clusters Score: Raw -25621856.099283 + Penalty 5994.358929 = -25615861.740354 nChanged 93 SP:Iteration 15Q (9988.300000 sec): 3 clusters Score: Raw -25621960.429979 + Penalty 5994.358929 = -25615966.071049 nChanged 50 SP:Iteration 16Q (9989.220000 sec): 3 clusters Score: Raw -25622018.781832 + Penalty 5994.358929 = -25616024.422903 nChanged 36 SP:Iteration 17Q (9990.100000 sec): 3 clusters Score: Raw -25622054.156197 + Penalty 5994.358929 = -25616059.797267 nChanged 19 SP:Iteration 18Q (9991.070000 sec): 3 clusters Score: Raw -25622073.168669 + Penalty 5994.358929 = -25616078.809740 nChanged 14 SP:Iteration 19Q (9991.970000 sec): 3 clusters Score: Raw -25622089.473183 + Penalty 5994.358929 = -25616095.114254 nChanged 10 SP:Iteration 20F (9992.980000 sec): 3 clusters Score: Raw -25622099.429441 + Penalty 5994.358929 = -25616105.070511 nChanged 10 SP:Iteration 21Q (9993.910000 sec): 3 clusters Score: Raw -25622107.615998 + Penalty 5994.358929 = -25616113.257069 nChanged 3 SP:Iteration 22Q (9994.860000 sec): 3 clusters Score: Raw -25622113.562992 + Penalty 5994.358929 = -25616119.204063 nChanged 2 SP:Iteration 23Q (9995.800000 sec): 3 clusters Score: Raw -25622115.090878 + Penalty 5994.358929 = -25616120.731949 nChanged 3 SP:Iteration 24Q (9996.660000 sec): 3 clusters Score: Raw -25622119.490966 + Penalty 5994.358929 = -25616125.132037 nChanged 0 SP:Iteration 25F (9997.710000 sec): 3 clusters Score: Raw -25622119.490966 + Penalty 5994.358929 = -25616125.132037 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 9 (7298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9997.910000 sec): 2 clusters Score: Raw -1024312.616414 + Penalty 2206.048193 = -1022106.568221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9998.110000 sec): 3 clusters Score: Raw -1020569.826422 + Penalty 4412.096386 = -1016157.730036 nChanged 2931 SP:Iteration 1F (9998.330000 sec): 3 clusters Score: Raw -1022079.335419 + Penalty 4412.096386 = -1017667.239033 nChanged 526 SP:Iteration 2F (9998.580000 sec): 3 clusters Score: Raw -1022355.892900 + Penalty 4412.096386 = -1017943.796514 nChanged 362 SP:Iteration 3Q (9998.790000 sec): 3 clusters Score: Raw -1022532.973898 + Penalty 4412.096386 = -1018120.877512 nChanged 295 SP:Iteration 4Q (9999.010000 sec): 3 clusters Score: Raw -1022683.501181 + Penalty 4412.096386 = -1018271.404795 nChanged 257 SP:Iteration 5Q (9999.250000 sec): 3 clusters Score: Raw -1022827.676923 + Penalty 4412.096386 = -1018415.580537 nChanged 268 SP:Iteration 6Q (9999.410000 sec): 3 clusters Score: Raw -1022988.097863 + Penalty 4412.096386 = -1018576.001477 nChanged 251 SP:Iteration 7Q (9999.630000 sec): 3 clusters Score: Raw -1023151.379066 + Penalty 4412.096386 = -1018739.282680 nChanged 276 SP:Iteration 8Q (9999.800000 sec): 3 clusters Score: Raw -1023302.795167 + Penalty 4412.096386 = -1018890.698781 nChanged 244 SP:Iteration 9Q (10000.030000 sec): 3 clusters Score: Raw -1023425.550748 + Penalty 4412.096386 = -1019013.454362 nChanged 223 SP:Iteration 10Q (10000.270000 sec): 3 clusters Score: Raw -1023554.067093 + Penalty 4412.096386 = -1019141.970707 nChanged 223 SP:Iteration 11Q (10000.490000 sec): 3 clusters Score: Raw -1023662.755295 + Penalty 4412.096386 = -1019250.658909 nChanged 170 SP:Iteration 12Q (10000.740000 sec): 3 clusters Score: Raw -1023737.780211 + Penalty 4412.096386 = -1019325.683824 nChanged 155 SP:Iteration 13Q (10000.950000 sec): 3 clusters Score: Raw -1023806.946292 + Penalty 4412.096386 = -1019394.849906 nChanged 159 SP:Iteration 14Q (10001.160000 sec): 3 clusters Score: Raw -1023868.489700 + Penalty 4412.096386 = -1019456.393314 nChanged 150 SP:Iteration 15Q (10001.370000 sec): 3 clusters Score: Raw -1023931.831603 + Penalty 4412.096386 = -1019519.735217 nChanged 125 SP:Iteration 16Q (10001.640000 sec): 3 clusters Score: Raw -1023979.258650 + Penalty 4412.096386 = -1019567.162264 nChanged 120 SP:Iteration 17Q (10001.820000 sec): 3 clusters Score: Raw -1024022.908921 + Penalty 4412.096386 = -1019610.812535 nChanged 100 SP:Iteration 18Q (10002.110000 sec): 3 clusters Score: Raw -1024053.750658 + Penalty 4412.096386 = -1019641.654272 nChanged 78 SP:Iteration 19Q (10002.320000 sec): 3 clusters Score: Raw -1024081.533549 + Penalty 4412.096386 = -1019669.437163 nChanged 79 SP:Iteration 20F (10002.540000 sec): 3 clusters Score: Raw -1024104.750186 + Penalty 4412.096386 = -1019692.653800 nChanged 59 SP:Iteration 21Q (10002.780000 sec): 3 clusters Score: Raw -1024121.446880 + Penalty 4412.096386 = -1019709.350494 nChanged 50 SP:Iteration 22Q (10003.030000 sec): 3 clusters Score: Raw -1024132.888988 + Penalty 4412.096386 = -1019720.792601 nChanged 40 SP:Iteration 23Q (10003.240000 sec): 3 clusters Score: Raw -1024145.799829 + Penalty 4412.096386 = -1019733.703443 nChanged 45 SP:Iteration 24Q (10003.450000 sec): 3 clusters Score: Raw -1024159.831775 + Penalty 4412.096386 = -1019747.735389 nChanged 36 SP:Iteration 25Q (10003.680000 sec): 3 clusters Score: Raw -1024168.250645 + Penalty 4412.096386 = -1019756.154259 nChanged 22 SP:Iteration 26Q (10003.940000 sec): 3 clusters Score: Raw -1024173.774500 + Penalty 4412.096386 = -1019761.678114 nChanged 22 SP:Iteration 27Q (10004.130000 sec): 3 clusters Score: Raw -1024177.569738 + Penalty 4412.096386 = -1019765.473352 nChanged 14 SP:Iteration 28Q (10004.370000 sec): 3 clusters Score: Raw -1024180.258623 + Penalty 4412.096386 = -1019768.162237 nChanged 9 SP:Iteration 29Q (10004.610000 sec): 3 clusters Score: Raw -1024182.279820 + Penalty 4412.096386 = -1019770.183434 nChanged 7 SP:Iteration 30Q (10004.800000 sec): 3 clusters Score: Raw -1024183.424257 + Penalty 4412.096386 = -1019771.327871 nChanged 5 SP:Iteration 31Q (10005.050000 sec): 3 clusters Score: Raw -1024184.462462 + Penalty 4412.096386 = -1019772.366075 nChanged 7 SP:Iteration 32Q (10005.230000 sec): 3 clusters Score: Raw -1024185.393101 + Penalty 4412.096386 = -1019773.296715 nChanged 6 SP:Iteration 33Q (10005.450000 sec): 3 clusters Score: Raw -1024186.295751 + Penalty 4412.096386 = -1019774.199365 nChanged 6 SP:Iteration 34Q (10005.680000 sec): 3 clusters Score: Raw -1024187.137510 + Penalty 4412.096386 = -1019775.041124 nChanged 7 SP:Iteration 35Q (10005.880000 sec): 3 clusters Score: Raw -1024188.321878 + Penalty 4412.096386 = -1019776.225492 nChanged 3 SP:Iteration 36Q (10006.080000 sec): 3 clusters Score: Raw -1024188.596415 + Penalty 4412.096386 = -1019776.500029 nChanged 0 SP:Iteration 37F (10006.250000 sec): 3 clusters Score: Raw -1024188.596415 + Penalty 4412.096386 = -1019776.500029 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 10 (11209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10006.400000 sec): 2 clusters Score: Raw -1667891.601123 + Penalty 2312.469132 = -1665579.131991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10006.690000 sec): 3 clusters Score: Raw -1661701.725505 + Penalty 4624.938264 = -1657076.787241 nChanged 4712 SP:Iteration 1F (10006.910000 sec): 3 clusters Score: Raw -1664278.990657 + Penalty 4624.938264 = -1659654.052393 nChanged 703 SP:Iteration 2F (10007.150000 sec): 3 clusters Score: Raw -1664568.307015 + Penalty 4624.938264 = -1659943.368751 nChanged 549 SP:Iteration 3Q (10007.430000 sec): 3 clusters Score: Raw -1664824.265955 + Penalty 4624.938264 = -1660199.327691 nChanged 476 SP:Iteration 4Q (10007.700000 sec): 3 clusters Score: Raw -1665084.999304 + Penalty 4624.938264 = -1660460.061040 nChanged 469 SP:Iteration 5Q (10008.000000 sec): 3 clusters Score: Raw -1665411.817726 + Penalty 4624.938264 = -1660786.879462 nChanged 556 SP:Iteration 6Q (10008.290000 sec): 3 clusters Score: Raw -1665825.291755 + Penalty 4624.938264 = -1661200.353491 nChanged 616 SP:Iteration 7F (10008.510000 sec): 3 clusters Score: Raw -1666240.154227 + Penalty 4624.938264 = -1661615.215963 nChanged 652 SP:Iteration 8F (10008.750000 sec): 3 clusters Score: Raw -1666684.170723 + Penalty 4624.938264 = -1662059.232459 nChanged 657 SP:Iteration 9F (10009.040000 sec): 3 clusters Score: Raw -1667191.858133 + Penalty 4624.938264 = -1662566.919869 nChanged 633 SP:Iteration 10F (10009.240000 sec): 3 clusters Score: Raw -1667683.607788 + Penalty 4624.938264 = -1663058.669525 nChanged 581 SP:Iteration 11F (10009.500000 sec): 3 clusters Score: Raw -1668151.148198 + Penalty 4624.938264 = -1663526.209934 nChanged 452 SP:Iteration 12Q (10009.760000 sec): 3 clusters Score: Raw -1668490.055217 + Penalty 4624.938264 = -1663865.116953 nChanged 321 SP:Iteration 13Q (10010.020000 sec): 3 clusters Score: Raw -1668704.683140 + Penalty 4624.938264 = -1664079.744876 nChanged 220 SP:Iteration 14Q (10010.230000 sec): 3 clusters Score: Raw -1668853.636568 + Penalty 4624.938264 = -1664228.698304 nChanged 147 SP:Iteration 15Q (10010.470000 sec): 3 clusters Score: Raw -1668946.101794 + Penalty 4624.938264 = -1664321.163531 nChanged 116 SP:Iteration 16Q (10010.740000 sec): 3 clusters Score: Raw -1669006.528955 + Penalty 4624.938264 = -1664381.590691 nChanged 81 SP:Iteration 17Q (10010.960000 sec): 3 clusters Score: Raw -1669054.322546 + Penalty 4624.938264 = -1664429.384282 nChanged 70 SP:Iteration 18Q (10011.210000 sec): 3 clusters Score: Raw -1669096.074470 + Penalty 4624.938264 = -1664471.136206 nChanged 66 SP:Iteration 19Q (10011.480000 sec): 3 clusters Score: Raw -1669131.816172 + Penalty 4624.938264 = -1664506.877908 nChanged 48 SP:Iteration 20F (10011.760000 sec): 3 clusters Score: Raw -1669156.706494 + Penalty 4624.938264 = -1664531.768230 nChanged 36 SP:Iteration 21Q (10011.980000 sec): 3 clusters Score: Raw -1669179.223539 + Penalty 4624.938264 = -1664554.285275 nChanged 40 SP:Iteration 22Q (10012.220000 sec): 3 clusters Score: Raw -1669203.429343 + Penalty 4624.938264 = -1664578.491079 nChanged 37 SP:Iteration 23Q (10012.420000 sec): 3 clusters Score: Raw -1669226.502017 + Penalty 4624.938264 = -1664601.563753 nChanged 30 SP:Iteration 24Q (10012.670000 sec): 3 clusters Score: Raw -1669240.988373 + Penalty 4624.938264 = -1664616.050109 nChanged 18 SP:Iteration 25Q (10012.900000 sec): 3 clusters Score: Raw -1669250.555791 + Penalty 4624.938264 = -1664625.617527 nChanged 21 SP:Iteration 26Q (10013.160000 sec): 3 clusters Score: Raw -1669267.374616 + Penalty 4624.938264 = -1664642.436352 nChanged 28 SP:Iteration 27Q (10013.350000 sec): 3 clusters Score: Raw -1669282.490840 + Penalty 4624.938264 = -1664657.552576 nChanged 18 SP:Iteration 28Q (10013.550000 sec): 3 clusters Score: Raw -1669293.117238 + Penalty 4624.938264 = -1664668.178974 nChanged 20 SP:Iteration 29Q (10013.830000 sec): 3 clusters Score: Raw -1669314.781342 + Penalty 4624.938264 = -1664689.843078 nChanged 29 SP:Iteration 30Q (10014.060000 sec): 3 clusters Score: Raw -1669339.897188 + Penalty 4624.938264 = -1664714.958924 nChanged 35 SP:Iteration 31Q (10014.270000 sec): 3 clusters Score: Raw -1669372.319218 + Penalty 4624.938264 = -1664747.380954 nChanged 36 SP:Iteration 32Q (10014.510000 sec): 3 clusters Score: Raw -1669402.357524 + Penalty 4624.938264 = -1664777.419260 nChanged 33 SP:Iteration 33Q (10014.770000 sec): 3 clusters Score: Raw -1669432.005944 + Penalty 4624.938264 = -1664807.067680 nChanged 33 SP:Iteration 34Q (10015.000000 sec): 3 clusters Score: Raw -1669462.164766 + Penalty 4624.938264 = -1664837.226502 nChanged 26 SP:Iteration 35Q (10015.250000 sec): 3 clusters Score: Raw -1669486.023234 + Penalty 4624.938264 = -1664861.084971 nChanged 23 SP:Iteration 36Q (10015.490000 sec): 3 clusters Score: Raw -1669508.251063 + Penalty 4624.938264 = -1664883.312799 nChanged 17 SP:Iteration 37Q (10015.700000 sec): 3 clusters Score: Raw -1669525.791097 + Penalty 4624.938264 = -1664900.852834 nChanged 13 SP:Iteration 38Q (10015.940000 sec): 3 clusters Score: Raw -1669534.604574 + Penalty 4624.938264 = -1664909.666310 nChanged 11 SP:Iteration 39Q (10016.150000 sec): 3 clusters Score: Raw -1669539.377526 + Penalty 4624.938264 = -1664914.439262 nChanged 3 SP:Iteration 40F (10016.410000 sec): 3 clusters Score: Raw -1669540.648021 + Penalty 4624.938264 = -1664915.709757 nChanged 1 SP:Iteration 41Q (10016.690000 sec): 3 clusters Score: Raw -1669541.064139 + Penalty 4624.938264 = -1664916.125875 nChanged 2 SP:Iteration 42Q (10016.970000 sec): 3 clusters Score: Raw -1669542.125576 + Penalty 4624.938264 = -1664917.187313 nChanged 1 SP:Iteration 43Q (10017.230000 sec): 3 clusters Score: Raw -1669542.459341 + Penalty 4624.938264 = -1664917.521078 nChanged 1 SP:Iteration 44Q (10017.510000 sec): 3 clusters Score: Raw -1669543.312415 + Penalty 4624.938264 = -1664918.374151 nChanged 0 SP:Iteration 45F (10017.810000 sec): 3 clusters Score: Raw -1669543.312415 + Penalty 4624.938264 = -1664918.374151 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 11 (1217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10017.940000 sec): 2 clusters Score: Raw -158541.323873 + Penalty 1761.827735 = -156779.496138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10018.150000 sec): 3 clusters Score: Raw -158237.553399 + Penalty 3523.655470 = -154713.897929 nChanged 339 SP:Iteration 1F (10018.340000 sec): 3 clusters Score: Raw -158722.534517 + Penalty 3523.655470 = -155198.879047 nChanged 141 SP:Iteration 2F (10018.580000 sec): 3 clusters Score: Raw -159136.726325 + Penalty 3523.655470 = -155613.070855 nChanged 117 SP:Iteration 3F (10018.780000 sec): 3 clusters Score: Raw -159427.708995 + Penalty 3523.655470 = -155904.053525 nChanged 79 SP:Iteration 4F (10018.980000 sec): 3 clusters Score: Raw -159589.642632 + Penalty 3523.655470 = -156065.987162 nChanged 69 SP:Iteration 5F (10019.160000 sec): 3 clusters Score: Raw -159748.562627 + Penalty 3523.655470 = -156224.907157 nChanged 42 SP:Iteration 6Q (10019.370000 sec): 3 clusters Score: Raw -159896.476767 + Penalty 3523.655470 = -156372.821297 nChanged 32 SP:Iteration 7Q (10019.550000 sec): 3 clusters Score: Raw -159957.845187 + Penalty 3523.655470 = -156434.189717 nChanged 21 SP:Iteration 8Q (10019.710000 sec): 3 clusters Score: Raw -160055.199737 + Penalty 3523.655470 = -156531.544267 nChanged 28 SP:Iteration 9Q (10019.880000 sec): 3 clusters Score: Raw -160116.948262 + Penalty 3523.655470 = -156593.292792 nChanged 21 SP:Iteration 10Q (10020.050000 sec): 3 clusters Score: Raw -160172.220304 + Penalty 3523.655470 = -156648.564834 nChanged 10 SP:Iteration 11Q (10020.200000 sec): 3 clusters Score: Raw -160202.265282 + Penalty 3523.655470 = -156678.609811 nChanged 10 SP:Iteration 12Q (10020.370000 sec): 3 clusters Score: Raw -160226.140927 + Penalty 3523.655470 = -156702.485457 nChanged 2 SP:Iteration 13Q (10020.600000 sec): 3 clusters Score: Raw -160229.657216 + Penalty 3523.655470 = -156706.001745 nChanged 2 SP:Iteration 14Q (10020.780000 sec): 3 clusters Score: Raw -160233.118580 + Penalty 3523.655470 = -156709.463110 nChanged 2 SP:Iteration 15Q (10020.910000 sec): 3 clusters Score: Raw -160236.440712 + Penalty 3523.655470 = -156712.785242 nChanged 0 SP:Iteration 16F (10021.110000 sec): 3 clusters Score: Raw -160236.440712 + Penalty 3523.655470 = -156712.785242 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 12 (21554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10021.370000 sec): 2 clusters Score: Raw -3151966.404047 + Penalty 2474.622540 = -3149491.781507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10021.660000 sec): 3 clusters Score: Raw -3139387.460902 + Penalty 4949.245080 = -3134438.215822 nChanged 9467 SP:Iteration 1F (10022.040000 sec): 3 clusters Score: Raw -3144468.213050 + Penalty 4949.245080 = -3139518.967971 nChanged 1079 SP:Iteration 2F (10022.390000 sec): 3 clusters Score: Raw -3144811.843648 + Penalty 4949.245080 = -3139862.598568 nChanged 891 SP:Iteration 3Q (10022.710000 sec): 3 clusters Score: Raw -3145098.193498 + Penalty 4949.245080 = -3140148.948419 nChanged 806 SP:Iteration 4Q (10022.980000 sec): 3 clusters Score: Raw -3145378.907313 + Penalty 4949.245080 = -3140429.662233 nChanged 820 SP:Iteration 5Q (10023.290000 sec): 3 clusters Score: Raw -3145661.555318 + Penalty 4949.245080 = -3140712.310239 nChanged 743 SP:Iteration 6Q (10023.630000 sec): 3 clusters Score: Raw -3145936.364101 + Penalty 4949.245080 = -3140987.119021 nChanged 752 SP:Iteration 7Q (10023.950000 sec): 3 clusters Score: Raw -3146231.989567 + Penalty 4949.245080 = -3141282.744487 nChanged 839 SP:Iteration 8Q (10024.220000 sec): 3 clusters Score: Raw -3146584.277722 + Penalty 4949.245080 = -3141635.032642 nChanged 884 SP:Iteration 9Q (10024.530000 sec): 3 clusters Score: Raw -3146964.243672 + Penalty 4949.245080 = -3142014.998592 nChanged 993 SP:Iteration 10Q (10024.840000 sec): 3 clusters Score: Raw -3147483.851366 + Penalty 4949.245080 = -3142534.606286 nChanged 1164 SP:Iteration 11F (10025.130000 sec): 3 clusters Score: Raw -3148193.308863 + Penalty 4949.245080 = -3143244.063783 nChanged 1227 SP:Iteration 12F (10025.420000 sec): 3 clusters Score: Raw -3148998.944936 + Penalty 4949.245080 = -3144049.699856 nChanged 1165 SP:Iteration 13F (10025.720000 sec): 3 clusters Score: Raw -3149775.931515 + Penalty 4949.245080 = -3144826.686435 nChanged 1020 SP:Iteration 14Q (10026.090000 sec): 3 clusters Score: Raw -3150478.638347 + Penalty 4949.245080 = -3145529.393267 nChanged 841 SP:Iteration 15Q (10026.430000 sec): 3 clusters Score: Raw -3151030.301551 + Penalty 4949.245080 = -3146081.056471 nChanged 633 SP:Iteration 16Q (10026.700000 sec): 3 clusters Score: Raw -3151430.646805 + Penalty 4949.245080 = -3146481.401725 nChanged 462 SP:Iteration 17Q (10026.960000 sec): 3 clusters Score: Raw -3151718.854590 + Penalty 4949.245080 = -3146769.609510 nChanged 332 SP:Iteration 18Q (10027.280000 sec): 3 clusters Score: Raw -3151926.370529 + Penalty 4949.245080 = -3146977.125449 nChanged 247 SP:Iteration 19Q (10027.530000 sec): 3 clusters Score: Raw -3152069.623494 + Penalty 4949.245080 = -3147120.378414 nChanged 160 SP:Iteration 20F (10027.840000 sec): 3 clusters Score: Raw -3152156.534821 + Penalty 4949.245080 = -3147207.289741 nChanged 118 SP:Iteration 21Q (10028.170000 sec): 3 clusters Score: Raw -3152221.393367 + Penalty 4949.245080 = -3147272.148287 nChanged 90 SP:Iteration 22Q (10028.490000 sec): 3 clusters Score: Raw -3152268.505424 + Penalty 4949.245080 = -3147319.260345 nChanged 63 SP:Iteration 23Q (10028.740000 sec): 3 clusters Score: Raw -3152298.394550 + Penalty 4949.245080 = -3147349.149470 nChanged 46 SP:Iteration 24Q (10029.060000 sec): 3 clusters Score: Raw -3152325.032441 + Penalty 4949.245080 = -3147375.787361 nChanged 35 SP:Iteration 25Q (10029.380000 sec): 3 clusters Score: Raw -3152340.363638 + Penalty 4949.245080 = -3147391.118558 nChanged 25 SP:Iteration 26Q (10029.690000 sec): 3 clusters Score: Raw -3152354.717699 + Penalty 4949.245080 = -3147405.472619 nChanged 29 SP:Iteration 27Q (10030.050000 sec): 3 clusters Score: Raw -3152370.656279 + Penalty 4949.245080 = -3147421.411199 nChanged 26 SP:Iteration 28Q (10030.390000 sec): 3 clusters Score: Raw -3152383.094817 + Penalty 4949.245080 = -3147433.849737 nChanged 20 SP:Iteration 29Q (10030.680000 sec): 3 clusters Score: Raw -3152393.451150 + Penalty 4949.245080 = -3147444.206070 nChanged 19 SP:Iteration 30Q (10030.990000 sec): 3 clusters Score: Raw -3152405.018091 + Penalty 4949.245080 = -3147455.773011 nChanged 15 SP:Iteration 31Q (10031.340000 sec): 3 clusters Score: Raw -3152412.612369 + Penalty 4949.245080 = -3147463.367289 nChanged 11 SP:Iteration 32Q (10031.660000 sec): 3 clusters Score: Raw -3152416.158869 + Penalty 4949.245080 = -3147466.913789 nChanged 5 SP:Iteration 33Q (10031.920000 sec): 3 clusters Score: Raw -3152418.461305 + Penalty 4949.245080 = -3147469.216225 nChanged 2 SP:Iteration 34Q (10032.240000 sec): 3 clusters Score: Raw -3152419.532729 + Penalty 4949.245080 = -3147470.287649 nChanged 4 SP:Iteration 35Q (10032.550000 sec): 3 clusters Score: Raw -3152422.172296 + Penalty 4949.245080 = -3147472.927216 nChanged 7 SP:Iteration 36Q (10032.890000 sec): 3 clusters Score: Raw -3152425.865697 + Penalty 4949.245080 = -3147476.620617 nChanged 7 SP:Iteration 37Q (10033.210000 sec): 3 clusters Score: Raw -3152429.337078 + Penalty 4949.245080 = -3147480.091998 nChanged 5 SP:Iteration 38Q (10033.550000 sec): 3 clusters Score: Raw -3152432.828712 + Penalty 4949.245080 = -3147483.583632 nChanged 3 SP:Iteration 39Q (10033.890000 sec): 3 clusters Score: Raw -3152434.334939 + Penalty 4949.245080 = -3147485.089859 nChanged 4 SP:Iteration 40F (10034.190000 sec): 3 clusters Score: Raw -3152437.094540 + Penalty 4949.245080 = -3147487.849460 nChanged 2 SP:Iteration 41Q (10034.520000 sec): 3 clusters Score: Raw -3152438.316591 + Penalty 4949.245080 = -3147489.071511 nChanged 3 SP:Iteration 42Q (10034.790000 sec): 3 clusters Score: Raw -3152439.767593 + Penalty 4949.245080 = -3147490.522514 nChanged 1 SP:Iteration 43Q (10035.100000 sec): 3 clusters Score: Raw -3152441.037578 + Penalty 4949.245080 = -3147491.792498 nChanged 3 SP:Iteration 44Q (10035.400000 sec): 3 clusters Score: Raw -3152442.128850 + Penalty 4949.245080 = -3147492.883770 nChanged 1 SP:Iteration 45Q (10035.710000 sec): 3 clusters Score: Raw -3152442.665508 + Penalty 4949.245080 = -3147493.420429 nChanged 1 SP:Iteration 46Q (10035.980000 sec): 3 clusters Score: Raw -3152443.152066 + Penalty 4949.245080 = -3147493.906986 nChanged 2 SP:Iteration 47Q (10036.330000 sec): 3 clusters Score: Raw -3152443.691413 + Penalty 4949.245080 = -3147494.446333 nChanged 2 SP:Iteration 48Q (10036.620000 sec): 3 clusters Score: Raw -3152444.921215 + Penalty 4949.245080 = -3147495.676135 nChanged 0 SP:Iteration 49F (10036.930000 sec): 3 clusters Score: Raw -3152444.921215 + Penalty 4949.245080 = -3147495.676135 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 13 (45415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10037.240000 sec): 2 clusters Score: Raw -6642282.126238 + Penalty 2659.452236 = -6639622.674002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10037.670000 sec): 3 clusters Score: Raw -6614111.558284 + Penalty 5318.904472 = -6608792.653812 nChanged 20944 SP:Iteration 1F (10038.110000 sec): 3 clusters Score: Raw -6625712.129478 + Penalty 5318.904472 = -6620393.225006 nChanged 1925 SP:Iteration 2Q (10038.550000 sec): 3 clusters Score: Raw -6626296.491332 + Penalty 5318.904472 = -6620977.586860 nChanged 2018 SP:Iteration 3Q (10039.030000 sec): 3 clusters Score: Raw -6627058.814025 + Penalty 5318.904472 = -6621739.909553 nChanged 2404 SP:Iteration 4F (10039.450000 sec): 3 clusters Score: Raw -6628241.211182 + Penalty 5318.904472 = -6622922.306710 nChanged 2936 SP:Iteration 5F (10039.880000 sec): 3 clusters Score: Raw -6630113.467670 + Penalty 5318.904472 = -6624794.563198 nChanged 3452 SP:Iteration 6F (10040.340000 sec): 3 clusters Score: Raw -6632837.844100 + Penalty 5318.904472 = -6627518.939628 nChanged 3530 SP:Iteration 7F (10040.790000 sec): 3 clusters Score: Raw -6635964.631137 + Penalty 5318.904472 = -6630645.726665 nChanged 2991 SP:Iteration 8F (10041.220000 sec): 3 clusters Score: Raw -6638761.597776 + Penalty 5318.904472 = -6633442.693304 nChanged 2078 SP:Iteration 9Q (10041.700000 sec): 3 clusters Score: Raw -6640631.340388 + Penalty 5318.904472 = -6635312.435916 nChanged 1164 SP:Iteration 10Q (10042.150000 sec): 3 clusters Score: Raw -6641608.915783 + Penalty 5318.904472 = -6636290.011311 nChanged 619 SP:Iteration 11Q (10042.610000 sec): 3 clusters Score: Raw -6642120.176737 + Penalty 5318.904472 = -6636801.272265 nChanged 287 SP:Iteration 12Q (10043.050000 sec): 3 clusters Score: Raw -6642377.785287 + Penalty 5318.904472 = -6637058.880815 nChanged 180 SP:Iteration 13Q (10043.490000 sec): 3 clusters Score: Raw -6642547.733980 + Penalty 5318.904472 = -6637228.829508 nChanged 96 SP:Iteration 14Q (10043.910000 sec): 3 clusters Score: Raw -6642638.050222 + Penalty 5318.904472 = -6637319.145750 nChanged 40 SP:Iteration 15Q (10044.320000 sec): 3 clusters Score: Raw -6642674.314754 + Penalty 5318.904472 = -6637355.410282 nChanged 28 SP:Iteration 16Q (10044.680000 sec): 3 clusters Score: Raw -6642698.501904 + Penalty 5318.904472 = -6637379.597432 nChanged 20 SP:Iteration 17Q (10045.100000 sec): 3 clusters Score: Raw -6642719.734183 + Penalty 5318.904472 = -6637400.829711 nChanged 14 SP:Iteration 18Q (10045.470000 sec): 3 clusters Score: Raw -6642732.818280 + Penalty 5318.904472 = -6637413.913808 nChanged 7 SP:Iteration 19Q (10045.830000 sec): 3 clusters Score: Raw -6642738.919147 + Penalty 5318.904472 = -6637420.014674 nChanged 8 SP:Iteration 20F (10046.270000 sec): 3 clusters Score: Raw -6642746.778570 + Penalty 5318.904472 = -6637427.874098 nChanged 7 SP:Iteration 21Q (10046.650000 sec): 3 clusters Score: Raw -6642754.200097 + Penalty 5318.904472 = -6637435.295625 nChanged 6 SP:Iteration 22Q (10047.040000 sec): 3 clusters Score: Raw -6642760.737316 + Penalty 5318.904472 = -6637441.832844 nChanged 4 SP:Iteration 23Q (10047.440000 sec): 3 clusters Score: Raw -6642765.479317 + Penalty 5318.904472 = -6637446.574845 nChanged 4 SP:Iteration 24Q (10047.840000 sec): 3 clusters Score: Raw -6642770.098565 + Penalty 5318.904472 = -6637451.194093 nChanged 6 SP:Iteration 25Q (10048.210000 sec): 3 clusters Score: Raw -6642774.880939 + Penalty 5318.904472 = -6637455.976467 nChanged 3 SP:Iteration 26Q (10048.560000 sec): 3 clusters Score: Raw -6642777.061271 + Penalty 5318.904472 = -6637458.156799 nChanged 2 SP:Iteration 27Q (10048.970000 sec): 3 clusters Score: Raw -6642780.798469 + Penalty 5318.904472 = -6637461.893997 nChanged 2 SP:Iteration 28Q (10049.330000 sec): 3 clusters Score: Raw -6642784.062388 + Penalty 5318.904472 = -6637465.157916 nChanged 3 SP:Iteration 29Q (10049.770000 sec): 3 clusters Score: Raw -6642785.807547 + Penalty 5318.904472 = -6637466.903075 nChanged 1 SP:Iteration 30Q (10050.210000 sec): 3 clusters Score: Raw -6642787.038006 + Penalty 5318.904472 = -6637468.133534 nChanged 1 SP:Iteration 31Q (10050.660000 sec): 3 clusters Score: Raw -6642787.758912 + Penalty 5318.904472 = -6637468.854440 nChanged 0 SP:Iteration 32F (10051.090000 sec): 3 clusters Score: Raw -6642787.758912 + Penalty 5318.904472 = -6637468.854440 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 14 (11149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10051.210000 sec): 2 clusters Score: Raw -1533446.034272 + Penalty 2311.138062 = -1531134.896211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10051.430000 sec): 3 clusters Score: Raw -1527338.311213 + Penalty 4622.276123 = -1522716.035090 nChanged 4713 SP:Iteration 1F (10051.680000 sec): 3 clusters Score: Raw -1530038.698967 + Penalty 4622.276123 = -1525416.422844 nChanged 742 SP:Iteration 2F (10051.860000 sec): 3 clusters Score: Raw -1530444.230773 + Penalty 4622.276123 = -1525821.954650 nChanged 614 SP:Iteration 3F (10052.130000 sec): 3 clusters Score: Raw -1530807.694891 + Penalty 4622.276123 = -1526185.418768 nChanged 583 SP:Iteration 4F (10052.340000 sec): 3 clusters Score: Raw -1531153.432523 + Penalty 4622.276123 = -1526531.156400 nChanged 578 SP:Iteration 5F (10052.610000 sec): 3 clusters Score: Raw -1531535.072211 + Penalty 4622.276123 = -1526912.796088 nChanged 577 SP:Iteration 6F (10052.860000 sec): 3 clusters Score: Raw -1531958.363115 + Penalty 4622.276123 = -1527336.086992 nChanged 590 SP:Iteration 7F (10053.160000 sec): 3 clusters Score: Raw -1532376.511651 + Penalty 4622.276123 = -1527754.235528 nChanged 569 SP:Iteration 8F (10053.430000 sec): 3 clusters Score: Raw -1532782.378357 + Penalty 4622.276123 = -1528160.102234 nChanged 541 SP:Iteration 9Q (10053.650000 sec): 3 clusters Score: Raw -1533214.995173 + Penalty 4622.276123 = -1528592.719050 nChanged 481 SP:Iteration 10Q (10053.940000 sec): 3 clusters Score: Raw -1533615.923513 + Penalty 4622.276123 = -1528993.647390 nChanged 406 SP:Iteration 11Q (10054.180000 sec): 3 clusters Score: Raw -1533940.427779 + Penalty 4622.276123 = -1529318.151656 nChanged 305 SP:Iteration 12Q (10054.410000 sec): 3 clusters Score: Raw -1534150.734796 + Penalty 4622.276123 = -1529528.458673 nChanged 211 SP:Iteration 13Q (10054.650000 sec): 3 clusters Score: Raw -1534285.907281 + Penalty 4622.276123 = -1529663.631158 nChanged 163 SP:Iteration 14Q (10054.940000 sec): 3 clusters Score: Raw -1534385.954497 + Penalty 4622.276123 = -1529763.678374 nChanged 125 SP:Iteration 15Q (10055.160000 sec): 3 clusters Score: Raw -1534450.034832 + Penalty 4622.276123 = -1529827.758709 nChanged 105 SP:Iteration 16Q (10055.410000 sec): 3 clusters Score: Raw -1534486.052748 + Penalty 4622.276123 = -1529863.776625 nChanged 62 SP:Iteration 17Q (10055.670000 sec): 3 clusters Score: Raw -1534506.050634 + Penalty 4622.276123 = -1529883.774511 nChanged 61 SP:Iteration 18Q (10055.940000 sec): 3 clusters Score: Raw -1534526.880580 + Penalty 4622.276123 = -1529904.604457 nChanged 54 SP:Iteration 19Q (10056.170000 sec): 3 clusters Score: Raw -1534548.743782 + Penalty 4622.276123 = -1529926.467659 nChanged 48 SP:Iteration 20F (10056.380000 sec): 3 clusters Score: Raw -1534566.912234 + Penalty 4622.276123 = -1529944.636111 nChanged 42 SP:Iteration 21Q (10056.670000 sec): 3 clusters Score: Raw -1534579.998563 + Penalty 4622.276123 = -1529957.722440 nChanged 31 SP:Iteration 22Q (10056.910000 sec): 3 clusters Score: Raw -1534591.269798 + Penalty 4622.276123 = -1529968.993675 nChanged 29 SP:Iteration 23Q (10057.160000 sec): 3 clusters Score: Raw -1534601.977852 + Penalty 4622.276123 = -1529979.701729 nChanged 29 SP:Iteration 24Q (10057.390000 sec): 3 clusters Score: Raw -1534609.375764 + Penalty 4622.276123 = -1529987.099641 nChanged 24 SP:Iteration 25Q (10057.700000 sec): 3 clusters Score: Raw -1534616.508353 + Penalty 4622.276123 = -1529994.232230 nChanged 19 SP:Iteration 26Q (10057.930000 sec): 3 clusters Score: Raw -1534621.863337 + Penalty 4622.276123 = -1529999.587214 nChanged 18 SP:Iteration 27Q (10058.180000 sec): 3 clusters Score: Raw -1534627.957500 + Penalty 4622.276123 = -1530005.681377 nChanged 18 SP:Iteration 28Q (10058.430000 sec): 3 clusters Score: Raw -1534631.719181 + Penalty 4622.276123 = -1530009.443058 nChanged 14 SP:Iteration 29Q (10058.690000 sec): 3 clusters Score: Raw -1534635.712196 + Penalty 4622.276123 = -1530013.436073 nChanged 11 SP:Iteration 30Q (10058.870000 sec): 3 clusters Score: Raw -1534638.772131 + Penalty 4622.276123 = -1530016.496008 nChanged 9 SP:Iteration 31Q (10059.160000 sec): 3 clusters Score: Raw -1534640.867371 + Penalty 4622.276123 = -1530018.591248 nChanged 8 SP:Iteration 32Q (10059.450000 sec): 3 clusters Score: Raw -1534643.047119 + Penalty 4622.276123 = -1530020.770996 nChanged 4 SP:Iteration 33Q (10059.680000 sec): 3 clusters Score: Raw -1534644.267081 + Penalty 4622.276123 = -1530021.990958 nChanged 4 SP:Iteration 34Q (10059.910000 sec): 3 clusters Score: Raw -1534645.065518 + Penalty 4622.276123 = -1530022.789395 nChanged 2 SP:Iteration 35Q (10060.210000 sec): 3 clusters Score: Raw -1534645.369999 + Penalty 4622.276123 = -1530023.093876 nChanged 1 SP:Iteration 36Q (10060.440000 sec): 3 clusters Score: Raw -1534645.449027 + Penalty 4622.276123 = -1530023.172904 nChanged 0 SP:Iteration 37F (10060.690000 sec): 3 clusters Score: Raw -1534645.449027 + Penalty 4622.276123 = -1530023.172904 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 15 (13125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10060.860000 sec): 2 clusters Score: Raw -1880799.466423 + Penalty 2351.603974 = -1878447.862449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10061.160000 sec): 3 clusters Score: Raw -1873618.654485 + Penalty 4703.207947 = -1868915.446538 nChanged 5509 SP:Iteration 1F (10061.380000 sec): 3 clusters Score: Raw -1876575.487344 + Penalty 4703.207947 = -1871872.279397 nChanged 769 SP:Iteration 2F (10061.660000 sec): 3 clusters Score: Raw -1876902.507506 + Penalty 4703.207947 = -1872199.299558 nChanged 639 SP:Iteration 3Q (10061.960000 sec): 3 clusters Score: Raw -1877171.820631 + Penalty 4703.207947 = -1872468.612684 nChanged 574 SP:Iteration 4Q (10062.220000 sec): 3 clusters Score: Raw -1877423.480167 + Penalty 4703.207947 = -1872720.272220 nChanged 539 SP:Iteration 5Q (10062.460000 sec): 3 clusters Score: Raw -1877684.078741 + Penalty 4703.207947 = -1872980.870794 nChanged 565 SP:Iteration 6Q (10062.720000 sec): 3 clusters Score: Raw -1877977.177269 + Penalty 4703.207947 = -1873273.969322 nChanged 570 SP:Iteration 7Q (10063.080000 sec): 3 clusters Score: Raw -1878297.881757 + Penalty 4703.207947 = -1873594.673810 nChanged 596 SP:Iteration 8Q (10063.310000 sec): 3 clusters Score: Raw -1878705.233830 + Penalty 4703.207947 = -1874002.025883 nChanged 625 SP:Iteration 9Q (10063.560000 sec): 3 clusters Score: Raw -1879160.980218 + Penalty 4703.207947 = -1874457.772270 nChanged 610 SP:Iteration 10Q (10063.840000 sec): 3 clusters Score: Raw -1879645.779432 + Penalty 4703.207947 = -1874942.571484 nChanged 584 SP:Iteration 11Q (10064.080000 sec): 3 clusters Score: Raw -1880220.154229 + Penalty 4703.207947 = -1875516.946282 nChanged 606 SP:Iteration 12Q (10064.280000 sec): 3 clusters Score: Raw -1880875.405160 + Penalty 4703.207947 = -1876172.197213 nChanged 536 SP:Iteration 13Q (10064.570000 sec): 3 clusters Score: Raw -1881411.182641 + Penalty 4703.207947 = -1876707.974694 nChanged 432 SP:Iteration 14Q (10064.860000 sec): 3 clusters Score: Raw -1881707.028997 + Penalty 4703.207947 = -1877003.821049 nChanged 272 SP:Iteration 15Q (10065.110000 sec): 3 clusters Score: Raw -1881842.711618 + Penalty 4703.207947 = -1877139.503670 nChanged 166 SP:Iteration 16Q (10065.380000 sec): 3 clusters Score: Raw -1881897.533782 + Penalty 4703.207947 = -1877194.325835 nChanged 105 SP:Iteration 17Q (10065.610000 sec): 3 clusters Score: Raw -1881923.445050 + Penalty 4703.207947 = -1877220.237103 nChanged 67 SP:Iteration 18Q (10065.870000 sec): 3 clusters Score: Raw -1881936.180918 + Penalty 4703.207947 = -1877232.972971 nChanged 48 SP:Iteration 19Q (10066.110000 sec): 3 clusters Score: Raw -1881942.880940 + Penalty 4703.207947 = -1877239.672992 nChanged 28 SP:Iteration 20F (10066.400000 sec): 3 clusters Score: Raw -1881946.940780 + Penalty 4703.207947 = -1877243.732833 nChanged 21 SP:Iteration 21Q (10066.690000 sec): 3 clusters Score: Raw -1881950.094947 + Penalty 4703.207947 = -1877246.887000 nChanged 15 SP:Iteration 22Q (10066.950000 sec): 3 clusters Score: Raw -1881952.165635 + Penalty 4703.207947 = -1877248.957688 nChanged 13 SP:Iteration 23Q (10067.190000 sec): 3 clusters Score: Raw -1881953.834311 + Penalty 4703.207947 = -1877250.626363 nChanged 8 SP:Iteration 24Q (10067.490000 sec): 3 clusters Score: Raw -1881954.610289 + Penalty 4703.207947 = -1877251.402342 nChanged 9 SP:Iteration 25Q (10067.770000 sec): 3 clusters Score: Raw -1881955.335166 + Penalty 4703.207947 = -1877252.127219 nChanged 3 SP:Iteration 26Q (10068.050000 sec): 3 clusters Score: Raw -1881955.791018 + Penalty 4703.207947 = -1877252.583071 nChanged 3 SP:Iteration 27Q (10068.360000 sec): 3 clusters Score: Raw -1881956.306045 + Penalty 4703.207947 = -1877253.098098 nChanged 3 SP:Iteration 28Q (10068.600000 sec): 3 clusters Score: Raw -1881956.568814 + Penalty 4703.207947 = -1877253.360867 nChanged 3 SP:Iteration 29Q (10068.890000 sec): 3 clusters Score: Raw -1881956.843079 + Penalty 4703.207947 = -1877253.635131 nChanged 2 SP:Iteration 30Q (10069.140000 sec): 3 clusters Score: Raw -1881956.950418 + Penalty 4703.207947 = -1877253.742470 nChanged 2 SP:Iteration 31Q (10069.410000 sec): 3 clusters Score: Raw -1881957.110275 + Penalty 4703.207947 = -1877253.902328 nChanged 1 SP:Iteration 32Q (10069.710000 sec): 3 clusters Score: Raw -1881957.147957 + Penalty 4703.207947 = -1877253.940010 nChanged 0 SP:Iteration 33F (10069.990000 sec): 3 clusters Score: Raw -1881957.147957 + Penalty 4703.207947 = -1877253.940010 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 16 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10070.070000 sec): 2 clusters Score: Raw -121757.040367 + Penalty 1676.295307 = -120080.745060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10070.230000 sec): 3 clusters Score: Raw -121612.787412 + Penalty 3352.590614 = -118260.196797 nChanged 189 SP:Iteration 1F (10070.470000 sec): 3 clusters Score: Raw -121850.524259 + Penalty 3352.590614 = -118497.933645 nChanged 51 SP:Iteration 2F (10070.640000 sec): 3 clusters Score: Raw -121924.565106 + Penalty 3352.590614 = -118571.974492 nChanged 29 SP:Iteration 3Q (10070.820000 sec): 3 clusters Score: Raw -121974.242278 + Penalty 3352.590614 = -118621.651664 nChanged 13 SP:Iteration 4Q (10070.970000 sec): 3 clusters Score: Raw -121994.456301 + Penalty 3352.590614 = -118641.865687 nChanged 9 SP:Iteration 5Q (10071.110000 sec): 3 clusters Score: Raw -122008.519976 + Penalty 3352.590614 = -118655.929362 nChanged 8 SP:Iteration 6Q (10071.270000 sec): 3 clusters Score: Raw -122017.951527 + Penalty 3352.590614 = -118665.360912 nChanged 2 SP:Iteration 7Q (10071.470000 sec): 3 clusters Score: Raw -122024.875773 + Penalty 3352.590614 = -118672.285159 nChanged 3 SP:Iteration 8Q (10071.640000 sec): 3 clusters Score: Raw -122027.662882 + Penalty 3352.590614 = -118675.072268 nChanged 3 SP:Iteration 9Q (10071.810000 sec): 3 clusters Score: Raw -122030.635139 + Penalty 3352.590614 = -118678.044525 nChanged 2 SP:Iteration 10Q (10071.980000 sec): 3 clusters Score: Raw -122032.505948 + Penalty 3352.590614 = -118679.915334 nChanged 1 SP:Iteration 11Q (10072.210000 sec): 3 clusters Score: Raw -122033.957408 + Penalty 3352.590614 = -118681.366794 nChanged 0 SP:Iteration 12F (10072.370000 sec): 3 clusters Score: Raw -122033.957408 + Penalty 3352.590614 = -118681.366794 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 17 (4007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10072.520000 sec): 2 clusters Score: Raw -594063.498625 + Penalty 2057.357931 = -592006.140694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10072.720000 sec): 3 clusters Score: Raw -592188.520733 + Penalty 4114.715863 = -588073.804870 nChanged 1495 SP:Iteration 1F (10072.980000 sec): 3 clusters Score: Raw -593078.231109 + Penalty 4114.715863 = -588963.515247 nChanged 307 SP:Iteration 2F (10073.160000 sec): 3 clusters Score: Raw -593276.525029 + Penalty 4114.715863 = -589161.809166 nChanged 185 SP:Iteration 3Q (10073.340000 sec): 3 clusters Score: Raw -593390.248756 + Penalty 4114.715863 = -589275.532893 nChanged 139 SP:Iteration 4Q (10073.590000 sec): 3 clusters Score: Raw -593463.165636 + Penalty 4114.715863 = -589348.449773 nChanged 111 SP:Iteration 5Q (10073.800000 sec): 3 clusters Score: Raw -593521.743700 + Penalty 4114.715863 = -589407.027837 nChanged 99 SP:Iteration 6Q (10074.040000 sec): 3 clusters Score: Raw -593575.705970 + Penalty 4114.715863 = -589460.990107 nChanged 80 SP:Iteration 7Q (10074.270000 sec): 3 clusters Score: Raw -593614.791373 + Penalty 4114.715863 = -589500.075510 nChanged 65 SP:Iteration 8Q (10074.520000 sec): 3 clusters Score: Raw -593642.607388 + Penalty 4114.715863 = -589527.891525 nChanged 54 SP:Iteration 9Q (10074.680000 sec): 3 clusters Score: Raw -593673.633320 + Penalty 4114.715863 = -589558.917457 nChanged 68 SP:Iteration 10Q (10074.850000 sec): 3 clusters Score: Raw -593714.139165 + Penalty 4114.715863 = -589599.423302 nChanged 56 SP:Iteration 11Q (10075.030000 sec): 3 clusters Score: Raw -593751.698607 + Penalty 4114.715863 = -589636.982745 nChanged 74 SP:Iteration 12Q (10075.210000 sec): 3 clusters Score: Raw -593795.169750 + Penalty 4114.715863 = -589680.453887 nChanged 70 SP:Iteration 13Q (10075.390000 sec): 3 clusters Score: Raw -593828.202557 + Penalty 4114.715863 = -589713.486694 nChanged 73 SP:Iteration 14Q (10075.600000 sec): 3 clusters Score: Raw -593863.934750 + Penalty 4114.715863 = -589749.218887 nChanged 76 SP:Iteration 15Q (10075.820000 sec): 3 clusters Score: Raw -593898.662304 + Penalty 4114.715863 = -589783.946441 nChanged 61 SP:Iteration 16Q (10076.000000 sec): 3 clusters Score: Raw -593926.138457 + Penalty 4114.715863 = -589811.422595 nChanged 50 SP:Iteration 17Q (10076.170000 sec): 3 clusters Score: Raw -593947.692397 + Penalty 4114.715863 = -589832.976534 nChanged 50 SP:Iteration 18Q (10076.360000 sec): 3 clusters Score: Raw -593971.784151 + Penalty 4114.715863 = -589857.068288 nChanged 42 SP:Iteration 19Q (10076.550000 sec): 3 clusters Score: Raw -593993.258859 + Penalty 4114.715863 = -589878.542996 nChanged 39 SP:Iteration 20F (10076.790000 sec): 3 clusters Score: Raw -594008.833303 + Penalty 4114.715863 = -589894.117440 nChanged 37 SP:Iteration 21Q (10077.010000 sec): 3 clusters Score: Raw -594024.336639 + Penalty 4114.715863 = -589909.620776 nChanged 39 SP:Iteration 22Q (10077.270000 sec): 3 clusters Score: Raw -594043.316522 + Penalty 4114.715863 = -589928.600659 nChanged 42 SP:Iteration 23Q (10077.450000 sec): 3 clusters Score: Raw -594060.315453 + Penalty 4114.715863 = -589945.599590 nChanged 43 SP:Iteration 24Q (10077.670000 sec): 3 clusters Score: Raw -594081.172714 + Penalty 4114.715863 = -589966.456851 nChanged 41 SP:Iteration 25Q (10077.870000 sec): 3 clusters Score: Raw -594103.907662 + Penalty 4114.715863 = -589989.191800 nChanged 38 SP:Iteration 26Q (10078.060000 sec): 3 clusters Score: Raw -594119.395145 + Penalty 4114.715863 = -590004.679282 nChanged 31 SP:Iteration 27Q (10078.270000 sec): 3 clusters Score: Raw -594135.424731 + Penalty 4114.715863 = -590020.708868 nChanged 29 SP:Iteration 28Q (10078.480000 sec): 3 clusters Score: Raw -594145.676967 + Penalty 4114.715863 = -590030.961104 nChanged 18 SP:Iteration 29Q (10078.680000 sec): 3 clusters Score: Raw -594152.616721 + Penalty 4114.715863 = -590037.900858 nChanged 21 SP:Iteration 30Q (10078.860000 sec): 3 clusters Score: Raw -594161.295428 + Penalty 4114.715863 = -590046.579565 nChanged 17 SP:Iteration 31Q (10079.050000 sec): 3 clusters Score: Raw -594169.090435 + Penalty 4114.715863 = -590054.374572 nChanged 17 SP:Iteration 32Q (10079.290000 sec): 3 clusters Score: Raw -594176.283730 + Penalty 4114.715863 = -590061.567867 nChanged 20 SP:Iteration 33Q (10079.490000 sec): 3 clusters Score: Raw -594185.184566 + Penalty 4114.715863 = -590070.468703 nChanged 20 SP:Iteration 34Q (10079.740000 sec): 3 clusters Score: Raw -594195.200290 + Penalty 4114.715863 = -590080.484427 nChanged 24 SP:Iteration 35Q (10079.960000 sec): 3 clusters Score: Raw -594205.704865 + Penalty 4114.715863 = -590090.989002 nChanged 21 SP:Iteration 36Q (10080.210000 sec): 3 clusters Score: Raw -594217.187301 + Penalty 4114.715863 = -590102.471438 nChanged 30 SP:Iteration 37Q (10080.430000 sec): 3 clusters Score: Raw -594235.668079 + Penalty 4114.715863 = -590120.952216 nChanged 32 SP:Iteration 38Q (10080.650000 sec): 3 clusters Score: Raw -594253.830653 + Penalty 4114.715863 = -590139.114790 nChanged 22 SP:Iteration 39Q (10080.850000 sec): 3 clusters Score: Raw -594266.003072 + Penalty 4114.715863 = -590151.287209 nChanged 17 SP:Iteration 40F (10081.110000 sec): 3 clusters Score: Raw -594273.836909 + Penalty 4114.715863 = -590159.121046 nChanged 16 SP:Iteration 41Q (10081.330000 sec): 3 clusters Score: Raw -594281.955916 + Penalty 4114.715863 = -590167.240053 nChanged 15 SP:Iteration 42Q (10081.570000 sec): 3 clusters Score: Raw -594289.796318 + Penalty 4114.715863 = -590175.080455 nChanged 9 SP:Iteration 43Q (10081.750000 sec): 3 clusters Score: Raw -594293.717969 + Penalty 4114.715863 = -590179.002106 nChanged 8 SP:Iteration 44Q (10082.070000 sec): 3 clusters Score: Raw -594296.257161 + Penalty 4114.715863 = -590181.541298 nChanged 5 SP:Iteration 45Q (10082.310000 sec): 3 clusters Score: Raw -594298.811442 + Penalty 4114.715863 = -590184.095579 nChanged 5 SP:Iteration 46Q (10082.490000 sec): 3 clusters Score: Raw -594301.938256 + Penalty 4114.715863 = -590187.222393 nChanged 7 SP:Iteration 47Q (10082.710000 sec): 3 clusters Score: Raw -594305.327446 + Penalty 4114.715863 = -590190.611583 nChanged 4 SP:Iteration 48Q (10082.920000 sec): 3 clusters Score: Raw -594307.355721 + Penalty 4114.715863 = -590192.639858 nChanged 6 SP:Iteration 49Q (10083.110000 sec): 3 clusters Score: Raw -594310.490153 + Penalty 4114.715863 = -590195.774290 nChanged 7 SP:Iteration 50Q (10083.350000 sec): 3 clusters Score: Raw -594313.469367 + Penalty 4114.715863 = -590198.753504 nChanged 3 SP:Iteration 51Q (10083.530000 sec): 3 clusters Score: Raw -594314.703090 + Penalty 4114.715863 = -590199.987227 nChanged 2 SP:Iteration 52Q (10083.720000 sec): 3 clusters Score: Raw -594315.390133 + Penalty 4114.715863 = -590200.674270 nChanged 2 SP:Iteration 53Q (10083.910000 sec): 3 clusters Score: Raw -594315.849454 + Penalty 4114.715863 = -590201.133591 nChanged 2 SP:Iteration 54Q (10084.140000 sec): 3 clusters Score: Raw -594316.709653 + Penalty 4114.715863 = -590201.993790 nChanged 1 SP:Iteration 55Q (10084.350000 sec): 3 clusters Score: Raw -594317.119948 + Penalty 4114.715863 = -590202.404085 nChanged 1 SP:Iteration 56Q (10084.530000 sec): 3 clusters Score: Raw -594317.924205 + Penalty 4114.715863 = -590203.208342 nChanged 0 SP:Iteration 57F (10084.740000 sec): 3 clusters Score: Raw -594317.924205 + Penalty 4114.715863 = -590203.208342 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 18 (2796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10084.830000 sec): 2 clusters Score: Raw -388166.510636 + Penalty 1968.114386 = -386198.396250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10085.010000 sec): 3 clusters Score: Raw -386919.347160 + Penalty 3936.228771 = -382983.118389 nChanged 1004 SP:Iteration 1F (10085.210000 sec): 3 clusters Score: Raw -387590.402284 + Penalty 3936.228771 = -383654.173513 nChanged 225 SP:Iteration 2F (10085.430000 sec): 3 clusters Score: Raw -387765.275490 + Penalty 3936.228771 = -383829.046719 nChanged 136 SP:Iteration 3Q (10085.670000 sec): 3 clusters Score: Raw -387860.882270 + Penalty 3936.228771 = -383924.653499 nChanged 98 SP:Iteration 4Q (10085.860000 sec): 3 clusters Score: Raw -387937.051174 + Penalty 3936.228771 = -384000.822403 nChanged 80 SP:Iteration 5Q (10086.030000 sec): 3 clusters Score: Raw -387991.751061 + Penalty 3936.228771 = -384055.522290 nChanged 58 SP:Iteration 6Q (10086.200000 sec): 3 clusters Score: Raw -388041.374346 + Penalty 3936.228771 = -384105.145575 nChanged 61 SP:Iteration 7Q (10086.430000 sec): 3 clusters Score: Raw -388096.074457 + Penalty 3936.228771 = -384159.845685 nChanged 61 SP:Iteration 8Q (10086.680000 sec): 3 clusters Score: Raw -388144.143195 + Penalty 3936.228771 = -384207.914424 nChanged 59 SP:Iteration 9Q (10086.870000 sec): 3 clusters Score: Raw -388193.560003 + Penalty 3936.228771 = -384257.331232 nChanged 58 SP:Iteration 10Q (10087.070000 sec): 3 clusters Score: Raw -388258.127750 + Penalty 3936.228771 = -384321.898978 nChanged 59 SP:Iteration 11Q (10087.250000 sec): 3 clusters Score: Raw -388317.642193 + Penalty 3936.228771 = -384381.413422 nChanged 60 SP:Iteration 12Q (10087.430000 sec): 3 clusters Score: Raw -388388.906405 + Penalty 3936.228771 = -384452.677634 nChanged 63 SP:Iteration 13Q (10087.580000 sec): 3 clusters Score: Raw -388457.451795 + Penalty 3936.228771 = -384521.223023 nChanged 58 SP:Iteration 14Q (10087.770000 sec): 3 clusters Score: Raw -388519.844348 + Penalty 3936.228771 = -384583.615577 nChanged 57 SP:Iteration 15Q (10087.950000 sec): 3 clusters Score: Raw -388585.176218 + Penalty 3936.228771 = -384648.947447 nChanged 69 SP:Iteration 16Q (10088.130000 sec): 3 clusters Score: Raw -388653.826404 + Penalty 3936.228771 = -384717.597632 nChanged 66 SP:Iteration 17Q (10088.310000 sec): 3 clusters Score: Raw -388718.183732 + Penalty 3936.228771 = -384781.954961 nChanged 62 SP:Iteration 18Q (10088.500000 sec): 3 clusters Score: Raw -388781.030759 + Penalty 3936.228771 = -384844.801987 nChanged 54 SP:Iteration 19Q (10088.700000 sec): 3 clusters Score: Raw -388849.010584 + Penalty 3936.228771 = -384912.781813 nChanged 81 SP:Iteration 20F (10088.900000 sec): 3 clusters Score: Raw -388977.836064 + Penalty 3936.228771 = -385041.607292 nChanged 85 SP:Iteration 21Q (10089.080000 sec): 3 clusters Score: Raw -389127.382248 + Penalty 3936.228771 = -385191.153477 nChanged 81 SP:Iteration 22Q (10089.300000 sec): 3 clusters Score: Raw -389235.445228 + Penalty 3936.228771 = -385299.216457 nChanged 45 SP:Iteration 23Q (10089.460000 sec): 3 clusters Score: Raw -389283.937778 + Penalty 3936.228771 = -385347.709007 nChanged 21 SP:Iteration 24Q (10089.660000 sec): 3 clusters Score: Raw -389301.233194 + Penalty 3936.228771 = -385365.004423 nChanged 10 SP:Iteration 25Q (10089.800000 sec): 3 clusters Score: Raw -389307.298192 + Penalty 3936.228771 = -385371.069421 nChanged 4 SP:Iteration 26Q (10090.020000 sec): 3 clusters Score: Raw -389311.394024 + Penalty 3936.228771 = -385375.165253 nChanged 5 SP:Iteration 27Q (10090.170000 sec): 3 clusters Score: Raw -389315.157933 + Penalty 3936.228771 = -385378.929162 nChanged 1 SP:Iteration 28Q (10090.340000 sec): 3 clusters Score: Raw -389315.786679 + Penalty 3936.228771 = -385379.557908 nChanged 2 SP:Iteration 29Q (10090.520000 sec): 3 clusters Score: Raw -389316.932570 + Penalty 3936.228771 = -385380.703799 nChanged 1 SP:Iteration 30Q (10090.740000 sec): 3 clusters Score: Raw -389317.372095 + Penalty 3936.228771 = -385381.143324 nChanged 2 SP:Iteration 31Q (10090.980000 sec): 3 clusters Score: Raw -389318.309979 + Penalty 3936.228771 = -385382.081207 nChanged 1 SP:Iteration 32Q (10091.180000 sec): 3 clusters Score: Raw -389318.891356 + Penalty 3936.228771 = -385382.662584 nChanged 3 SP:Iteration 33Q (10091.410000 sec): 3 clusters Score: Raw -389320.886777 + Penalty 3936.228771 = -385384.658006 nChanged 5 SP:Iteration 34Q (10091.580000 sec): 3 clusters Score: Raw -389323.960462 + Penalty 3936.228771 = -385387.731690 nChanged 2 SP:Iteration 35Q (10091.760000 sec): 3 clusters Score: Raw -389325.335955 + Penalty 3936.228771 = -385389.107184 nChanged 3 SP:Iteration 36Q (10091.980000 sec): 3 clusters Score: Raw -389327.261137 + Penalty 3936.228771 = -385391.032365 nChanged 3 SP:Iteration 37Q (10092.160000 sec): 3 clusters Score: Raw -389328.564385 + Penalty 3936.228771 = -385392.335614 nChanged 3 SP:Iteration 38Q (10092.320000 sec): 3 clusters Score: Raw -389330.289772 + Penalty 3936.228771 = -385394.061001 nChanged 3 SP:Iteration 39Q (10092.510000 sec): 3 clusters Score: Raw -389332.132072 + Penalty 3936.228771 = -385395.903301 nChanged 0 SP:Iteration 40F (10092.720000 sec): 3 clusters Score: Raw -389332.132072 + Penalty 3936.228771 = -385395.903301 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 19 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10092.850000 sec): 2 clusters Score: Raw -98965.388239 + Penalty 1645.714746 = -97319.673493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10093.020000 sec): 3 clusters Score: Raw -98873.409243 + Penalty 3291.429492 = -95581.979752 nChanged 179 SP:Iteration 1F (10093.150000 sec): 3 clusters Score: Raw -99156.930913 + Penalty 3291.429492 = -95865.501421 nChanged 49 SP:Iteration 2F (10093.320000 sec): 3 clusters Score: Raw -99244.912349 + Penalty 3291.429492 = -95953.482858 nChanged 20 SP:Iteration 3Q (10093.480000 sec): 3 clusters Score: Raw -99281.730501 + Penalty 3291.429492 = -95990.301009 nChanged 11 SP:Iteration 4Q (10093.660000 sec): 3 clusters Score: Raw -99304.606295 + Penalty 3291.429492 = -96013.176803 nChanged 6 SP:Iteration 5Q (10093.850000 sec): 3 clusters Score: Raw -99316.234854 + Penalty 3291.429492 = -96024.805362 nChanged 7 SP:Iteration 6Q (10094.070000 sec): 3 clusters Score: Raw -99327.984516 + Penalty 3291.429492 = -96036.555024 nChanged 8 SP:Iteration 7Q (10094.280000 sec): 3 clusters Score: Raw -99338.275892 + Penalty 3291.429492 = -96046.846400 nChanged 6 SP:Iteration 8Q (10094.450000 sec): 3 clusters Score: Raw -99349.487622 + Penalty 3291.429492 = -96058.058130 nChanged 8 SP:Iteration 9Q (10094.650000 sec): 3 clusters Score: Raw -99365.052854 + Penalty 3291.429492 = -96073.623362 nChanged 4 SP:Iteration 10Q (10094.830000 sec): 3 clusters Score: Raw -99370.468245 + Penalty 3291.429492 = -96079.038753 nChanged 3 SP:Iteration 11Q (10095.040000 sec): 3 clusters Score: Raw -99373.288457 + Penalty 3291.429492 = -96081.858965 nChanged 1 SP:Iteration 12Q (10095.220000 sec): 3 clusters Score: Raw -99375.756732 + Penalty 3291.429492 = -96084.327240 nChanged 1 SP:Iteration 13Q (10095.380000 sec): 3 clusters Score: Raw -99379.255133 + Penalty 3291.429492 = -96087.825641 nChanged 3 SP:Iteration 14Q (10095.590000 sec): 3 clusters Score: Raw -99386.142496 + Penalty 3291.429492 = -96094.713004 nChanged 3 SP:Iteration 15Q (10095.800000 sec): 3 clusters Score: Raw -99389.164487 + Penalty 3291.429492 = -96097.734996 nChanged 1 SP:Iteration 16Q (10096.020000 sec): 3 clusters Score: Raw -99390.746969 + Penalty 3291.429492 = -96099.317478 nChanged 1 SP:Iteration 17Q (10096.260000 sec): 3 clusters Score: Raw -99391.598785 + Penalty 3291.429492 = -96100.169293 nChanged 0 SP:Iteration 18F (10096.430000 sec): 3 clusters Score: Raw -99391.598785 + Penalty 3291.429492 = -96100.169293 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 20 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10096.540000 sec): 2 clusters Score: Raw -138409.442098 + Penalty 1723.326511 = -136686.115587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10096.770000 sec): 3 clusters Score: Raw -138201.022998 + Penalty 3446.653022 = -134754.369975 nChanged 259 SP:Iteration 1F (10096.970000 sec): 3 clusters Score: Raw -138525.374222 + Penalty 3446.653022 = -135078.721200 nChanged 72 SP:Iteration 2F (10097.160000 sec): 3 clusters Score: Raw -138645.287109 + Penalty 3446.653022 = -135198.634086 nChanged 51 SP:Iteration 3Q (10097.330000 sec): 3 clusters Score: Raw -138717.069200 + Penalty 3446.653022 = -135270.416177 nChanged 32 SP:Iteration 4Q (10097.560000 sec): 3 clusters Score: Raw -138764.366441 + Penalty 3446.653022 = -135317.713419 nChanged 19 SP:Iteration 5Q (10097.770000 sec): 3 clusters Score: Raw -138786.683103 + Penalty 3446.653022 = -135340.030081 nChanged 12 SP:Iteration 6Q (10097.970000 sec): 3 clusters Score: Raw -138802.552901 + Penalty 3446.653022 = -135355.899879 nChanged 10 SP:Iteration 7Q (10098.160000 sec): 3 clusters Score: Raw -138822.157667 + Penalty 3446.653022 = -135375.504644 nChanged 16 SP:Iteration 8Q (10098.340000 sec): 3 clusters Score: Raw -138843.671239 + Penalty 3446.653022 = -135397.018217 nChanged 9 SP:Iteration 9Q (10098.540000 sec): 3 clusters Score: Raw -138858.586426 + Penalty 3446.653022 = -135411.933404 nChanged 14 SP:Iteration 10Q (10098.740000 sec): 3 clusters Score: Raw -138880.310154 + Penalty 3446.653022 = -135433.657132 nChanged 9 SP:Iteration 11Q (10098.960000 sec): 3 clusters Score: Raw -138895.338774 + Penalty 3446.653022 = -135448.685751 nChanged 14 SP:Iteration 12Q (10099.100000 sec): 3 clusters Score: Raw -138929.441119 + Penalty 3446.653022 = -135482.788096 nChanged 17 SP:Iteration 13Q (10099.290000 sec): 3 clusters Score: Raw -138955.850391 + Penalty 3446.653022 = -135509.197369 nChanged 7 SP:Iteration 14Q (10099.450000 sec): 3 clusters Score: Raw -138969.670775 + Penalty 3446.653022 = -135523.017752 nChanged 7 SP:Iteration 15Q (10099.640000 sec): 3 clusters Score: Raw -138983.197749 + Penalty 3446.653022 = -135536.544727 nChanged 9 SP:Iteration 16Q (10099.820000 sec): 3 clusters Score: Raw -138994.717922 + Penalty 3446.653022 = -135548.064899 nChanged 10 SP:Iteration 17Q (10100.000000 sec): 3 clusters Score: Raw -139010.168340 + Penalty 3446.653022 = -135563.515318 nChanged 8 SP:Iteration 18Q (10100.190000 sec): 3 clusters Score: Raw -139024.306222 + Penalty 3446.653022 = -135577.653200 nChanged 9 SP:Iteration 19Q (10100.380000 sec): 3 clusters Score: Raw -139040.577571 + Penalty 3446.653022 = -135593.924549 nChanged 11 SP:Iteration 20F (10100.580000 sec): 3 clusters Score: Raw -139056.879670 + Penalty 3446.653022 = -135610.226648 nChanged 16 SP:Iteration 21Q (10100.760000 sec): 3 clusters Score: Raw -139077.277238 + Penalty 3446.653022 = -135630.624215 nChanged 8 SP:Iteration 22Q (10100.930000 sec): 3 clusters Score: Raw -139093.552231 + Penalty 3446.653022 = -135646.899209 nChanged 12 SP:Iteration 23Q (10101.150000 sec): 3 clusters Score: Raw -139119.917217 + Penalty 3446.653022 = -135673.264195 nChanged 17 SP:Iteration 24Q (10101.390000 sec): 3 clusters Score: Raw -139171.190596 + Penalty 3446.653022 = -135724.537574 nChanged 21 SP:Iteration 25Q (10101.560000 sec): 3 clusters Score: Raw -139224.237551 + Penalty 3446.653022 = -135777.584529 nChanged 26 SP:Iteration 26Q (10101.760000 sec): 3 clusters Score: Raw -139289.949433 + Penalty 3446.653022 = -135843.296411 nChanged 35 SP:Iteration 27Q (10101.960000 sec): 3 clusters Score: Raw -139415.394111 + Penalty 3446.653022 = -135968.741088 nChanged 45 SP:Iteration 28Q (10102.140000 sec): 3 clusters Score: Raw -139651.465518 + Penalty 3446.653022 = -136204.812496 nChanged 36 SP:Iteration 29Q (10102.370000 sec): 3 clusters Score: Raw -139838.079196 + Penalty 3446.653022 = -136391.426174 nChanged 12 SP:Iteration 30Q (10102.530000 sec): 3 clusters Score: Raw -139873.106577 + Penalty 3446.653022 = -136426.453555 nChanged 9 SP:Iteration 31Q (10102.750000 sec): 3 clusters Score: Raw -139908.475647 + Penalty 3446.653022 = -136461.822625 nChanged 8 SP:Iteration 32Q (10102.930000 sec): 3 clusters Score: Raw -139953.100894 + Penalty 3446.653022 = -136506.447871 nChanged 4 SP:Iteration 33Q (10103.120000 sec): 3 clusters Score: Raw -139962.247765 + Penalty 3446.653022 = -136515.594743 nChanged 4 SP:Iteration 34Q (10103.300000 sec): 3 clusters Score: Raw -139974.828073 + Penalty 3446.653022 = -136528.175051 nChanged 1 SP:Iteration 35Q (10103.460000 sec): 3 clusters Score: Raw -139977.288454 + Penalty 3446.653022 = -136530.635432 nChanged 0 SP:Iteration 36F (10103.670000 sec): 3 clusters Score: Raw -139977.288454 + Penalty 3446.653022 = -136530.635432 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 21 (3390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10103.810000 sec): 2 clusters Score: Raw -489085.825421 + Penalty 2015.889130 = -487069.936292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10104.000000 sec): 3 clusters Score: Raw -487555.613851 + Penalty 4031.778259 = -483523.835592 nChanged 1252 SP:Iteration 1F (10104.180000 sec): 3 clusters Score: Raw -488291.882704 + Penalty 4031.778259 = -484260.104445 nChanged 265 SP:Iteration 2F (10104.380000 sec): 3 clusters Score: Raw -488479.026055 + Penalty 4031.778259 = -484447.247796 nChanged 154 SP:Iteration 3Q (10104.630000 sec): 3 clusters Score: Raw -488598.581732 + Penalty 4031.778259 = -484566.803473 nChanged 137 SP:Iteration 4Q (10104.880000 sec): 3 clusters Score: Raw -488709.973863 + Penalty 4031.778259 = -484678.195603 nChanged 130 SP:Iteration 5Q (10105.110000 sec): 3 clusters Score: Raw -488814.462181 + Penalty 4031.778259 = -484782.683921 nChanged 128 SP:Iteration 6Q (10105.320000 sec): 3 clusters Score: Raw -488921.967471 + Penalty 4031.778259 = -484890.189211 nChanged 119 SP:Iteration 7Q (10105.540000 sec): 3 clusters Score: Raw -489024.291272 + Penalty 4031.778259 = -484992.513013 nChanged 116 SP:Iteration 8Q (10105.760000 sec): 3 clusters Score: Raw -489112.904213 + Penalty 4031.778259 = -485081.125953 nChanged 100 SP:Iteration 9Q (10105.930000 sec): 3 clusters Score: Raw -489199.064321 + Penalty 4031.778259 = -485167.286062 nChanged 81 SP:Iteration 10Q (10106.100000 sec): 3 clusters Score: Raw -489252.973348 + Penalty 4031.778259 = -485221.195088 nChanged 67 SP:Iteration 11Q (10106.270000 sec): 3 clusters Score: Raw -489305.302159 + Penalty 4031.778259 = -485273.523899 nChanged 74 SP:Iteration 12Q (10106.440000 sec): 3 clusters Score: Raw -489347.448068 + Penalty 4031.778259 = -485315.669809 nChanged 49 SP:Iteration 13Q (10106.640000 sec): 3 clusters Score: Raw -489379.691923 + Penalty 4031.778259 = -485347.913664 nChanged 42 SP:Iteration 14Q (10106.870000 sec): 3 clusters Score: Raw -489409.107930 + Penalty 4031.778259 = -485377.329670 nChanged 39 SP:Iteration 15Q (10107.070000 sec): 3 clusters Score: Raw -489434.313284 + Penalty 4031.778259 = -485402.535025 nChanged 41 SP:Iteration 16Q (10107.290000 sec): 3 clusters Score: Raw -489465.868199 + Penalty 4031.778259 = -485434.089940 nChanged 47 SP:Iteration 17Q (10107.500000 sec): 3 clusters Score: Raw -489496.060538 + Penalty 4031.778259 = -485464.282278 nChanged 47 SP:Iteration 18Q (10107.710000 sec): 3 clusters Score: Raw -489531.569160 + Penalty 4031.778259 = -485499.790901 nChanged 58 SP:Iteration 19Q (10107.910000 sec): 3 clusters Score: Raw -489565.957480 + Penalty 4031.778259 = -485534.179221 nChanged 44 SP:Iteration 20F (10108.140000 sec): 3 clusters Score: Raw -489592.312457 + Penalty 4031.778259 = -485560.534198 nChanged 27 SP:Iteration 21Q (10108.330000 sec): 3 clusters Score: Raw -489609.251675 + Penalty 4031.778259 = -485577.473416 nChanged 26 SP:Iteration 22Q (10108.550000 sec): 3 clusters Score: Raw -489625.687087 + Penalty 4031.778259 = -485593.908828 nChanged 26 SP:Iteration 23Q (10108.720000 sec): 3 clusters Score: Raw -489640.455124 + Penalty 4031.778259 = -485608.676865 nChanged 33 SP:Iteration 24Q (10108.890000 sec): 3 clusters Score: Raw -489661.011247 + Penalty 4031.778259 = -485629.232988 nChanged 33 SP:Iteration 25Q (10109.100000 sec): 3 clusters Score: Raw -489678.578527 + Penalty 4031.778259 = -485646.800268 nChanged 23 SP:Iteration 26Q (10109.310000 sec): 3 clusters Score: Raw -489687.376175 + Penalty 4031.778259 = -485655.597916 nChanged 15 SP:Iteration 27Q (10109.500000 sec): 3 clusters Score: Raw -489694.401521 + Penalty 4031.778259 = -485662.623262 nChanged 13 SP:Iteration 28Q (10109.750000 sec): 3 clusters Score: Raw -489702.018891 + Penalty 4031.778259 = -485670.240631 nChanged 13 SP:Iteration 29Q (10109.930000 sec): 3 clusters Score: Raw -489707.328731 + Penalty 4031.778259 = -485675.550472 nChanged 7 SP:Iteration 30Q (10110.130000 sec): 3 clusters Score: Raw -489711.396314 + Penalty 4031.778259 = -485679.618054 nChanged 5 SP:Iteration 31Q (10110.330000 sec): 3 clusters Score: Raw -489714.500034 + Penalty 4031.778259 = -485682.721774 nChanged 6 SP:Iteration 32Q (10110.520000 sec): 3 clusters Score: Raw -489717.489939 + Penalty 4031.778259 = -485685.711679 nChanged 8 SP:Iteration 33Q (10110.720000 sec): 3 clusters Score: Raw -489721.798672 + Penalty 4031.778259 = -485690.020412 nChanged 3 SP:Iteration 34Q (10110.950000 sec): 3 clusters Score: Raw -489723.172644 + Penalty 4031.778259 = -485691.394385 nChanged 3 SP:Iteration 35Q (10111.120000 sec): 3 clusters Score: Raw -489724.266819 + Penalty 4031.778259 = -485692.488560 nChanged 2 SP:Iteration 36Q (10111.300000 sec): 3 clusters Score: Raw -489725.307075 + Penalty 4031.778259 = -485693.528815 nChanged 1 SP:Iteration 37Q (10111.490000 sec): 3 clusters Score: Raw -489726.331929 + Penalty 4031.778259 = -485694.553670 nChanged 4 SP:Iteration 38Q (10111.700000 sec): 3 clusters Score: Raw -489728.396932 + Penalty 4031.778259 = -485696.618672 nChanged 5 SP:Iteration 39Q (10111.890000 sec): 3 clusters Score: Raw -489730.457899 + Penalty 4031.778259 = -485698.679640 nChanged 5 SP:Iteration 40F (10112.100000 sec): 3 clusters Score: Raw -489731.656616 + Penalty 4031.778259 = -485699.878357 nChanged 2 SP:Iteration 41Q (10112.290000 sec): 3 clusters Score: Raw -489732.276454 + Penalty 4031.778259 = -485700.498195 nChanged 2 SP:Iteration 42Q (10112.450000 sec): 3 clusters Score: Raw -489734.024350 + Penalty 4031.778259 = -485702.246091 nChanged 2 SP:Iteration 43Q (10112.590000 sec): 3 clusters Score: Raw -489735.184131 + Penalty 4031.778259 = -485703.405871 nChanged 2 SP:Iteration 44Q (10112.750000 sec): 3 clusters Score: Raw -489736.476338 + Penalty 4031.778259 = -485704.698079 nChanged 3 SP:Iteration 45Q (10112.900000 sec): 3 clusters Score: Raw -489737.511704 + Penalty 4031.778259 = -485705.733445 nChanged 2 SP:Iteration 46Q (10113.080000 sec): 3 clusters Score: Raw -489738.454535 + Penalty 4031.778259 = -485706.676276 nChanged 1 SP:Iteration 47Q (10113.270000 sec): 3 clusters Score: Raw -489738.941171 + Penalty 4031.778259 = -485707.162912 nChanged 3 SP:Iteration 48Q (10113.420000 sec): 3 clusters Score: Raw -489740.202612 + Penalty 4031.778259 = -485708.424352 nChanged 0 SP:Iteration 49F (10113.580000 sec): 3 clusters Score: Raw -489740.202612 + Penalty 4031.778259 = -485708.424352 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 22 (2304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10113.690000 sec): 2 clusters Score: Raw -338375.971171 + Penalty 1920.115701 = -336455.855470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10113.850000 sec): 3 clusters Score: Raw -337446.766837 + Penalty 3840.231403 = -333606.535434 nChanged 750 SP:Iteration 1F (10114.050000 sec): 3 clusters Score: Raw -337958.925730 + Penalty 3840.231403 = -334118.694327 nChanged 164 SP:Iteration 2F (10114.220000 sec): 3 clusters Score: Raw -338065.636749 + Penalty 3840.231403 = -334225.405346 nChanged 89 SP:Iteration 3Q (10114.430000 sec): 3 clusters Score: Raw -338130.167814 + Penalty 3840.231403 = -334289.936411 nChanged 53 SP:Iteration 4Q (10114.610000 sec): 3 clusters Score: Raw -338168.165805 + Penalty 3840.231403 = -334327.934402 nChanged 34 SP:Iteration 5Q (10114.750000 sec): 3 clusters Score: Raw -338197.833364 + Penalty 3840.231403 = -334357.601962 nChanged 35 SP:Iteration 6Q (10114.930000 sec): 3 clusters Score: Raw -338218.778567 + Penalty 3840.231403 = -334378.547164 nChanged 23 SP:Iteration 7Q (10115.070000 sec): 3 clusters Score: Raw -338233.533095 + Penalty 3840.231403 = -334393.301692 nChanged 21 SP:Iteration 8Q (10115.220000 sec): 3 clusters Score: Raw -338249.245190 + Penalty 3840.231403 = -334409.013787 nChanged 18 SP:Iteration 9Q (10115.420000 sec): 3 clusters Score: Raw -338260.891304 + Penalty 3840.231403 = -334420.659901 nChanged 7 SP:Iteration 10Q (10115.570000 sec): 3 clusters Score: Raw -338264.043125 + Penalty 3840.231403 = -334423.811722 nChanged 6 SP:Iteration 11Q (10115.720000 sec): 3 clusters Score: Raw -338267.839960 + Penalty 3840.231403 = -334427.608557 nChanged 5 SP:Iteration 12Q (10115.870000 sec): 3 clusters Score: Raw -338270.265214 + Penalty 3840.231403 = -334430.033811 nChanged 5 SP:Iteration 13Q (10116.020000 sec): 3 clusters Score: Raw -338272.365476 + Penalty 3840.231403 = -334432.134073 nChanged 3 SP:Iteration 14Q (10116.170000 sec): 3 clusters Score: Raw -338274.227086 + Penalty 3840.231403 = -334433.995683 nChanged 6 SP:Iteration 15Q (10116.320000 sec): 3 clusters Score: Raw -338277.741492 + Penalty 3840.231403 = -334437.510090 nChanged 9 SP:Iteration 16Q (10116.470000 sec): 3 clusters Score: Raw -338283.902034 + Penalty 3840.231403 = -334443.670631 nChanged 9 SP:Iteration 17Q (10116.630000 sec): 3 clusters Score: Raw -338288.123951 + Penalty 3840.231403 = -334447.892548 nChanged 8 SP:Iteration 18Q (10116.790000 sec): 3 clusters Score: Raw -338293.058499 + Penalty 3840.231403 = -334452.827096 nChanged 9 SP:Iteration 19Q (10116.950000 sec): 3 clusters Score: Raw -338298.167721 + Penalty 3840.231403 = -334457.936318 nChanged 7 SP:Iteration 20F (10117.150000 sec): 3 clusters Score: Raw -338301.890894 + Penalty 3840.231403 = -334461.659491 nChanged 7 SP:Iteration 21Q (10117.290000 sec): 3 clusters Score: Raw -338305.634043 + Penalty 3840.231403 = -334465.402640 nChanged 4 SP:Iteration 22Q (10117.470000 sec): 3 clusters Score: Raw -338307.521315 + Penalty 3840.231403 = -334467.289912 nChanged 5 SP:Iteration 23Q (10117.610000 sec): 3 clusters Score: Raw -338309.999734 + Penalty 3840.231403 = -334469.768331 nChanged 7 SP:Iteration 24Q (10117.800000 sec): 3 clusters Score: Raw -338312.991550 + Penalty 3840.231403 = -334472.760147 nChanged 4 SP:Iteration 25Q (10117.940000 sec): 3 clusters Score: Raw -338314.857404 + Penalty 3840.231403 = -334474.626001 nChanged 1 SP:Iteration 26Q (10118.100000 sec): 3 clusters Score: Raw -338315.287887 + Penalty 3840.231403 = -334475.056485 nChanged 1 SP:Iteration 27Q (10118.290000 sec): 3 clusters Score: Raw -338315.702141 + Penalty 3840.231403 = -334475.470738 nChanged 1 SP:Iteration 28Q (10118.430000 sec): 3 clusters Score: Raw -338316.258040 + Penalty 3840.231403 = -334476.026637 nChanged 1 SP:Iteration 29Q (10118.570000 sec): 3 clusters Score: Raw -338316.421196 + Penalty 3840.231403 = -334476.189793 nChanged 1 SP:Iteration 30Q (10118.760000 sec): 3 clusters Score: Raw -338316.858950 + Penalty 3840.231403 = -334476.627547 nChanged 0 SP:Iteration 31F (10118.900000 sec): 3 clusters Score: Raw -338316.858950 + Penalty 3840.231403 = -334476.627547 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 23 (5588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10119.020000 sec): 2 clusters Score: Raw -823229.431802 + Penalty 2139.837427 = -821089.594376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10119.250000 sec): 3 clusters Score: Raw -820413.231444 + Penalty 4279.674853 = -816133.556591 nChanged 2186 SP:Iteration 1F (10119.480000 sec): 3 clusters Score: Raw -821548.953359 + Penalty 4279.674853 = -817269.278506 nChanged 454 SP:Iteration 2F (10119.730000 sec): 3 clusters Score: Raw -821819.751287 + Penalty 4279.674853 = -817540.076434 nChanged 368 SP:Iteration 3F (10119.970000 sec): 3 clusters Score: Raw -822060.620767 + Penalty 4279.674853 = -817780.945914 nChanged 285 SP:Iteration 4F (10120.160000 sec): 3 clusters Score: Raw -822226.079978 + Penalty 4279.674853 = -817946.405125 nChanged 239 SP:Iteration 5Q (10120.350000 sec): 3 clusters Score: Raw -822369.180625 + Penalty 4279.674853 = -818089.505772 nChanged 219 SP:Iteration 6Q (10120.510000 sec): 3 clusters Score: Raw -822502.530937 + Penalty 4279.674853 = -818222.856084 nChanged 213 SP:Iteration 7Q (10120.690000 sec): 3 clusters Score: Raw -822634.897868 + Penalty 4279.674853 = -818355.223015 nChanged 209 SP:Iteration 8Q (10120.900000 sec): 3 clusters Score: Raw -822763.735295 + Penalty 4279.674853 = -818484.060442 nChanged 181 SP:Iteration 9Q (10121.120000 sec): 3 clusters Score: Raw -822871.536758 + Penalty 4279.674853 = -818591.861904 nChanged 174 SP:Iteration 10Q (10121.340000 sec): 3 clusters Score: Raw -822967.141983 + Penalty 4279.674853 = -818687.467130 nChanged 144 SP:Iteration 11Q (10121.500000 sec): 3 clusters Score: Raw -823048.921184 + Penalty 4279.674853 = -818769.246331 nChanged 129 SP:Iteration 12Q (10121.730000 sec): 3 clusters Score: Raw -823123.121722 + Penalty 4279.674853 = -818843.446868 nChanged 114 SP:Iteration 13Q (10121.900000 sec): 3 clusters Score: Raw -823185.386546 + Penalty 4279.674853 = -818905.711693 nChanged 109 SP:Iteration 14Q (10122.150000 sec): 3 clusters Score: Raw -823246.595153 + Penalty 4279.674853 = -818966.920300 nChanged 80 SP:Iteration 15Q (10122.310000 sec): 3 clusters Score: Raw -823290.585813 + Penalty 4279.674853 = -819010.910959 nChanged 59 SP:Iteration 16Q (10122.510000 sec): 3 clusters Score: Raw -823322.584365 + Penalty 4279.674853 = -819042.909512 nChanged 62 SP:Iteration 17Q (10122.710000 sec): 3 clusters Score: Raw -823354.482186 + Penalty 4279.674853 = -819074.807333 nChanged 44 SP:Iteration 18Q (10122.930000 sec): 3 clusters Score: Raw -823372.586364 + Penalty 4279.674853 = -819092.911510 nChanged 25 SP:Iteration 19Q (10123.160000 sec): 3 clusters Score: Raw -823384.245536 + Penalty 4279.674853 = -819104.570683 nChanged 26 SP:Iteration 20F (10123.370000 sec): 3 clusters Score: Raw -823396.882921 + Penalty 4279.674853 = -819117.208067 nChanged 25 SP:Iteration 21Q (10123.570000 sec): 3 clusters Score: Raw -823408.426431 + Penalty 4279.674853 = -819128.751578 nChanged 22 SP:Iteration 22Q (10123.810000 sec): 3 clusters Score: Raw -823416.498242 + Penalty 4279.674853 = -819136.823389 nChanged 17 SP:Iteration 23Q (10124.050000 sec): 3 clusters Score: Raw -823424.031779 + Penalty 4279.674853 = -819144.356926 nChanged 18 SP:Iteration 24Q (10124.240000 sec): 3 clusters Score: Raw -823432.001346 + Penalty 4279.674853 = -819152.326493 nChanged 12 SP:Iteration 25Q (10124.470000 sec): 3 clusters Score: Raw -823436.254723 + Penalty 4279.674853 = -819156.579869 nChanged 13 SP:Iteration 26Q (10124.740000 sec): 3 clusters Score: Raw -823441.096290 + Penalty 4279.674853 = -819161.421436 nChanged 15 SP:Iteration 27Q (10124.960000 sec): 3 clusters Score: Raw -823448.048320 + Penalty 4279.674853 = -819168.373467 nChanged 13 SP:Iteration 28Q (10125.180000 sec): 3 clusters Score: Raw -823454.167957 + Penalty 4279.674853 = -819174.493103 nChanged 15 SP:Iteration 29Q (10125.410000 sec): 3 clusters Score: Raw -823461.146183 + Penalty 4279.674853 = -819181.471330 nChanged 18 SP:Iteration 30Q (10125.620000 sec): 3 clusters Score: Raw -823469.404973 + Penalty 4279.674853 = -819189.730120 nChanged 13 SP:Iteration 31Q (10125.910000 sec): 3 clusters Score: Raw -823474.701812 + Penalty 4279.674853 = -819195.026958 nChanged 15 SP:Iteration 32Q (10126.130000 sec): 3 clusters Score: Raw -823482.070303 + Penalty 4279.674853 = -819202.395450 nChanged 13 SP:Iteration 33Q (10126.310000 sec): 3 clusters Score: Raw -823488.209694 + Penalty 4279.674853 = -819208.534840 nChanged 9 SP:Iteration 34Q (10126.520000 sec): 3 clusters Score: Raw -823492.494708 + Penalty 4279.674853 = -819212.819855 nChanged 14 SP:Iteration 35Q (10126.770000 sec): 3 clusters Score: Raw -823498.544162 + Penalty 4279.674853 = -819218.869309 nChanged 13 SP:Iteration 36Q (10126.980000 sec): 3 clusters Score: Raw -823503.374617 + Penalty 4279.674853 = -819223.699764 nChanged 14 SP:Iteration 37Q (10127.170000 sec): 3 clusters Score: Raw -823510.399544 + Penalty 4279.674853 = -819230.724691 nChanged 15 SP:Iteration 38Q (10127.400000 sec): 3 clusters Score: Raw -823517.962011 + Penalty 4279.674853 = -819238.287158 nChanged 9 SP:Iteration 39Q (10127.640000 sec): 3 clusters Score: Raw -823522.162419 + Penalty 4279.674853 = -819242.487566 nChanged 8 SP:Iteration 40F (10127.900000 sec): 3 clusters Score: Raw -823525.986777 + Penalty 4279.674853 = -819246.311924 nChanged 8 SP:Iteration 41Q (10128.180000 sec): 3 clusters Score: Raw -823528.811272 + Penalty 4279.674853 = -819249.136418 nChanged 5 SP:Iteration 42Q (10128.420000 sec): 3 clusters Score: Raw -823530.591375 + Penalty 4279.674853 = -819250.916522 nChanged 2 SP:Iteration 43Q (10128.660000 sec): 3 clusters Score: Raw -823531.069106 + Penalty 4279.674853 = -819251.394252 nChanged 1 SP:Iteration 44Q (10128.910000 sec): 3 clusters Score: Raw -823531.563416 + Penalty 4279.674853 = -819251.888562 nChanged 2 SP:Iteration 45Q (10129.090000 sec): 3 clusters Score: Raw -823532.044467 + Penalty 4279.674853 = -819252.369614 nChanged 0 SP:Iteration 46F (10129.300000 sec): 3 clusters Score: Raw -823532.044467 + Penalty 4279.674853 = -819252.369614 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 24 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10129.460000 sec): 2 clusters Score: Raw -172303.867822 + Penalty 1784.034083 = -170519.833739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10129.630000 sec): 3 clusters Score: Raw -171937.890888 + Penalty 3568.068166 = -168369.822722 nChanged 388 SP:Iteration 1F (10129.770000 sec): 3 clusters Score: Raw -172458.400173 + Penalty 3568.068166 = -168890.332007 nChanged 167 SP:Iteration 2F (10129.990000 sec): 3 clusters Score: Raw -173027.921063 + Penalty 3568.068166 = -169459.852897 nChanged 165 SP:Iteration 3F (10130.140000 sec): 3 clusters Score: Raw -173623.494137 + Penalty 3568.068166 = -170055.425971 nChanged 112 SP:Iteration 4F (10130.340000 sec): 3 clusters Score: Raw -173916.381200 + Penalty 3568.068166 = -170348.313034 nChanged 60 SP:Iteration 5Q (10130.590000 sec): 3 clusters Score: Raw -174015.812018 + Penalty 3568.068166 = -170447.743852 nChanged 18 SP:Iteration 6Q (10130.820000 sec): 3 clusters Score: Raw -174037.923435 + Penalty 3568.068166 = -170469.855269 nChanged 7 SP:Iteration 7Q (10131.030000 sec): 3 clusters Score: Raw -174046.109946 + Penalty 3568.068166 = -170478.041781 nChanged 3 SP:Iteration 8Q (10131.230000 sec): 3 clusters Score: Raw -174049.438680 + Penalty 3568.068166 = -170481.370514 nChanged 5 SP:Iteration 9Q (10131.450000 sec): 3 clusters Score: Raw -174070.113484 + Penalty 3568.068166 = -170502.045318 nChanged 6 SP:Iteration 10Q (10131.670000 sec): 3 clusters Score: Raw -174077.151664 + Penalty 3568.068166 = -170509.083498 nChanged 9 SP:Iteration 11Q (10131.860000 sec): 3 clusters Score: Raw -174088.615006 + Penalty 3568.068166 = -170520.546840 nChanged 4 SP:Iteration 12Q (10132.050000 sec): 3 clusters Score: Raw -174092.006373 + Penalty 3568.068166 = -170523.938207 nChanged 1 SP:Iteration 13Q (10132.260000 sec): 3 clusters Score: Raw -174092.542243 + Penalty 3568.068166 = -170524.474077 nChanged 1 SP:Iteration 14Q (10132.420000 sec): 3 clusters Score: Raw -174093.762573 + Penalty 3568.068166 = -170525.694407 nChanged 1 SP:Iteration 15Q (10132.650000 sec): 3 clusters Score: Raw -174094.625819 + Penalty 3568.068166 = -170526.557653 nChanged 0 SP:Iteration 16F (10132.850000 sec): 3 clusters Score: Raw -174094.625819 + Penalty 3568.068166 = -170526.557653 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 4.60 GB. Trying to split cluster 25 (4509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10132.960000 sec): 2 clusters Score: Raw -635467.648857 + Penalty 2086.630008 = -633381.018849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10133.220000 sec): 3 clusters Score: Raw -633305.180337 + Penalty 4173.260016 = -629131.920321 nChanged 1675 SP:Iteration 1F (10133.470000 sec): 3 clusters Score: Raw -634331.574229 + Penalty 4173.260016 = -630158.314213 nChanged 406 SP:Iteration 2F (10133.680000 sec): 3 clusters Score: Raw -634635.879829 + Penalty 4173.260016 = -630462.619812 nChanged 283 SP:Iteration 3F (10133.920000 sec): 3 clusters Score: Raw -634835.127648 + Penalty 4173.260016 = -630661.867632 nChanged 213 SP:Iteration 4Q (10134.120000 sec): 3 clusters Score: Raw -634967.340356 + Penalty 4173.260016 = -630794.080340 nChanged 152 SP:Iteration 5Q (10134.360000 sec): 3 clusters Score: Raw -635050.559641 + Penalty 4173.260016 = -630877.299624 nChanged 119 SP:Iteration 6Q (10134.580000 sec): 3 clusters Score: Raw -635111.725880 + Penalty 4173.260016 = -630938.465863 nChanged 107 SP:Iteration 7Q (10134.780000 sec): 3 clusters Score: Raw -635167.207595 + Penalty 4173.260016 = -630993.947579 nChanged 106 SP:Iteration 8Q (10135.020000 sec): 3 clusters Score: Raw -635227.525666 + Penalty 4173.260016 = -631054.265649 nChanged 98 SP:Iteration 9Q (10135.210000 sec): 3 clusters Score: Raw -635277.507528 + Penalty 4173.260016 = -631104.247511 nChanged 107 SP:Iteration 10Q (10135.380000 sec): 3 clusters Score: Raw -635334.431710 + Penalty 4173.260016 = -631161.171694 nChanged 104 SP:Iteration 11Q (10135.570000 sec): 3 clusters Score: Raw -635392.141451 + Penalty 4173.260016 = -631218.881435 nChanged 111 SP:Iteration 12Q (10135.780000 sec): 3 clusters Score: Raw -635462.563797 + Penalty 4173.260016 = -631289.303781 nChanged 130 SP:Iteration 13Q (10135.990000 sec): 3 clusters Score: Raw -635556.105772 + Penalty 4173.260016 = -631382.845756 nChanged 133 SP:Iteration 14Q (10136.190000 sec): 3 clusters Score: Raw -635648.548684 + Penalty 4173.260016 = -631475.288668 nChanged 120 SP:Iteration 15Q (10136.390000 sec): 3 clusters Score: Raw -635736.395377 + Penalty 4173.260016 = -631563.135361 nChanged 97 SP:Iteration 16Q (10136.590000 sec): 3 clusters Score: Raw -635808.632460 + Penalty 4173.260016 = -631635.372443 nChanged 86 SP:Iteration 17Q (10136.780000 sec): 3 clusters Score: Raw -635864.812810 + Penalty 4173.260016 = -631691.552793 nChanged 63 SP:Iteration 18Q (10136.950000 sec): 3 clusters Score: Raw -635914.000350 + Penalty 4173.260016 = -631740.740333 nChanged 53 SP:Iteration 19Q (10137.180000 sec): 3 clusters Score: Raw -635960.452868 + Penalty 4173.260016 = -631787.192851 nChanged 46 SP:Iteration 20F (10137.400000 sec): 3 clusters Score: Raw -635991.667542 + Penalty 4173.260016 = -631818.407526 nChanged 32 SP:Iteration 21Q (10137.620000 sec): 3 clusters Score: Raw -636016.934987 + Penalty 4173.260016 = -631843.674970 nChanged 24 SP:Iteration 22Q (10137.840000 sec): 3 clusters Score: Raw -636036.330841 + Penalty 4173.260016 = -631863.070824 nChanged 25 SP:Iteration 23Q (10138.080000 sec): 3 clusters Score: Raw -636058.476327 + Penalty 4173.260016 = -631885.216311 nChanged 18 SP:Iteration 24Q (10138.300000 sec): 3 clusters Score: Raw -636070.464290 + Penalty 4173.260016 = -631897.204274 nChanged 9 SP:Iteration 25Q (10138.520000 sec): 3 clusters Score: Raw -636076.300212 + Penalty 4173.260016 = -631903.040196 nChanged 9 SP:Iteration 26Q (10138.780000 sec): 3 clusters Score: Raw -636084.666403 + Penalty 4173.260016 = -631911.406387 nChanged 10 SP:Iteration 27Q (10139.000000 sec): 3 clusters Score: Raw -636091.615451 + Penalty 4173.260016 = -631918.355434 nChanged 12 SP:Iteration 28Q (10139.210000 sec): 3 clusters Score: Raw -636097.796850 + Penalty 4173.260016 = -631924.536834 nChanged 8 SP:Iteration 29Q (10139.420000 sec): 3 clusters Score: Raw -636103.232999 + Penalty 4173.260016 = -631929.972983 nChanged 5 SP:Iteration 30Q (10139.600000 sec): 3 clusters Score: Raw -636105.426304 + Penalty 4173.260016 = -631932.166287 nChanged 1 SP:Iteration 31Q (10139.850000 sec): 3 clusters Score: Raw -636105.786644 + Penalty 4173.260016 = -631932.526627 nChanged 2 SP:Iteration 32Q (10140.060000 sec): 3 clusters Score: Raw -636106.475156 + Penalty 4173.260016 = -631933.215140 nChanged 2 SP:Iteration 33Q (10140.290000 sec): 3 clusters Score: Raw -636108.085579 + Penalty 4173.260016 = -631934.825562 nChanged 5 SP:Iteration 34Q (10140.490000 sec): 3 clusters Score: Raw -636110.911164 + Penalty 4173.260016 = -631937.651147 nChanged 5 SP:Iteration 35Q (10140.720000 sec): 3 clusters Score: Raw -636113.688889 + Penalty 4173.260016 = -631940.428872 nChanged 5 SP:Iteration 36Q (10140.930000 sec): 3 clusters Score: Raw -636117.242512 + Penalty 4173.260016 = -631943.982496 nChanged 6 SP:Iteration 37Q (10141.160000 sec): 3 clusters Score: Raw -636120.310841 + Penalty 4173.260016 = -631947.050825 nChanged 3 SP:Iteration 38Q (10141.370000 sec): 3 clusters Score: Raw -636122.072699 + Penalty 4173.260016 = -631948.812682 nChanged 3 SP:Iteration 39Q (10141.640000 sec): 3 clusters Score: Raw -636124.962315 + Penalty 4173.260016 = -631951.702299 nChanged 8 SP:Iteration 40F (10141.790000 sec): 3 clusters Score: Raw -636129.236348 + Penalty 4173.260016 = -631955.976332 nChanged 5 SP:Iteration 41Q (10142.020000 sec): 3 clusters Score: Raw -636132.553053 + Penalty 4173.260016 = -631959.293037 nChanged 3 SP:Iteration 42Q (10142.230000 sec): 3 clusters Score: Raw -636134.755189 + Penalty 4173.260016 = -631961.495172 nChanged 2 SP:Iteration 43Q (10142.420000 sec): 3 clusters Score: Raw -636135.528115 + Penalty 4173.260016 = -631962.268098 nChanged 1 SP:Iteration 44Q (10142.620000 sec): 3 clusters Score: Raw -636136.449659 + Penalty 4173.260016 = -631963.189643 nChanged 1 SP:Iteration 45Q (10142.840000 sec): 3 clusters Score: Raw -636136.954658 + Penalty 4173.260016 = -631963.694641 nChanged 0 SP:Iteration 46F (10143.020000 sec): 3 clusters Score: Raw -636136.954658 + Penalty 4173.260016 = -631963.694641 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 26 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10143.130000 sec): 2 clusters Score: Raw -135297.821083 + Penalty 1731.289424 = -133566.531659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10143.320000 sec): 3 clusters Score: Raw -135160.077362 + Penalty 3462.578847 = -131697.498514 nChanged 319 SP:Iteration 1F (10143.500000 sec): 3 clusters Score: Raw -136140.635510 + Penalty 3462.578847 = -132678.056663 nChanged 166 SP:Iteration 2F (10143.640000 sec): 3 clusters Score: Raw -137178.663854 + Penalty 3462.578847 = -133716.085007 nChanged 106 SP:Iteration 3F (10143.850000 sec): 3 clusters Score: Raw -138003.036910 + Penalty 3462.578847 = -134540.458063 nChanged 52 SP:Iteration 4Q (10144.020000 sec): 3 clusters Score: Raw -139082.700749 + Penalty 3462.578847 = -135620.121901 nChanged 7 SP:Iteration 5Q (10144.200000 sec): 3 clusters Score: Raw -139315.273631 + Penalty 3462.578847 = -135852.694784 nChanged 1 SP:Iteration 6Q (10144.400000 sec): 3 clusters Score: Raw -139323.831211 + Penalty 3462.578847 = -135861.252364 nChanged 0 SP:Iteration 7F (10144.570000 sec): 3 clusters Score: Raw -139323.831211 + Penalty 3462.578847 = -135861.252364 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 27 (8747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10144.730000 sec): 2 clusters Score: Raw -1192555.691989 + Penalty 2250.963584 = -1190304.728405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10145.010000 sec): 3 clusters Score: Raw -1187985.067568 + Penalty 4501.927167 = -1183483.140401 nChanged 3587 SP:Iteration 1F (10145.230000 sec): 3 clusters Score: Raw -1190316.990610 + Penalty 4501.927167 = -1185815.063442 nChanged 758 SP:Iteration 2F (10145.510000 sec): 3 clusters Score: Raw -1190987.100343 + Penalty 4501.927167 = -1186485.173176 nChanged 682 SP:Iteration 3F (10145.750000 sec): 3 clusters Score: Raw -1191681.771027 + Penalty 4501.927167 = -1187179.843860 nChanged 609 SP:Iteration 4F (10145.980000 sec): 3 clusters Score: Raw -1192268.579772 + Penalty 4501.927167 = -1187766.652605 nChanged 535 SP:Iteration 5F (10146.250000 sec): 3 clusters Score: Raw -1192702.481403 + Penalty 4501.927167 = -1188200.554235 nChanged 424 SP:Iteration 6Q (10146.500000 sec): 3 clusters Score: Raw -1193022.811477 + Penalty 4501.927167 = -1188520.884309 nChanged 327 SP:Iteration 7Q (10146.710000 sec): 3 clusters Score: Raw -1193219.753359 + Penalty 4501.927167 = -1188717.826192 nChanged 268 SP:Iteration 8Q (10146.970000 sec): 3 clusters Score: Raw -1193342.909984 + Penalty 4501.927167 = -1188840.982817 nChanged 172 SP:Iteration 9Q (10147.230000 sec): 3 clusters Score: Raw -1193411.151621 + Penalty 4501.927167 = -1188909.224454 nChanged 139 SP:Iteration 10Q (10147.440000 sec): 3 clusters Score: Raw -1193468.153498 + Penalty 4501.927167 = -1188966.226330 nChanged 100 SP:Iteration 11Q (10147.610000 sec): 3 clusters Score: Raw -1193502.410117 + Penalty 4501.927167 = -1189000.482950 nChanged 88 SP:Iteration 12Q (10147.890000 sec): 3 clusters Score: Raw -1193533.498381 + Penalty 4501.927167 = -1189031.571214 nChanged 77 SP:Iteration 13Q (10148.150000 sec): 3 clusters Score: Raw -1193554.703773 + Penalty 4501.927167 = -1189052.776605 nChanged 56 SP:Iteration 14Q (10148.460000 sec): 3 clusters Score: Raw -1193567.761743 + Penalty 4501.927167 = -1189065.834576 nChanged 55 SP:Iteration 15Q (10148.640000 sec): 3 clusters Score: Raw -1193580.692920 + Penalty 4501.927167 = -1189078.765752 nChanged 38 SP:Iteration 16Q (10148.880000 sec): 3 clusters Score: Raw -1193589.371947 + Penalty 4501.927167 = -1189087.444779 nChanged 40 SP:Iteration 17Q (10149.180000 sec): 3 clusters Score: Raw -1193598.841149 + Penalty 4501.927167 = -1189096.913981 nChanged 33 SP:Iteration 18Q (10149.400000 sec): 3 clusters Score: Raw -1193606.726872 + Penalty 4501.927167 = -1189104.799704 nChanged 21 SP:Iteration 19Q (10149.610000 sec): 3 clusters Score: Raw -1193610.230757 + Penalty 4501.927167 = -1189108.303590 nChanged 15 SP:Iteration 20F (10149.850000 sec): 3 clusters Score: Raw -1193612.845963 + Penalty 4501.927167 = -1189110.918795 nChanged 14 SP:Iteration 21Q (10150.100000 sec): 3 clusters Score: Raw -1193615.842987 + Penalty 4501.927167 = -1189113.915820 nChanged 16 SP:Iteration 22Q (10150.300000 sec): 3 clusters Score: Raw -1193618.347317 + Penalty 4501.927167 = -1189116.420149 nChanged 13 SP:Iteration 23Q (10150.550000 sec): 3 clusters Score: Raw -1193620.501808 + Penalty 4501.927167 = -1189118.574641 nChanged 9 SP:Iteration 24Q (10150.800000 sec): 3 clusters Score: Raw -1193621.974357 + Penalty 4501.927167 = -1189120.047190 nChanged 13 SP:Iteration 25Q (10151.010000 sec): 3 clusters Score: Raw -1193624.003450 + Penalty 4501.927167 = -1189122.076282 nChanged 8 SP:Iteration 26Q (10151.250000 sec): 3 clusters Score: Raw -1193625.260300 + Penalty 4501.927167 = -1189123.333132 nChanged 7 SP:Iteration 27Q (10151.450000 sec): 3 clusters Score: Raw -1193626.128821 + Penalty 4501.927167 = -1189124.201654 nChanged 8 SP:Iteration 28Q (10151.690000 sec): 3 clusters Score: Raw -1193627.438688 + Penalty 4501.927167 = -1189125.511520 nChanged 4 SP:Iteration 29Q (10151.920000 sec): 3 clusters Score: Raw -1193628.048527 + Penalty 4501.927167 = -1189126.121360 nChanged 3 SP:Iteration 30Q (10152.130000 sec): 3 clusters Score: Raw -1193628.504400 + Penalty 4501.927167 = -1189126.577233 nChanged 3 SP:Iteration 31Q (10152.370000 sec): 3 clusters Score: Raw -1193628.795006 + Penalty 4501.927167 = -1189126.867839 nChanged 1 SP:Iteration 32Q (10152.590000 sec): 3 clusters Score: Raw -1193628.856655 + Penalty 4501.927167 = -1189126.929487 nChanged 0 SP:Iteration 33F (10152.800000 sec): 3 clusters Score: Raw -1193628.856655 + Penalty 4501.927167 = -1189126.929487 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 28 (1822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10152.900000 sec): 2 clusters Score: Raw -258810.595268 + Penalty 1861.907139 = -256948.688129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10153.160000 sec): 3 clusters Score: Raw -258153.246620 + Penalty 3723.814279 = -254429.432342 nChanged 569 SP:Iteration 1F (10153.350000 sec): 3 clusters Score: Raw -258620.029078 + Penalty 3723.814279 = -254896.214799 nChanged 126 SP:Iteration 2F (10153.540000 sec): 3 clusters Score: Raw -258758.833398 + Penalty 3723.814279 = -255035.019119 nChanged 84 SP:Iteration 3Q (10153.720000 sec): 3 clusters Score: Raw -258844.536516 + Penalty 3723.814279 = -255120.722237 nChanged 59 SP:Iteration 4Q (10153.860000 sec): 3 clusters Score: Raw -258905.844892 + Penalty 3723.814279 = -255182.030613 nChanged 47 SP:Iteration 5Q (10154.090000 sec): 3 clusters Score: Raw -258950.307016 + Penalty 3723.814279 = -255226.492738 nChanged 38 SP:Iteration 6Q (10154.250000 sec): 3 clusters Score: Raw -258986.202271 + Penalty 3723.814279 = -255262.387992 nChanged 30 SP:Iteration 7Q (10154.360000 sec): 3 clusters Score: Raw -259012.667422 + Penalty 3723.814279 = -255288.853144 nChanged 15 SP:Iteration 8Q (10154.580000 sec): 3 clusters Score: Raw -259020.216799 + Penalty 3723.814279 = -255296.402520 nChanged 11 SP:Iteration 9Q (10154.730000 sec): 3 clusters Score: Raw -259035.319226 + Penalty 3723.814279 = -255311.504948 nChanged 5 SP:Iteration 10Q (10154.880000 sec): 3 clusters Score: Raw -259037.960518 + Penalty 3723.814279 = -255314.146240 nChanged 3 SP:Iteration 11Q (10155.040000 sec): 3 clusters Score: Raw -259040.931320 + Penalty 3723.814279 = -255317.117042 nChanged 6 SP:Iteration 12Q (10155.180000 sec): 3 clusters Score: Raw -259043.888361 + Penalty 3723.814279 = -255320.074082 nChanged 8 SP:Iteration 13Q (10155.340000 sec): 3 clusters Score: Raw -259052.027897 + Penalty 3723.814279 = -255328.213618 nChanged 10 SP:Iteration 14Q (10155.480000 sec): 3 clusters Score: Raw -259060.398542 + Penalty 3723.814279 = -255336.584264 nChanged 13 SP:Iteration 15Q (10155.640000 sec): 3 clusters Score: Raw -259071.949681 + Penalty 3723.814279 = -255348.135402 nChanged 12 SP:Iteration 16Q (10155.850000 sec): 3 clusters Score: Raw -259080.779092 + Penalty 3723.814279 = -255356.964814 nChanged 13 SP:Iteration 17Q (10156.020000 sec): 3 clusters Score: Raw -259090.700228 + Penalty 3723.814279 = -255366.885949 nChanged 10 SP:Iteration 18Q (10156.180000 sec): 3 clusters Score: Raw -259096.229718 + Penalty 3723.814279 = -255372.415439 nChanged 2 SP:Iteration 19Q (10156.390000 sec): 3 clusters Score: Raw -259097.191396 + Penalty 3723.814279 = -255373.377117 nChanged 1 SP:Iteration 20F (10156.580000 sec): 3 clusters Score: Raw -259097.745038 + Penalty 3723.814279 = -255373.930759 nChanged 2 SP:Iteration 21Q (10156.760000 sec): 3 clusters Score: Raw -259099.091269 + Penalty 3723.814279 = -255375.276990 nChanged 3 SP:Iteration 22Q (10156.930000 sec): 3 clusters Score: Raw -259101.567654 + Penalty 3723.814279 = -255377.753375 nChanged 4 SP:Iteration 23Q (10157.090000 sec): 3 clusters Score: Raw -259103.886368 + Penalty 3723.814279 = -255380.072089 nChanged 3 SP:Iteration 24Q (10157.280000 sec): 3 clusters Score: Raw -259104.777026 + Penalty 3723.814279 = -255380.962747 nChanged 0 SP:Iteration 25F (10157.440000 sec): 3 clusters Score: Raw -259104.777026 + Penalty 3723.814279 = -255380.962747 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 29 (847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10157.560000 sec): 2 clusters Score: Raw -116154.438740 + Penalty 1671.941772 = -114482.496968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10157.700000 sec): 3 clusters Score: Raw -116003.988159 + Penalty 3343.883545 = -112660.104614 nChanged 192 SP:Iteration 1F (10157.850000 sec): 3 clusters Score: Raw -116264.073637 + Penalty 3343.883545 = -112920.190093 nChanged 49 SP:Iteration 2F (10158.050000 sec): 3 clusters Score: Raw -116349.933472 + Penalty 3343.883545 = -113006.049928 nChanged 19 SP:Iteration 3Q (10158.190000 sec): 3 clusters Score: Raw -116396.907460 + Penalty 3343.883545 = -113053.023915 nChanged 27 SP:Iteration 4Q (10158.330000 sec): 3 clusters Score: Raw -116449.417510 + Penalty 3343.883545 = -113105.533966 nChanged 19 SP:Iteration 5Q (10158.470000 sec): 3 clusters Score: Raw -116484.978636 + Penalty 3343.883545 = -113141.095092 nChanged 11 SP:Iteration 6Q (10158.620000 sec): 3 clusters Score: Raw -116501.154015 + Penalty 3343.883545 = -113157.270471 nChanged 5 SP:Iteration 7Q (10158.760000 sec): 3 clusters Score: Raw -116510.401404 + Penalty 3343.883545 = -113166.517860 nChanged 5 SP:Iteration 8Q (10158.970000 sec): 3 clusters Score: Raw -116522.881870 + Penalty 3343.883545 = -113178.998325 nChanged 6 SP:Iteration 9Q (10159.110000 sec): 3 clusters Score: Raw -116530.620037 + Penalty 3343.883545 = -113186.736492 nChanged 5 SP:Iteration 10Q (10159.340000 sec): 3 clusters Score: Raw -116535.207716 + Penalty 3343.883545 = -113191.324172 nChanged 0 SP:Iteration 11F (10159.480000 sec): 3 clusters Score: Raw -116535.207716 + Penalty 3343.883545 = -113191.324172 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 30 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10159.530000 sec): 2 clusters Score: Raw -40453.057634 + Penalty 1449.916816 = -39003.140818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10159.720000 sec): 3 clusters Score: Raw -40717.492360 + Penalty 2899.833632 = -37817.658727 nChanged 66 SP:Iteration 1F (10159.900000 sec): 3 clusters Score: Raw -41023.110196 + Penalty 2899.833632 = -38123.276563 nChanged 29 SP:Iteration 2F (10160.060000 sec): 3 clusters Score: Raw -41202.448137 + Penalty 2899.833632 = -38302.614504 nChanged 20 SP:Iteration 3F (10160.240000 sec): 3 clusters Score: Raw -41501.050253 + Penalty 2899.833632 = -38601.216620 nChanged 20 SP:Iteration 4F (10160.420000 sec): 3 clusters Score: Raw -42051.616135 + Penalty 2899.833632 = -39151.782502 nChanged 17 SP:Iteration 5Q (10160.640000 sec): 3 clusters Score: Raw -42194.821547 + Penalty 2899.833632 = -39294.987915 nChanged 9 SP:Iteration 6Q (10160.820000 sec): 3 clusters Score: Raw -42301.965775 + Penalty 2899.833632 = -39402.132142 nChanged 0 SP:Iteration 7F (10160.990000 sec): 3 clusters Score: Raw -42301.965775 + Penalty 2899.833632 = -39402.132142 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 31 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10161.100000 sec): 2 clusters Score: Raw -76405.521863 + Penalty 1614.544068 = -74790.977794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10161.260000 sec): 3 clusters Score: Raw -76530.397669 + Penalty 3229.088137 = -73301.309532 nChanged 171 SP:Iteration 1F (10161.500000 sec): 3 clusters Score: Raw -77161.971440 + Penalty 3229.088137 = -73932.883303 nChanged 65 SP:Iteration 2F (10161.660000 sec): 3 clusters Score: Raw -77600.898969 + Penalty 3229.088137 = -74371.810833 nChanged 51 SP:Iteration 3F (10161.880000 sec): 3 clusters Score: Raw -78022.396819 + Penalty 3229.088137 = -74793.308682 nChanged 38 SP:Iteration 4F (10162.000000 sec): 3 clusters Score: Raw -78497.572004 + Penalty 3229.088137 = -75268.483867 nChanged 43 SP:Iteration 5F (10162.200000 sec): 3 clusters Score: Raw -79678.823541 + Penalty 3229.088137 = -76449.735404 nChanged 40 SP:Iteration 6F (10162.400000 sec): 3 clusters Score: Raw -80200.624915 + Penalty 3229.088137 = -76971.536779 nChanged 15 SP:Iteration 7Q (10162.600000 sec): 3 clusters Score: Raw -80300.380477 + Penalty 3229.088137 = -77071.292340 nChanged 10 SP:Iteration 8Q (10162.780000 sec): 3 clusters Score: Raw -80371.866396 + Penalty 3229.088137 = -77142.778259 nChanged 6 SP:Iteration 9Q (10162.970000 sec): 3 clusters Score: Raw -80407.983662 + Penalty 3229.088137 = -77178.895525 nChanged 5 SP:Iteration 10Q (10163.150000 sec): 3 clusters Score: Raw -80425.690579 + Penalty 3229.088137 = -77196.602442 nChanged 3 SP:Iteration 11Q (10163.370000 sec): 3 clusters Score: Raw -80437.656024 + Penalty 3229.088137 = -77208.567887 nChanged 1 SP:Iteration 12Q (10163.530000 sec): 3 clusters Score: Raw -80438.781861 + Penalty 3229.088137 = -77209.693725 nChanged 0 SP:Iteration 13F (10163.690000 sec): 3 clusters Score: Raw -80438.781861 + Penalty 3229.088137 = -77209.693725 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 32 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10163.830000 sec): 2 clusters Score: Raw -25196.950400 + Penalty 1328.433396 = -23868.517004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10164.070000 sec): 3 clusters Score: Raw -25497.713037 + Penalty 2656.866792 = -22840.846245 nChanged 26 SP:Iteration 1F (10164.230000 sec): 3 clusters Score: Raw -25660.076828 + Penalty 2656.866792 = -23003.210036 nChanged 10 SP:Iteration 2Q (10164.400000 sec): 3 clusters Score: Raw -25713.946328 + Penalty 2656.866792 = -23057.079536 nChanged 7 SP:Iteration 3Q (10164.670000 sec): 3 clusters Score: Raw -25751.741956 + Penalty 2656.866792 = -23094.875164 nChanged 6 SP:Iteration 4Q (10164.830000 sec): 3 clusters Score: Raw -25785.622136 + Penalty 2656.866792 = -23128.755344 nChanged 2 SP:Iteration 5Q (10165.030000 sec): 3 clusters Score: Raw -25793.145130 + Penalty 2656.866792 = -23136.278338 nChanged 0 SP:Iteration 6F (10165.180000 sec): 3 clusters Score: Raw -25793.145130 + Penalty 2656.866792 = -23136.278338 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 33 (6143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10165.320000 sec): 2 clusters Score: Raw -879558.609513 + Penalty 2163.320988 = -877395.288525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10165.580000 sec): 3 clusters Score: Raw -876443.664054 + Penalty 4326.641977 = -872117.022078 nChanged 2411 SP:Iteration 1F (10165.810000 sec): 3 clusters Score: Raw -877778.610025 + Penalty 4326.641977 = -873451.968048 nChanged 400 SP:Iteration 2F (10166.040000 sec): 3 clusters Score: Raw -877988.471422 + Penalty 4326.641977 = -873661.829445 nChanged 304 SP:Iteration 3Q (10166.200000 sec): 3 clusters Score: Raw -878148.022700 + Penalty 4326.641977 = -873821.380724 nChanged 248 SP:Iteration 4Q (10166.420000 sec): 3 clusters Score: Raw -878262.955822 + Penalty 4326.641977 = -873936.313845 nChanged 182 SP:Iteration 5Q (10166.670000 sec): 3 clusters Score: Raw -878332.959918 + Penalty 4326.641977 = -874006.317941 nChanged 139 SP:Iteration 6Q (10166.880000 sec): 3 clusters Score: Raw -878397.358900 + Penalty 4326.641977 = -874070.716923 nChanged 145 SP:Iteration 7Q (10167.090000 sec): 3 clusters Score: Raw -878461.830572 + Penalty 4326.641977 = -874135.188595 nChanged 140 SP:Iteration 8Q (10167.340000 sec): 3 clusters Score: Raw -878527.387638 + Penalty 4326.641977 = -874200.745662 nChanged 130 SP:Iteration 9Q (10167.650000 sec): 3 clusters Score: Raw -878585.757244 + Penalty 4326.641977 = -874259.115268 nChanged 107 SP:Iteration 10Q (10167.900000 sec): 3 clusters Score: Raw -878633.212524 + Penalty 4326.641977 = -874306.570548 nChanged 115 SP:Iteration 11Q (10168.100000 sec): 3 clusters Score: Raw -878683.497019 + Penalty 4326.641977 = -874356.855043 nChanged 105 SP:Iteration 12Q (10168.360000 sec): 3 clusters Score: Raw -878738.061413 + Penalty 4326.641977 = -874411.419437 nChanged 113 SP:Iteration 13Q (10168.560000 sec): 3 clusters Score: Raw -878803.291494 + Penalty 4326.641977 = -874476.649518 nChanged 113 SP:Iteration 14Q (10168.830000 sec): 3 clusters Score: Raw -878858.887783 + Penalty 4326.641977 = -874532.245806 nChanged 96 SP:Iteration 15Q (10169.020000 sec): 3 clusters Score: Raw -878907.926526 + Penalty 4326.641977 = -874581.284549 nChanged 92 SP:Iteration 16Q (10169.270000 sec): 3 clusters Score: Raw -878949.503100 + Penalty 4326.641977 = -874622.861124 nChanged 81 SP:Iteration 17Q (10169.520000 sec): 3 clusters Score: Raw -878985.652916 + Penalty 4326.641977 = -874659.010940 nChanged 77 SP:Iteration 18Q (10169.730000 sec): 3 clusters Score: Raw -879016.816726 + Penalty 4326.641977 = -874690.174749 nChanged 69 SP:Iteration 19Q (10169.990000 sec): 3 clusters Score: Raw -879047.550803 + Penalty 4326.641977 = -874720.908827 nChanged 81 SP:Iteration 20F (10170.200000 sec): 3 clusters Score: Raw -879086.863865 + Penalty 4326.641977 = -874760.221888 nChanged 94 SP:Iteration 21Q (10170.400000 sec): 3 clusters Score: Raw -879140.793654 + Penalty 4326.641977 = -874814.151678 nChanged 92 SP:Iteration 22Q (10170.610000 sec): 3 clusters Score: Raw -879187.340512 + Penalty 4326.641977 = -874860.698535 nChanged 79 SP:Iteration 23Q (10170.830000 sec): 3 clusters Score: Raw -879229.261464 + Penalty 4326.641977 = -874902.619487 nChanged 74 SP:Iteration 24Q (10171.040000 sec): 3 clusters Score: Raw -879269.896940 + Penalty 4326.641977 = -874943.254963 nChanged 83 SP:Iteration 25Q (10171.300000 sec): 3 clusters Score: Raw -879312.534932 + Penalty 4326.641977 = -874985.892956 nChanged 73 SP:Iteration 26Q (10171.480000 sec): 3 clusters Score: Raw -879352.978877 + Penalty 4326.641977 = -875026.336900 nChanged 53 SP:Iteration 27Q (10171.690000 sec): 3 clusters Score: Raw -879383.160603 + Penalty 4326.641977 = -875056.518626 nChanged 64 SP:Iteration 28Q (10171.940000 sec): 3 clusters Score: Raw -879426.460992 + Penalty 4326.641977 = -875099.819016 nChanged 62 SP:Iteration 29Q (10172.130000 sec): 3 clusters Score: Raw -879467.561584 + Penalty 4326.641977 = -875140.919608 nChanged 48 SP:Iteration 30Q (10172.310000 sec): 3 clusters Score: Raw -879504.454334 + Penalty 4326.641977 = -875177.812358 nChanged 42 SP:Iteration 31Q (10172.520000 sec): 3 clusters Score: Raw -879536.387596 + Penalty 4326.641977 = -875209.745619 nChanged 45 SP:Iteration 32Q (10172.740000 sec): 3 clusters Score: Raw -879569.432097 + Penalty 4326.641977 = -875242.790120 nChanged 38 SP:Iteration 33Q (10172.980000 sec): 3 clusters Score: Raw -879598.718241 + Penalty 4326.641977 = -875272.076265 nChanged 33 SP:Iteration 34Q (10173.170000 sec): 3 clusters Score: Raw -879624.730783 + Penalty 4326.641977 = -875298.088806 nChanged 26 SP:Iteration 35Q (10173.360000 sec): 3 clusters Score: Raw -879645.021967 + Penalty 4326.641977 = -875318.379990 nChanged 27 SP:Iteration 36Q (10173.590000 sec): 3 clusters Score: Raw -879667.176151 + Penalty 4326.641977 = -875340.534175 nChanged 27 SP:Iteration 37Q (10173.810000 sec): 3 clusters Score: Raw -879690.817469 + Penalty 4326.641977 = -875364.175492 nChanged 31 SP:Iteration 38Q (10174.020000 sec): 3 clusters Score: Raw -879710.040632 + Penalty 4326.641977 = -875383.398655 nChanged 17 SP:Iteration 39Q (10174.230000 sec): 3 clusters Score: Raw -879721.559268 + Penalty 4326.641977 = -875394.917292 nChanged 12 SP:Iteration 40F (10174.410000 sec): 3 clusters Score: Raw -879727.324374 + Penalty 4326.641977 = -875400.682398 nChanged 7 SP:Iteration 41Q (10174.660000 sec): 3 clusters Score: Raw -879732.128729 + Penalty 4326.641977 = -875405.486753 nChanged 6 SP:Iteration 42Q (10174.880000 sec): 3 clusters Score: Raw -879735.706837 + Penalty 4326.641977 = -875409.064861 nChanged 4 SP:Iteration 43Q (10175.090000 sec): 3 clusters Score: Raw -879738.642877 + Penalty 4326.641977 = -875412.000900 nChanged 3 SP:Iteration 44Q (10175.300000 sec): 3 clusters Score: Raw -879740.523178 + Penalty 4326.641977 = -875413.881201 nChanged 4 SP:Iteration 45Q (10175.500000 sec): 3 clusters Score: Raw -879742.943749 + Penalty 4326.641977 = -875416.301772 nChanged 2 SP:Iteration 46Q (10175.700000 sec): 3 clusters Score: Raw -879744.401521 + Penalty 4326.641977 = -875417.759545 nChanged 2 SP:Iteration 47Q (10175.960000 sec): 3 clusters Score: Raw -879745.698870 + Penalty 4326.641977 = -875419.056894 nChanged 3 SP:Iteration 48Q (10176.200000 sec): 3 clusters Score: Raw -879747.616155 + Penalty 4326.641977 = -875420.974179 nChanged 1 SP:Iteration 49Q (10176.450000 sec): 3 clusters Score: Raw -879747.977986 + Penalty 4326.641977 = -875421.336010 nChanged 2 SP:Iteration 50Q (10176.660000 sec): 3 clusters Score: Raw -879748.899807 + Penalty 4326.641977 = -875422.257830 nChanged 2 SP:Iteration 51Q (10176.860000 sec): 3 clusters Score: Raw -879752.136730 + Penalty 4326.641977 = -875425.494753 nChanged 5 SP:Iteration 52Q (10177.120000 sec): 3 clusters Score: Raw -879755.484916 + Penalty 4326.641977 = -875428.842940 nChanged 5 SP:Iteration 53Q (10177.380000 sec): 3 clusters Score: Raw -879758.862834 + Penalty 4326.641977 = -875432.220857 nChanged 3 SP:Iteration 54Q (10177.560000 sec): 3 clusters Score: Raw -879761.463821 + Penalty 4326.641977 = -875434.821845 nChanged 7 SP:Iteration 55Q (10177.760000 sec): 3 clusters Score: Raw -879767.327678 + Penalty 4326.641977 = -875440.685702 nChanged 11 SP:Iteration 56Q (10177.940000 sec): 3 clusters Score: Raw -879775.721462 + Penalty 4326.641977 = -875449.079486 nChanged 3 SP:Iteration 57Q (10178.120000 sec): 3 clusters Score: Raw -879778.150785 + Penalty 4326.641977 = -875451.508809 nChanged 9 SP:Iteration 58Q (10178.290000 sec): 3 clusters Score: Raw -879785.099891 + Penalty 4326.641977 = -875458.457914 nChanged 8 SP:Iteration 59Q (10178.510000 sec): 3 clusters Score: Raw -879790.694516 + Penalty 4326.641977 = -875464.052539 nChanged 5 SP:Iteration 60F (10178.690000 sec): 3 clusters Score: Raw -879796.250896 + Penalty 4326.641977 = -875469.608920 nChanged 5 SP:Iteration 61Q (10178.880000 sec): 3 clusters Score: Raw -879801.165900 + Penalty 4326.641977 = -875474.523923 nChanged 4 SP:Iteration 62Q (10179.070000 sec): 3 clusters Score: Raw -879803.933654 + Penalty 4326.641977 = -875477.291677 nChanged 2 SP:Iteration 63Q (10179.260000 sec): 3 clusters Score: Raw -879805.547466 + Penalty 4326.641977 = -875478.905490 nChanged 2 SP:Iteration 64Q (10179.460000 sec): 3 clusters Score: Raw -879806.936761 + Penalty 4326.641977 = -875480.294784 nChanged 1 SP:Iteration 65Q (10179.690000 sec): 3 clusters Score: Raw -879807.722428 + Penalty 4326.641977 = -875481.080451 nChanged 0 SP:Iteration 66F (10179.920000 sec): 3 clusters Score: Raw -879807.722428 + Penalty 4326.641977 = -875481.080451 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 34 (51035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10180.220000 sec): 2 clusters Score: Raw -7474669.035734 + Penalty 2688.386204 = -7471980.649530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10180.630000 sec): 3 clusters Score: Raw -7442975.406481 + Penalty 5376.772408 = -7437598.634074 nChanged 23502 SP:Iteration 1F (10181.110000 sec): 3 clusters Score: Raw -7456141.757542 + Penalty 5376.772408 = -7450764.985134 nChanged 2275 SP:Iteration 2Q (10181.560000 sec): 3 clusters Score: Raw -7456871.614128 + Penalty 5376.772408 = -7451494.841720 nChanged 2183 SP:Iteration 3Q (10182.080000 sec): 3 clusters Score: Raw -7457567.151076 + Penalty 5376.772408 = -7452190.378668 nChanged 2079 SP:Iteration 4Q (10182.660000 sec): 3 clusters Score: Raw -7458249.014477 + Penalty 5376.772408 = -7452872.242070 nChanged 2064 SP:Iteration 5Q (10183.220000 sec): 3 clusters Score: Raw -7458958.872185 + Penalty 5376.772408 = -7453582.099778 nChanged 2168 SP:Iteration 6Q (10183.820000 sec): 3 clusters Score: Raw -7459841.599228 + Penalty 5376.772408 = -7454464.826821 nChanged 2432 SP:Iteration 7Q (10184.340000 sec): 3 clusters Score: Raw -7461027.304129 + Penalty 5376.772408 = -7455650.531722 nChanged 2856 SP:Iteration 8F (10184.820000 sec): 3 clusters Score: Raw -7462745.371508 + Penalty 5376.772408 = -7457368.599101 nChanged 3253 SP:Iteration 9F (10185.290000 sec): 3 clusters Score: Raw -7465012.082142 + Penalty 5376.772408 = -7459635.309734 nChanged 3407 SP:Iteration 10F (10185.780000 sec): 3 clusters Score: Raw -7467602.781609 + Penalty 5376.772408 = -7462226.009202 nChanged 3088 SP:Iteration 11F (10186.340000 sec): 3 clusters Score: Raw -7470104.003014 + Penalty 5376.772408 = -7464727.230607 nChanged 2376 SP:Iteration 12Q (10186.850000 sec): 3 clusters Score: Raw -7472018.038238 + Penalty 5376.772408 = -7466641.265830 nChanged 1639 SP:Iteration 13Q (10187.380000 sec): 3 clusters Score: Raw -7473289.879725 + Penalty 5376.772408 = -7467913.107318 nChanged 992 SP:Iteration 14Q (10187.910000 sec): 3 clusters Score: Raw -7474025.224796 + Penalty 5376.772408 = -7468648.452389 nChanged 547 SP:Iteration 15Q (10188.390000 sec): 3 clusters Score: Raw -7474444.132685 + Penalty 5376.772408 = -7469067.360278 nChanged 276 SP:Iteration 16Q (10188.890000 sec): 3 clusters Score: Raw -7474660.764777 + Penalty 5376.772408 = -7469283.992370 nChanged 165 SP:Iteration 17Q (10189.370000 sec): 3 clusters Score: Raw -7474794.847128 + Penalty 5376.772408 = -7469418.074720 nChanged 97 SP:Iteration 18Q (10189.830000 sec): 3 clusters Score: Raw -7474879.428754 + Penalty 5376.772408 = -7469502.656346 nChanged 65 SP:Iteration 19Q (10190.260000 sec): 3 clusters Score: Raw -7474932.539858 + Penalty 5376.772408 = -7469555.767451 nChanged 45 SP:Iteration 20F (10190.720000 sec): 3 clusters Score: Raw -7474968.542386 + Penalty 5376.772408 = -7469591.769979 nChanged 36 SP:Iteration 21Q (10191.160000 sec): 3 clusters Score: Raw -7475000.380472 + Penalty 5376.772408 = -7469623.608064 nChanged 29 SP:Iteration 22Q (10191.570000 sec): 3 clusters Score: Raw -7475025.707731 + Penalty 5376.772408 = -7469648.935324 nChanged 23 SP:Iteration 23Q (10192.030000 sec): 3 clusters Score: Raw -7475041.258070 + Penalty 5376.772408 = -7469664.485663 nChanged 14 SP:Iteration 24Q (10192.500000 sec): 3 clusters Score: Raw -7475051.183374 + Penalty 5376.772408 = -7469674.410966 nChanged 7 SP:Iteration 25Q (10192.930000 sec): 3 clusters Score: Raw -7475056.590762 + Penalty 5376.772408 = -7469679.818354 nChanged 5 SP:Iteration 26Q (10193.340000 sec): 3 clusters Score: Raw -7475059.054063 + Penalty 5376.772408 = -7469682.281656 nChanged 3 SP:Iteration 27Q (10193.740000 sec): 3 clusters Score: Raw -7475062.131204 + Penalty 5376.772408 = -7469685.358796 nChanged 5 SP:Iteration 28Q (10194.190000 sec): 3 clusters Score: Raw -7475064.880639 + Penalty 5376.772408 = -7469688.108232 nChanged 1 SP:Iteration 29Q (10194.600000 sec): 3 clusters Score: Raw -7475065.299289 + Penalty 5376.772408 = -7469688.526882 nChanged 0 SP:Iteration 30F (10195.100000 sec): 3 clusters Score: Raw -7475065.299289 + Penalty 5376.772408 = -7469688.526882 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 35 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10195.290000 sec): 2 clusters Score: Raw -59281.706977 + Penalty 1499.161318 = -57782.545659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10195.470000 sec): 3 clusters Score: Raw -59347.983967 + Penalty 2998.322636 = -56349.661332 nChanged 56 SP:Iteration 1F (10195.640000 sec): 3 clusters Score: Raw -59471.276939 + Penalty 2998.322636 = -56472.954303 nChanged 11 SP:Iteration 2Q (10195.840000 sec): 3 clusters Score: Raw -59501.638336 + Penalty 2998.322636 = -56503.315700 nChanged 5 SP:Iteration 3Q (10195.990000 sec): 3 clusters Score: Raw -59514.640466 + Penalty 2998.322636 = -56516.317831 nChanged 3 SP:Iteration 4Q (10196.270000 sec): 3 clusters Score: Raw -59522.399695 + Penalty 2998.322636 = -56524.077060 nChanged 1 SP:Iteration 5Q (10196.450000 sec): 3 clusters Score: Raw -59526.045143 + Penalty 2998.322636 = -56527.722507 nChanged 0 SP:Iteration 6F (10196.660000 sec): 3 clusters Score: Raw -59526.045143 + Penalty 2998.322636 = -56527.722507 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 36 (127435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10197.350000 sec): 2 clusters Score: Raw -18763046.940448 + Penalty 2915.329704 = -18760131.610744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10198.220000 sec): 3 clusters Score: Raw -18680502.896514 + Penalty 5830.659408 = -18674672.237106 nChanged 60827 SP:Iteration 1F (10199.060000 sec): 3 clusters Score: Raw -18715544.626662 + Penalty 5830.659408 = -18709713.967254 nChanged 4102 SP:Iteration 2Q (10200.010000 sec): 3 clusters Score: Raw -18716563.261177 + Penalty 5830.659408 = -18710732.601769 nChanged 4589 SP:Iteration 3Q (10201.040000 sec): 3 clusters Score: Raw -18718066.067132 + Penalty 5830.659408 = -18712235.407724 nChanged 5811 SP:Iteration 4Q (10202.160000 sec): 3 clusters Score: Raw -18720660.548190 + Penalty 5830.659408 = -18714829.888782 nChanged 7574 SP:Iteration 5F (10203.070000 sec): 3 clusters Score: Raw -18725168.464007 + Penalty 5830.659408 = -18719337.804599 nChanged 9337 SP:Iteration 6F (10204.010000 sec): 3 clusters Score: Raw -18731906.780495 + Penalty 5830.659408 = -18726076.121087 nChanged 10096 SP:Iteration 7F (10204.840000 sec): 3 clusters Score: Raw -18739916.657242 + Penalty 5830.659408 = -18734085.997834 nChanged 8980 SP:Iteration 8F (10205.780000 sec): 3 clusters Score: Raw -18747049.924054 + Penalty 5830.659408 = -18741219.264646 nChanged 6971 SP:Iteration 9F (10206.710000 sec): 3 clusters Score: Raw -18752358.594075 + Penalty 5830.659408 = -18746527.934667 nChanged 5154 SP:Iteration 10Q (10207.580000 sec): 3 clusters Score: Raw -18756230.872293 + Penalty 5830.659408 = -18750400.212885 nChanged 3669 SP:Iteration 11Q (10208.510000 sec): 3 clusters Score: Raw -18759012.900893 + Penalty 5830.659408 = -18753182.241485 nChanged 2511 SP:Iteration 12Q (10209.380000 sec): 3 clusters Score: Raw -18760917.179395 + Penalty 5830.659408 = -18755086.519987 nChanged 1520 SP:Iteration 13Q (10210.270000 sec): 3 clusters Score: Raw -18762023.611534 + Penalty 5830.659408 = -18756192.952126 nChanged 879 SP:Iteration 14Q (10211.090000 sec): 3 clusters Score: Raw -18762647.694997 + Penalty 5830.659408 = -18756817.035589 nChanged 471 SP:Iteration 15Q (10211.940000 sec): 3 clusters Score: Raw -18762974.713184 + Penalty 5830.659408 = -18757144.053776 nChanged 277 SP:Iteration 16Q (10212.770000 sec): 3 clusters Score: Raw -18763157.766791 + Penalty 5830.659408 = -18757327.107383 nChanged 160 SP:Iteration 17Q (10213.570000 sec): 3 clusters Score: Raw -18763259.632837 + Penalty 5830.659408 = -18757428.973429 nChanged 101 SP:Iteration 18Q (10214.350000 sec): 3 clusters Score: Raw -18763327.394528 + Penalty 5830.659408 = -18757496.735120 nChanged 76 SP:Iteration 19Q (10215.130000 sec): 3 clusters Score: Raw -18763375.363886 + Penalty 5830.659408 = -18757544.704478 nChanged 53 SP:Iteration 20F (10216.080000 sec): 3 clusters Score: Raw -18763408.973147 + Penalty 5830.659408 = -18757578.313739 nChanged 41 SP:Iteration 21Q (10216.870000 sec): 3 clusters Score: Raw -18763439.417781 + Penalty 5830.659408 = -18757608.758373 nChanged 28 SP:Iteration 22Q (10217.660000 sec): 3 clusters Score: Raw -18763458.496574 + Penalty 5830.659408 = -18757627.837166 nChanged 27 SP:Iteration 23Q (10218.430000 sec): 3 clusters Score: Raw -18763473.626144 + Penalty 5830.659408 = -18757642.966736 nChanged 16 SP:Iteration 24Q (10219.230000 sec): 3 clusters Score: Raw -18763481.901165 + Penalty 5830.659408 = -18757651.241757 nChanged 12 SP:Iteration 25Q (10219.990000 sec): 3 clusters Score: Raw -18763488.266389 + Penalty 5830.659408 = -18757657.606981 nChanged 7 SP:Iteration 26Q (10220.740000 sec): 3 clusters Score: Raw -18763491.752480 + Penalty 5830.659408 = -18757661.093072 nChanged 6 SP:Iteration 27Q (10221.550000 sec): 3 clusters Score: Raw -18763496.121630 + Penalty 5830.659408 = -18757665.462222 nChanged 6 SP:Iteration 28Q (10222.330000 sec): 3 clusters Score: Raw -18763499.486761 + Penalty 5830.659408 = -18757668.827353 nChanged 5 SP:Iteration 29Q (10223.060000 sec): 3 clusters Score: Raw -18763502.064748 + Penalty 5830.659408 = -18757671.405340 nChanged 3 SP:Iteration 30Q (10223.870000 sec): 3 clusters Score: Raw -18763503.760203 + Penalty 5830.659408 = -18757673.100795 nChanged 3 SP:Iteration 31Q (10224.640000 sec): 3 clusters Score: Raw -18763505.747952 + Penalty 5830.659408 = -18757675.088544 nChanged 3 SP:Iteration 32Q (10225.450000 sec): 3 clusters Score: Raw -18763507.642728 + Penalty 5830.659408 = -18757676.983320 nChanged 1 SP:Iteration 33Q (10226.240000 sec): 3 clusters Score: Raw -18763508.220975 + Penalty 5830.659408 = -18757677.561567 nChanged 3 SP:Iteration 34Q (10227.030000 sec): 3 clusters Score: Raw -18763509.933917 + Penalty 5830.659408 = -18757679.274509 nChanged 5 SP:Iteration 35Q (10227.900000 sec): 3 clusters Score: Raw -18763513.358754 + Penalty 5830.659408 = -18757682.699346 nChanged 5 SP:Iteration 36Q (10228.670000 sec): 3 clusters Score: Raw -18763515.712617 + Penalty 5830.659408 = -18757685.053209 nChanged 3 SP:Iteration 37Q (10229.450000 sec): 3 clusters Score: Raw -18763517.212703 + Penalty 5830.659408 = -18757686.553295 nChanged 5 SP:Iteration 38Q (10230.200000 sec): 3 clusters Score: Raw -18763518.690561 + Penalty 5830.659408 = -18757688.031153 nChanged 3 SP:Iteration 39Q (10230.980000 sec): 3 clusters Score: Raw -18763519.853297 + Penalty 5830.659408 = -18757689.193889 nChanged 2 SP:Iteration 40F (10231.850000 sec): 3 clusters Score: Raw -18763521.073506 + Penalty 5830.659408 = -18757690.414098 nChanged 1 SP:Iteration 41Q (10232.550000 sec): 3 clusters Score: Raw -18763522.149451 + Penalty 5830.659408 = -18757691.490043 nChanged 1 SP:Iteration 42Q (10233.350000 sec): 3 clusters Score: Raw -18763522.699818 + Penalty 5830.659408 = -18757692.040410 nChanged 1 SP:Iteration 43Q (10234.160000 sec): 3 clusters Score: Raw -18763523.092907 + Penalty 5830.659408 = -18757692.433499 nChanged 1 SP:Iteration 44Q (10234.980000 sec): 3 clusters Score: Raw -18763523.780267 + Penalty 5830.659408 = -18757693.120859 nChanged 2 SP:Iteration 45Q (10235.770000 sec): 3 clusters Score: Raw -18763524.534776 + Penalty 5830.659408 = -18757693.875368 nChanged 1 SP:Iteration 46Q (10236.540000 sec): 3 clusters Score: Raw -18763525.190766 + Penalty 5830.659408 = -18757694.531358 nChanged 1 SP:Iteration 47Q (10237.370000 sec): 3 clusters Score: Raw -18763525.353041 + Penalty 5830.659408 = -18757694.693633 nChanged 1 SP:Iteration 48Q (10238.220000 sec): 3 clusters Score: Raw -18763525.732543 + Penalty 5830.659408 = -18757695.073135 nChanged 1 SP:Iteration 49Q (10239.000000 sec): 3 clusters Score: Raw -18763526.251514 + Penalty 5830.659408 = -18757695.592106 nChanged 0 SP:Iteration 50F (10239.950000 sec): 3 clusters Score: Raw -18763526.251514 + Penalty 5830.659408 = -18757695.592106 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 37 (2820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10240.130000 sec): 2 clusters Score: Raw -406039.760376 + Penalty 1970.234057 = -404069.526319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10240.380000 sec): 3 clusters Score: Raw -404874.879053 + Penalty 3940.468113 = -400934.410939 nChanged 945 SP:Iteration 1F (10240.610000 sec): 3 clusters Score: Raw -405476.902077 + Penalty 3940.468113 = -401536.433964 nChanged 224 SP:Iteration 2F (10240.760000 sec): 3 clusters Score: Raw -405626.765208 + Penalty 3940.468113 = -401686.297095 nChanged 120 SP:Iteration 3Q (10240.950000 sec): 3 clusters Score: Raw -405706.796824 + Penalty 3940.468113 = -401766.328711 nChanged 89 SP:Iteration 4Q (10241.180000 sec): 3 clusters Score: Raw -405783.813862 + Penalty 3940.468113 = -401843.345748 nChanged 94 SP:Iteration 5Q (10241.340000 sec): 3 clusters Score: Raw -405845.814749 + Penalty 3940.468113 = -401905.346636 nChanged 63 SP:Iteration 6Q (10241.530000 sec): 3 clusters Score: Raw -405884.405672 + Penalty 3940.468113 = -401943.937559 nChanged 45 SP:Iteration 7Q (10241.760000 sec): 3 clusters Score: Raw -405916.167069 + Penalty 3940.468113 = -401975.698956 nChanged 47 SP:Iteration 8Q (10241.940000 sec): 3 clusters Score: Raw -405949.378647 + Penalty 3940.468113 = -402008.910534 nChanged 34 SP:Iteration 9Q (10242.140000 sec): 3 clusters Score: Raw -405968.295259 + Penalty 3940.468113 = -402027.827145 nChanged 21 SP:Iteration 10Q (10242.360000 sec): 3 clusters Score: Raw -405979.419670 + Penalty 3940.468113 = -402038.951556 nChanged 27 SP:Iteration 11Q (10242.630000 sec): 3 clusters Score: Raw -405990.572879 + Penalty 3940.468113 = -402050.104765 nChanged 16 SP:Iteration 12Q (10242.860000 sec): 3 clusters Score: Raw -405999.076954 + Penalty 3940.468113 = -402058.608840 nChanged 16 SP:Iteration 13Q (10243.090000 sec): 3 clusters Score: Raw -406009.504957 + Penalty 3940.468113 = -402069.036844 nChanged 14 SP:Iteration 14Q (10243.300000 sec): 3 clusters Score: Raw -406015.789626 + Penalty 3940.468113 = -402075.321513 nChanged 12 SP:Iteration 15Q (10243.510000 sec): 3 clusters Score: Raw -406020.145161 + Penalty 3940.468113 = -402079.677048 nChanged 6 SP:Iteration 16Q (10243.750000 sec): 3 clusters Score: Raw -406022.728121 + Penalty 3940.468113 = -402082.260008 nChanged 13 SP:Iteration 17Q (10243.960000 sec): 3 clusters Score: Raw -406027.254876 + Penalty 3940.468113 = -402086.786762 nChanged 12 SP:Iteration 18Q (10244.160000 sec): 3 clusters Score: Raw -406034.185389 + Penalty 3940.468113 = -402093.717276 nChanged 16 SP:Iteration 19Q (10244.340000 sec): 3 clusters Score: Raw -406040.681603 + Penalty 3940.468113 = -402100.213489 nChanged 10 SP:Iteration 20F (10244.540000 sec): 3 clusters Score: Raw -406046.940843 + Penalty 3940.468113 = -402106.472730 nChanged 11 SP:Iteration 21Q (10244.720000 sec): 3 clusters Score: Raw -406051.978024 + Penalty 3940.468113 = -402111.509911 nChanged 13 SP:Iteration 22Q (10244.920000 sec): 3 clusters Score: Raw -406058.637504 + Penalty 3940.468113 = -402118.169391 nChanged 12 SP:Iteration 23Q (10245.060000 sec): 3 clusters Score: Raw -406064.070617 + Penalty 3940.468113 = -402123.602504 nChanged 15 SP:Iteration 24Q (10245.260000 sec): 3 clusters Score: Raw -406069.809912 + Penalty 3940.468113 = -402129.341799 nChanged 9 SP:Iteration 25Q (10245.430000 sec): 3 clusters Score: Raw -406072.670499 + Penalty 3940.468113 = -402132.202386 nChanged 4 SP:Iteration 26Q (10245.630000 sec): 3 clusters Score: Raw -406074.950811 + Penalty 3940.468113 = -402134.482698 nChanged 3 SP:Iteration 27Q (10245.840000 sec): 3 clusters Score: Raw -406076.242237 + Penalty 3940.468113 = -402135.774123 nChanged 2 SP:Iteration 28Q (10246.000000 sec): 3 clusters Score: Raw -406076.726564 + Penalty 3940.468113 = -402136.258450 nChanged 3 SP:Iteration 29Q (10246.190000 sec): 3 clusters Score: Raw -406077.813140 + Penalty 3940.468113 = -402137.345027 nChanged 3 SP:Iteration 30Q (10246.360000 sec): 3 clusters Score: Raw -406079.733682 + Penalty 3940.468113 = -402139.265569 nChanged 5 SP:Iteration 31Q (10246.540000 sec): 3 clusters Score: Raw -406082.318913 + Penalty 3940.468113 = -402141.850800 nChanged 4 SP:Iteration 32Q (10246.690000 sec): 3 clusters Score: Raw -406084.480513 + Penalty 3940.468113 = -402144.012400 nChanged 2 SP:Iteration 33Q (10246.860000 sec): 3 clusters Score: Raw -406085.198841 + Penalty 3940.468113 = -402144.730728 nChanged 2 SP:Iteration 34Q (10247.050000 sec): 3 clusters Score: Raw -406086.204253 + Penalty 3940.468113 = -402145.736140 nChanged 1 SP:Iteration 35Q (10247.280000 sec): 3 clusters Score: Raw -406086.815207 + Penalty 3940.468113 = -402146.347093 nChanged 2 SP:Iteration 36Q (10247.520000 sec): 3 clusters Score: Raw -406087.835424 + Penalty 3940.468113 = -402147.367311 nChanged 3 SP:Iteration 37Q (10247.740000 sec): 3 clusters Score: Raw -406089.379812 + Penalty 3940.468113 = -402148.911699 nChanged 2 SP:Iteration 38Q (10247.930000 sec): 3 clusters Score: Raw -406090.866924 + Penalty 3940.468113 = -402150.398810 nChanged 6 SP:Iteration 39Q (10248.110000 sec): 3 clusters Score: Raw -406093.578340 + Penalty 3940.468113 = -402153.110227 nChanged 8 SP:Iteration 40F (10248.300000 sec): 3 clusters Score: Raw -406097.292293 + Penalty 3940.468113 = -402156.824180 nChanged 3 SP:Iteration 41Q (10248.480000 sec): 3 clusters Score: Raw -406099.177283 + Penalty 3940.468113 = -402158.709170 nChanged 5 SP:Iteration 42Q (10248.660000 sec): 3 clusters Score: Raw -406102.418318 + Penalty 3940.468113 = -402161.950204 nChanged 4 SP:Iteration 43Q (10248.860000 sec): 3 clusters Score: Raw -406104.328814 + Penalty 3940.468113 = -402163.860700 nChanged 4 SP:Iteration 44Q (10249.010000 sec): 3 clusters Score: Raw -406106.785661 + Penalty 3940.468113 = -402166.317548 nChanged 3 SP:Iteration 45Q (10249.210000 sec): 3 clusters Score: Raw -406108.069806 + Penalty 3940.468113 = -402167.601693 nChanged 0 SP:Iteration 46F (10249.400000 sec): 3 clusters Score: Raw -406108.069806 + Penalty 3940.468113 = -402167.601693 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 38 (7833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10249.520000 sec): 2 clusters Score: Raw -1197660.994886 + Penalty 2223.593013 = -1195437.401874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10249.840000 sec): 3 clusters Score: Raw -1193573.940241 + Penalty 4447.186025 = -1189126.754216 nChanged 3190 SP:Iteration 1F (10250.040000 sec): 3 clusters Score: Raw -1195301.226562 + Penalty 4447.186025 = -1190854.040537 nChanged 502 SP:Iteration 2F (10250.290000 sec): 3 clusters Score: Raw -1195519.931400 + Penalty 4447.186025 = -1191072.745374 nChanged 336 SP:Iteration 3Q (10250.530000 sec): 3 clusters Score: Raw -1195652.280600 + Penalty 4447.186025 = -1191205.094575 nChanged 262 SP:Iteration 4Q (10250.740000 sec): 3 clusters Score: Raw -1195762.225047 + Penalty 4447.186025 = -1191315.039021 nChanged 218 SP:Iteration 5Q (10250.960000 sec): 3 clusters Score: Raw -1195855.572003 + Penalty 4447.186025 = -1191408.385977 nChanged 231 SP:Iteration 6Q (10251.220000 sec): 3 clusters Score: Raw -1195947.893581 + Penalty 4447.186025 = -1191500.707556 nChanged 200 SP:Iteration 7Q (10251.470000 sec): 3 clusters Score: Raw -1196024.026331 + Penalty 4447.186025 = -1191576.840305 nChanged 170 SP:Iteration 8Q (10251.720000 sec): 3 clusters Score: Raw -1196085.892593 + Penalty 4447.186025 = -1191638.706568 nChanged 148 SP:Iteration 9Q (10251.970000 sec): 3 clusters Score: Raw -1196137.857593 + Penalty 4447.186025 = -1191690.671568 nChanged 145 SP:Iteration 10Q (10252.170000 sec): 3 clusters Score: Raw -1196191.308602 + Penalty 4447.186025 = -1191744.122577 nChanged 134 SP:Iteration 11Q (10252.410000 sec): 3 clusters Score: Raw -1196243.752333 + Penalty 4447.186025 = -1191796.566308 nChanged 151 SP:Iteration 12Q (10252.640000 sec): 3 clusters Score: Raw -1196298.875798 + Penalty 4447.186025 = -1191851.689773 nChanged 132 SP:Iteration 13Q (10252.830000 sec): 3 clusters Score: Raw -1196355.145489 + Penalty 4447.186025 = -1191907.959464 nChanged 161 SP:Iteration 14Q (10253.090000 sec): 3 clusters Score: Raw -1196419.202547 + Penalty 4447.186025 = -1191972.016522 nChanged 165 SP:Iteration 15Q (10253.360000 sec): 3 clusters Score: Raw -1196483.708926 + Penalty 4447.186025 = -1192036.522901 nChanged 167 SP:Iteration 16Q (10253.590000 sec): 3 clusters Score: Raw -1196548.730405 + Penalty 4447.186025 = -1192101.544380 nChanged 151 SP:Iteration 17Q (10253.750000 sec): 3 clusters Score: Raw -1196617.277795 + Penalty 4447.186025 = -1192170.091770 nChanged 166 SP:Iteration 18Q (10253.960000 sec): 3 clusters Score: Raw -1196694.719117 + Penalty 4447.186025 = -1192247.533092 nChanged 161 SP:Iteration 19Q (10254.170000 sec): 3 clusters Score: Raw -1196774.264739 + Penalty 4447.186025 = -1192327.078713 nChanged 172 SP:Iteration 20F (10254.390000 sec): 3 clusters Score: Raw -1196861.351361 + Penalty 4447.186025 = -1192414.165336 nChanged 162 SP:Iteration 21Q (10254.630000 sec): 3 clusters Score: Raw -1196952.866670 + Penalty 4447.186025 = -1192505.680644 nChanged 161 SP:Iteration 22Q (10254.900000 sec): 3 clusters Score: Raw -1197057.481897 + Penalty 4447.186025 = -1192610.295872 nChanged 171 SP:Iteration 23Q (10255.160000 sec): 3 clusters Score: Raw -1197167.599480 + Penalty 4447.186025 = -1192720.413455 nChanged 144 SP:Iteration 24Q (10255.450000 sec): 3 clusters Score: Raw -1197261.945410 + Penalty 4447.186025 = -1192814.759385 nChanged 140 SP:Iteration 25Q (10255.730000 sec): 3 clusters Score: Raw -1197350.901297 + Penalty 4447.186025 = -1192903.715271 nChanged 125 SP:Iteration 26Q (10255.920000 sec): 3 clusters Score: Raw -1197433.704480 + Penalty 4447.186025 = -1192986.518455 nChanged 110 SP:Iteration 27Q (10256.160000 sec): 3 clusters Score: Raw -1197512.380007 + Penalty 4447.186025 = -1193065.193982 nChanged 80 SP:Iteration 28Q (10256.370000 sec): 3 clusters Score: Raw -1197569.165025 + Penalty 4447.186025 = -1193121.979000 nChanged 51 SP:Iteration 29Q (10256.620000 sec): 3 clusters Score: Raw -1197608.283797 + Penalty 4447.186025 = -1193161.097771 nChanged 48 SP:Iteration 30Q (10256.820000 sec): 3 clusters Score: Raw -1197648.907687 + Penalty 4447.186025 = -1193201.721662 nChanged 41 SP:Iteration 31Q (10257.040000 sec): 3 clusters Score: Raw -1197679.730471 + Penalty 4447.186025 = -1193232.544446 nChanged 36 SP:Iteration 32Q (10257.300000 sec): 3 clusters Score: Raw -1197708.014025 + Penalty 4447.186025 = -1193260.827999 nChanged 34 SP:Iteration 33Q (10257.540000 sec): 3 clusters Score: Raw -1197731.325428 + Penalty 4447.186025 = -1193284.139403 nChanged 24 SP:Iteration 34Q (10257.740000 sec): 3 clusters Score: Raw -1197751.863752 + Penalty 4447.186025 = -1193304.677727 nChanged 25 SP:Iteration 35Q (10257.960000 sec): 3 clusters Score: Raw -1197772.224490 + Penalty 4447.186025 = -1193325.038464 nChanged 17 SP:Iteration 36Q (10258.180000 sec): 3 clusters Score: Raw -1197784.736209 + Penalty 4447.186025 = -1193337.550183 nChanged 14 SP:Iteration 37Q (10258.460000 sec): 3 clusters Score: Raw -1197795.228848 + Penalty 4447.186025 = -1193348.042823 nChanged 13 SP:Iteration 38Q (10258.670000 sec): 3 clusters Score: Raw -1197807.729332 + Penalty 4447.186025 = -1193360.543307 nChanged 14 SP:Iteration 39Q (10258.890000 sec): 3 clusters Score: Raw -1197817.286536 + Penalty 4447.186025 = -1193370.100510 nChanged 17 SP:Iteration 40F (10259.130000 sec): 3 clusters Score: Raw -1197831.416377 + Penalty 4447.186025 = -1193384.230352 nChanged 13 SP:Iteration 41Q (10259.330000 sec): 3 clusters Score: Raw -1197840.826187 + Penalty 4447.186025 = -1193393.640161 nChanged 10 SP:Iteration 42Q (10259.570000 sec): 3 clusters Score: Raw -1197848.169590 + Penalty 4447.186025 = -1193400.983565 nChanged 11 SP:Iteration 43Q (10259.790000 sec): 3 clusters Score: Raw -1197856.153557 + Penalty 4447.186025 = -1193408.967532 nChanged 9 SP:Iteration 44Q (10260.050000 sec): 3 clusters Score: Raw -1197864.315221 + Penalty 4447.186025 = -1193417.129196 nChanged 5 SP:Iteration 45Q (10260.240000 sec): 3 clusters Score: Raw -1197867.919017 + Penalty 4447.186025 = -1193420.732992 nChanged 2 SP:Iteration 46Q (10260.510000 sec): 3 clusters Score: Raw -1197869.894283 + Penalty 4447.186025 = -1193422.708258 nChanged 5 SP:Iteration 47Q (10260.720000 sec): 3 clusters Score: Raw -1197875.590291 + Penalty 4447.186025 = -1193428.404266 nChanged 6 SP:Iteration 48Q (10260.950000 sec): 3 clusters Score: Raw -1197880.504412 + Penalty 4447.186025 = -1193433.318387 nChanged 5 SP:Iteration 49Q (10261.230000 sec): 3 clusters Score: Raw -1197885.945796 + Penalty 4447.186025 = -1193438.759771 nChanged 3 SP:Iteration 50Q (10261.420000 sec): 3 clusters Score: Raw -1197889.382340 + Penalty 4447.186025 = -1193442.196314 nChanged 4 SP:Iteration 51Q (10261.650000 sec): 3 clusters Score: Raw -1197893.651525 + Penalty 4447.186025 = -1193446.465500 nChanged 1 SP:Iteration 52Q (10261.890000 sec): 3 clusters Score: Raw -1197894.915587 + Penalty 4447.186025 = -1193447.729562 nChanged 5 SP:Iteration 53Q (10262.080000 sec): 3 clusters Score: Raw -1197899.345448 + Penalty 4447.186025 = -1193452.159423 nChanged 3 SP:Iteration 54Q (10262.340000 sec): 3 clusters Score: Raw -1197901.413483 + Penalty 4447.186025 = -1193454.227457 nChanged 0 SP:Iteration 55F (10262.560000 sec): 3 clusters Score: Raw -1197901.413483 + Penalty 4447.186025 = -1193454.227457 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 39 (45262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10262.850000 sec): 2 clusters Score: Raw -6584941.137544 + Penalty 2658.615331 = -6582282.522213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10263.270000 sec): 3 clusters Score: Raw -6557102.192186 + Penalty 5317.230661 = -6551784.961525 nChanged 20728 SP:Iteration 1F (10263.710000 sec): 3 clusters Score: Raw -6568359.221725 + Penalty 5317.230661 = -6563041.991064 nChanged 1920 SP:Iteration 2Q (10264.190000 sec): 3 clusters Score: Raw -6568960.622156 + Penalty 5317.230661 = -6563643.391495 nChanged 1929 SP:Iteration 3Q (10264.610000 sec): 3 clusters Score: Raw -6569596.297256 + Penalty 5317.230661 = -6564279.066595 nChanged 1966 SP:Iteration 4Q (10265.050000 sec): 3 clusters Score: Raw -6570284.281716 + Penalty 5317.230661 = -6564967.051055 nChanged 2110 SP:Iteration 5Q (10265.570000 sec): 3 clusters Score: Raw -6571161.479717 + Penalty 5317.230661 = -6565844.249056 nChanged 2382 SP:Iteration 6F (10266.010000 sec): 3 clusters Score: Raw -6572347.308570 + Penalty 5317.230661 = -6567030.077909 nChanged 2721 SP:Iteration 7F (10266.550000 sec): 3 clusters Score: Raw -6573942.739261 + Penalty 5317.230661 = -6568625.508599 nChanged 2890 SP:Iteration 8F (10266.990000 sec): 3 clusters Score: Raw -6575909.974441 + Penalty 5317.230661 = -6570592.743780 nChanged 2924 SP:Iteration 9F (10267.460000 sec): 3 clusters Score: Raw -6578092.740770 + Penalty 5317.230661 = -6572775.510109 nChanged 2656 SP:Iteration 10F (10268.000000 sec): 3 clusters Score: Raw -6580155.569148 + Penalty 5317.230661 = -6574838.338487 nChanged 2148 SP:Iteration 11Q (10268.550000 sec): 3 clusters Score: Raw -6581927.707157 + Penalty 5317.230661 = -6576610.476495 nChanged 1616 SP:Iteration 12Q (10268.990000 sec): 3 clusters Score: Raw -6583288.377880 + Penalty 5317.230661 = -6577971.147219 nChanged 1020 SP:Iteration 13Q (10269.470000 sec): 3 clusters Score: Raw -6584127.319712 + Penalty 5317.230661 = -6578810.089051 nChanged 617 SP:Iteration 14Q (10269.910000 sec): 3 clusters Score: Raw -6584603.104284 + Penalty 5317.230661 = -6579285.873622 nChanged 381 SP:Iteration 15Q (10270.380000 sec): 3 clusters Score: Raw -6584899.029899 + Penalty 5317.230661 = -6579581.799238 nChanged 240 SP:Iteration 16Q (10270.800000 sec): 3 clusters Score: Raw -6585079.998570 + Penalty 5317.230661 = -6579762.767909 nChanged 181 SP:Iteration 17Q (10271.250000 sec): 3 clusters Score: Raw -6585195.791094 + Penalty 5317.230661 = -6579878.560433 nChanged 108 SP:Iteration 18Q (10271.670000 sec): 3 clusters Score: Raw -6585262.716554 + Penalty 5317.230661 = -6579945.485893 nChanged 76 SP:Iteration 19Q (10272.100000 sec): 3 clusters Score: Raw -6585302.931974 + Penalty 5317.230661 = -6579985.701313 nChanged 61 SP:Iteration 20F (10272.540000 sec): 3 clusters Score: Raw -6585333.098876 + Penalty 5317.230661 = -6580015.868215 nChanged 34 SP:Iteration 21Q (10272.970000 sec): 3 clusters Score: Raw -6585349.037132 + Penalty 5317.230661 = -6580031.806470 nChanged 17 SP:Iteration 22Q (10273.420000 sec): 3 clusters Score: Raw -6585357.706363 + Penalty 5317.230661 = -6580040.475702 nChanged 19 SP:Iteration 23Q (10273.870000 sec): 3 clusters Score: Raw -6585366.507149 + Penalty 5317.230661 = -6580049.276488 nChanged 13 SP:Iteration 24Q (10274.350000 sec): 3 clusters Score: Raw -6585372.469344 + Penalty 5317.230661 = -6580055.238682 nChanged 18 SP:Iteration 25Q (10274.790000 sec): 3 clusters Score: Raw -6585381.955507 + Penalty 5317.230661 = -6580064.724846 nChanged 16 SP:Iteration 26Q (10275.190000 sec): 3 clusters Score: Raw -6585389.000155 + Penalty 5317.230661 = -6580071.769494 nChanged 15 SP:Iteration 27Q (10275.630000 sec): 3 clusters Score: Raw -6585396.978766 + Penalty 5317.230661 = -6580079.748105 nChanged 14 SP:Iteration 28Q (10276.050000 sec): 3 clusters Score: Raw -6585404.309046 + Penalty 5317.230661 = -6580087.078385 nChanged 14 SP:Iteration 29Q (10276.430000 sec): 3 clusters Score: Raw -6585410.917978 + Penalty 5317.230661 = -6580093.687317 nChanged 10 SP:Iteration 30Q (10276.820000 sec): 3 clusters Score: Raw -6585415.776930 + Penalty 5317.230661 = -6580098.546269 nChanged 11 SP:Iteration 31Q (10277.230000 sec): 3 clusters Score: Raw -6585420.756875 + Penalty 5317.230661 = -6580103.526214 nChanged 8 SP:Iteration 32Q (10277.640000 sec): 3 clusters Score: Raw -6585424.570485 + Penalty 5317.230661 = -6580107.339824 nChanged 8 SP:Iteration 33Q (10278.130000 sec): 3 clusters Score: Raw -6585427.359542 + Penalty 5317.230661 = -6580110.128881 nChanged 6 SP:Iteration 34Q (10278.590000 sec): 3 clusters Score: Raw -6585429.646475 + Penalty 5317.230661 = -6580112.415814 nChanged 6 SP:Iteration 35Q (10279.020000 sec): 3 clusters Score: Raw -6585432.749579 + Penalty 5317.230661 = -6580115.518918 nChanged 3 SP:Iteration 36Q (10279.450000 sec): 3 clusters Score: Raw -6585434.003582 + Penalty 5317.230661 = -6580116.772921 nChanged 5 SP:Iteration 37Q (10279.860000 sec): 3 clusters Score: Raw -6585436.176959 + Penalty 5317.230661 = -6580118.946297 nChanged 5 SP:Iteration 38Q (10280.280000 sec): 3 clusters Score: Raw -6585437.944452 + Penalty 5317.230661 = -6580120.713790 nChanged 3 SP:Iteration 39Q (10280.680000 sec): 3 clusters Score: Raw -6585439.206068 + Penalty 5317.230661 = -6580121.975407 nChanged 2 SP:Iteration 40F (10281.110000 sec): 3 clusters Score: Raw -6585440.236523 + Penalty 5317.230661 = -6580123.005862 nChanged 1 SP:Iteration 41Q (10281.490000 sec): 3 clusters Score: Raw -6585440.761424 + Penalty 5317.230661 = -6580123.530763 nChanged 3 SP:Iteration 42Q (10281.910000 sec): 3 clusters Score: Raw -6585442.053281 + Penalty 5317.230661 = -6580124.822620 nChanged 1 SP:Iteration 43Q (10282.320000 sec): 3 clusters Score: Raw -6585442.714746 + Penalty 5317.230661 = -6580125.484085 nChanged 0 SP:Iteration 44F (10282.780000 sec): 3 clusters Score: Raw -6585442.714746 + Penalty 5317.230661 = -6580125.484085 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 40 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10282.940000 sec): 2 clusters Score: Raw -1325701.558732 + Penalty 2260.038446 = -1323441.520286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10283.200000 sec): 3 clusters Score: Raw -1320830.465127 + Penalty 4520.076892 = -1316310.388236 nChanged 3728 SP:Iteration 1F (10283.490000 sec): 3 clusters Score: Raw -1322822.360863 + Penalty 4520.076892 = -1318302.283971 nChanged 581 SP:Iteration 2F (10283.740000 sec): 3 clusters Score: Raw -1323077.839839 + Penalty 4520.076892 = -1318557.762948 nChanged 416 SP:Iteration 3Q (10283.990000 sec): 3 clusters Score: Raw -1323246.843861 + Penalty 4520.076892 = -1318726.766970 nChanged 336 SP:Iteration 4Q (10284.220000 sec): 3 clusters Score: Raw -1323392.642456 + Penalty 4520.076892 = -1318872.565565 nChanged 307 SP:Iteration 5Q (10284.520000 sec): 3 clusters Score: Raw -1323507.972014 + Penalty 4520.076892 = -1318987.895122 nChanged 263 SP:Iteration 6Q (10284.720000 sec): 3 clusters Score: Raw -1323607.362306 + Penalty 4520.076892 = -1319087.285415 nChanged 253 SP:Iteration 7Q (10284.950000 sec): 3 clusters Score: Raw -1323692.957872 + Penalty 4520.076892 = -1319172.880980 nChanged 208 SP:Iteration 8Q (10285.220000 sec): 3 clusters Score: Raw -1323756.976230 + Penalty 4520.076892 = -1319236.899338 nChanged 213 SP:Iteration 9Q (10285.410000 sec): 3 clusters Score: Raw -1323838.227698 + Penalty 4520.076892 = -1319318.150807 nChanged 231 SP:Iteration 10Q (10285.660000 sec): 3 clusters Score: Raw -1323918.995191 + Penalty 4520.076892 = -1319398.918299 nChanged 217 SP:Iteration 11Q (10285.860000 sec): 3 clusters Score: Raw -1324006.596129 + Penalty 4520.076892 = -1319486.519237 nChanged 257 SP:Iteration 12Q (10286.120000 sec): 3 clusters Score: Raw -1324113.781856 + Penalty 4520.076892 = -1319593.704964 nChanged 256 SP:Iteration 13Q (10286.410000 sec): 3 clusters Score: Raw -1324226.379417 + Penalty 4520.076892 = -1319706.302525 nChanged 276 SP:Iteration 14Q (10286.640000 sec): 3 clusters Score: Raw -1324360.783638 + Penalty 4520.076892 = -1319840.706746 nChanged 315 SP:Iteration 15Q (10286.900000 sec): 3 clusters Score: Raw -1324547.470207 + Penalty 4520.076892 = -1320027.393315 nChanged 338 SP:Iteration 16Q (10287.170000 sec): 3 clusters Score: Raw -1324764.393282 + Penalty 4520.076892 = -1320244.316391 nChanged 333 SP:Iteration 17Q (10287.420000 sec): 3 clusters Score: Raw -1324982.954930 + Penalty 4520.076892 = -1320462.878039 nChanged 300 SP:Iteration 18Q (10287.730000 sec): 3 clusters Score: Raw -1325186.301453 + Penalty 4520.076892 = -1320666.224561 nChanged 247 SP:Iteration 19Q (10287.950000 sec): 3 clusters Score: Raw -1325360.443717 + Penalty 4520.076892 = -1320840.366825 nChanged 216 SP:Iteration 20F (10288.180000 sec): 3 clusters Score: Raw -1325529.228098 + Penalty 4520.076892 = -1321009.151206 nChanged 174 SP:Iteration 21Q (10288.430000 sec): 3 clusters Score: Raw -1325662.053348 + Penalty 4520.076892 = -1321141.976456 nChanged 140 SP:Iteration 22Q (10288.640000 sec): 3 clusters Score: Raw -1325761.777457 + Penalty 4520.076892 = -1321241.700565 nChanged 88 SP:Iteration 23Q (10288.870000 sec): 3 clusters Score: Raw -1325833.360612 + Penalty 4520.076892 = -1321313.283720 nChanged 75 SP:Iteration 24Q (10289.120000 sec): 3 clusters Score: Raw -1325901.472690 + Penalty 4520.076892 = -1321381.395798 nChanged 61 SP:Iteration 25Q (10289.370000 sec): 3 clusters Score: Raw -1325953.037675 + Penalty 4520.076892 = -1321432.960783 nChanged 36 SP:Iteration 26Q (10289.640000 sec): 3 clusters Score: Raw -1325986.460841 + Penalty 4520.076892 = -1321466.383949 nChanged 17 SP:Iteration 27Q (10289.990000 sec): 3 clusters Score: Raw -1326000.953909 + Penalty 4520.076892 = -1321480.877017 nChanged 10 SP:Iteration 28Q (10290.220000 sec): 3 clusters Score: Raw -1326009.853756 + Penalty 4520.076892 = -1321489.776865 nChanged 8 SP:Iteration 29Q (10290.480000 sec): 3 clusters Score: Raw -1326017.425289 + Penalty 4520.076892 = -1321497.348397 nChanged 3 SP:Iteration 30Q (10290.740000 sec): 3 clusters Score: Raw -1326022.443916 + Penalty 4520.076892 = -1321502.367025 nChanged 7 SP:Iteration 31Q (10290.960000 sec): 3 clusters Score: Raw -1326031.047033 + Penalty 4520.076892 = -1321510.970142 nChanged 6 SP:Iteration 32Q (10291.160000 sec): 3 clusters Score: Raw -1326037.074092 + Penalty 4520.076892 = -1321516.997200 nChanged 6 SP:Iteration 33Q (10291.380000 sec): 3 clusters Score: Raw -1326043.221468 + Penalty 4520.076892 = -1321523.144577 nChanged 4 SP:Iteration 34Q (10291.600000 sec): 3 clusters Score: Raw -1326045.287568 + Penalty 4520.076892 = -1321525.210676 nChanged 2 SP:Iteration 35Q (10291.800000 sec): 3 clusters Score: Raw -1326046.317324 + Penalty 4520.076892 = -1321526.240432 nChanged 0 SP:Iteration 36F (10292.070000 sec): 3 clusters Score: Raw -1326046.317324 + Penalty 4520.076892 = -1321526.240432 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 41 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10292.160000 sec): 2 clusters Score: Raw -54673.955296 + Penalty 1524.289656 = -53149.665640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10292.300000 sec): 3 clusters Score: Raw -54783.457414 + Penalty 3048.579312 = -51734.878102 nChanged 85 SP:Iteration 1F (10292.530000 sec): 3 clusters Score: Raw -55156.436433 + Penalty 3048.579312 = -52107.857121 nChanged 48 SP:Iteration 2F (10292.740000 sec): 3 clusters Score: Raw -55410.140755 + Penalty 3048.579312 = -52361.561443 nChanged 32 SP:Iteration 3F (10292.940000 sec): 3 clusters Score: Raw -55654.214632 + Penalty 3048.579312 = -52605.635320 nChanged 29 SP:Iteration 4F (10293.140000 sec): 3 clusters Score: Raw -55919.834798 + Penalty 3048.579312 = -52871.255487 nChanged 25 SP:Iteration 5F (10293.320000 sec): 3 clusters Score: Raw -56147.525725 + Penalty 3048.579312 = -53098.946413 nChanged 18 SP:Iteration 6Q (10293.520000 sec): 3 clusters Score: Raw -56322.098140 + Penalty 3048.579312 = -53273.518829 nChanged 14 SP:Iteration 7Q (10293.720000 sec): 3 clusters Score: Raw -56427.003344 + Penalty 3048.579312 = -53378.424032 nChanged 14 SP:Iteration 8Q (10293.900000 sec): 3 clusters Score: Raw -56632.783433 + Penalty 3048.579312 = -53584.204121 nChanged 9 SP:Iteration 9Q (10294.100000 sec): 3 clusters Score: Raw -56872.952098 + Penalty 3048.579312 = -53824.372786 nChanged 4 SP:Iteration 10Q (10294.290000 sec): 3 clusters Score: Raw -57027.029354 + Penalty 3048.579312 = -53978.450043 nChanged 1 SP:Iteration 11Q (10294.480000 sec): 3 clusters Score: Raw -57041.147211 + Penalty 3048.579312 = -53992.567899 nChanged 1 SP:Iteration 12Q (10294.640000 sec): 3 clusters Score: Raw -57058.601352 + Penalty 3048.579312 = -54010.022040 nChanged 0 SP:Iteration 13F (10294.800000 sec): 3 clusters Score: Raw -57058.601352 + Penalty 3048.579312 = -54010.022040 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 42 (2141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10294.940000 sec): 2 clusters Score: Raw -300156.233311 + Penalty 1901.919016 = -298254.314295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10295.110000 sec): 3 clusters Score: Raw -299331.534282 + Penalty 3803.838031 = -295527.696251 nChanged 687 SP:Iteration 1F (10295.260000 sec): 3 clusters Score: Raw -299811.555564 + Penalty 3803.838031 = -296007.717533 nChanged 164 SP:Iteration 2F (10295.470000 sec): 3 clusters Score: Raw -299952.045510 + Penalty 3803.838031 = -296148.207479 nChanged 87 SP:Iteration 3Q (10295.600000 sec): 3 clusters Score: Raw -300029.206204 + Penalty 3803.838031 = -296225.368173 nChanged 69 SP:Iteration 4Q (10295.840000 sec): 3 clusters Score: Raw -300085.498505 + Penalty 3803.838031 = -296281.660474 nChanged 55 SP:Iteration 5Q (10296.030000 sec): 3 clusters Score: Raw -300124.901633 + Penalty 3803.838031 = -296321.063602 nChanged 50 SP:Iteration 6Q (10296.250000 sec): 3 clusters Score: Raw -300162.327052 + Penalty 3803.838031 = -296358.489021 nChanged 37 SP:Iteration 7Q (10296.420000 sec): 3 clusters Score: Raw -300191.436663 + Penalty 3803.838031 = -296387.598632 nChanged 29 SP:Iteration 8Q (10296.570000 sec): 3 clusters Score: Raw -300212.321670 + Penalty 3803.838031 = -296408.483639 nChanged 24 SP:Iteration 9Q (10296.780000 sec): 3 clusters Score: Raw -300227.372843 + Penalty 3803.838031 = -296423.534812 nChanged 20 SP:Iteration 10Q (10296.940000 sec): 3 clusters Score: Raw -300239.944104 + Penalty 3803.838031 = -296436.106073 nChanged 15 SP:Iteration 11Q (10297.090000 sec): 3 clusters Score: Raw -300250.655349 + Penalty 3803.838031 = -296446.817318 nChanged 15 SP:Iteration 12Q (10297.300000 sec): 3 clusters Score: Raw -300261.286163 + Penalty 3803.838031 = -296457.448132 nChanged 11 SP:Iteration 13Q (10297.490000 sec): 3 clusters Score: Raw -300269.308546 + Penalty 3803.838031 = -296465.470515 nChanged 4 SP:Iteration 14Q (10297.710000 sec): 3 clusters Score: Raw -300271.019265 + Penalty 3803.838031 = -296467.181234 nChanged 4 SP:Iteration 15Q (10297.930000 sec): 3 clusters Score: Raw -300272.592197 + Penalty 3803.838031 = -296468.754166 nChanged 2 SP:Iteration 16Q (10298.130000 sec): 3 clusters Score: Raw -300273.689873 + Penalty 3803.838031 = -296469.851842 nChanged 4 SP:Iteration 17Q (10298.280000 sec): 3 clusters Score: Raw -300276.424437 + Penalty 3803.838031 = -296472.586405 nChanged 6 SP:Iteration 18Q (10298.480000 sec): 3 clusters Score: Raw -300279.490981 + Penalty 3803.838031 = -296475.652950 nChanged 4 SP:Iteration 19Q (10298.740000 sec): 3 clusters Score: Raw -300282.052825 + Penalty 3803.838031 = -296478.214794 nChanged 7 SP:Iteration 20F (10298.880000 sec): 3 clusters Score: Raw -300285.923064 + Penalty 3803.838031 = -296482.085033 nChanged 7 SP:Iteration 21Q (10299.150000 sec): 3 clusters Score: Raw -300289.413546 + Penalty 3803.838031 = -296485.575514 nChanged 4 SP:Iteration 22Q (10299.340000 sec): 3 clusters Score: Raw -300292.416642 + Penalty 3803.838031 = -296488.578611 nChanged 5 SP:Iteration 23Q (10299.570000 sec): 3 clusters Score: Raw -300295.858276 + Penalty 3803.838031 = -296492.020245 nChanged 5 SP:Iteration 24Q (10299.760000 sec): 3 clusters Score: Raw -300298.828365 + Penalty 3803.838031 = -296494.990334 nChanged 4 SP:Iteration 25Q (10299.920000 sec): 3 clusters Score: Raw -300300.550120 + Penalty 3803.838031 = -296496.712089 nChanged 1 SP:Iteration 26Q (10300.120000 sec): 3 clusters Score: Raw -300301.161515 + Penalty 3803.838031 = -296497.323484 nChanged 0 SP:Iteration 27F (10300.360000 sec): 3 clusters Score: Raw -300301.161515 + Penalty 3803.838031 = -296497.323484 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 43 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10300.470000 sec): 2 clusters Score: Raw -63630.747759 + Penalty 1523.758037 = -62106.989721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10300.620000 sec): 3 clusters Score: Raw -63627.591094 + Penalty 3047.516075 = -60580.075019 nChanged 72 SP:Iteration 1F (10300.800000 sec): 3 clusters Score: Raw -63762.228722 + Penalty 3047.516075 = -60714.712648 nChanged 20 SP:Iteration 2Q (10301.010000 sec): 3 clusters Score: Raw -63815.007345 + Penalty 3047.516075 = -60767.491270 nChanged 7 SP:Iteration 3Q (10301.180000 sec): 3 clusters Score: Raw -63834.050848 + Penalty 3047.516075 = -60786.534774 nChanged 5 SP:Iteration 4Q (10301.350000 sec): 3 clusters Score: Raw -63856.859966 + Penalty 3047.516075 = -60809.343891 nChanged 3 SP:Iteration 5Q (10301.540000 sec): 3 clusters Score: Raw -63862.246097 + Penalty 3047.516075 = -60814.730023 nChanged 1 SP:Iteration 6Q (10301.720000 sec): 3 clusters Score: Raw -63865.121820 + Penalty 3047.516075 = -60817.605746 nChanged 1 SP:Iteration 7Q (10301.920000 sec): 3 clusters Score: Raw -63868.460236 + Penalty 3047.516075 = -60820.944161 nChanged 1 SP:Iteration 8Q (10302.080000 sec): 3 clusters Score: Raw -63870.764382 + Penalty 3047.516075 = -60823.248308 nChanged 1 SP:Iteration 9Q (10302.260000 sec): 3 clusters Score: Raw -63871.819184 + Penalty 3047.516075 = -60824.303109 nChanged 0 SP:Iteration 10F (10302.400000 sec): 3 clusters Score: Raw -63871.819184 + Penalty 3047.516075 = -60824.303109 nChanged 0 Iteration 99Q (10331.280000 sec): 51 clusters Score: Raw -87567085.938913 + Penalty 165320.943427 = -87401764.995486 nChanged 284 Iteration 100F (10397.540000 sec): 51 clusters Score: Raw -87568966.552853 + Penalty 165320.943427 = -87403645.609426 nChanged 324 Iteration 101Q (10428.870000 sec): 51 clusters Score: Raw -87569785.977184 + Penalty 165320.943427 = -87404465.033757 nChanged 334 Iteration 102Q (10461.490000 sec): 51 clusters Score: Raw -87570076.394022 + Penalty 165320.943427 = -87404755.450595 nChanged 342 Iteration 103Q (10492.210000 sec): 51 clusters Score: Raw -87570289.917980 + Penalty 165320.943427 = -87404968.974553 nChanged 275 Iteration 104Q (10520.810000 sec): 51 clusters Score: Raw -87570441.506539 + Penalty 165320.943427 = -87405120.563112 nChanged 221 Iteration 105Q (10552.100000 sec): 51 clusters Score: Raw -87570540.688683 + Penalty 165320.943427 = -87405219.745256 nChanged 173 Iteration 106Q (10585.200000 sec): 51 clusters Score: Raw -87570599.654914 + Penalty 165320.943427 = -87405278.711487 nChanged 131 Iteration 107Q (10615.040000 sec): 51 clusters Score: Raw -87570648.019961 + Penalty 165320.943427 = -87405327.076534 nChanged 90 Iteration 108Q (10642.980000 sec): 51 clusters Score: Raw -87570678.775675 + Penalty 165320.943427 = -87405357.832248 nChanged 94 Iteration 109Q (10670.030000 sec): 51 clusters Score: Raw -87570707.858173 + Penalty 165320.943427 = -87405386.914746 nChanged 67 Iteration 110Q (10700.120000 sec): 51 clusters Score: Raw -87570719.938045 + Penalty 165320.943427 = -87405398.994618 nChanged 53 Iteration 111Q (10734.030000 sec): 51 clusters Score: Raw -87570729.293695 + Penalty 165320.943427 = -87405408.350268 nChanged 37 Iteration 112Q (10776.660000 sec): 51 clusters Score: Raw -87570738.957147 + Penalty 165320.943427 = -87405418.013720 nChanged 37 Iteration 113Q (10814.850000 sec): 51 clusters Score: Raw -87570748.305991 + Penalty 165320.943427 = -87405427.362564 nChanged 41 Iteration 114Q (10850.420000 sec): 51 clusters Score: Raw -87570756.317574 + Penalty 165320.943427 = -87405435.374147 nChanged 35 Iteration 115Q (10888.150000 sec): 51 clusters Score: Raw -87570760.513976 + Penalty 165320.943427 = -87405439.570549 nChanged 32 Iteration 116Q (10923.360000 sec): 51 clusters Score: Raw -87570763.217019 + Penalty 165320.943427 = -87405442.273592 nChanged 25 Iteration 117Q (10956.300000 sec): 51 clusters Score: Raw -87570764.882621 + Penalty 165320.943427 = -87405443.939194 nChanged 15 Iteration 118Q (10989.370000 sec): 51 clusters Score: Raw -87570765.990666 + Penalty 165320.943427 = -87405445.047239 nChanged 25 Iteration 119Q (11024.280000 sec): 51 clusters Score: Raw -87570767.947047 + Penalty 165320.943427 = -87405447.003620 nChanged 19 Iteration 120F (11096.090000 sec): 51 clusters Score: Raw -87571070.730315 + Penalty 165320.943427 = -87405749.786888 nChanged 41 Iteration 121Q (11133.860000 sec): 51 clusters Score: Raw -87571477.008411 + Penalty 165320.943427 = -87406156.064984 nChanged 50 Iteration 122Q (11169.920000 sec): 51 clusters Score: Raw -87571509.901468 + Penalty 165320.943427 = -87406188.958041 nChanged 52 Iteration 123Q (11203.580000 sec): 51 clusters Score: Raw -87571533.875725 + Penalty 165320.943427 = -87406212.932298 nChanged 55 Iteration 124Q (11236.090000 sec): 51 clusters Score: Raw -87571546.356998 + Penalty 165320.943427 = -87406225.413571 nChanged 55 Iteration 125Q (11267.050000 sec): 51 clusters Score: Raw -87571555.949124 + Penalty 165320.943427 = -87406235.005697 nChanged 40 Iteration 126Q (11299.200000 sec): 51 clusters Score: Raw -87571561.975588 + Penalty 165320.943427 = -87406241.032161 nChanged 21 Iteration 127Q (11330.620000 sec): 51 clusters Score: Raw -87571564.062117 + Penalty 165320.943427 = -87406243.118690 nChanged 16 Iteration 128Q (11359.380000 sec): 51 clusters Score: Raw -87571564.994049 + Penalty 165320.943427 = -87406244.050622 nChanged 10 Iteration 129Q (11394.130000 sec): 51 clusters Score: Raw -87571565.973864 + Penalty 165320.943427 = -87406245.030437 nChanged 9 Iteration 130Q (11426.080000 sec): 51 clusters Score: Raw -87571567.131225 + Penalty 165320.943427 = -87406246.187798 nChanged 10 Iteration 131Q (11457.130000 sec): 51 clusters Score: Raw -87571568.135792 + Penalty 165320.943427 = -87406247.192365 nChanged 15 Iteration 132Q (11490.730000 sec): 51 clusters Score: Raw -87571568.952202 + Penalty 165320.943427 = -87406248.008775 nChanged 13 Iteration 133Q (11520.810000 sec): 51 clusters Score: Raw -87571569.842234 + Penalty 165320.943427 = -87406248.898807 nChanged 7 Iteration 134Q (11552.400000 sec): 51 clusters Score: Raw -87571570.184291 + Penalty 165320.943427 = -87406249.240864 nChanged 5 Iteration 135Q (11578.670000 sec): 51 clusters Score: Raw -87571570.457901 + Penalty 165320.943427 = -87406249.514474 nChanged 6 Iteration 136Q (11606.960000 sec): 51 clusters Score: Raw -87571570.894678 + Penalty 165320.943427 = -87406249.951251 nChanged 7 Iteration 137Q (11635.920000 sec): 51 clusters Score: Raw -87571571.422133 + Penalty 165320.943427 = -87406250.478705 nChanged 5 Iteration 138Q (11664.000000 sec): 51 clusters Score: Raw -87571571.602411 + Penalty 165320.943427 = -87406250.658984 nChanged 6 Writing temp clu file Because OldScore, -87406250.478705, is greater than current (better) Score,-87406250.658984 Compute initial score before splitting: Score: Raw -87571571.602411 + Penalty 165320.943427 = -87406250.658984 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 1 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11664.210000 sec): 2 clusters Score: Raw -20964.649001 + Penalty 1275.132562 = -19689.516439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11664.410000 sec): 3 clusters Score: Raw -21261.774811 + Penalty 2550.265124 = -18711.509687 nChanged 17 SP:Iteration 1F (11664.590000 sec): 3 clusters Score: Raw -21341.007247 + Penalty 2550.265124 = -18790.742123 nChanged 7 SP:Iteration 2Q (11664.770000 sec): 3 clusters Score: Raw -21389.750140 + Penalty 2550.265124 = -18839.485016 nChanged 4 SP:Iteration 3Q (11664.960000 sec): 3 clusters Score: Raw -21416.918272 + Penalty 2550.265124 = -18866.653148 nChanged 1 SP:Iteration 4Q (11665.120000 sec): 3 clusters Score: Raw -21428.212506 + Penalty 2550.265124 = -18877.947382 nChanged 1 SP:Iteration 5Q (11665.300000 sec): 3 clusters Score: Raw -21432.747451 + Penalty 2550.265124 = -18882.482327 nChanged 0 SP:Iteration 6F (11665.490000 sec): 3 clusters Score: Raw -21432.747451 + Penalty 2550.265124 = -18882.482327 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 2 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11665.600000 sec): 2 clusters Score: Raw -235682.161754 + Penalty 1836.713639 = -233845.448115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11665.810000 sec): 3 clusters Score: Raw -235130.315100 + Penalty 3673.427277 = -231456.887823 nChanged 496 SP:Iteration 1F (11665.960000 sec): 3 clusters Score: Raw -235533.427469 + Penalty 3673.427277 = -231860.000192 nChanged 113 SP:Iteration 2F (11666.140000 sec): 3 clusters Score: Raw -235640.950457 + Penalty 3673.427277 = -231967.523179 nChanged 63 SP:Iteration 3Q (11666.290000 sec): 3 clusters Score: Raw -235699.670952 + Penalty 3673.427277 = -232026.243675 nChanged 33 SP:Iteration 4Q (11666.480000 sec): 3 clusters Score: Raw -235738.880379 + Penalty 3673.427277 = -232065.453102 nChanged 36 SP:Iteration 5Q (11666.620000 sec): 3 clusters Score: Raw -235770.012307 + Penalty 3673.427277 = -232096.585030 nChanged 25 SP:Iteration 6Q (11666.760000 sec): 3 clusters Score: Raw -235793.067760 + Penalty 3673.427277 = -232119.640483 nChanged 18 SP:Iteration 7Q (11666.920000 sec): 3 clusters Score: Raw -235808.641994 + Penalty 3673.427277 = -232135.214717 nChanged 16 SP:Iteration 8Q (11667.090000 sec): 3 clusters Score: Raw -235822.107225 + Penalty 3673.427277 = -232148.679948 nChanged 10 SP:Iteration 9Q (11667.240000 sec): 3 clusters Score: Raw -235830.483270 + Penalty 3673.427277 = -232157.055993 nChanged 7 SP:Iteration 10Q (11667.440000 sec): 3 clusters Score: Raw -235835.321557 + Penalty 3673.427277 = -232161.894280 nChanged 2 SP:Iteration 11Q (11667.670000 sec): 3 clusters Score: Raw -235836.391671 + Penalty 3673.427277 = -232162.964394 nChanged 1 SP:Iteration 12Q (11667.850000 sec): 3 clusters Score: Raw -235837.614378 + Penalty 3673.427277 = -232164.187101 nChanged 2 SP:Iteration 13Q (11668.030000 sec): 3 clusters Score: Raw -235839.016146 + Penalty 3673.427277 = -232165.588869 nChanged 2 SP:Iteration 14Q (11668.180000 sec): 3 clusters Score: Raw -235841.451416 + Penalty 3673.427277 = -232168.024139 nChanged 2 SP:Iteration 15Q (11668.360000 sec): 3 clusters Score: Raw -235843.730554 + Penalty 3673.427277 = -232170.303277 nChanged 3 SP:Iteration 16Q (11668.540000 sec): 3 clusters Score: Raw -235845.615189 + Penalty 3673.427277 = -232172.187912 nChanged 2 SP:Iteration 17Q (11668.730000 sec): 3 clusters Score: Raw -235846.390808 + Penalty 3673.427277 = -232172.963531 nChanged 1 SP:Iteration 18Q (11668.880000 sec): 3 clusters Score: Raw -235847.031779 + Penalty 3673.427277 = -232173.604502 nChanged 1 SP:Iteration 19Q (11669.080000 sec): 3 clusters Score: Raw -235847.650913 + Penalty 3673.427277 = -232174.223636 nChanged 1 SP:Iteration 20F (11669.280000 sec): 3 clusters Score: Raw -235848.372379 + Penalty 3673.427277 = -232174.945102 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 3 (992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11669.420000 sec): 2 clusters Score: Raw -119495.259232 + Penalty 1711.131331 = -117784.127902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11669.610000 sec): 3 clusters Score: Raw -119455.994023 + Penalty 3422.262661 = -116033.731362 nChanged 286 SP:Iteration 1F (11669.760000 sec): 3 clusters Score: Raw -120914.306182 + Penalty 3422.262661 = -117492.043521 nChanged 177 SP:Iteration 2F (11669.920000 sec): 3 clusters Score: Raw -123438.915691 + Penalty 3422.262661 = -120016.653030 nChanged 36 SP:Iteration 3Q (11670.130000 sec): 3 clusters Score: Raw -124128.520050 + Penalty 3422.262661 = -120706.257389 nChanged 9 SP:Iteration 4Q (11670.290000 sec): 3 clusters Score: Raw -124155.983048 + Penalty 3422.262661 = -120733.720386 nChanged 3 SP:Iteration 5Q (11670.460000 sec): 3 clusters Score: Raw -124172.293298 + Penalty 3422.262661 = -120750.030637 nChanged 4 SP:Iteration 6Q (11670.620000 sec): 3 clusters Score: Raw -124187.820698 + Penalty 3422.262661 = -120765.558037 nChanged 2 SP:Iteration 7Q (11670.830000 sec): 3 clusters Score: Raw -124192.988076 + Penalty 3422.262661 = -120770.725415 nChanged 0 SP:Iteration 8F (11670.960000 sec): 3 clusters Score: Raw -124193.024982 + Penalty 3422.262661 = -120770.762321 nChanged 1 SP:Iteration 9Q (11671.140000 sec): 3 clusters Score: Raw -124204.040552 + Penalty 3422.262661 = -120781.777891 nChanged 2 SP:Iteration 10Q (11671.320000 sec): 3 clusters Score: Raw -124227.375335 + Penalty 3422.262661 = -120805.112674 nChanged 2 SP:Iteration 11Q (11671.500000 sec): 3 clusters Score: Raw -124244.179236 + Penalty 3422.262661 = -120821.916575 nChanged 2 SP:Iteration 12Q (11671.690000 sec): 3 clusters Score: Raw -124252.891442 + Penalty 3422.262661 = -120830.628780 nChanged 1 SP:Iteration 13Q (11671.890000 sec): 3 clusters Score: Raw -124258.315694 + Penalty 3422.262661 = -120836.053032 nChanged 0 SP:Iteration 14F (11672.050000 sec): 3 clusters Score: Raw -124258.315694 + Penalty 3422.262661 = -120836.053032 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 4 (850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11672.140000 sec): 2 clusters Score: Raw -113837.856114 + Penalty 1672.818615 = -112165.037499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11672.320000 sec): 3 clusters Score: Raw -113752.530899 + Penalty 3345.637229 = -110406.893670 nChanged 208 SP:Iteration 1F (11672.470000 sec): 3 clusters Score: Raw -114015.292539 + Penalty 3345.637229 = -110669.655309 nChanged 50 SP:Iteration 2F (11672.680000 sec): 3 clusters Score: Raw -114098.822221 + Penalty 3345.637229 = -110753.184992 nChanged 31 SP:Iteration 3Q (11672.850000 sec): 3 clusters Score: Raw -114164.142223 + Penalty 3345.637229 = -110818.504994 nChanged 22 SP:Iteration 4Q (11673.000000 sec): 3 clusters Score: Raw -114200.924243 + Penalty 3345.637229 = -110855.287013 nChanged 18 SP:Iteration 5Q (11673.190000 sec): 3 clusters Score: Raw -114246.670383 + Penalty 3345.637229 = -110901.033154 nChanged 21 SP:Iteration 6Q (11673.380000 sec): 3 clusters Score: Raw -114310.495654 + Penalty 3345.637229 = -110964.858425 nChanged 22 SP:Iteration 7Q (11673.560000 sec): 3 clusters Score: Raw -114362.902515 + Penalty 3345.637229 = -111017.265286 nChanged 21 SP:Iteration 8Q (11673.720000 sec): 3 clusters Score: Raw -114401.443070 + Penalty 3345.637229 = -111055.805841 nChanged 19 SP:Iteration 9Q (11673.900000 sec): 3 clusters Score: Raw -114449.449405 + Penalty 3345.637229 = -111103.812176 nChanged 23 SP:Iteration 10Q (11674.080000 sec): 3 clusters Score: Raw -114506.735695 + Penalty 3345.637229 = -111161.098466 nChanged 16 SP:Iteration 11Q (11674.240000 sec): 3 clusters Score: Raw -114548.839450 + Penalty 3345.637229 = -111203.202221 nChanged 21 SP:Iteration 12Q (11674.420000 sec): 3 clusters Score: Raw -114600.543523 + Penalty 3345.637229 = -111254.906294 nChanged 20 SP:Iteration 13Q (11674.610000 sec): 3 clusters Score: Raw -114670.205040 + Penalty 3345.637229 = -111324.567811 nChanged 23 SP:Iteration 14Q (11674.770000 sec): 3 clusters Score: Raw -114732.394008 + Penalty 3345.637229 = -111386.756778 nChanged 20 SP:Iteration 15Q (11674.960000 sec): 3 clusters Score: Raw -114781.525556 + Penalty 3345.637229 = -111435.888327 nChanged 12 SP:Iteration 16Q (11675.120000 sec): 3 clusters Score: Raw -114805.701447 + Penalty 3345.637229 = -111460.064218 nChanged 11 SP:Iteration 17Q (11675.280000 sec): 3 clusters Score: Raw -114838.362420 + Penalty 3345.637229 = -111492.725191 nChanged 6 SP:Iteration 18Q (11675.460000 sec): 3 clusters Score: Raw -114847.596599 + Penalty 3345.637229 = -111501.959369 nChanged 4 SP:Iteration 19Q (11675.640000 sec): 3 clusters Score: Raw -114854.920066 + Penalty 3345.637229 = -111509.282837 nChanged 4 SP:Iteration 20F (11675.830000 sec): 3 clusters Score: Raw -114868.253757 + Penalty 3345.637229 = -111522.616528 nChanged 5 SP:Iteration 21Q (11675.980000 sec): 3 clusters Score: Raw -114910.109222 + Penalty 3345.637229 = -111564.471992 nChanged 11 SP:Iteration 22Q (11676.130000 sec): 3 clusters Score: Raw -114937.633794 + Penalty 3345.637229 = -111591.996565 nChanged 14 SP:Iteration 23Q (11676.280000 sec): 3 clusters Score: Raw -114966.053606 + Penalty 3345.637229 = -111620.416377 nChanged 10 SP:Iteration 24Q (11676.480000 sec): 3 clusters Score: Raw -114982.715895 + Penalty 3345.637229 = -111637.078666 nChanged 5 SP:Iteration 25Q (11676.640000 sec): 3 clusters Score: Raw -114989.842544 + Penalty 3345.637229 = -111644.205315 nChanged 5 SP:Iteration 26Q (11676.780000 sec): 3 clusters Score: Raw -114996.105461 + Penalty 3345.637229 = -111650.468231 nChanged 3 SP:Iteration 27Q (11676.960000 sec): 3 clusters Score: Raw -115002.424613 + Penalty 3345.637229 = -111656.787383 nChanged 6 SP:Iteration 28Q (11677.170000 sec): 3 clusters Score: Raw -115011.592965 + Penalty 3345.637229 = -111665.955736 nChanged 2 SP:Iteration 29Q (11677.330000 sec): 3 clusters Score: Raw -115015.356530 + Penalty 3345.637229 = -111669.719301 nChanged 5 SP:Iteration 30Q (11677.480000 sec): 3 clusters Score: Raw -115024.889206 + Penalty 3345.637229 = -111679.251977 nChanged 5 SP:Iteration 31Q (11677.680000 sec): 3 clusters Score: Raw -115032.431350 + Penalty 3345.637229 = -111686.794121 nChanged 2 SP:Iteration 32Q (11677.850000 sec): 3 clusters Score: Raw -115039.628184 + Penalty 3345.637229 = -111693.990954 nChanged 3 SP:Iteration 33Q (11678.010000 sec): 3 clusters Score: Raw -115043.888694 + Penalty 3345.637229 = -111698.251465 nChanged 0 SP:Iteration 34F (11678.200000 sec): 3 clusters Score: Raw -115043.888694 + Penalty 3345.637229 = -111698.251465 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 5 (13708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11678.370000 sec): 2 clusters Score: Raw -1947182.087706 + Penalty 2362.382251 = -1944819.705455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11678.580000 sec): 3 clusters Score: Raw -1939515.256410 + Penalty 4724.764502 = -1934790.491908 nChanged 5887 SP:Iteration 1F (11678.820000 sec): 3 clusters Score: Raw -1942724.859371 + Penalty 4724.764502 = -1938000.094869 nChanged 878 SP:Iteration 2F (11679.060000 sec): 3 clusters Score: Raw -1943137.532046 + Penalty 4724.764502 = -1938412.767544 nChanged 712 SP:Iteration 3F (11679.330000 sec): 3 clusters Score: Raw -1943491.702649 + Penalty 4724.764502 = -1938766.938147 nChanged 731 SP:Iteration 4F (11679.590000 sec): 3 clusters Score: Raw -1943907.880392 + Penalty 4724.764502 = -1939183.115890 nChanged 800 SP:Iteration 5F (11679.820000 sec): 3 clusters Score: Raw -1944451.849480 + Penalty 4724.764502 = -1939727.084978 nChanged 835 SP:Iteration 6F (11680.060000 sec): 3 clusters Score: Raw -1945032.817123 + Penalty 4724.764502 = -1940308.052621 nChanged 855 SP:Iteration 7F (11680.290000 sec): 3 clusters Score: Raw -1945638.792299 + Penalty 4724.764502 = -1940914.027798 nChanged 741 SP:Iteration 8F (11680.530000 sec): 3 clusters Score: Raw -1946135.829746 + Penalty 4724.764502 = -1941411.065244 nChanged 608 SP:Iteration 9Q (11680.820000 sec): 3 clusters Score: Raw -1946552.723868 + Penalty 4724.764502 = -1941827.959366 nChanged 484 SP:Iteration 10Q (11681.050000 sec): 3 clusters Score: Raw -1946858.942302 + Penalty 4724.764502 = -1942134.177801 nChanged 348 SP:Iteration 11Q (11681.300000 sec): 3 clusters Score: Raw -1947086.412356 + Penalty 4724.764502 = -1942361.647854 nChanged 270 SP:Iteration 12Q (11681.560000 sec): 3 clusters Score: Raw -1947258.334090 + Penalty 4724.764502 = -1942533.569588 nChanged 210 SP:Iteration 13Q (11681.780000 sec): 3 clusters Score: Raw -1947385.890845 + Penalty 4724.764502 = -1942661.126343 nChanged 155 SP:Iteration 14Q (11682.080000 sec): 3 clusters Score: Raw -1947496.109950 + Penalty 4724.764502 = -1942771.345448 nChanged 137 SP:Iteration 15Q (11682.340000 sec): 3 clusters Score: Raw -1947606.921427 + Penalty 4724.764502 = -1942882.156925 nChanged 122 SP:Iteration 16Q (11682.570000 sec): 3 clusters Score: Raw -1947715.988979 + Penalty 4724.764502 = -1942991.224477 nChanged 93 SP:Iteration 17Q (11682.800000 sec): 3 clusters Score: Raw -1947810.551976 + Penalty 4724.764502 = -1943085.787474 nChanged 80 SP:Iteration 18Q (11683.020000 sec): 3 clusters Score: Raw -1947884.720275 + Penalty 4724.764502 = -1943159.955774 nChanged 52 SP:Iteration 19Q (11683.240000 sec): 3 clusters Score: Raw -1947923.688209 + Penalty 4724.764502 = -1943198.923707 nChanged 37 SP:Iteration 20F (11683.510000 sec): 3 clusters Score: Raw -1947953.542221 + Penalty 4724.764502 = -1943228.777719 nChanged 34 SP:Iteration 21Q (11683.780000 sec): 3 clusters Score: Raw -1947967.931452 + Penalty 4724.764502 = -1943243.166950 nChanged 19 SP:Iteration 22Q (11684.040000 sec): 3 clusters Score: Raw -1947975.856379 + Penalty 4724.764502 = -1943251.091877 nChanged 14 SP:Iteration 23Q (11684.290000 sec): 3 clusters Score: Raw -1947982.166090 + Penalty 4724.764502 = -1943257.401588 nChanged 12 SP:Iteration 24Q (11684.550000 sec): 3 clusters Score: Raw -1947987.624454 + Penalty 4724.764502 = -1943262.859952 nChanged 11 SP:Iteration 25Q (11684.750000 sec): 3 clusters Score: Raw -1947994.393085 + Penalty 4724.764502 = -1943269.628583 nChanged 10 SP:Iteration 26Q (11685.020000 sec): 3 clusters Score: Raw -1948001.089947 + Penalty 4724.764502 = -1943276.325445 nChanged 6 SP:Iteration 27Q (11685.250000 sec): 3 clusters Score: Raw -1948003.967807 + Penalty 4724.764502 = -1943279.203305 nChanged 3 SP:Iteration 28Q (11685.520000 sec): 3 clusters Score: Raw -1948005.360818 + Penalty 4724.764502 = -1943280.596316 nChanged 1 SP:Iteration 29Q (11685.750000 sec): 3 clusters Score: Raw -1948005.983653 + Penalty 4724.764502 = -1943281.219151 nChanged 1 SP:Iteration 30Q (11685.970000 sec): 3 clusters Score: Raw -1948006.180902 + Penalty 4724.764502 = -1943281.416400 nChanged 0 SP:Iteration 31F (11686.170000 sec): 3 clusters Score: Raw -1948006.180902 + Penalty 4724.764502 = -1943281.416400 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 6 (7698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11686.290000 sec): 2 clusters Score: Raw -1076356.401845 + Penalty 2219.281527 = -1074137.120318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11686.510000 sec): 3 clusters Score: Raw -1072356.693376 + Penalty 4438.563054 = -1067918.130322 nChanged 3089 SP:Iteration 1F (11686.760000 sec): 3 clusters Score: Raw -1074045.456440 + Penalty 4438.563054 = -1069606.893387 nChanged 526 SP:Iteration 2F (11686.970000 sec): 3 clusters Score: Raw -1074317.252813 + Penalty 4438.563054 = -1069878.689759 nChanged 415 SP:Iteration 3F (11687.190000 sec): 3 clusters Score: Raw -1074526.508090 + Penalty 4438.563054 = -1070087.945036 nChanged 348 SP:Iteration 4Q (11687.410000 sec): 3 clusters Score: Raw -1074716.317169 + Penalty 4438.563054 = -1070277.754116 nChanged 303 SP:Iteration 5Q (11687.630000 sec): 3 clusters Score: Raw -1074871.422562 + Penalty 4438.563054 = -1070432.859508 nChanged 306 SP:Iteration 6Q (11687.830000 sec): 3 clusters Score: Raw -1075036.704276 + Penalty 4438.563054 = -1070598.141223 nChanged 320 SP:Iteration 7Q (11688.080000 sec): 3 clusters Score: Raw -1075216.971551 + Penalty 4438.563054 = -1070778.408497 nChanged 317 SP:Iteration 8Q (11688.320000 sec): 3 clusters Score: Raw -1075404.723900 + Penalty 4438.563054 = -1070966.160847 nChanged 303 SP:Iteration 9Q (11688.520000 sec): 3 clusters Score: Raw -1075578.694100 + Penalty 4438.563054 = -1071140.131046 nChanged 273 SP:Iteration 10Q (11688.760000 sec): 3 clusters Score: Raw -1075744.254077 + Penalty 4438.563054 = -1071305.691023 nChanged 259 SP:Iteration 11Q (11688.920000 sec): 3 clusters Score: Raw -1075906.450466 + Penalty 4438.563054 = -1071467.887412 nChanged 227 SP:Iteration 12Q (11689.150000 sec): 3 clusters Score: Raw -1076049.374267 + Penalty 4438.563054 = -1071610.811213 nChanged 172 SP:Iteration 13Q (11689.370000 sec): 3 clusters Score: Raw -1076166.332961 + Penalty 4438.563054 = -1071727.769907 nChanged 147 SP:Iteration 14Q (11689.570000 sec): 3 clusters Score: Raw -1076275.454611 + Penalty 4438.563054 = -1071836.891558 nChanged 143 SP:Iteration 15Q (11689.760000 sec): 3 clusters Score: Raw -1076382.742043 + Penalty 4438.563054 = -1071944.178989 nChanged 117 SP:Iteration 16Q (11689.980000 sec): 3 clusters Score: Raw -1076476.219523 + Penalty 4438.563054 = -1072037.656470 nChanged 91 SP:Iteration 17Q (11690.160000 sec): 3 clusters Score: Raw -1076546.148500 + Penalty 4438.563054 = -1072107.585446 nChanged 83 SP:Iteration 18Q (11690.390000 sec): 3 clusters Score: Raw -1076619.113599 + Penalty 4438.563054 = -1072180.550546 nChanged 64 SP:Iteration 19Q (11690.610000 sec): 3 clusters Score: Raw -1076678.261126 + Penalty 4438.563054 = -1072239.698072 nChanged 56 SP:Iteration 20F (11690.840000 sec): 3 clusters Score: Raw -1076729.451958 + Penalty 4438.563054 = -1072290.888904 nChanged 47 SP:Iteration 21Q (11690.990000 sec): 3 clusters Score: Raw -1076774.048126 + Penalty 4438.563054 = -1072335.485072 nChanged 39 SP:Iteration 22Q (11691.200000 sec): 3 clusters Score: Raw -1076808.099134 + Penalty 4438.563054 = -1072369.536081 nChanged 24 SP:Iteration 23Q (11691.410000 sec): 3 clusters Score: Raw -1076833.205082 + Penalty 4438.563054 = -1072394.642028 nChanged 23 SP:Iteration 24Q (11691.570000 sec): 3 clusters Score: Raw -1076853.385115 + Penalty 4438.563054 = -1072414.822061 nChanged 15 SP:Iteration 25Q (11691.770000 sec): 3 clusters Score: Raw -1076871.068306 + Penalty 4438.563054 = -1072432.505253 nChanged 21 SP:Iteration 26Q (11691.980000 sec): 3 clusters Score: Raw -1076886.780930 + Penalty 4438.563054 = -1072448.217876 nChanged 11 SP:Iteration 27Q (11692.190000 sec): 3 clusters Score: Raw -1076894.275062 + Penalty 4438.563054 = -1072455.712008 nChanged 7 SP:Iteration 28Q (11692.370000 sec): 3 clusters Score: Raw -1076897.415406 + Penalty 4438.563054 = -1072458.852353 nChanged 5 SP:Iteration 29Q (11692.570000 sec): 3 clusters Score: Raw -1076899.923557 + Penalty 4438.563054 = -1072461.360504 nChanged 4 SP:Iteration 30Q (11692.770000 sec): 3 clusters Score: Raw -1076902.545000 + Penalty 4438.563054 = -1072463.981946 nChanged 3 SP:Iteration 31Q (11692.950000 sec): 3 clusters Score: Raw -1076905.422562 + Penalty 4438.563054 = -1072466.859508 nChanged 5 SP:Iteration 32Q (11693.170000 sec): 3 clusters Score: Raw -1076908.570248 + Penalty 4438.563054 = -1072470.007195 nChanged 3 SP:Iteration 33Q (11693.380000 sec): 3 clusters Score: Raw -1076910.571409 + Penalty 4438.563054 = -1072472.008356 nChanged 3 SP:Iteration 34Q (11693.590000 sec): 3 clusters Score: Raw -1076912.855665 + Penalty 4438.563054 = -1072474.292612 nChanged 5 SP:Iteration 35Q (11693.780000 sec): 3 clusters Score: Raw -1076917.796065 + Penalty 4438.563054 = -1072479.233012 nChanged 3 SP:Iteration 36Q (11693.980000 sec): 3 clusters Score: Raw -1076920.098732 + Penalty 4438.563054 = -1072481.535678 nChanged 4 SP:Iteration 37Q (11694.170000 sec): 3 clusters Score: Raw -1076922.186127 + Penalty 4438.563054 = -1072483.623073 nChanged 1 SP:Iteration 38Q (11694.400000 sec): 3 clusters Score: Raw -1076922.650800 + Penalty 4438.563054 = -1072484.087746 nChanged 1 SP:Iteration 39Q (11694.570000 sec): 3 clusters Score: Raw -1076923.609868 + Penalty 4438.563054 = -1072485.046815 nChanged 0 SP:Iteration 40F (11694.790000 sec): 3 clusters Score: Raw -1076923.609868 + Penalty 4438.563054 = -1072485.046815 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 7 (7258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11694.950000 sec): 2 clusters Score: Raw -1059773.946896 + Penalty 2204.685178 = -1057569.261718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11695.120000 sec): 3 clusters Score: Raw -1056079.356132 + Penalty 4409.370356 = -1051669.985776 nChanged 2851 SP:Iteration 1F (11695.330000 sec): 3 clusters Score: Raw -1057555.938958 + Penalty 4409.370356 = -1053146.568603 nChanged 486 SP:Iteration 2F (11695.550000 sec): 3 clusters Score: Raw -1057787.126218 + Penalty 4409.370356 = -1053377.755863 nChanged 353 SP:Iteration 3Q (11695.750000 sec): 3 clusters Score: Raw -1057939.525079 + Penalty 4409.370356 = -1053530.154724 nChanged 262 SP:Iteration 4Q (11695.990000 sec): 3 clusters Score: Raw -1058046.344333 + Penalty 4409.370356 = -1053636.973978 nChanged 219 SP:Iteration 5Q (11696.210000 sec): 3 clusters Score: Raw -1058121.949529 + Penalty 4409.370356 = -1053712.579173 nChanged 171 SP:Iteration 6Q (11696.410000 sec): 3 clusters Score: Raw -1058187.555976 + Penalty 4409.370356 = -1053778.185620 nChanged 134 SP:Iteration 7Q (11696.650000 sec): 3 clusters Score: Raw -1058229.322033 + Penalty 4409.370356 = -1053819.951678 nChanged 117 SP:Iteration 8Q (11696.860000 sec): 3 clusters Score: Raw -1058268.539360 + Penalty 4409.370356 = -1053859.169005 nChanged 106 SP:Iteration 9Q (11697.070000 sec): 3 clusters Score: Raw -1058297.234173 + Penalty 4409.370356 = -1053887.863817 nChanged 76 SP:Iteration 10Q (11697.290000 sec): 3 clusters Score: Raw -1058318.170734 + Penalty 4409.370356 = -1053908.800379 nChanged 70 SP:Iteration 11Q (11697.500000 sec): 3 clusters Score: Raw -1058336.095503 + Penalty 4409.370356 = -1053926.725148 nChanged 61 SP:Iteration 12Q (11697.730000 sec): 3 clusters Score: Raw -1058352.386895 + Penalty 4409.370356 = -1053943.016539 nChanged 67 SP:Iteration 13Q (11697.970000 sec): 3 clusters Score: Raw -1058370.156061 + Penalty 4409.370356 = -1053960.785706 nChanged 48 SP:Iteration 14Q (11698.210000 sec): 3 clusters Score: Raw -1058382.166026 + Penalty 4409.370356 = -1053972.795671 nChanged 45 SP:Iteration 15Q (11698.380000 sec): 3 clusters Score: Raw -1058392.915177 + Penalty 4409.370356 = -1053983.544821 nChanged 45 SP:Iteration 16Q (11698.600000 sec): 3 clusters Score: Raw -1058402.988218 + Penalty 4409.370356 = -1053993.617863 nChanged 38 SP:Iteration 17Q (11698.810000 sec): 3 clusters Score: Raw -1058410.136704 + Penalty 4409.370356 = -1054000.766349 nChanged 28 SP:Iteration 18Q (11699.030000 sec): 3 clusters Score: Raw -1058417.451139 + Penalty 4409.370356 = -1054008.080783 nChanged 25 SP:Iteration 19Q (11699.270000 sec): 3 clusters Score: Raw -1058423.577839 + Penalty 4409.370356 = -1054014.207484 nChanged 32 SP:Iteration 20F (11699.470000 sec): 3 clusters Score: Raw -1058430.731147 + Penalty 4409.370356 = -1054021.360791 nChanged 30 SP:Iteration 21Q (11699.670000 sec): 3 clusters Score: Raw -1058438.207443 + Penalty 4409.370356 = -1054028.837088 nChanged 29 SP:Iteration 22Q (11699.890000 sec): 3 clusters Score: Raw -1058445.193572 + Penalty 4409.370356 = -1054035.823216 nChanged 33 SP:Iteration 23Q (11700.110000 sec): 3 clusters Score: Raw -1058452.572773 + Penalty 4409.370356 = -1054043.202417 nChanged 29 SP:Iteration 24Q (11700.330000 sec): 3 clusters Score: Raw -1058459.108908 + Penalty 4409.370356 = -1054049.738553 nChanged 40 SP:Iteration 25Q (11700.550000 sec): 3 clusters Score: Raw -1058469.448692 + Penalty 4409.370356 = -1054060.078337 nChanged 43 SP:Iteration 26Q (11700.760000 sec): 3 clusters Score: Raw -1058480.402790 + Penalty 4409.370356 = -1054071.032435 nChanged 46 SP:Iteration 27Q (11700.980000 sec): 3 clusters Score: Raw -1058493.273443 + Penalty 4409.370356 = -1054083.903087 nChanged 62 SP:Iteration 28Q (11701.190000 sec): 3 clusters Score: Raw -1058512.631085 + Penalty 4409.370356 = -1054103.260729 nChanged 72 SP:Iteration 29Q (11701.410000 sec): 3 clusters Score: Raw -1058534.038894 + Penalty 4409.370356 = -1054124.668538 nChanged 77 SP:Iteration 30Q (11701.630000 sec): 3 clusters Score: Raw -1058556.565041 + Penalty 4409.370356 = -1054147.194686 nChanged 72 SP:Iteration 31Q (11701.840000 sec): 3 clusters Score: Raw -1058579.367055 + Penalty 4409.370356 = -1054169.996700 nChanged 77 SP:Iteration 32Q (11702.060000 sec): 3 clusters Score: Raw -1058601.103140 + Penalty 4409.370356 = -1054191.732784 nChanged 91 SP:Iteration 33Q (11702.290000 sec): 3 clusters Score: Raw -1058627.431816 + Penalty 4409.370356 = -1054218.061460 nChanged 84 SP:Iteration 34Q (11702.510000 sec): 3 clusters Score: Raw -1058652.899641 + Penalty 4409.370356 = -1054243.529286 nChanged 78 SP:Iteration 35Q (11702.700000 sec): 3 clusters Score: Raw -1058680.089699 + Penalty 4409.370356 = -1054270.719343 nChanged 80 SP:Iteration 36Q (11702.890000 sec): 3 clusters Score: Raw -1058709.046352 + Penalty 4409.370356 = -1054299.675997 nChanged 86 SP:Iteration 37Q (11703.120000 sec): 3 clusters Score: Raw -1058737.915430 + Penalty 4409.370356 = -1054328.545074 nChanged 90 SP:Iteration 38Q (11703.350000 sec): 3 clusters Score: Raw -1058773.914124 + Penalty 4409.370356 = -1054364.543768 nChanged 110 SP:Iteration 39Q (11703.550000 sec): 3 clusters Score: Raw -1058819.550007 + Penalty 4409.370356 = -1054410.179651 nChanged 122 SP:Iteration 40F (11703.760000 sec): 3 clusters Score: Raw -1058870.397747 + Penalty 4409.370356 = -1054461.027392 nChanged 120 SP:Iteration 41Q (11704.050000 sec): 3 clusters Score: Raw -1058919.179012 + Penalty 4409.370356 = -1054509.808657 nChanged 127 SP:Iteration 42Q (11704.230000 sec): 3 clusters Score: Raw -1058979.378558 + Penalty 4409.370356 = -1054570.008202 nChanged 139 SP:Iteration 43Q (11704.460000 sec): 3 clusters Score: Raw -1059050.468353 + Penalty 4409.370356 = -1054641.097998 nChanged 165 SP:Iteration 44Q (11704.650000 sec): 3 clusters Score: Raw -1059146.628393 + Penalty 4409.370356 = -1054737.258038 nChanged 172 SP:Iteration 45Q (11704.880000 sec): 3 clusters Score: Raw -1059252.259662 + Penalty 4409.370356 = -1054842.889307 nChanged 179 SP:Iteration 46Q (11705.130000 sec): 3 clusters Score: Raw -1059374.255440 + Penalty 4409.370356 = -1054964.885085 nChanged 161 SP:Iteration 47Q (11705.340000 sec): 3 clusters Score: Raw -1059491.964955 + Penalty 4409.370356 = -1055082.594599 nChanged 143 SP:Iteration 48Q (11705.530000 sec): 3 clusters Score: Raw -1059600.596934 + Penalty 4409.370356 = -1055191.226578 nChanged 118 SP:Iteration 49Q (11705.770000 sec): 3 clusters Score: Raw -1059692.110708 + Penalty 4409.370356 = -1055282.740353 nChanged 116 SP:Iteration 50Q (11705.930000 sec): 3 clusters Score: Raw -1059798.000636 + Penalty 4409.370356 = -1055388.630281 nChanged 81 SP:Iteration 51Q (11706.160000 sec): 3 clusters Score: Raw -1059868.876147 + Penalty 4409.370356 = -1055459.505792 nChanged 67 SP:Iteration 52Q (11706.370000 sec): 3 clusters Score: Raw -1059925.886785 + Penalty 4409.370356 = -1055516.516429 nChanged 43 SP:Iteration 53Q (11706.550000 sec): 3 clusters Score: Raw -1059969.216834 + Penalty 4409.370356 = -1055559.846479 nChanged 35 SP:Iteration 54Q (11706.780000 sec): 3 clusters Score: Raw -1059999.654818 + Penalty 4409.370356 = -1055590.284463 nChanged 15 SP:Iteration 55Q (11706.950000 sec): 3 clusters Score: Raw -1060014.468587 + Penalty 4409.370356 = -1055605.098231 nChanged 19 SP:Iteration 56Q (11707.150000 sec): 3 clusters Score: Raw -1060033.055232 + Penalty 4409.370356 = -1055623.684877 nChanged 17 SP:Iteration 57Q (11707.310000 sec): 3 clusters Score: Raw -1060051.167733 + Penalty 4409.370356 = -1055641.797377 nChanged 8 SP:Iteration 58Q (11707.530000 sec): 3 clusters Score: Raw -1060058.927822 + Penalty 4409.370356 = -1055649.557466 nChanged 10 SP:Iteration 59Q (11707.720000 sec): 3 clusters Score: Raw -1060068.668532 + Penalty 4409.370356 = -1055659.298177 nChanged 6 SP:Iteration 60F (11707.940000 sec): 3 clusters Score: Raw -1060081.361924 + Penalty 4409.370356 = -1055671.991569 nChanged 5 SP:Iteration 61Q (11708.170000 sec): 3 clusters Score: Raw -1060087.263216 + Penalty 4409.370356 = -1055677.892861 nChanged 5 SP:Iteration 62Q (11708.390000 sec): 3 clusters Score: Raw -1060093.067664 + Penalty 4409.370356 = -1055683.697308 nChanged 3 SP:Iteration 63Q (11708.630000 sec): 3 clusters Score: Raw -1060096.647193 + Penalty 4409.370356 = -1055687.276837 nChanged 4 SP:Iteration 64Q (11708.830000 sec): 3 clusters Score: Raw -1060101.396888 + Penalty 4409.370356 = -1055692.026533 nChanged 5 SP:Iteration 65Q (11709.000000 sec): 3 clusters Score: Raw -1060104.903856 + Penalty 4409.370356 = -1055695.533500 nChanged 6 SP:Iteration 66Q (11709.200000 sec): 3 clusters Score: Raw -1060109.567873 + Penalty 4409.370356 = -1055700.197518 nChanged 2 SP:Iteration 67Q (11709.400000 sec): 3 clusters Score: Raw -1060111.928263 + Penalty 4409.370356 = -1055702.557907 nChanged 1 SP:Iteration 68Q (11709.610000 sec): 3 clusters Score: Raw -1060112.380460 + Penalty 4409.370356 = -1055703.010104 nChanged 1 SP:Iteration 69Q (11709.810000 sec): 3 clusters Score: Raw -1060113.656918 + Penalty 4409.370356 = -1055704.286562 nChanged 0 SP:Iteration 70F (11710.010000 sec): 3 clusters Score: Raw -1060113.656918 + Penalty 4409.370356 = -1055704.286562 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 8 (177296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11710.850000 sec): 2 clusters Score: Raw -25625405.111716 + Penalty 2997.222831 = -25622407.888885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11711.910000 sec): 3 clusters Score: Raw -25509847.100103 + Penalty 5994.445662 = -25503852.654441 nChanged 85056 SP:Iteration 1F (11712.970000 sec): 3 clusters Score: Raw -25559606.216284 + Penalty 5994.445662 = -25553611.770622 nChanged 5497 SP:Iteration 2Q (11714.110000 sec): 3 clusters Score: Raw -25560926.291114 + Penalty 5994.445662 = -25554931.845452 nChanged 5967 SP:Iteration 3Q (11715.270000 sec): 3 clusters Score: Raw -25562604.700008 + Penalty 5994.445662 = -25556610.254346 nChanged 6588 SP:Iteration 4Q (11716.460000 sec): 3 clusters Score: Raw -25564899.622010 + Penalty 5994.445662 = -25558905.176348 nChanged 7603 SP:Iteration 5Q (11717.550000 sec): 3 clusters Score: Raw -25568109.021231 + Penalty 5994.445662 = -25562114.575570 nChanged 8786 SP:Iteration 6Q (11718.700000 sec): 3 clusters Score: Raw -25572649.121464 + Penalty 5994.445662 = -25566654.675802 nChanged 10019 SP:Iteration 7F (11719.780000 sec): 3 clusters Score: Raw -25578826.581550 + Penalty 5994.445662 = -25572832.135888 nChanged 10801 SP:Iteration 8F (11720.860000 sec): 3 clusters Score: Raw -25586355.622542 + Penalty 5994.445662 = -25580361.176880 nChanged 10892 SP:Iteration 9F (11721.940000 sec): 3 clusters Score: Raw -25594647.199628 + Penalty 5994.445662 = -25588652.753966 nChanged 9824 SP:Iteration 10F (11723.060000 sec): 3 clusters Score: Raw -25602291.070975 + Penalty 5994.445662 = -25596296.625313 nChanged 7941 SP:Iteration 11Q (11724.250000 sec): 3 clusters Score: Raw -25608184.847008 + Penalty 5994.445662 = -25602190.401346 nChanged 6155 SP:Iteration 12Q (11725.320000 sec): 3 clusters Score: Raw -25612495.307164 + Penalty 5994.445662 = -25606500.861502 nChanged 4702 SP:Iteration 13Q (11726.460000 sec): 3 clusters Score: Raw -25615542.412731 + Penalty 5994.445662 = -25609547.967069 nChanged 3758 SP:Iteration 14Q (11727.520000 sec): 3 clusters Score: Raw -25617900.135593 + Penalty 5994.445662 = -25611905.689931 nChanged 3060 SP:Iteration 15Q (11728.600000 sec): 3 clusters Score: Raw -25619789.589177 + Penalty 5994.445662 = -25613795.143515 nChanged 2474 SP:Iteration 16Q (11729.730000 sec): 3 clusters Score: Raw -25621278.583444 + Penalty 5994.445662 = -25615284.137782 nChanged 2025 SP:Iteration 17Q (11730.820000 sec): 3 clusters Score: Raw -25622506.700141 + Penalty 5994.445662 = -25616512.254479 nChanged 1573 SP:Iteration 18Q (11731.840000 sec): 3 clusters Score: Raw -25623423.011689 + Penalty 5994.445662 = -25617428.566027 nChanged 1120 SP:Iteration 19Q (11732.840000 sec): 3 clusters Score: Raw -25624063.015523 + Penalty 5994.445662 = -25618068.569861 nChanged 852 SP:Iteration 20F (11733.880000 sec): 3 clusters Score: Raw -25624539.929364 + Penalty 5994.445662 = -25618545.483702 nChanged 639 SP:Iteration 21Q (11734.850000 sec): 3 clusters Score: Raw -25624893.783259 + Penalty 5994.445662 = -25618899.337597 nChanged 443 SP:Iteration 22Q (11735.900000 sec): 3 clusters Score: Raw -25625133.311513 + Penalty 5994.445662 = -25619138.865852 nChanged 298 SP:Iteration 23Q (11736.960000 sec): 3 clusters Score: Raw -25625296.387014 + Penalty 5994.445662 = -25619301.941352 nChanged 239 SP:Iteration 24Q (11737.910000 sec): 3 clusters Score: Raw -25625425.277824 + Penalty 5994.445662 = -25619430.832162 nChanged 177 SP:Iteration 25Q (11738.840000 sec): 3 clusters Score: Raw -25625525.167843 + Penalty 5994.445662 = -25619530.722181 nChanged 127 SP:Iteration 26Q (11739.810000 sec): 3 clusters Score: Raw -25625599.743456 + Penalty 5994.445662 = -25619605.297794 nChanged 96 SP:Iteration 27Q (11740.740000 sec): 3 clusters Score: Raw -25625662.528158 + Penalty 5994.445662 = -25619668.082497 nChanged 76 SP:Iteration 28Q (11741.790000 sec): 3 clusters Score: Raw -25625708.238756 + Penalty 5994.445662 = -25619713.793095 nChanged 67 SP:Iteration 29Q (11742.820000 sec): 3 clusters Score: Raw -25625746.104658 + Penalty 5994.445662 = -25619751.658996 nChanged 44 SP:Iteration 30Q (11743.800000 sec): 3 clusters Score: Raw -25625769.695561 + Penalty 5994.445662 = -25619775.249899 nChanged 38 SP:Iteration 31Q (11744.930000 sec): 3 clusters Score: Raw -25625793.164279 + Penalty 5994.445662 = -25619798.718617 nChanged 31 SP:Iteration 32Q (11746.130000 sec): 3 clusters Score: Raw -25625809.052442 + Penalty 5994.445662 = -25619814.606780 nChanged 23 SP:Iteration 33Q (11747.280000 sec): 3 clusters Score: Raw -25625823.308801 + Penalty 5994.445662 = -25619828.863139 nChanged 26 SP:Iteration 34Q (11748.260000 sec): 3 clusters Score: Raw -25625840.198498 + Penalty 5994.445662 = -25619845.752836 nChanged 28 SP:Iteration 35Q (11749.210000 sec): 3 clusters Score: Raw -25625855.668073 + Penalty 5994.445662 = -25619861.222411 nChanged 25 SP:Iteration 36Q (11750.120000 sec): 3 clusters Score: Raw -25625870.502321 + Penalty 5994.445662 = -25619876.056659 nChanged 18 SP:Iteration 37Q (11751.130000 sec): 3 clusters Score: Raw -25625883.709341 + Penalty 5994.445662 = -25619889.263679 nChanged 18 SP:Iteration 38Q (11752.150000 sec): 3 clusters Score: Raw -25625892.683362 + Penalty 5994.445662 = -25619898.237701 nChanged 11 SP:Iteration 39Q (11753.160000 sec): 3 clusters Score: Raw -25625900.874476 + Penalty 5994.445662 = -25619906.428814 nChanged 10 SP:Iteration 40F (11754.230000 sec): 3 clusters Score: Raw -25625905.471671 + Penalty 5994.445662 = -25619911.026009 nChanged 6 SP:Iteration 41Q (11755.150000 sec): 3 clusters Score: Raw -25625910.187391 + Penalty 5994.445662 = -25619915.741730 nChanged 10 SP:Iteration 42Q (11756.200000 sec): 3 clusters Score: Raw -25625916.654156 + Penalty 5994.445662 = -25619922.208494 nChanged 6 SP:Iteration 43Q (11757.170000 sec): 3 clusters Score: Raw -25625920.792479 + Penalty 5994.445662 = -25619926.346817 nChanged 11 SP:Iteration 44Q (11758.310000 sec): 3 clusters Score: Raw -25625928.209706 + Penalty 5994.445662 = -25619933.764044 nChanged 6 SP:Iteration 45Q (11759.430000 sec): 3 clusters Score: Raw -25625932.226625 + Penalty 5994.445662 = -25619937.780963 nChanged 9 SP:Iteration 46Q (11760.480000 sec): 3 clusters Score: Raw -25625937.491255 + Penalty 5994.445662 = -25619943.045593 nChanged 7 SP:Iteration 47Q (11761.730000 sec): 3 clusters Score: Raw -25625940.415457 + Penalty 5994.445662 = -25619945.969795 nChanged 1 SP:Iteration 48Q (11762.830000 sec): 3 clusters Score: Raw -25625940.999406 + Penalty 5994.445662 = -25619946.553744 nChanged 4 SP:Iteration 49Q (11763.830000 sec): 3 clusters Score: Raw -25625942.732905 + Penalty 5994.445662 = -25619948.287243 nChanged 1 SP:Iteration 50Q (11764.870000 sec): 3 clusters Score: Raw -25625943.440243 + Penalty 5994.445662 = -25619948.994581 nChanged 1 SP:Iteration 51Q (11765.860000 sec): 3 clusters Score: Raw -25625943.882543 + Penalty 5994.445662 = -25619949.436881 nChanged 2 SP:Iteration 52Q (11766.880000 sec): 3 clusters Score: Raw -25625945.267286 + Penalty 5994.445662 = -25619950.821624 nChanged 2 SP:Iteration 53Q (11767.820000 sec): 3 clusters Score: Raw -25625946.183732 + Penalty 5994.445662 = -25619951.738070 nChanged 0 SP:Iteration 54F (11769.030000 sec): 3 clusters Score: Raw -25625946.183732 + Penalty 5994.445662 = -25619951.738070 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 9 (7236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11769.210000 sec): 2 clusters Score: Raw -1015770.387295 + Penalty 2203.932314 = -1013566.454981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11769.450000 sec): 3 clusters Score: Raw -1012087.398684 + Penalty 4407.864628 = -1007679.534056 nChanged 2934 SP:Iteration 1F (11769.720000 sec): 3 clusters Score: Raw -1013793.297766 + Penalty 4407.864628 = -1009385.433138 nChanged 525 SP:Iteration 2F (11769.950000 sec): 3 clusters Score: Raw -1014089.310656 + Penalty 4407.864628 = -1009681.446028 nChanged 372 SP:Iteration 3F (11770.210000 sec): 3 clusters Score: Raw -1014275.853477 + Penalty 4407.864628 = -1009867.988850 nChanged 304 SP:Iteration 4Q (11770.440000 sec): 3 clusters Score: Raw -1014458.946027 + Penalty 4407.864628 = -1010051.081399 nChanged 288 SP:Iteration 5Q (11770.650000 sec): 3 clusters Score: Raw -1014633.598048 + Penalty 4407.864628 = -1010225.733420 nChanged 299 SP:Iteration 6Q (11770.900000 sec): 3 clusters Score: Raw -1014808.434291 + Penalty 4407.864628 = -1010400.569663 nChanged 289 SP:Iteration 7Q (11771.120000 sec): 3 clusters Score: Raw -1014968.759888 + Penalty 4407.864628 = -1010560.895260 nChanged 265 SP:Iteration 8Q (11771.380000 sec): 3 clusters Score: Raw -1015130.246911 + Penalty 4407.864628 = -1010722.382283 nChanged 267 SP:Iteration 9Q (11771.640000 sec): 3 clusters Score: Raw -1015302.632486 + Penalty 4407.864628 = -1010894.767858 nChanged 277 SP:Iteration 10Q (11771.950000 sec): 3 clusters Score: Raw -1015471.202643 + Penalty 4407.864628 = -1011063.338015 nChanged 249 SP:Iteration 11Q (11772.170000 sec): 3 clusters Score: Raw -1015637.881731 + Penalty 4407.864628 = -1011230.017103 nChanged 218 SP:Iteration 12Q (11772.440000 sec): 3 clusters Score: Raw -1015798.628229 + Penalty 4407.864628 = -1011390.763601 nChanged 208 SP:Iteration 13Q (11772.650000 sec): 3 clusters Score: Raw -1015930.953662 + Penalty 4407.864628 = -1011523.089034 nChanged 184 SP:Iteration 14Q (11772.910000 sec): 3 clusters Score: Raw -1016035.453864 + Penalty 4407.864628 = -1011627.589236 nChanged 149 SP:Iteration 15Q (11773.230000 sec): 3 clusters Score: Raw -1016107.306314 + Penalty 4407.864628 = -1011699.441686 nChanged 115 SP:Iteration 16Q (11773.430000 sec): 3 clusters Score: Raw -1016150.449016 + Penalty 4407.864628 = -1011742.584388 nChanged 74 SP:Iteration 17Q (11773.710000 sec): 3 clusters Score: Raw -1016174.719525 + Penalty 4407.864628 = -1011766.854897 nChanged 50 SP:Iteration 18Q (11773.930000 sec): 3 clusters Score: Raw -1016189.394193 + Penalty 4407.864628 = -1011781.529565 nChanged 41 SP:Iteration 19Q (11774.190000 sec): 3 clusters Score: Raw -1016200.166470 + Penalty 4407.864628 = -1011792.301843 nChanged 20 SP:Iteration 20F (11774.440000 sec): 3 clusters Score: Raw -1016204.675712 + Penalty 4407.864628 = -1011796.811084 nChanged 20 SP:Iteration 21Q (11774.720000 sec): 3 clusters Score: Raw -1016210.704973 + Penalty 4407.864628 = -1011802.840345 nChanged 22 SP:Iteration 22Q (11774.970000 sec): 3 clusters Score: Raw -1016217.303591 + Penalty 4407.864628 = -1011809.438964 nChanged 18 SP:Iteration 23Q (11775.200000 sec): 3 clusters Score: Raw -1016221.803873 + Penalty 4407.864628 = -1011813.939245 nChanged 11 SP:Iteration 24Q (11775.400000 sec): 3 clusters Score: Raw -1016223.971887 + Penalty 4407.864628 = -1011816.107259 nChanged 13 SP:Iteration 25Q (11775.620000 sec): 3 clusters Score: Raw -1016227.357418 + Penalty 4407.864628 = -1011819.492790 nChanged 10 SP:Iteration 26Q (11775.890000 sec): 3 clusters Score: Raw -1016229.449857 + Penalty 4407.864628 = -1011821.585229 nChanged 10 SP:Iteration 27Q (11776.100000 sec): 3 clusters Score: Raw -1016231.753353 + Penalty 4407.864628 = -1011823.888726 nChanged 10 SP:Iteration 28Q (11776.370000 sec): 3 clusters Score: Raw -1016235.268223 + Penalty 4407.864628 = -1011827.403595 nChanged 10 SP:Iteration 29Q (11776.610000 sec): 3 clusters Score: Raw -1016238.473997 + Penalty 4407.864628 = -1011830.609369 nChanged 9 SP:Iteration 30Q (11776.890000 sec): 3 clusters Score: Raw -1016241.203042 + Penalty 4407.864628 = -1011833.338414 nChanged 10 SP:Iteration 31Q (11777.160000 sec): 3 clusters Score: Raw -1016243.622675 + Penalty 4407.864628 = -1011835.758048 nChanged 4 SP:Iteration 32Q (11777.360000 sec): 3 clusters Score: Raw -1016244.164235 + Penalty 4407.864628 = -1011836.299607 nChanged 2 SP:Iteration 33Q (11777.640000 sec): 3 clusters Score: Raw -1016244.587205 + Penalty 4407.864628 = -1011836.722577 nChanged 2 SP:Iteration 34Q (11777.870000 sec): 3 clusters Score: Raw -1016244.982816 + Penalty 4407.864628 = -1011837.118189 nChanged 2 SP:Iteration 35Q (11778.100000 sec): 3 clusters Score: Raw -1016245.317521 + Penalty 4407.864628 = -1011837.452893 nChanged 2 SP:Iteration 36Q (11778.330000 sec): 3 clusters Score: Raw -1016245.782811 + Penalty 4407.864628 = -1011837.918183 nChanged 1 SP:Iteration 37Q (11778.560000 sec): 3 clusters Score: Raw -1016245.864518 + Penalty 4407.864628 = -1011837.999890 nChanged 0 SP:Iteration 38F (11778.780000 sec): 3 clusters Score: Raw -1016245.864518 + Penalty 4407.864628 = -1011837.999890 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 10 (11191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11778.920000 sec): 2 clusters Score: Raw -1665299.863840 + Penalty 2312.070560 = -1662987.793279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11779.200000 sec): 3 clusters Score: Raw -1659185.392728 + Penalty 4624.141121 = -1654561.251608 nChanged 4650 SP:Iteration 1F (11779.460000 sec): 3 clusters Score: Raw -1661595.857337 + Penalty 4624.141121 = -1656971.716217 nChanged 751 SP:Iteration 2F (11779.720000 sec): 3 clusters Score: Raw -1661946.943771 + Penalty 4624.141121 = -1657322.802650 nChanged 629 SP:Iteration 3F (11780.000000 sec): 3 clusters Score: Raw -1662264.407431 + Penalty 4624.141121 = -1657640.266310 nChanged 523 SP:Iteration 4Q (11780.270000 sec): 3 clusters Score: Raw -1662627.064520 + Penalty 4624.141121 = -1658002.923399 nChanged 503 SP:Iteration 5Q (11780.540000 sec): 3 clusters Score: Raw -1662976.769878 + Penalty 4624.141121 = -1658352.628757 nChanged 534 SP:Iteration 6Q (11780.820000 sec): 3 clusters Score: Raw -1663250.196874 + Penalty 4624.141121 = -1658626.055753 nChanged 522 SP:Iteration 7Q (11781.060000 sec): 3 clusters Score: Raw -1663533.397220 + Penalty 4624.141121 = -1658909.256100 nChanged 552 SP:Iteration 8Q (11781.300000 sec): 3 clusters Score: Raw -1663852.450007 + Penalty 4624.141121 = -1659228.308887 nChanged 560 SP:Iteration 9F (11781.590000 sec): 3 clusters Score: Raw -1664199.934673 + Penalty 4624.141121 = -1659575.793553 nChanged 593 SP:Iteration 10F (11781.840000 sec): 3 clusters Score: Raw -1664593.383458 + Penalty 4624.141121 = -1659969.242337 nChanged 589 SP:Iteration 11F (11782.110000 sec): 3 clusters Score: Raw -1664984.002718 + Penalty 4624.141121 = -1660359.861598 nChanged 551 SP:Iteration 12Q (11782.310000 sec): 3 clusters Score: Raw -1665348.710463 + Penalty 4624.141121 = -1660724.569343 nChanged 488 SP:Iteration 13Q (11782.600000 sec): 3 clusters Score: Raw -1665660.756151 + Penalty 4624.141121 = -1661036.615031 nChanged 379 SP:Iteration 14Q (11782.850000 sec): 3 clusters Score: Raw -1665888.688220 + Penalty 4624.141121 = -1661264.547100 nChanged 272 SP:Iteration 15Q (11783.140000 sec): 3 clusters Score: Raw -1666026.311072 + Penalty 4624.141121 = -1661402.169951 nChanged 195 SP:Iteration 16Q (11783.420000 sec): 3 clusters Score: Raw -1666119.108780 + Penalty 4624.141121 = -1661494.967659 nChanged 140 SP:Iteration 17Q (11783.710000 sec): 3 clusters Score: Raw -1666192.815228 + Penalty 4624.141121 = -1661568.674107 nChanged 125 SP:Iteration 18Q (11783.900000 sec): 3 clusters Score: Raw -1666253.814235 + Penalty 4624.141121 = -1661629.673115 nChanged 100 SP:Iteration 19Q (11784.170000 sec): 3 clusters Score: Raw -1666302.646259 + Penalty 4624.141121 = -1661678.505138 nChanged 91 SP:Iteration 20F (11784.440000 sec): 3 clusters Score: Raw -1666339.687633 + Penalty 4624.141121 = -1661715.546512 nChanged 67 SP:Iteration 21Q (11784.680000 sec): 3 clusters Score: Raw -1666367.496800 + Penalty 4624.141121 = -1661743.355679 nChanged 66 SP:Iteration 22Q (11784.970000 sec): 3 clusters Score: Raw -1666397.639714 + Penalty 4624.141121 = -1661773.498593 nChanged 63 SP:Iteration 23Q (11785.230000 sec): 3 clusters Score: Raw -1666429.268889 + Penalty 4624.141121 = -1661805.127769 nChanged 59 SP:Iteration 24Q (11785.470000 sec): 3 clusters Score: Raw -1666457.444074 + Penalty 4624.141121 = -1661833.302953 nChanged 45 SP:Iteration 25Q (11785.750000 sec): 3 clusters Score: Raw -1666475.980361 + Penalty 4624.141121 = -1661851.839241 nChanged 36 SP:Iteration 26Q (11786.000000 sec): 3 clusters Score: Raw -1666494.223684 + Penalty 4624.141121 = -1661870.082563 nChanged 37 SP:Iteration 27Q (11786.200000 sec): 3 clusters Score: Raw -1666514.327745 + Penalty 4624.141121 = -1661890.186624 nChanged 35 SP:Iteration 28Q (11786.440000 sec): 3 clusters Score: Raw -1666531.965117 + Penalty 4624.141121 = -1661907.823996 nChanged 36 SP:Iteration 29Q (11786.690000 sec): 3 clusters Score: Raw -1666549.582085 + Penalty 4624.141121 = -1661925.440964 nChanged 34 SP:Iteration 30Q (11786.950000 sec): 3 clusters Score: Raw -1666566.430720 + Penalty 4624.141121 = -1661942.289599 nChanged 29 SP:Iteration 31Q (11787.170000 sec): 3 clusters Score: Raw -1666582.397998 + Penalty 4624.141121 = -1661958.256877 nChanged 28 SP:Iteration 32Q (11787.370000 sec): 3 clusters Score: Raw -1666595.496784 + Penalty 4624.141121 = -1661971.355663 nChanged 21 SP:Iteration 33Q (11787.590000 sec): 3 clusters Score: Raw -1666607.630246 + Penalty 4624.141121 = -1661983.489125 nChanged 25 SP:Iteration 34Q (11787.890000 sec): 3 clusters Score: Raw -1666622.560629 + Penalty 4624.141121 = -1661998.419508 nChanged 25 SP:Iteration 35Q (11788.130000 sec): 3 clusters Score: Raw -1666633.544271 + Penalty 4624.141121 = -1662009.403150 nChanged 20 SP:Iteration 36Q (11788.410000 sec): 3 clusters Score: Raw -1666644.009513 + Penalty 4624.141121 = -1662019.868392 nChanged 19 SP:Iteration 37Q (11788.630000 sec): 3 clusters Score: Raw -1666655.450734 + Penalty 4624.141121 = -1662031.309613 nChanged 15 SP:Iteration 38Q (11788.870000 sec): 3 clusters Score: Raw -1666667.303578 + Penalty 4624.141121 = -1662043.162457 nChanged 25 SP:Iteration 39Q (11789.090000 sec): 3 clusters Score: Raw -1666688.339312 + Penalty 4624.141121 = -1662064.198191 nChanged 36 SP:Iteration 40F (11789.340000 sec): 3 clusters Score: Raw -1666712.134494 + Penalty 4624.141121 = -1662087.993373 nChanged 24 SP:Iteration 41Q (11789.620000 sec): 3 clusters Score: Raw -1666727.252641 + Penalty 4624.141121 = -1662103.111520 nChanged 17 SP:Iteration 42Q (11789.840000 sec): 3 clusters Score: Raw -1666737.666103 + Penalty 4624.141121 = -1662113.524982 nChanged 17 SP:Iteration 43Q (11790.070000 sec): 3 clusters Score: Raw -1666749.211151 + Penalty 4624.141121 = -1662125.070030 nChanged 17 SP:Iteration 44Q (11790.280000 sec): 3 clusters Score: Raw -1666762.383486 + Penalty 4624.141121 = -1662138.242365 nChanged 26 SP:Iteration 45Q (11790.540000 sec): 3 clusters Score: Raw -1666787.896547 + Penalty 4624.141121 = -1662163.755426 nChanged 27 SP:Iteration 46Q (11790.790000 sec): 3 clusters Score: Raw -1666809.452017 + Penalty 4624.141121 = -1662185.310897 nChanged 30 SP:Iteration 47Q (11791.030000 sec): 3 clusters Score: Raw -1666841.019007 + Penalty 4624.141121 = -1662216.877887 nChanged 23 SP:Iteration 48Q (11791.270000 sec): 3 clusters Score: Raw -1666866.459231 + Penalty 4624.141121 = -1662242.318110 nChanged 20 SP:Iteration 49Q (11791.530000 sec): 3 clusters Score: Raw -1666888.072508 + Penalty 4624.141121 = -1662263.931388 nChanged 20 SP:Iteration 50Q (11791.770000 sec): 3 clusters Score: Raw -1666903.624014 + Penalty 4624.141121 = -1662279.482893 nChanged 17 SP:Iteration 51Q (11791.970000 sec): 3 clusters Score: Raw -1666917.677713 + Penalty 4624.141121 = -1662293.536592 nChanged 18 SP:Iteration 52Q (11792.240000 sec): 3 clusters Score: Raw -1666933.692882 + Penalty 4624.141121 = -1662309.551761 nChanged 13 SP:Iteration 53Q (11792.470000 sec): 3 clusters Score: Raw -1666945.359205 + Penalty 4624.141121 = -1662321.218084 nChanged 9 SP:Iteration 54Q (11792.710000 sec): 3 clusters Score: Raw -1666950.532063 + Penalty 4624.141121 = -1662326.390942 nChanged 2 SP:Iteration 55Q (11792.960000 sec): 3 clusters Score: Raw -1666951.394730 + Penalty 4624.141121 = -1662327.253609 nChanged 1 SP:Iteration 56Q (11793.160000 sec): 3 clusters Score: Raw -1666951.806575 + Penalty 4624.141121 = -1662327.665454 nChanged 1 SP:Iteration 57Q (11793.410000 sec): 3 clusters Score: Raw -1666952.267245 + Penalty 4624.141121 = -1662328.126124 nChanged 0 SP:Iteration 58F (11793.660000 sec): 3 clusters Score: Raw -1666952.267245 + Penalty 4624.141121 = -1662328.126124 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 11 (1276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11793.770000 sec): 2 clusters Score: Raw -166628.037568 + Penalty 1773.568395 = -164854.469173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11793.940000 sec): 3 clusters Score: Raw -166359.004067 + Penalty 3547.136790 = -162811.867277 nChanged 383 SP:Iteration 1F (11794.160000 sec): 3 clusters Score: Raw -166841.810713 + Penalty 3547.136790 = -163294.673923 nChanged 113 SP:Iteration 2F (11794.390000 sec): 3 clusters Score: Raw -167140.542900 + Penalty 3547.136790 = -163593.406110 nChanged 101 SP:Iteration 3F (11794.590000 sec): 3 clusters Score: Raw -167369.093060 + Penalty 3547.136790 = -163821.956270 nChanged 81 SP:Iteration 4F (11794.780000 sec): 3 clusters Score: Raw -167583.391899 + Penalty 3547.136790 = -164036.255109 nChanged 80 SP:Iteration 5F (11794.950000 sec): 3 clusters Score: Raw -167840.893826 + Penalty 3547.136790 = -164293.757036 nChanged 58 SP:Iteration 6Q (11795.180000 sec): 3 clusters Score: Raw -168007.252439 + Penalty 3547.136790 = -164460.115648 nChanged 54 SP:Iteration 7Q (11795.330000 sec): 3 clusters Score: Raw -168147.010011 + Penalty 3547.136790 = -164599.873221 nChanged 38 SP:Iteration 8Q (11795.530000 sec): 3 clusters Score: Raw -168221.101811 + Penalty 3547.136790 = -164673.965021 nChanged 13 SP:Iteration 9Q (11795.750000 sec): 3 clusters Score: Raw -168250.129720 + Penalty 3547.136790 = -164702.992930 nChanged 10 SP:Iteration 10Q (11795.920000 sec): 3 clusters Score: Raw -168268.826924 + Penalty 3547.136790 = -164721.690134 nChanged 8 SP:Iteration 11Q (11796.130000 sec): 3 clusters Score: Raw -168287.006029 + Penalty 3547.136790 = -164739.869239 nChanged 8 SP:Iteration 12Q (11796.300000 sec): 3 clusters Score: Raw -168314.292682 + Penalty 3547.136790 = -164767.155892 nChanged 6 SP:Iteration 13Q (11796.460000 sec): 3 clusters Score: Raw -168335.464888 + Penalty 3547.136790 = -164788.328098 nChanged 3 SP:Iteration 14Q (11796.640000 sec): 3 clusters Score: Raw -168339.125217 + Penalty 3547.136790 = -164791.988427 nChanged 0 SP:Iteration 15F (11796.820000 sec): 3 clusters Score: Raw -168339.125217 + Penalty 3547.136790 = -164791.988427 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 12 (21566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11797.010000 sec): 2 clusters Score: Raw -3153617.330624 + Penalty 2474.760573 = -3151142.570050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11797.300000 sec): 3 clusters Score: Raw -3141115.328128 + Penalty 4949.521147 = -3136165.806982 nChanged 9433 SP:Iteration 1F (11797.650000 sec): 3 clusters Score: Raw -3146140.878656 + Penalty 4949.521147 = -3141191.357509 nChanged 1136 SP:Iteration 2F (11797.920000 sec): 3 clusters Score: Raw -3146572.280261 + Penalty 4949.521147 = -3141622.759115 nChanged 954 SP:Iteration 3Q (11798.240000 sec): 3 clusters Score: Raw -3146989.511867 + Penalty 4949.521147 = -3142039.990721 nChanged 1004 SP:Iteration 4Q (11798.540000 sec): 3 clusters Score: Raw -3147449.603924 + Penalty 4949.521147 = -3142500.082777 nChanged 1034 SP:Iteration 5Q (11798.820000 sec): 3 clusters Score: Raw -3147943.120088 + Penalty 4949.521147 = -3142993.598941 nChanged 1115 SP:Iteration 6F (11799.160000 sec): 3 clusters Score: Raw -3148546.812994 + Penalty 4949.521147 = -3143597.291847 nChanged 1192 SP:Iteration 7F (11799.420000 sec): 3 clusters Score: Raw -3149242.170117 + Penalty 4949.521147 = -3144292.648970 nChanged 1219 SP:Iteration 8F (11799.720000 sec): 3 clusters Score: Raw -3149934.634657 + Penalty 4949.521147 = -3144985.113510 nChanged 1140 SP:Iteration 9F (11800.020000 sec): 3 clusters Score: Raw -3150537.604112 + Penalty 4949.521147 = -3145588.082966 nChanged 1018 SP:Iteration 10Q (11800.300000 sec): 3 clusters Score: Raw -3151061.973364 + Penalty 4949.521147 = -3146112.452217 nChanged 800 SP:Iteration 11Q (11800.600000 sec): 3 clusters Score: Raw -3151444.671682 + Penalty 4949.521147 = -3146495.150535 nChanged 695 SP:Iteration 12Q (11800.890000 sec): 3 clusters Score: Raw -3151749.235663 + Penalty 4949.521147 = -3146799.714516 nChanged 582 SP:Iteration 13Q (11801.180000 sec): 3 clusters Score: Raw -3152002.069760 + Penalty 4949.521147 = -3147052.548614 nChanged 521 SP:Iteration 14Q (11801.480000 sec): 3 clusters Score: Raw -3152221.695606 + Penalty 4949.521147 = -3147272.174460 nChanged 450 SP:Iteration 15Q (11801.760000 sec): 3 clusters Score: Raw -3152425.755553 + Penalty 4949.521147 = -3147476.234406 nChanged 431 SP:Iteration 16Q (11802.080000 sec): 3 clusters Score: Raw -3152621.761076 + Penalty 4949.521147 = -3147672.239930 nChanged 408 SP:Iteration 17Q (11802.380000 sec): 3 clusters Score: Raw -3152812.584373 + Penalty 4949.521147 = -3147863.063226 nChanged 368 SP:Iteration 18Q (11802.720000 sec): 3 clusters Score: Raw -3152986.815340 + Penalty 4949.521147 = -3148037.294193 nChanged 341 SP:Iteration 19Q (11803.000000 sec): 3 clusters Score: Raw -3153151.409760 + Penalty 4949.521147 = -3148201.888614 nChanged 267 SP:Iteration 20F (11803.260000 sec): 3 clusters Score: Raw -3153271.153142 + Penalty 4949.521147 = -3148321.631996 nChanged 213 SP:Iteration 21Q (11803.630000 sec): 3 clusters Score: Raw -3153379.745456 + Penalty 4949.521147 = -3148430.224310 nChanged 209 SP:Iteration 22Q (11803.930000 sec): 3 clusters Score: Raw -3153483.430941 + Penalty 4949.521147 = -3148533.909795 nChanged 177 SP:Iteration 23Q (11804.240000 sec): 3 clusters Score: Raw -3153577.798173 + Penalty 4949.521147 = -3148628.277027 nChanged 154 SP:Iteration 24Q (11804.550000 sec): 3 clusters Score: Raw -3153657.853799 + Penalty 4949.521147 = -3148708.332652 nChanged 131 SP:Iteration 25Q (11804.850000 sec): 3 clusters Score: Raw -3153725.491410 + Penalty 4949.521147 = -3148775.970264 nChanged 119 SP:Iteration 26Q (11805.110000 sec): 3 clusters Score: Raw -3153786.869350 + Penalty 4949.521147 = -3148837.348204 nChanged 79 SP:Iteration 27Q (11805.460000 sec): 3 clusters Score: Raw -3153831.252501 + Penalty 4949.521147 = -3148881.731355 nChanged 55 SP:Iteration 28Q (11805.730000 sec): 3 clusters Score: Raw -3153863.897887 + Penalty 4949.521147 = -3148914.376740 nChanged 46 SP:Iteration 29Q (11806.020000 sec): 3 clusters Score: Raw -3153887.938565 + Penalty 4949.521147 = -3148938.417419 nChanged 39 SP:Iteration 30Q (11806.320000 sec): 3 clusters Score: Raw -3153906.758530 + Penalty 4949.521147 = -3148957.237383 nChanged 40 SP:Iteration 31Q (11806.600000 sec): 3 clusters Score: Raw -3153929.864041 + Penalty 4949.521147 = -3148980.342894 nChanged 28 SP:Iteration 32Q (11806.880000 sec): 3 clusters Score: Raw -3153944.167335 + Penalty 4949.521147 = -3148994.646189 nChanged 17 SP:Iteration 33Q (11807.170000 sec): 3 clusters Score: Raw -3153953.601524 + Penalty 4949.521147 = -3149004.080377 nChanged 15 SP:Iteration 34Q (11807.470000 sec): 3 clusters Score: Raw -3153960.919985 + Penalty 4949.521147 = -3149011.398838 nChanged 17 SP:Iteration 35Q (11807.760000 sec): 3 clusters Score: Raw -3153970.720468 + Penalty 4949.521147 = -3149021.199322 nChanged 14 SP:Iteration 36Q (11808.050000 sec): 3 clusters Score: Raw -3153977.707434 + Penalty 4949.521147 = -3149028.186288 nChanged 11 SP:Iteration 37Q (11808.260000 sec): 3 clusters Score: Raw -3153982.949081 + Penalty 4949.521147 = -3149033.427935 nChanged 10 SP:Iteration 38Q (11808.570000 sec): 3 clusters Score: Raw -3153987.537949 + Penalty 4949.521147 = -3149038.016802 nChanged 7 SP:Iteration 39Q (11808.810000 sec): 3 clusters Score: Raw -3153991.745766 + Penalty 4949.521147 = -3149042.224620 nChanged 6 SP:Iteration 40F (11809.110000 sec): 3 clusters Score: Raw -3153994.641695 + Penalty 4949.521147 = -3149045.120549 nChanged 8 SP:Iteration 41Q (11809.420000 sec): 3 clusters Score: Raw -3153997.827089 + Penalty 4949.521147 = -3149048.305942 nChanged 4 SP:Iteration 42Q (11809.720000 sec): 3 clusters Score: Raw -3154000.702342 + Penalty 4949.521147 = -3149051.181195 nChanged 6 SP:Iteration 43Q (11809.980000 sec): 3 clusters Score: Raw -3154003.982554 + Penalty 4949.521147 = -3149054.461408 nChanged 9 SP:Iteration 44Q (11810.280000 sec): 3 clusters Score: Raw -3154008.129396 + Penalty 4949.521147 = -3149058.608250 nChanged 9 SP:Iteration 45Q (11810.570000 sec): 3 clusters Score: Raw -3154012.307759 + Penalty 4949.521147 = -3149062.786613 nChanged 9 SP:Iteration 46Q (11810.790000 sec): 3 clusters Score: Raw -3154017.305144 + Penalty 4949.521147 = -3149067.783997 nChanged 11 SP:Iteration 47Q (11811.070000 sec): 3 clusters Score: Raw -3154022.096604 + Penalty 4949.521147 = -3149072.575458 nChanged 5 SP:Iteration 48Q (11811.330000 sec): 3 clusters Score: Raw -3154024.976840 + Penalty 4949.521147 = -3149075.455694 nChanged 8 SP:Iteration 49Q (11811.620000 sec): 3 clusters Score: Raw -3154029.482930 + Penalty 4949.521147 = -3149079.961783 nChanged 10 SP:Iteration 50Q (11811.890000 sec): 3 clusters Score: Raw -3154034.036314 + Penalty 4949.521147 = -3149084.515168 nChanged 10 SP:Iteration 51Q (11812.190000 sec): 3 clusters Score: Raw -3154038.757316 + Penalty 4949.521147 = -3149089.236169 nChanged 6 SP:Iteration 52Q (11812.460000 sec): 3 clusters Score: Raw -3154041.534112 + Penalty 4949.521147 = -3149092.012966 nChanged 2 SP:Iteration 53Q (11812.760000 sec): 3 clusters Score: Raw -3154042.749227 + Penalty 4949.521147 = -3149093.228080 nChanged 0 SP:Iteration 54F (11813.030000 sec): 3 clusters Score: Raw -3154042.749227 + Penalty 4949.521147 = -3149093.228080 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 13 (45402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11813.310000 sec): 2 clusters Score: Raw -6640751.983239 + Penalty 2659.381236 = -6638092.602003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11813.760000 sec): 3 clusters Score: Raw -6612924.228347 + Penalty 5318.762472 = -6607605.465874 nChanged 20838 SP:Iteration 1F (11814.210000 sec): 3 clusters Score: Raw -6624286.186594 + Penalty 5318.762472 = -6618967.424122 nChanged 1834 SP:Iteration 2Q (11814.620000 sec): 3 clusters Score: Raw -6624800.644092 + Penalty 5318.762472 = -6619481.881620 nChanged 1740 SP:Iteration 3Q (11815.050000 sec): 3 clusters Score: Raw -6625317.034948 + Penalty 5318.762472 = -6619998.272476 nChanged 1791 SP:Iteration 4Q (11815.530000 sec): 3 clusters Score: Raw -6625936.720959 + Penalty 5318.762472 = -6620617.958486 nChanged 1916 SP:Iteration 5Q (11815.950000 sec): 3 clusters Score: Raw -6626720.032497 + Penalty 5318.762472 = -6621401.270024 nChanged 2173 SP:Iteration 6Q (11816.440000 sec): 3 clusters Score: Raw -6627808.926428 + Penalty 5318.762472 = -6622490.163956 nChanged 2443 SP:Iteration 7F (11816.890000 sec): 3 clusters Score: Raw -6629234.657213 + Penalty 5318.762472 = -6623915.894740 nChanged 2660 SP:Iteration 8F (11817.350000 sec): 3 clusters Score: Raw -6630949.679594 + Penalty 5318.762472 = -6625630.917122 nChanged 2694 SP:Iteration 9F (11817.760000 sec): 3 clusters Score: Raw -6632735.708503 + Penalty 5318.762472 = -6627416.946031 nChanged 2439 SP:Iteration 10F (11818.180000 sec): 3 clusters Score: Raw -6634349.166961 + Penalty 5318.762472 = -6629030.404489 nChanged 2112 SP:Iteration 11Q (11818.650000 sec): 3 clusters Score: Raw -6635742.544550 + Penalty 5318.762472 = -6630423.782078 nChanged 1660 SP:Iteration 12Q (11819.070000 sec): 3 clusters Score: Raw -6636840.635618 + Penalty 5318.762472 = -6631521.873146 nChanged 1339 SP:Iteration 13Q (11819.480000 sec): 3 clusters Score: Raw -6637715.622656 + Penalty 5318.762472 = -6632396.860183 nChanged 1011 SP:Iteration 14Q (11819.930000 sec): 3 clusters Score: Raw -6638393.470823 + Penalty 5318.762472 = -6633074.708351 nChanged 802 SP:Iteration 15Q (11820.380000 sec): 3 clusters Score: Raw -6638923.060516 + Penalty 5318.762472 = -6633604.298044 nChanged 626 SP:Iteration 16Q (11820.810000 sec): 3 clusters Score: Raw -6639292.631162 + Penalty 5318.762472 = -6633973.868690 nChanged 505 SP:Iteration 17Q (11821.180000 sec): 3 clusters Score: Raw -6639591.557709 + Penalty 5318.762472 = -6634272.795236 nChanged 416 SP:Iteration 18Q (11821.590000 sec): 3 clusters Score: Raw -6639823.073243 + Penalty 5318.762472 = -6634504.310771 nChanged 392 SP:Iteration 19Q (11822.040000 sec): 3 clusters Score: Raw -6640052.917200 + Penalty 5318.762472 = -6634734.154728 nChanged 319 SP:Iteration 20F (11822.510000 sec): 3 clusters Score: Raw -6640225.894690 + Penalty 5318.762472 = -6634907.132218 nChanged 244 SP:Iteration 21Q (11822.900000 sec): 3 clusters Score: Raw -6640368.455058 + Penalty 5318.762472 = -6635049.692586 nChanged 206 SP:Iteration 22Q (11823.330000 sec): 3 clusters Score: Raw -6640478.816904 + Penalty 5318.762472 = -6635160.054432 nChanged 173 SP:Iteration 23Q (11823.740000 sec): 3 clusters Score: Raw -6640573.531488 + Penalty 5318.762472 = -6635254.769016 nChanged 151 SP:Iteration 24Q (11824.180000 sec): 3 clusters Score: Raw -6640665.219631 + Penalty 5318.762472 = -6635346.457159 nChanged 122 SP:Iteration 25Q (11824.620000 sec): 3 clusters Score: Raw -6640731.317147 + Penalty 5318.762472 = -6635412.554675 nChanged 85 SP:Iteration 26Q (11825.080000 sec): 3 clusters Score: Raw -6640775.978368 + Penalty 5318.762472 = -6635457.215896 nChanged 80 SP:Iteration 27Q (11825.510000 sec): 3 clusters Score: Raw -6640814.406923 + Penalty 5318.762472 = -6635495.644451 nChanged 55 SP:Iteration 28Q (11825.900000 sec): 3 clusters Score: Raw -6640843.350182 + Penalty 5318.762472 = -6635524.587710 nChanged 57 SP:Iteration 29Q (11826.300000 sec): 3 clusters Score: Raw -6640878.978155 + Penalty 5318.762472 = -6635560.215682 nChanged 54 SP:Iteration 30Q (11826.720000 sec): 3 clusters Score: Raw -6640912.214065 + Penalty 5318.762472 = -6635593.451593 nChanged 40 SP:Iteration 31Q (11827.140000 sec): 3 clusters Score: Raw -6640935.210572 + Penalty 5318.762472 = -6635616.448100 nChanged 41 SP:Iteration 32Q (11827.540000 sec): 3 clusters Score: Raw -6640956.808641 + Penalty 5318.762472 = -6635638.046169 nChanged 38 SP:Iteration 33Q (11827.970000 sec): 3 clusters Score: Raw -6640977.226891 + Penalty 5318.762472 = -6635658.464419 nChanged 25 SP:Iteration 34Q (11828.350000 sec): 3 clusters Score: Raw -6640993.072183 + Penalty 5318.762472 = -6635674.309711 nChanged 20 SP:Iteration 35Q (11828.760000 sec): 3 clusters Score: Raw -6641007.068623 + Penalty 5318.762472 = -6635688.306151 nChanged 20 SP:Iteration 36Q (11829.170000 sec): 3 clusters Score: Raw -6641019.037844 + Penalty 5318.762472 = -6635700.275371 nChanged 15 SP:Iteration 37Q (11829.570000 sec): 3 clusters Score: Raw -6641027.510163 + Penalty 5318.762472 = -6635708.747691 nChanged 14 SP:Iteration 38Q (11829.960000 sec): 3 clusters Score: Raw -6641035.275314 + Penalty 5318.762472 = -6635716.512842 nChanged 13 SP:Iteration 39Q (11830.320000 sec): 3 clusters Score: Raw -6641043.475427 + Penalty 5318.762472 = -6635724.712955 nChanged 6 SP:Iteration 40F (11830.720000 sec): 3 clusters Score: Raw -6641048.549460 + Penalty 5318.762472 = -6635729.786987 nChanged 7 SP:Iteration 41Q (11831.130000 sec): 3 clusters Score: Raw -6641052.807294 + Penalty 5318.762472 = -6635734.044822 nChanged 11 SP:Iteration 42Q (11831.540000 sec): 3 clusters Score: Raw -6641060.019907 + Penalty 5318.762472 = -6635741.257434 nChanged 14 SP:Iteration 43Q (11831.890000 sec): 3 clusters Score: Raw -6641068.282704 + Penalty 5318.762472 = -6635749.520231 nChanged 5 SP:Iteration 44Q (11832.290000 sec): 3 clusters Score: Raw -6641071.961118 + Penalty 5318.762472 = -6635753.198646 nChanged 10 SP:Iteration 45Q (11832.730000 sec): 3 clusters Score: Raw -6641078.452807 + Penalty 5318.762472 = -6635759.690334 nChanged 5 SP:Iteration 46Q (11833.140000 sec): 3 clusters Score: Raw -6641081.913411 + Penalty 5318.762472 = -6635763.150939 nChanged 3 SP:Iteration 47Q (11833.530000 sec): 3 clusters Score: Raw -6641083.300786 + Penalty 5318.762472 = -6635764.538314 nChanged 1 SP:Iteration 48Q (11833.940000 sec): 3 clusters Score: Raw -6641083.795838 + Penalty 5318.762472 = -6635765.033366 nChanged 3 SP:Iteration 49Q (11834.370000 sec): 3 clusters Score: Raw -6641086.912300 + Penalty 5318.762472 = -6635768.149828 nChanged 3 SP:Iteration 50Q (11834.810000 sec): 3 clusters Score: Raw -6641089.439956 + Penalty 5318.762472 = -6635770.677484 nChanged 3 SP:Iteration 51Q (11835.280000 sec): 3 clusters Score: Raw -6641091.463962 + Penalty 5318.762472 = -6635772.701490 nChanged 3 SP:Iteration 52Q (11835.690000 sec): 3 clusters Score: Raw -6641093.516183 + Penalty 5318.762472 = -6635774.753710 nChanged 2 SP:Iteration 53Q (11836.130000 sec): 3 clusters Score: Raw -6641095.043480 + Penalty 5318.762472 = -6635776.281008 nChanged 1 SP:Iteration 54Q (11836.460000 sec): 3 clusters Score: Raw -6641096.449233 + Penalty 5318.762472 = -6635777.686761 nChanged 1 SP:Iteration 55Q (11836.830000 sec): 3 clusters Score: Raw -6641096.741949 + Penalty 5318.762472 = -6635777.979477 nChanged 0 SP:Iteration 56F (11837.240000 sec): 3 clusters Score: Raw -6641096.741949 + Penalty 5318.762472 = -6635777.979477 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 14 (10423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11837.430000 sec): 2 clusters Score: Raw -1437428.563153 + Penalty 2294.439005 = -1435134.124148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11837.630000 sec): 3 clusters Score: Raw -1431833.183845 + Penalty 4588.878010 = -1427244.305835 nChanged 4363 SP:Iteration 1F (11837.900000 sec): 3 clusters Score: Raw -1434334.423497 + Penalty 4588.878010 = -1429745.545487 nChanged 766 SP:Iteration 2F (11838.140000 sec): 3 clusters Score: Raw -1434815.737779 + Penalty 4588.878010 = -1430226.859769 nChanged 639 SP:Iteration 3F (11838.360000 sec): 3 clusters Score: Raw -1435212.920162 + Penalty 4588.878010 = -1430624.042152 nChanged 549 SP:Iteration 4F (11838.630000 sec): 3 clusters Score: Raw -1435560.936220 + Penalty 4588.878010 = -1430972.058210 nChanged 513 SP:Iteration 5Q (11838.850000 sec): 3 clusters Score: Raw -1435912.400096 + Penalty 4588.878010 = -1431323.522086 nChanged 489 SP:Iteration 6Q (11839.060000 sec): 3 clusters Score: Raw -1436286.158676 + Penalty 4588.878010 = -1431697.280666 nChanged 459 SP:Iteration 7Q (11839.300000 sec): 3 clusters Score: Raw -1436667.042396 + Penalty 4588.878010 = -1432078.164386 nChanged 444 SP:Iteration 8Q (11839.530000 sec): 3 clusters Score: Raw -1437005.668130 + Penalty 4588.878010 = -1432416.790120 nChanged 427 SP:Iteration 9Q (11839.760000 sec): 3 clusters Score: Raw -1437311.865609 + Penalty 4588.878010 = -1432722.987599 nChanged 360 SP:Iteration 10Q (11840.050000 sec): 3 clusters Score: Raw -1437568.152497 + Penalty 4588.878010 = -1432979.274487 nChanged 336 SP:Iteration 11Q (11840.260000 sec): 3 clusters Score: Raw -1437781.637280 + Penalty 4588.878010 = -1433192.759269 nChanged 315 SP:Iteration 12Q (11840.500000 sec): 3 clusters Score: Raw -1437969.292717 + Penalty 4588.878010 = -1433380.414707 nChanged 267 SP:Iteration 13Q (11840.730000 sec): 3 clusters Score: Raw -1438109.511535 + Penalty 4588.878010 = -1433520.633525 nChanged 214 SP:Iteration 14Q (11840.980000 sec): 3 clusters Score: Raw -1438201.655732 + Penalty 4588.878010 = -1433612.777722 nChanged 159 SP:Iteration 15Q (11841.200000 sec): 3 clusters Score: Raw -1438261.931133 + Penalty 4588.878010 = -1433673.053123 nChanged 118 SP:Iteration 16Q (11841.450000 sec): 3 clusters Score: Raw -1438305.157079 + Penalty 4588.878010 = -1433716.279069 nChanged 112 SP:Iteration 17Q (11841.670000 sec): 3 clusters Score: Raw -1438342.603026 + Penalty 4588.878010 = -1433753.725016 nChanged 89 SP:Iteration 18Q (11841.910000 sec): 3 clusters Score: Raw -1438374.830846 + Penalty 4588.878010 = -1433785.952836 nChanged 85 SP:Iteration 19Q (11842.150000 sec): 3 clusters Score: Raw -1438401.827216 + Penalty 4588.878010 = -1433812.949206 nChanged 72 SP:Iteration 20F (11842.390000 sec): 3 clusters Score: Raw -1438424.844691 + Penalty 4588.878010 = -1433835.966681 nChanged 62 SP:Iteration 21Q (11842.710000 sec): 3 clusters Score: Raw -1438443.690250 + Penalty 4588.878010 = -1433854.812240 nChanged 49 SP:Iteration 22Q (11842.910000 sec): 3 clusters Score: Raw -1438458.504131 + Penalty 4588.878010 = -1433869.626121 nChanged 42 SP:Iteration 23Q (11843.170000 sec): 3 clusters Score: Raw -1438468.236292 + Penalty 4588.878010 = -1433879.358282 nChanged 36 SP:Iteration 24Q (11843.410000 sec): 3 clusters Score: Raw -1438475.863258 + Penalty 4588.878010 = -1433886.985248 nChanged 31 SP:Iteration 25Q (11843.690000 sec): 3 clusters Score: Raw -1438482.586562 + Penalty 4588.878010 = -1433893.708552 nChanged 21 SP:Iteration 26Q (11843.920000 sec): 3 clusters Score: Raw -1438487.610277 + Penalty 4588.878010 = -1433898.732267 nChanged 22 SP:Iteration 27Q (11844.170000 sec): 3 clusters Score: Raw -1438492.297253 + Penalty 4588.878010 = -1433903.419243 nChanged 17 SP:Iteration 28Q (11844.420000 sec): 3 clusters Score: Raw -1438495.313815 + Penalty 4588.878010 = -1433906.435804 nChanged 17 SP:Iteration 29Q (11844.690000 sec): 3 clusters Score: Raw -1438499.067400 + Penalty 4588.878010 = -1433910.189390 nChanged 16 SP:Iteration 30Q (11844.930000 sec): 3 clusters Score: Raw -1438501.872824 + Penalty 4588.878010 = -1433912.994814 nChanged 11 SP:Iteration 31Q (11845.140000 sec): 3 clusters Score: Raw -1438503.877543 + Penalty 4588.878010 = -1433914.999533 nChanged 10 SP:Iteration 32Q (11845.400000 sec): 3 clusters Score: Raw -1438505.488859 + Penalty 4588.878010 = -1433916.610849 nChanged 7 SP:Iteration 33Q (11845.650000 sec): 3 clusters Score: Raw -1438506.748793 + Penalty 4588.878010 = -1433917.870783 nChanged 10 SP:Iteration 34Q (11845.930000 sec): 3 clusters Score: Raw -1438509.182143 + Penalty 4588.878010 = -1433920.304133 nChanged 11 SP:Iteration 35Q (11846.140000 sec): 3 clusters Score: Raw -1438511.954541 + Penalty 4588.878010 = -1433923.076531 nChanged 11 SP:Iteration 36Q (11846.380000 sec): 3 clusters Score: Raw -1438513.968801 + Penalty 4588.878010 = -1433925.090791 nChanged 13 SP:Iteration 37Q (11846.670000 sec): 3 clusters Score: Raw -1438516.202944 + Penalty 4588.878010 = -1433927.324934 nChanged 9 SP:Iteration 38Q (11846.890000 sec): 3 clusters Score: Raw -1438518.368342 + Penalty 4588.878010 = -1433929.490332 nChanged 9 SP:Iteration 39Q (11847.170000 sec): 3 clusters Score: Raw -1438520.530032 + Penalty 4588.878010 = -1433931.652022 nChanged 3 SP:Iteration 40F (11847.380000 sec): 3 clusters Score: Raw -1438521.347392 + Penalty 4588.878010 = -1433932.469382 nChanged 5 SP:Iteration 41Q (11847.610000 sec): 3 clusters Score: Raw -1438522.385182 + Penalty 4588.878010 = -1433933.507172 nChanged 7 SP:Iteration 42Q (11847.830000 sec): 3 clusters Score: Raw -1438523.350826 + Penalty 4588.878010 = -1433934.472815 nChanged 5 SP:Iteration 43Q (11848.090000 sec): 3 clusters Score: Raw -1438523.958613 + Penalty 4588.878010 = -1433935.080603 nChanged 1 SP:Iteration 44Q (11848.350000 sec): 3 clusters Score: Raw -1438524.183012 + Penalty 4588.878010 = -1433935.305001 nChanged 1 SP:Iteration 45Q (11848.620000 sec): 3 clusters Score: Raw -1438524.332336 + Penalty 4588.878010 = -1433935.454326 nChanged 0 SP:Iteration 46F (11848.850000 sec): 3 clusters Score: Raw -1438524.332336 + Penalty 4588.878010 = -1433935.454326 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 15 (13113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11849.040000 sec): 2 clusters Score: Raw -1879144.647065 + Penalty 2351.377127 = -1876793.269938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11849.280000 sec): 3 clusters Score: Raw -1871800.076026 + Penalty 4702.754254 = -1867097.321771 nChanged 5596 SP:Iteration 1F (11849.580000 sec): 3 clusters Score: Raw -1874714.240012 + Penalty 4702.754254 = -1870011.485758 nChanged 770 SP:Iteration 2F (11849.820000 sec): 3 clusters Score: Raw -1875057.512431 + Penalty 4702.754254 = -1870354.758177 nChanged 656 SP:Iteration 3F (11850.110000 sec): 3 clusters Score: Raw -1875378.768869 + Penalty 4702.754254 = -1870676.014615 nChanged 643 SP:Iteration 4Q (11850.340000 sec): 3 clusters Score: Raw -1875711.006972 + Penalty 4702.754254 = -1871008.252718 nChanged 618 SP:Iteration 5Q (11850.650000 sec): 3 clusters Score: Raw -1876027.572058 + Penalty 4702.754254 = -1871324.817804 nChanged 614 SP:Iteration 6Q (11850.930000 sec): 3 clusters Score: Raw -1876353.354482 + Penalty 4702.754254 = -1871650.600228 nChanged 634 SP:Iteration 7Q (11851.180000 sec): 3 clusters Score: Raw -1876681.640330 + Penalty 4702.754254 = -1871978.886076 nChanged 602 SP:Iteration 8Q (11851.430000 sec): 3 clusters Score: Raw -1876974.925871 + Penalty 4702.754254 = -1872272.171616 nChanged 539 SP:Iteration 9Q (11851.710000 sec): 3 clusters Score: Raw -1877237.919032 + Penalty 4702.754254 = -1872535.164778 nChanged 536 SP:Iteration 10Q (11852.010000 sec): 3 clusters Score: Raw -1877494.125804 + Penalty 4702.754254 = -1872791.371550 nChanged 478 SP:Iteration 11Q (11852.290000 sec): 3 clusters Score: Raw -1877724.952851 + Penalty 4702.754254 = -1873022.198597 nChanged 435 SP:Iteration 12Q (11852.500000 sec): 3 clusters Score: Raw -1877932.330739 + Penalty 4702.754254 = -1873229.576485 nChanged 375 SP:Iteration 13Q (11852.790000 sec): 3 clusters Score: Raw -1878095.047080 + Penalty 4702.754254 = -1873392.292826 nChanged 351 SP:Iteration 14Q (11853.100000 sec): 3 clusters Score: Raw -1878244.105391 + Penalty 4702.754254 = -1873541.351137 nChanged 295 SP:Iteration 15Q (11853.320000 sec): 3 clusters Score: Raw -1878361.762868 + Penalty 4702.754254 = -1873659.008614 nChanged 285 SP:Iteration 16Q (11853.610000 sec): 3 clusters Score: Raw -1878478.456260 + Penalty 4702.754254 = -1873775.702006 nChanged 250 SP:Iteration 17Q (11853.900000 sec): 3 clusters Score: Raw -1878576.304578 + Penalty 4702.754254 = -1873873.550324 nChanged 277 SP:Iteration 18Q (11854.200000 sec): 3 clusters Score: Raw -1878691.613596 + Penalty 4702.754254 = -1873988.859342 nChanged 256 SP:Iteration 19Q (11854.510000 sec): 3 clusters Score: Raw -1878804.426474 + Penalty 4702.754254 = -1874101.672220 nChanged 246 SP:Iteration 20F (11854.800000 sec): 3 clusters Score: Raw -1878911.224836 + Penalty 4702.754254 = -1874208.470582 nChanged 227 SP:Iteration 21Q (11855.110000 sec): 3 clusters Score: Raw -1879005.508358 + Penalty 4702.754254 = -1874302.754104 nChanged 205 SP:Iteration 22Q (11855.360000 sec): 3 clusters Score: Raw -1879088.766260 + Penalty 4702.754254 = -1874386.012006 nChanged 195 SP:Iteration 23Q (11855.600000 sec): 3 clusters Score: Raw -1879174.540674 + Penalty 4702.754254 = -1874471.786420 nChanged 178 SP:Iteration 24Q (11855.920000 sec): 3 clusters Score: Raw -1879245.459353 + Penalty 4702.754254 = -1874542.705098 nChanged 145 SP:Iteration 25Q (11856.170000 sec): 3 clusters Score: Raw -1879304.613415 + Penalty 4702.754254 = -1874601.859161 nChanged 132 SP:Iteration 26Q (11856.420000 sec): 3 clusters Score: Raw -1879358.390498 + Penalty 4702.754254 = -1874655.636244 nChanged 105 SP:Iteration 27Q (11856.750000 sec): 3 clusters Score: Raw -1879400.622124 + Penalty 4702.754254 = -1874697.867870 nChanged 78 SP:Iteration 28Q (11857.020000 sec): 3 clusters Score: Raw -1879433.785231 + Penalty 4702.754254 = -1874731.030976 nChanged 64 SP:Iteration 29Q (11857.250000 sec): 3 clusters Score: Raw -1879459.077908 + Penalty 4702.754254 = -1874756.323654 nChanged 44 SP:Iteration 30Q (11857.560000 sec): 3 clusters Score: Raw -1879474.800340 + Penalty 4702.754254 = -1874772.046086 nChanged 31 SP:Iteration 31Q (11857.870000 sec): 3 clusters Score: Raw -1879486.540817 + Penalty 4702.754254 = -1874783.786563 nChanged 36 SP:Iteration 32Q (11858.080000 sec): 3 clusters Score: Raw -1879501.247660 + Penalty 4702.754254 = -1874798.493406 nChanged 25 SP:Iteration 33Q (11858.340000 sec): 3 clusters Score: Raw -1879510.264255 + Penalty 4702.754254 = -1874807.510001 nChanged 25 SP:Iteration 34Q (11858.670000 sec): 3 clusters Score: Raw -1879517.960610 + Penalty 4702.754254 = -1874815.206355 nChanged 21 SP:Iteration 35Q (11858.920000 sec): 3 clusters Score: Raw -1879525.251650 + Penalty 4702.754254 = -1874822.497396 nChanged 21 SP:Iteration 36Q (11859.200000 sec): 3 clusters Score: Raw -1879532.913375 + Penalty 4702.754254 = -1874830.159121 nChanged 29 SP:Iteration 37Q (11859.510000 sec): 3 clusters Score: Raw -1879543.344566 + Penalty 4702.754254 = -1874840.590312 nChanged 28 SP:Iteration 38Q (11859.800000 sec): 3 clusters Score: Raw -1879552.733640 + Penalty 4702.754254 = -1874849.979386 nChanged 22 SP:Iteration 39Q (11860.060000 sec): 3 clusters Score: Raw -1879559.817804 + Penalty 4702.754254 = -1874857.063550 nChanged 19 SP:Iteration 40F (11860.360000 sec): 3 clusters Score: Raw -1879567.405292 + Penalty 4702.754254 = -1874864.651038 nChanged 18 SP:Iteration 41Q (11860.580000 sec): 3 clusters Score: Raw -1879572.827245 + Penalty 4702.754254 = -1874870.072991 nChanged 10 SP:Iteration 42Q (11860.840000 sec): 3 clusters Score: Raw -1879575.912704 + Penalty 4702.754254 = -1874873.158449 nChanged 10 SP:Iteration 43Q (11861.100000 sec): 3 clusters Score: Raw -1879579.685777 + Penalty 4702.754254 = -1874876.931523 nChanged 12 SP:Iteration 44Q (11861.350000 sec): 3 clusters Score: Raw -1879586.407455 + Penalty 4702.754254 = -1874883.653201 nChanged 19 SP:Iteration 45Q (11861.640000 sec): 3 clusters Score: Raw -1879596.521449 + Penalty 4702.754254 = -1874893.767195 nChanged 22 SP:Iteration 46Q (11861.880000 sec): 3 clusters Score: Raw -1879605.021880 + Penalty 4702.754254 = -1874902.267626 nChanged 23 SP:Iteration 47Q (11862.110000 sec): 3 clusters Score: Raw -1879616.175942 + Penalty 4702.754254 = -1874913.421688 nChanged 29 SP:Iteration 48Q (11862.380000 sec): 3 clusters Score: Raw -1879629.374800 + Penalty 4702.754254 = -1874926.620546 nChanged 22 SP:Iteration 49Q (11862.620000 sec): 3 clusters Score: Raw -1879638.232985 + Penalty 4702.754254 = -1874935.478731 nChanged 14 SP:Iteration 50Q (11862.890000 sec): 3 clusters Score: Raw -1879643.833804 + Penalty 4702.754254 = -1874941.079550 nChanged 14 SP:Iteration 51Q (11863.110000 sec): 3 clusters Score: Raw -1879649.420785 + Penalty 4702.754254 = -1874946.666530 nChanged 7 SP:Iteration 52Q (11863.360000 sec): 3 clusters Score: Raw -1879651.744497 + Penalty 4702.754254 = -1874948.990243 nChanged 7 SP:Iteration 53Q (11863.590000 sec): 3 clusters Score: Raw -1879653.973068 + Penalty 4702.754254 = -1874951.218814 nChanged 5 SP:Iteration 54Q (11863.890000 sec): 3 clusters Score: Raw -1879656.375028 + Penalty 4702.754254 = -1874953.620774 nChanged 6 SP:Iteration 55Q (11864.110000 sec): 3 clusters Score: Raw -1879658.636879 + Penalty 4702.754254 = -1874955.882625 nChanged 4 SP:Iteration 56Q (11864.380000 sec): 3 clusters Score: Raw -1879660.741510 + Penalty 4702.754254 = -1874957.987256 nChanged 4 SP:Iteration 57Q (11864.660000 sec): 3 clusters Score: Raw -1879662.558560 + Penalty 4702.754254 = -1874959.804306 nChanged 5 SP:Iteration 58Q (11864.940000 sec): 3 clusters Score: Raw -1879664.535798 + Penalty 4702.754254 = -1874961.781544 nChanged 4 SP:Iteration 59Q (11865.190000 sec): 3 clusters Score: Raw -1879666.055874 + Penalty 4702.754254 = -1874963.301620 nChanged 0 SP:Iteration 60F (11865.450000 sec): 3 clusters Score: Raw -1879666.055874 + Penalty 4702.754254 = -1874963.301620 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 16 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11865.510000 sec): 2 clusters Score: Raw -121757.040367 + Penalty 1676.295307 = -120080.745060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11865.730000 sec): 3 clusters Score: Raw -121608.707085 + Penalty 3352.590614 = -118256.116471 nChanged 196 SP:Iteration 1F (11865.920000 sec): 3 clusters Score: Raw -121880.644597 + Penalty 3352.590614 = -118528.053982 nChanged 49 SP:Iteration 2F (11866.130000 sec): 3 clusters Score: Raw -121950.438402 + Penalty 3352.590614 = -118597.847788 nChanged 19 SP:Iteration 3Q (11866.290000 sec): 3 clusters Score: Raw -121978.127791 + Penalty 3352.590614 = -118625.537177 nChanged 12 SP:Iteration 4Q (11866.490000 sec): 3 clusters Score: Raw -121997.951827 + Penalty 3352.590614 = -118645.361212 nChanged 12 SP:Iteration 5Q (11866.650000 sec): 3 clusters Score: Raw -122012.232032 + Penalty 3352.590614 = -118659.641418 nChanged 8 SP:Iteration 6Q (11866.860000 sec): 3 clusters Score: Raw -122025.270716 + Penalty 3352.590614 = -118672.680102 nChanged 8 SP:Iteration 7Q (11867.030000 sec): 3 clusters Score: Raw -122035.443443 + Penalty 3352.590614 = -118682.852829 nChanged 7 SP:Iteration 8Q (11867.230000 sec): 3 clusters Score: Raw -122047.095122 + Penalty 3352.590614 = -118694.504508 nChanged 4 SP:Iteration 9Q (11867.440000 sec): 3 clusters Score: Raw -122053.643746 + Penalty 3352.590614 = -118701.053131 nChanged 3 SP:Iteration 10Q (11867.590000 sec): 3 clusters Score: Raw -122057.115544 + Penalty 3352.590614 = -118704.524930 nChanged 2 SP:Iteration 11Q (11867.780000 sec): 3 clusters Score: Raw -122059.424226 + Penalty 3352.590614 = -118706.833612 nChanged 0 SP:Iteration 12F (11867.990000 sec): 3 clusters Score: Raw -122059.424226 + Penalty 3352.590614 = -118706.833612 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 17 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11868.110000 sec): 2 clusters Score: Raw -595646.685050 + Penalty 2058.037807 = -593588.647243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11868.360000 sec): 3 clusters Score: Raw -593816.368893 + Penalty 4116.075615 = -589700.293278 nChanged 1475 SP:Iteration 1F (11868.530000 sec): 3 clusters Score: Raw -594629.652980 + Penalty 4116.075615 = -590513.577366 nChanged 275 SP:Iteration 2F (11868.730000 sec): 3 clusters Score: Raw -594795.690548 + Penalty 4116.075615 = -590679.614933 nChanged 182 SP:Iteration 3Q (11868.960000 sec): 3 clusters Score: Raw -594894.610817 + Penalty 4116.075615 = -590778.535202 nChanged 121 SP:Iteration 4Q (11869.170000 sec): 3 clusters Score: Raw -594958.716512 + Penalty 4116.075615 = -590842.640898 nChanged 103 SP:Iteration 5Q (11869.400000 sec): 3 clusters Score: Raw -595010.856993 + Penalty 4116.075615 = -590894.781379 nChanged 88 SP:Iteration 6Q (11869.600000 sec): 3 clusters Score: Raw -595056.032929 + Penalty 4116.075615 = -590939.957314 nChanged 72 SP:Iteration 7Q (11869.820000 sec): 3 clusters Score: Raw -595095.612294 + Penalty 4116.075615 = -590979.536680 nChanged 63 SP:Iteration 8Q (11870.030000 sec): 3 clusters Score: Raw -595126.416570 + Penalty 4116.075615 = -591010.340956 nChanged 67 SP:Iteration 9Q (11870.220000 sec): 3 clusters Score: Raw -595164.526427 + Penalty 4116.075615 = -591048.450812 nChanged 59 SP:Iteration 10Q (11870.420000 sec): 3 clusters Score: Raw -595194.418214 + Penalty 4116.075615 = -591078.342600 nChanged 60 SP:Iteration 11Q (11870.600000 sec): 3 clusters Score: Raw -595223.213601 + Penalty 4116.075615 = -591107.137987 nChanged 51 SP:Iteration 12Q (11870.870000 sec): 3 clusters Score: Raw -595246.719485 + Penalty 4116.075615 = -591130.643871 nChanged 50 SP:Iteration 13Q (11871.060000 sec): 3 clusters Score: Raw -595273.121772 + Penalty 4116.075615 = -591157.046157 nChanged 56 SP:Iteration 14Q (11871.240000 sec): 3 clusters Score: Raw -595300.846173 + Penalty 4116.075615 = -591184.770558 nChanged 59 SP:Iteration 15Q (11871.440000 sec): 3 clusters Score: Raw -595328.827340 + Penalty 4116.075615 = -591212.751725 nChanged 58 SP:Iteration 16Q (11871.610000 sec): 3 clusters Score: Raw -595351.844668 + Penalty 4116.075615 = -591235.769054 nChanged 51 SP:Iteration 17Q (11871.890000 sec): 3 clusters Score: Raw -595373.598649 + Penalty 4116.075615 = -591257.523034 nChanged 60 SP:Iteration 18Q (11872.100000 sec): 3 clusters Score: Raw -595400.816321 + Penalty 4116.075615 = -591284.740707 nChanged 60 SP:Iteration 19Q (11872.330000 sec): 3 clusters Score: Raw -595431.098597 + Penalty 4116.075615 = -591315.022982 nChanged 56 SP:Iteration 20F (11872.500000 sec): 3 clusters Score: Raw -595459.683949 + Penalty 4116.075615 = -591343.608335 nChanged 50 SP:Iteration 21Q (11872.690000 sec): 3 clusters Score: Raw -595483.575809 + Penalty 4116.075615 = -591367.500195 nChanged 55 SP:Iteration 22Q (11872.930000 sec): 3 clusters Score: Raw -595510.676383 + Penalty 4116.075615 = -591394.600769 nChanged 44 SP:Iteration 23Q (11873.150000 sec): 3 clusters Score: Raw -595532.422974 + Penalty 4116.075615 = -591416.347360 nChanged 42 SP:Iteration 24Q (11873.300000 sec): 3 clusters Score: Raw -595549.814620 + Penalty 4116.075615 = -591433.739006 nChanged 41 SP:Iteration 25Q (11873.530000 sec): 3 clusters Score: Raw -595568.648775 + Penalty 4116.075615 = -591452.573160 nChanged 40 SP:Iteration 26Q (11873.710000 sec): 3 clusters Score: Raw -595584.929336 + Penalty 4116.075615 = -591468.853721 nChanged 39 SP:Iteration 27Q (11873.870000 sec): 3 clusters Score: Raw -595602.829092 + Penalty 4116.075615 = -591486.753477 nChanged 41 SP:Iteration 28Q (11874.070000 sec): 3 clusters Score: Raw -595624.661656 + Penalty 4116.075615 = -591508.586042 nChanged 42 SP:Iteration 29Q (11874.270000 sec): 3 clusters Score: Raw -595645.526990 + Penalty 4116.075615 = -591529.451376 nChanged 53 SP:Iteration 30Q (11874.460000 sec): 3 clusters Score: Raw -595669.962099 + Penalty 4116.075615 = -591553.886484 nChanged 38 SP:Iteration 31Q (11874.660000 sec): 3 clusters Score: Raw -595687.856104 + Penalty 4116.075615 = -591571.780490 nChanged 30 SP:Iteration 32Q (11874.830000 sec): 3 clusters Score: Raw -595701.495885 + Penalty 4116.075615 = -591585.420270 nChanged 20 SP:Iteration 33Q (11875.030000 sec): 3 clusters Score: Raw -595711.446170 + Penalty 4116.075615 = -591595.370555 nChanged 19 SP:Iteration 34Q (11875.230000 sec): 3 clusters Score: Raw -595721.919092 + Penalty 4116.075615 = -591605.843478 nChanged 28 SP:Iteration 35Q (11875.450000 sec): 3 clusters Score: Raw -595737.002316 + Penalty 4116.075615 = -591620.926701 nChanged 34 SP:Iteration 36Q (11875.640000 sec): 3 clusters Score: Raw -595755.822747 + Penalty 4116.075615 = -591639.747133 nChanged 27 SP:Iteration 37Q (11875.850000 sec): 3 clusters Score: Raw -595770.845158 + Penalty 4116.075615 = -591654.769543 nChanged 31 SP:Iteration 38Q (11876.120000 sec): 3 clusters Score: Raw -595788.078875 + Penalty 4116.075615 = -591672.003260 nChanged 39 SP:Iteration 39Q (11876.290000 sec): 3 clusters Score: Raw -595809.107126 + Penalty 4116.075615 = -591693.031511 nChanged 33 SP:Iteration 40F (11876.480000 sec): 3 clusters Score: Raw -595829.168114 + Penalty 4116.075615 = -591713.092499 nChanged 29 SP:Iteration 41Q (11876.680000 sec): 3 clusters Score: Raw -595848.049621 + Penalty 4116.075615 = -591731.974006 nChanged 24 SP:Iteration 42Q (11876.910000 sec): 3 clusters Score: Raw -595859.859703 + Penalty 4116.075615 = -591743.784088 nChanged 15 SP:Iteration 43Q (11877.130000 sec): 3 clusters Score: Raw -595869.487533 + Penalty 4116.075615 = -591753.411918 nChanged 18 SP:Iteration 44Q (11877.300000 sec): 3 clusters Score: Raw -595883.688570 + Penalty 4116.075615 = -591767.612956 nChanged 15 SP:Iteration 45Q (11877.530000 sec): 3 clusters Score: Raw -595892.230847 + Penalty 4116.075615 = -591776.155233 nChanged 15 SP:Iteration 46Q (11877.750000 sec): 3 clusters Score: Raw -595902.703352 + Penalty 4116.075615 = -591786.627737 nChanged 22 SP:Iteration 47Q (11878.010000 sec): 3 clusters Score: Raw -595919.822596 + Penalty 4116.075615 = -591803.746981 nChanged 19 SP:Iteration 48Q (11878.190000 sec): 3 clusters Score: Raw -595933.244292 + Penalty 4116.075615 = -591817.168677 nChanged 16 SP:Iteration 49Q (11878.400000 sec): 3 clusters Score: Raw -595943.746644 + Penalty 4116.075615 = -591827.671030 nChanged 12 SP:Iteration 50Q (11878.610000 sec): 3 clusters Score: Raw -595950.007842 + Penalty 4116.075615 = -591833.932228 nChanged 10 SP:Iteration 51Q (11878.800000 sec): 3 clusters Score: Raw -595956.124434 + Penalty 4116.075615 = -591840.048819 nChanged 5 SP:Iteration 52Q (11878.970000 sec): 3 clusters Score: Raw -595959.302505 + Penalty 4116.075615 = -591843.226891 nChanged 6 SP:Iteration 53Q (11879.200000 sec): 3 clusters Score: Raw -595962.614855 + Penalty 4116.075615 = -591846.539240 nChanged 6 SP:Iteration 54Q (11879.410000 sec): 3 clusters Score: Raw -595966.726665 + Penalty 4116.075615 = -591850.651051 nChanged 7 SP:Iteration 55Q (11879.590000 sec): 3 clusters Score: Raw -595971.773674 + Penalty 4116.075615 = -591855.698059 nChanged 9 SP:Iteration 56Q (11879.780000 sec): 3 clusters Score: Raw -595976.740118 + Penalty 4116.075615 = -591860.664504 nChanged 5 SP:Iteration 57Q (11879.970000 sec): 3 clusters Score: Raw -595978.942675 + Penalty 4116.075615 = -591862.867060 nChanged 4 SP:Iteration 58Q (11880.190000 sec): 3 clusters Score: Raw -595981.119694 + Penalty 4116.075615 = -591865.044080 nChanged 1 SP:Iteration 59Q (11880.370000 sec): 3 clusters Score: Raw -595981.440498 + Penalty 4116.075615 = -591865.364884 nChanged 0 SP:Iteration 60F (11880.590000 sec): 3 clusters Score: Raw -595981.440498 + Penalty 4116.075615 = -591865.364884 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 18 (2812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11880.680000 sec): 2 clusters Score: Raw -390122.507418 + Penalty 1969.529511 = -388152.977907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11880.890000 sec): 3 clusters Score: Raw -388970.756776 + Penalty 3939.059021 = -385031.697755 nChanged 954 SP:Iteration 1F (11881.090000 sec): 3 clusters Score: Raw -389614.252514 + Penalty 3939.059021 = -385675.193492 nChanged 211 SP:Iteration 2F (11881.310000 sec): 3 clusters Score: Raw -389770.695192 + Penalty 3939.059021 = -385831.636170 nChanged 123 SP:Iteration 3Q (11881.480000 sec): 3 clusters Score: Raw -389857.498602 + Penalty 3939.059021 = -385918.439581 nChanged 78 SP:Iteration 4Q (11881.680000 sec): 3 clusters Score: Raw -389910.739840 + Penalty 3939.059021 = -385971.680819 nChanged 59 SP:Iteration 5Q (11881.850000 sec): 3 clusters Score: Raw -389952.886137 + Penalty 3939.059021 = -386013.827116 nChanged 52 SP:Iteration 6Q (11882.070000 sec): 3 clusters Score: Raw -389990.590918 + Penalty 3939.059021 = -386051.531897 nChanged 49 SP:Iteration 7Q (11882.220000 sec): 3 clusters Score: Raw -390016.274458 + Penalty 3939.059021 = -386077.215436 nChanged 34 SP:Iteration 8Q (11882.390000 sec): 3 clusters Score: Raw -390035.510083 + Penalty 3939.059021 = -386096.451062 nChanged 29 SP:Iteration 9Q (11882.640000 sec): 3 clusters Score: Raw -390049.410998 + Penalty 3939.059021 = -386110.351977 nChanged 27 SP:Iteration 10Q (11882.810000 sec): 3 clusters Score: Raw -390062.806444 + Penalty 3939.059021 = -386123.747423 nChanged 20 SP:Iteration 11Q (11882.980000 sec): 3 clusters Score: Raw -390073.484617 + Penalty 3939.059021 = -386134.425595 nChanged 27 SP:Iteration 12Q (11883.210000 sec): 3 clusters Score: Raw -390093.224978 + Penalty 3939.059021 = -386154.165957 nChanged 19 SP:Iteration 13Q (11883.340000 sec): 3 clusters Score: Raw -390104.386732 + Penalty 3939.059021 = -386165.327710 nChanged 16 SP:Iteration 14Q (11883.540000 sec): 3 clusters Score: Raw -390113.083846 + Penalty 3939.059021 = -386174.024824 nChanged 21 SP:Iteration 15Q (11883.760000 sec): 3 clusters Score: Raw -390126.559679 + Penalty 3939.059021 = -386187.500658 nChanged 21 SP:Iteration 16Q (11883.960000 sec): 3 clusters Score: Raw -390137.907388 + Penalty 3939.059021 = -386198.848367 nChanged 27 SP:Iteration 17Q (11884.140000 sec): 3 clusters Score: Raw -390153.342988 + Penalty 3939.059021 = -386214.283967 nChanged 29 SP:Iteration 18Q (11884.320000 sec): 3 clusters Score: Raw -390174.386684 + Penalty 3939.059021 = -386235.327663 nChanged 33 SP:Iteration 19Q (11884.520000 sec): 3 clusters Score: Raw -390197.779557 + Penalty 3939.059021 = -386258.720535 nChanged 34 SP:Iteration 20F (11884.710000 sec): 3 clusters Score: Raw -390226.262364 + Penalty 3939.059021 = -386287.203343 nChanged 45 SP:Iteration 21Q (11884.890000 sec): 3 clusters Score: Raw -390260.604033 + Penalty 3939.059021 = -386321.545012 nChanged 54 SP:Iteration 22Q (11885.140000 sec): 3 clusters Score: Raw -390312.343247 + Penalty 3939.059021 = -386373.284226 nChanged 62 SP:Iteration 23Q (11885.300000 sec): 3 clusters Score: Raw -390367.365096 + Penalty 3939.059021 = -386428.306074 nChanged 52 SP:Iteration 24Q (11885.500000 sec): 3 clusters Score: Raw -390418.412847 + Penalty 3939.059021 = -386479.353826 nChanged 58 SP:Iteration 25Q (11885.710000 sec): 3 clusters Score: Raw -390464.133115 + Penalty 3939.059021 = -386525.074093 nChanged 40 SP:Iteration 26Q (11885.900000 sec): 3 clusters Score: Raw -390497.157732 + Penalty 3939.059021 = -386558.098711 nChanged 42 SP:Iteration 27Q (11886.130000 sec): 3 clusters Score: Raw -390526.034262 + Penalty 3939.059021 = -386586.975241 nChanged 44 SP:Iteration 28Q (11886.330000 sec): 3 clusters Score: Raw -390569.844563 + Penalty 3939.059021 = -386630.785542 nChanged 48 SP:Iteration 29Q (11886.490000 sec): 3 clusters Score: Raw -390602.272250 + Penalty 3939.059021 = -386663.213229 nChanged 33 SP:Iteration 30Q (11886.690000 sec): 3 clusters Score: Raw -390620.161279 + Penalty 3939.059021 = -386681.102258 nChanged 16 SP:Iteration 31Q (11886.900000 sec): 3 clusters Score: Raw -390631.008569 + Penalty 3939.059021 = -386691.949548 nChanged 20 SP:Iteration 32Q (11887.090000 sec): 3 clusters Score: Raw -390644.382554 + Penalty 3939.059021 = -386705.323532 nChanged 12 SP:Iteration 33Q (11887.310000 sec): 3 clusters Score: Raw -390651.158104 + Penalty 3939.059021 = -386712.099083 nChanged 18 SP:Iteration 34Q (11887.490000 sec): 3 clusters Score: Raw -390660.367042 + Penalty 3939.059021 = -386721.308020 nChanged 14 SP:Iteration 35Q (11887.670000 sec): 3 clusters Score: Raw -390667.043200 + Penalty 3939.059021 = -386727.984178 nChanged 13 SP:Iteration 36Q (11887.860000 sec): 3 clusters Score: Raw -390675.381792 + Penalty 3939.059021 = -386736.322771 nChanged 12 SP:Iteration 37Q (11888.030000 sec): 3 clusters Score: Raw -390681.329959 + Penalty 3939.059021 = -386742.270937 nChanged 7 SP:Iteration 38Q (11888.230000 sec): 3 clusters Score: Raw -390685.164506 + Penalty 3939.059021 = -386746.105485 nChanged 9 SP:Iteration 39Q (11888.410000 sec): 3 clusters Score: Raw -390690.456858 + Penalty 3939.059021 = -386751.397837 nChanged 9 SP:Iteration 40F (11888.600000 sec): 3 clusters Score: Raw -390696.281275 + Penalty 3939.059021 = -386757.222253 nChanged 10 SP:Iteration 41Q (11888.770000 sec): 3 clusters Score: Raw -390707.881329 + Penalty 3939.059021 = -386768.822307 nChanged 20 SP:Iteration 42Q (11888.980000 sec): 3 clusters Score: Raw -390721.303849 + Penalty 3939.059021 = -386782.244828 nChanged 18 SP:Iteration 43Q (11889.130000 sec): 3 clusters Score: Raw -390732.241605 + Penalty 3939.059021 = -386793.182583 nChanged 13 SP:Iteration 44Q (11889.320000 sec): 3 clusters Score: Raw -390740.692316 + Penalty 3939.059021 = -386801.633294 nChanged 16 SP:Iteration 45Q (11889.520000 sec): 3 clusters Score: Raw -390749.978704 + Penalty 3939.059021 = -386810.919682 nChanged 15 SP:Iteration 46Q (11889.700000 sec): 3 clusters Score: Raw -390759.631354 + Penalty 3939.059021 = -386820.572333 nChanged 15 SP:Iteration 47Q (11889.880000 sec): 3 clusters Score: Raw -390768.023269 + Penalty 3939.059021 = -386828.964248 nChanged 11 SP:Iteration 48Q (11890.100000 sec): 3 clusters Score: Raw -390773.064946 + Penalty 3939.059021 = -386834.005924 nChanged 8 SP:Iteration 49Q (11890.250000 sec): 3 clusters Score: Raw -390777.670374 + Penalty 3939.059021 = -386838.611352 nChanged 4 SP:Iteration 50Q (11890.470000 sec): 3 clusters Score: Raw -390779.106119 + Penalty 3939.059021 = -386840.047097 nChanged 1 SP:Iteration 51Q (11890.610000 sec): 3 clusters Score: Raw -390779.894783 + Penalty 3939.059021 = -386840.835762 nChanged 0 SP:Iteration 52F (11890.810000 sec): 3 clusters Score: Raw -390779.894783 + Penalty 3939.059021 = -386840.835762 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 19 (799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11890.910000 sec): 2 clusters Score: Raw -103685.561209 + Penalty 1657.473515 = -102028.087695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11891.110000 sec): 3 clusters Score: Raw -103550.901020 + Penalty 3314.947029 = -100235.953991 nChanged 190 SP:Iteration 1F (11891.250000 sec): 3 clusters Score: Raw -103834.304469 + Penalty 3314.947029 = -100519.357440 nChanged 65 SP:Iteration 2F (11891.430000 sec): 3 clusters Score: Raw -103932.566096 + Penalty 3314.947029 = -100617.619067 nChanged 23 SP:Iteration 3Q (11891.590000 sec): 3 clusters Score: Raw -103972.660435 + Penalty 3314.947029 = -100657.713406 nChanged 20 SP:Iteration 4Q (11891.790000 sec): 3 clusters Score: Raw -104013.483887 + Penalty 3314.947029 = -100698.536857 nChanged 23 SP:Iteration 5Q (11891.970000 sec): 3 clusters Score: Raw -104053.051763 + Penalty 3314.947029 = -100738.104734 nChanged 18 SP:Iteration 6Q (11892.190000 sec): 3 clusters Score: Raw -104102.805646 + Penalty 3314.947029 = -100787.858616 nChanged 16 SP:Iteration 7Q (11892.370000 sec): 3 clusters Score: Raw -104151.822363 + Penalty 3314.947029 = -100836.875333 nChanged 24 SP:Iteration 8Q (11892.540000 sec): 3 clusters Score: Raw -104206.478142 + Penalty 3314.947029 = -100891.531112 nChanged 19 SP:Iteration 9Q (11892.730000 sec): 3 clusters Score: Raw -104244.407709 + Penalty 3314.947029 = -100929.460680 nChanged 14 SP:Iteration 10Q (11892.920000 sec): 3 clusters Score: Raw -104275.986527 + Penalty 3314.947029 = -100961.039498 nChanged 13 SP:Iteration 11Q (11893.080000 sec): 3 clusters Score: Raw -104310.971127 + Penalty 3314.947029 = -100996.024098 nChanged 9 SP:Iteration 12Q (11893.300000 sec): 3 clusters Score: Raw -104322.987068 + Penalty 3314.947029 = -101008.040039 nChanged 5 SP:Iteration 13Q (11893.460000 sec): 3 clusters Score: Raw -104331.277979 + Penalty 3314.947029 = -101016.330950 nChanged 2 SP:Iteration 14Q (11893.670000 sec): 3 clusters Score: Raw -104334.559644 + Penalty 3314.947029 = -101019.612615 nChanged 0 SP:Iteration 15F (11893.870000 sec): 3 clusters Score: Raw -104334.559644 + Penalty 3314.947029 = -101019.612615 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 20 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11893.970000 sec): 2 clusters Score: Raw -135904.558785 + Penalty 1718.034361 = -134186.524425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11894.170000 sec): 3 clusters Score: Raw -135662.973584 + Penalty 3436.068722 = -132226.904862 nChanged 266 SP:Iteration 1F (11894.380000 sec): 3 clusters Score: Raw -136020.956986 + Penalty 3436.068722 = -132584.888264 nChanged 59 SP:Iteration 2F (11894.520000 sec): 3 clusters Score: Raw -136100.288360 + Penalty 3436.068722 = -132664.219639 nChanged 32 SP:Iteration 3Q (11894.650000 sec): 3 clusters Score: Raw -136138.832305 + Penalty 3436.068722 = -132702.763584 nChanged 18 SP:Iteration 4Q (11894.800000 sec): 3 clusters Score: Raw -136171.667109 + Penalty 3436.068722 = -132735.598388 nChanged 16 SP:Iteration 5Q (11894.950000 sec): 3 clusters Score: Raw -136193.218595 + Penalty 3436.068722 = -132757.149873 nChanged 10 SP:Iteration 6Q (11895.180000 sec): 3 clusters Score: Raw -136207.083862 + Penalty 3436.068722 = -132771.015141 nChanged 12 SP:Iteration 7Q (11895.320000 sec): 3 clusters Score: Raw -136220.764751 + Penalty 3436.068722 = -132784.696029 nChanged 11 SP:Iteration 8Q (11895.490000 sec): 3 clusters Score: Raw -136240.285383 + Penalty 3436.068722 = -132804.216662 nChanged 8 SP:Iteration 9Q (11895.680000 sec): 3 clusters Score: Raw -136252.146156 + Penalty 3436.068722 = -132816.077435 nChanged 9 SP:Iteration 10Q (11895.860000 sec): 3 clusters Score: Raw -136262.814637 + Penalty 3436.068722 = -132826.745915 nChanged 9 SP:Iteration 11Q (11896.050000 sec): 3 clusters Score: Raw -136274.033436 + Penalty 3436.068722 = -132837.964715 nChanged 7 SP:Iteration 12Q (11896.260000 sec): 3 clusters Score: Raw -136285.666430 + Penalty 3436.068722 = -132849.597709 nChanged 6 SP:Iteration 13Q (11896.430000 sec): 3 clusters Score: Raw -136290.611087 + Penalty 3436.068722 = -132854.542365 nChanged 3 SP:Iteration 14Q (11896.610000 sec): 3 clusters Score: Raw -136292.678884 + Penalty 3436.068722 = -132856.610163 nChanged 3 SP:Iteration 15Q (11896.750000 sec): 3 clusters Score: Raw -136296.650827 + Penalty 3436.068722 = -132860.582105 nChanged 3 SP:Iteration 16Q (11896.930000 sec): 3 clusters Score: Raw -136298.610099 + Penalty 3436.068722 = -132862.541377 nChanged 1 SP:Iteration 17Q (11897.140000 sec): 3 clusters Score: Raw -136299.134911 + Penalty 3436.068722 = -132863.066189 nChanged 1 SP:Iteration 18Q (11897.320000 sec): 3 clusters Score: Raw -136301.959945 + Penalty 3436.068722 = -132865.891224 nChanged 2 SP:Iteration 19Q (11897.570000 sec): 3 clusters Score: Raw -136303.780737 + Penalty 3436.068722 = -132867.712016 nChanged 2 SP:Iteration 20F (11897.740000 sec): 3 clusters Score: Raw -136304.816839 + Penalty 3436.068722 = -132868.748118 nChanged 2 SP:Iteration 21Q (11897.930000 sec): 3 clusters Score: Raw -136306.700575 + Penalty 3436.068722 = -132870.631853 nChanged 4 SP:Iteration 22Q (11898.140000 sec): 3 clusters Score: Raw -136311.276434 + Penalty 3436.068722 = -132875.207712 nChanged 1 SP:Iteration 23Q (11898.320000 sec): 3 clusters Score: Raw -136312.534857 + Penalty 3436.068722 = -132876.466135 nChanged 0 SP:Iteration 24F (11898.510000 sec): 3 clusters Score: Raw -136312.534857 + Penalty 3436.068722 = -132876.466135 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 21 (3385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11898.670000 sec): 2 clusters Score: Raw -488323.187942 + Penalty 2015.523078 = -486307.664864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11898.870000 sec): 3 clusters Score: Raw -486876.182006 + Penalty 4031.046156 = -482845.135850 nChanged 1205 SP:Iteration 1F (11899.060000 sec): 3 clusters Score: Raw -487684.295368 + Penalty 4031.046156 = -483653.249212 nChanged 270 SP:Iteration 2F (11899.230000 sec): 3 clusters Score: Raw -487920.067769 + Penalty 4031.046156 = -483889.021613 nChanged 179 SP:Iteration 3F (11899.450000 sec): 3 clusters Score: Raw -488065.420492 + Penalty 4031.046156 = -484034.374336 nChanged 143 SP:Iteration 4Q (11899.660000 sec): 3 clusters Score: Raw -488186.688743 + Penalty 4031.046156 = -484155.642587 nChanged 123 SP:Iteration 5Q (11899.840000 sec): 3 clusters Score: Raw -488277.725215 + Penalty 4031.046156 = -484246.679059 nChanged 85 SP:Iteration 6Q (11900.030000 sec): 3 clusters Score: Raw -488349.305233 + Penalty 4031.046156 = -484318.259077 nChanged 87 SP:Iteration 7Q (11900.280000 sec): 3 clusters Score: Raw -488413.341030 + Penalty 4031.046156 = -484382.294874 nChanged 76 SP:Iteration 8Q (11900.510000 sec): 3 clusters Score: Raw -488478.602550 + Penalty 4031.046156 = -484447.556394 nChanged 80 SP:Iteration 9Q (11900.680000 sec): 3 clusters Score: Raw -488544.883972 + Penalty 4031.046156 = -484513.837816 nChanged 77 SP:Iteration 10Q (11900.870000 sec): 3 clusters Score: Raw -488616.630751 + Penalty 4031.046156 = -484585.584595 nChanged 77 SP:Iteration 11Q (11901.040000 sec): 3 clusters Score: Raw -488682.539086 + Penalty 4031.046156 = -484651.492930 nChanged 77 SP:Iteration 12Q (11901.290000 sec): 3 clusters Score: Raw -488735.393287 + Penalty 4031.046156 = -484704.347131 nChanged 65 SP:Iteration 13Q (11901.490000 sec): 3 clusters Score: Raw -488783.984669 + Penalty 4031.046156 = -484752.938513 nChanged 39 SP:Iteration 14Q (11901.680000 sec): 3 clusters Score: Raw -488807.051322 + Penalty 4031.046156 = -484776.005166 nChanged 33 SP:Iteration 15Q (11901.850000 sec): 3 clusters Score: Raw -488827.840776 + Penalty 4031.046156 = -484796.794620 nChanged 31 SP:Iteration 16Q (11902.030000 sec): 3 clusters Score: Raw -488846.360926 + Penalty 4031.046156 = -484815.314770 nChanged 21 SP:Iteration 17Q (11902.240000 sec): 3 clusters Score: Raw -488857.498153 + Penalty 4031.046156 = -484826.451998 nChanged 19 SP:Iteration 18Q (11902.390000 sec): 3 clusters Score: Raw -488866.835576 + Penalty 4031.046156 = -484835.789420 nChanged 14 SP:Iteration 19Q (11902.620000 sec): 3 clusters Score: Raw -488872.486855 + Penalty 4031.046156 = -484841.440699 nChanged 13 SP:Iteration 20F (11902.830000 sec): 3 clusters Score: Raw -488878.061830 + Penalty 4031.046156 = -484847.015674 nChanged 15 SP:Iteration 21Q (11903.030000 sec): 3 clusters Score: Raw -488884.819933 + Penalty 4031.046156 = -484853.773777 nChanged 10 SP:Iteration 22Q (11903.250000 sec): 3 clusters Score: Raw -488888.404355 + Penalty 4031.046156 = -484857.358199 nChanged 7 SP:Iteration 23Q (11903.430000 sec): 3 clusters Score: Raw -488892.057685 + Penalty 4031.046156 = -484861.011529 nChanged 3 SP:Iteration 24Q (11903.620000 sec): 3 clusters Score: Raw -488893.490854 + Penalty 4031.046156 = -484862.444698 nChanged 4 SP:Iteration 25Q (11903.810000 sec): 3 clusters Score: Raw -488895.040090 + Penalty 4031.046156 = -484863.993935 nChanged 4 SP:Iteration 26Q (11904.050000 sec): 3 clusters Score: Raw -488896.298605 + Penalty 4031.046156 = -484865.252449 nChanged 2 SP:Iteration 27Q (11904.230000 sec): 3 clusters Score: Raw -488896.990590 + Penalty 4031.046156 = -484865.944434 nChanged 2 SP:Iteration 28Q (11904.420000 sec): 3 clusters Score: Raw -488897.641262 + Penalty 4031.046156 = -484866.595106 nChanged 1 SP:Iteration 29Q (11904.650000 sec): 3 clusters Score: Raw -488898.065045 + Penalty 4031.046156 = -484867.018889 nChanged 1 SP:Iteration 30Q (11904.830000 sec): 3 clusters Score: Raw -488898.383958 + Penalty 4031.046156 = -484867.337802 nChanged 1 SP:Iteration 31Q (11904.990000 sec): 3 clusters Score: Raw -488898.666361 + Penalty 4031.046156 = -484867.620205 nChanged 0 SP:Iteration 32F (11905.230000 sec): 3 clusters Score: Raw -488898.666361 + Penalty 4031.046156 = -484867.620205 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 22 (2311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11905.330000 sec): 2 clusters Score: Raw -339372.272570 + Penalty 1920.868031 = -337451.404539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11905.540000 sec): 3 clusters Score: Raw -338452.072600 + Penalty 3841.736063 = -334610.336538 nChanged 728 SP:Iteration 1F (11905.730000 sec): 3 clusters Score: Raw -338968.003410 + Penalty 3841.736063 = -335126.267348 nChanged 175 SP:Iteration 2F (11905.900000 sec): 3 clusters Score: Raw -339102.157417 + Penalty 3841.736063 = -335260.421355 nChanged 92 SP:Iteration 3Q (11906.090000 sec): 3 clusters Score: Raw -339161.965744 + Penalty 3841.736063 = -335320.229681 nChanged 68 SP:Iteration 4Q (11906.270000 sec): 3 clusters Score: Raw -339209.935193 + Penalty 3841.736063 = -335368.199130 nChanged 49 SP:Iteration 5Q (11906.450000 sec): 3 clusters Score: Raw -339245.370927 + Penalty 3841.736063 = -335403.634864 nChanged 30 SP:Iteration 6Q (11906.640000 sec): 3 clusters Score: Raw -339262.437140 + Penalty 3841.736063 = -335420.701078 nChanged 21 SP:Iteration 7Q (11906.830000 sec): 3 clusters Score: Raw -339279.777599 + Penalty 3841.736063 = -335438.041536 nChanged 24 SP:Iteration 8Q (11907.040000 sec): 3 clusters Score: Raw -339294.797607 + Penalty 3841.736063 = -335453.061544 nChanged 17 SP:Iteration 9Q (11907.240000 sec): 3 clusters Score: Raw -339303.741530 + Penalty 3841.736063 = -335462.005468 nChanged 17 SP:Iteration 10Q (11907.410000 sec): 3 clusters Score: Raw -339312.891746 + Penalty 3841.736063 = -335471.155683 nChanged 16 SP:Iteration 11Q (11907.610000 sec): 3 clusters Score: Raw -339324.229714 + Penalty 3841.736063 = -335482.493652 nChanged 19 SP:Iteration 12Q (11907.860000 sec): 3 clusters Score: Raw -339335.799517 + Penalty 3841.736063 = -335494.063454 nChanged 16 SP:Iteration 13Q (11908.040000 sec): 3 clusters Score: Raw -339344.527379 + Penalty 3841.736063 = -335502.791317 nChanged 14 SP:Iteration 14Q (11908.250000 sec): 3 clusters Score: Raw -339352.975665 + Penalty 3841.736063 = -335511.239603 nChanged 13 SP:Iteration 15Q (11908.440000 sec): 3 clusters Score: Raw -339362.274215 + Penalty 3841.736063 = -335520.538152 nChanged 8 SP:Iteration 16Q (11908.680000 sec): 3 clusters Score: Raw -339365.926203 + Penalty 3841.736063 = -335524.190140 nChanged 3 SP:Iteration 17Q (11908.860000 sec): 3 clusters Score: Raw -339366.528056 + Penalty 3841.736063 = -335524.791993 nChanged 1 SP:Iteration 18Q (11909.060000 sec): 3 clusters Score: Raw -339366.938538 + Penalty 3841.736063 = -335525.202476 nChanged 1 SP:Iteration 19Q (11909.250000 sec): 3 clusters Score: Raw -339367.423430 + Penalty 3841.736063 = -335525.687367 nChanged 1 SP:Iteration 20F (11909.460000 sec): 3 clusters Score: Raw -339368.768521 + Penalty 3841.736063 = -335527.032459 nChanged 5 SP:Iteration 21Q (11909.620000 sec): 3 clusters Score: Raw -339371.436184 + Penalty 3841.736063 = -335529.700121 nChanged 5 SP:Iteration 22Q (11909.800000 sec): 3 clusters Score: Raw -339374.066721 + Penalty 3841.736063 = -335532.330658 nChanged 0 SP:Iteration 23F (11910.020000 sec): 3 clusters Score: Raw -339374.066721 + Penalty 3841.736063 = -335532.330658 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 23 (5582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11910.150000 sec): 2 clusters Score: Raw -822451.981532 + Penalty 2139.570999 = -820312.410533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11910.350000 sec): 3 clusters Score: Raw -819684.315318 + Penalty 4279.141997 = -815405.173321 nChanged 2151 SP:Iteration 1F (11910.560000 sec): 3 clusters Score: Raw -820843.593639 + Penalty 4279.141997 = -816564.451641 nChanged 366 SP:Iteration 2F (11910.740000 sec): 3 clusters Score: Raw -821025.813308 + Penalty 4279.141997 = -816746.671310 nChanged 264 SP:Iteration 3Q (11910.930000 sec): 3 clusters Score: Raw -821172.236928 + Penalty 4279.141997 = -816893.094930 nChanged 218 SP:Iteration 4Q (11911.160000 sec): 3 clusters Score: Raw -821292.039652 + Penalty 4279.141997 = -817012.897655 nChanged 200 SP:Iteration 5Q (11911.360000 sec): 3 clusters Score: Raw -821376.915812 + Penalty 4279.141997 = -817097.773814 nChanged 133 SP:Iteration 6Q (11911.610000 sec): 3 clusters Score: Raw -821436.507783 + Penalty 4279.141997 = -817157.365785 nChanged 127 SP:Iteration 7Q (11911.820000 sec): 3 clusters Score: Raw -821488.603204 + Penalty 4279.141997 = -817209.461207 nChanged 111 SP:Iteration 8Q (11912.010000 sec): 3 clusters Score: Raw -821532.484370 + Penalty 4279.141997 = -817253.342372 nChanged 111 SP:Iteration 9Q (11912.270000 sec): 3 clusters Score: Raw -821574.203421 + Penalty 4279.141997 = -817295.061424 nChanged 82 SP:Iteration 10Q (11912.470000 sec): 3 clusters Score: Raw -821617.171859 + Penalty 4279.141997 = -817338.029862 nChanged 112 SP:Iteration 11Q (11912.690000 sec): 3 clusters Score: Raw -821672.404392 + Penalty 4279.141997 = -817393.262394 nChanged 94 SP:Iteration 12Q (11912.940000 sec): 3 clusters Score: Raw -821706.414639 + Penalty 4279.141997 = -817427.272642 nChanged 68 SP:Iteration 13Q (11913.190000 sec): 3 clusters Score: Raw -821732.012311 + Penalty 4279.141997 = -817452.870313 nChanged 56 SP:Iteration 14Q (11913.390000 sec): 3 clusters Score: Raw -821754.759498 + Penalty 4279.141997 = -817475.617501 nChanged 65 SP:Iteration 15Q (11913.610000 sec): 3 clusters Score: Raw -821777.953624 + Penalty 4279.141997 = -817498.811627 nChanged 54 SP:Iteration 16Q (11913.810000 sec): 3 clusters Score: Raw -821794.558047 + Penalty 4279.141997 = -817515.416049 nChanged 42 SP:Iteration 17Q (11914.050000 sec): 3 clusters Score: Raw -821807.173582 + Penalty 4279.141997 = -817528.031585 nChanged 36 SP:Iteration 18Q (11914.240000 sec): 3 clusters Score: Raw -821817.090037 + Penalty 4279.141997 = -817537.948040 nChanged 37 SP:Iteration 19Q (11914.440000 sec): 3 clusters Score: Raw -821826.542097 + Penalty 4279.141997 = -817547.400100 nChanged 28 SP:Iteration 20F (11914.690000 sec): 3 clusters Score: Raw -821834.111602 + Penalty 4279.141997 = -817554.969605 nChanged 28 SP:Iteration 21Q (11914.880000 sec): 3 clusters Score: Raw -821842.225936 + Penalty 4279.141997 = -817563.083939 nChanged 29 SP:Iteration 22Q (11915.090000 sec): 3 clusters Score: Raw -821848.764811 + Penalty 4279.141997 = -817569.622813 nChanged 26 SP:Iteration 23Q (11915.310000 sec): 3 clusters Score: Raw -821856.709404 + Penalty 4279.141997 = -817577.567407 nChanged 26 SP:Iteration 24Q (11915.480000 sec): 3 clusters Score: Raw -821864.923411 + Penalty 4279.141997 = -817585.781414 nChanged 28 SP:Iteration 25Q (11915.720000 sec): 3 clusters Score: Raw -821874.179107 + Penalty 4279.141997 = -817595.037110 nChanged 22 SP:Iteration 26Q (11915.940000 sec): 3 clusters Score: Raw -821880.249688 + Penalty 4279.141997 = -817601.107690 nChanged 20 SP:Iteration 27Q (11916.140000 sec): 3 clusters Score: Raw -821885.880742 + Penalty 4279.141997 = -817606.738745 nChanged 17 SP:Iteration 28Q (11916.350000 sec): 3 clusters Score: Raw -821890.927852 + Penalty 4279.141997 = -817611.785855 nChanged 16 SP:Iteration 29Q (11916.550000 sec): 3 clusters Score: Raw -821895.274230 + Penalty 4279.141997 = -817616.132232 nChanged 8 SP:Iteration 30Q (11916.750000 sec): 3 clusters Score: Raw -821897.141697 + Penalty 4279.141997 = -817617.999699 nChanged 9 SP:Iteration 31Q (11916.960000 sec): 3 clusters Score: Raw -821898.687915 + Penalty 4279.141997 = -817619.545917 nChanged 7 SP:Iteration 32Q (11917.130000 sec): 3 clusters Score: Raw -821900.240272 + Penalty 4279.141997 = -817621.098275 nChanged 4 SP:Iteration 33Q (11917.330000 sec): 3 clusters Score: Raw -821900.804377 + Penalty 4279.141997 = -817621.662379 nChanged 4 SP:Iteration 34Q (11917.550000 sec): 3 clusters Score: Raw -821901.577915 + Penalty 4279.141997 = -817622.435918 nChanged 7 SP:Iteration 35Q (11917.800000 sec): 3 clusters Score: Raw -821903.584753 + Penalty 4279.141997 = -817624.442756 nChanged 9 SP:Iteration 36Q (11918.050000 sec): 3 clusters Score: Raw -821905.827713 + Penalty 4279.141997 = -817626.685715 nChanged 11 SP:Iteration 37Q (11918.250000 sec): 3 clusters Score: Raw -821907.823451 + Penalty 4279.141997 = -817628.681453 nChanged 19 SP:Iteration 38Q (11918.500000 sec): 3 clusters Score: Raw -821914.086907 + Penalty 4279.141997 = -817634.944910 nChanged 24 SP:Iteration 39Q (11918.730000 sec): 3 clusters Score: Raw -821921.723459 + Penalty 4279.141997 = -817642.581462 nChanged 23 SP:Iteration 40F (11918.930000 sec): 3 clusters Score: Raw -821929.253580 + Penalty 4279.141997 = -817650.111583 nChanged 23 SP:Iteration 41Q (11919.150000 sec): 3 clusters Score: Raw -821938.676002 + Penalty 4279.141997 = -817659.534004 nChanged 32 SP:Iteration 42Q (11919.370000 sec): 3 clusters Score: Raw -821949.244680 + Penalty 4279.141997 = -817670.102683 nChanged 33 SP:Iteration 43Q (11919.550000 sec): 3 clusters Score: Raw -821959.774433 + Penalty 4279.141997 = -817680.632435 nChanged 33 SP:Iteration 44Q (11919.750000 sec): 3 clusters Score: Raw -821971.060534 + Penalty 4279.141997 = -817691.918537 nChanged 27 SP:Iteration 45Q (11919.980000 sec): 3 clusters Score: Raw -821981.317694 + Penalty 4279.141997 = -817702.175697 nChanged 25 SP:Iteration 46Q (11920.180000 sec): 3 clusters Score: Raw -821989.976882 + Penalty 4279.141997 = -817710.834885 nChanged 25 SP:Iteration 47Q (11920.360000 sec): 3 clusters Score: Raw -821997.800109 + Penalty 4279.141997 = -817718.658111 nChanged 28 SP:Iteration 48Q (11920.590000 sec): 3 clusters Score: Raw -822005.569378 + Penalty 4279.141997 = -817726.427381 nChanged 16 SP:Iteration 49Q (11920.810000 sec): 3 clusters Score: Raw -822009.598968 + Penalty 4279.141997 = -817730.456970 nChanged 17 SP:Iteration 50Q (11921.070000 sec): 3 clusters Score: Raw -822014.289077 + Penalty 4279.141997 = -817735.147079 nChanged 19 SP:Iteration 51Q (11921.270000 sec): 3 clusters Score: Raw -822021.301602 + Penalty 4279.141997 = -817742.159605 nChanged 25 SP:Iteration 52Q (11921.470000 sec): 3 clusters Score: Raw -822032.411422 + Penalty 4279.141997 = -817753.269425 nChanged 30 SP:Iteration 53Q (11921.740000 sec): 3 clusters Score: Raw -822041.957681 + Penalty 4279.141997 = -817762.815684 nChanged 32 SP:Iteration 54Q (11921.950000 sec): 3 clusters Score: Raw -822051.330784 + Penalty 4279.141997 = -817772.188786 nChanged 32 SP:Iteration 55Q (11922.170000 sec): 3 clusters Score: Raw -822062.489077 + Penalty 4279.141997 = -817783.347080 nChanged 28 SP:Iteration 56Q (11922.480000 sec): 3 clusters Score: Raw -822071.585578 + Penalty 4279.141997 = -817792.443580 nChanged 30 SP:Iteration 57Q (11922.710000 sec): 3 clusters Score: Raw -822081.082461 + Penalty 4279.141997 = -817801.940464 nChanged 25 SP:Iteration 58Q (11922.930000 sec): 3 clusters Score: Raw -822088.670443 + Penalty 4279.141997 = -817809.528446 nChanged 27 SP:Iteration 59Q (11923.130000 sec): 3 clusters Score: Raw -822097.434857 + Penalty 4279.141997 = -817818.292860 nChanged 22 SP:Iteration 60F (11923.310000 sec): 3 clusters Score: Raw -822104.433119 + Penalty 4279.141997 = -817825.291122 nChanged 27 SP:Iteration 61Q (11923.530000 sec): 3 clusters Score: Raw -822111.508437 + Penalty 4279.141997 = -817832.366439 nChanged 20 SP:Iteration 62Q (11923.730000 sec): 3 clusters Score: Raw -822117.428715 + Penalty 4279.141997 = -817838.286718 nChanged 18 SP:Iteration 63Q (11923.930000 sec): 3 clusters Score: Raw -822122.532717 + Penalty 4279.141997 = -817843.390719 nChanged 19 SP:Iteration 64Q (11924.150000 sec): 3 clusters Score: Raw -822127.396637 + Penalty 4279.141997 = -817848.254640 nChanged 15 SP:Iteration 65Q (11924.350000 sec): 3 clusters Score: Raw -822130.790280 + Penalty 4279.141997 = -817851.648282 nChanged 15 SP:Iteration 66Q (11924.580000 sec): 3 clusters Score: Raw -822135.117223 + Penalty 4279.141997 = -817855.975225 nChanged 9 SP:Iteration 67Q (11924.790000 sec): 3 clusters Score: Raw -822138.398976 + Penalty 4279.141997 = -817859.256978 nChanged 13 SP:Iteration 68Q (11925.040000 sec): 3 clusters Score: Raw -822142.319269 + Penalty 4279.141997 = -817863.177272 nChanged 19 SP:Iteration 69Q (11925.220000 sec): 3 clusters Score: Raw -822146.900883 + Penalty 4279.141997 = -817867.758886 nChanged 16 SP:Iteration 70Q (11925.450000 sec): 3 clusters Score: Raw -822152.259246 + Penalty 4279.141997 = -817873.117249 nChanged 19 SP:Iteration 71Q (11925.700000 sec): 3 clusters Score: Raw -822157.766998 + Penalty 4279.141997 = -817878.625001 nChanged 13 SP:Iteration 72Q (11925.920000 sec): 3 clusters Score: Raw -822162.584827 + Penalty 4279.141997 = -817883.442830 nChanged 16 SP:Iteration 73Q (11926.100000 sec): 3 clusters Score: Raw -822166.935129 + Penalty 4279.141997 = -817887.793132 nChanged 15 SP:Iteration 74Q (11926.310000 sec): 3 clusters Score: Raw -822171.847455 + Penalty 4279.141997 = -817892.705457 nChanged 21 SP:Iteration 75Q (11926.520000 sec): 3 clusters Score: Raw -822177.410196 + Penalty 4279.141997 = -817898.268199 nChanged 18 SP:Iteration 76Q (11926.710000 sec): 3 clusters Score: Raw -822182.979131 + Penalty 4279.141997 = -817903.837134 nChanged 18 SP:Iteration 77Q (11926.910000 sec): 3 clusters Score: Raw -822189.587379 + Penalty 4279.141997 = -817910.445382 nChanged 18 SP:Iteration 78Q (11927.160000 sec): 3 clusters Score: Raw -822197.100720 + Penalty 4279.141997 = -817917.958722 nChanged 26 SP:Iteration 79Q (11927.340000 sec): 3 clusters Score: Raw -822205.729989 + Penalty 4279.141997 = -817926.587992 nChanged 22 SP:Iteration 80F (11927.540000 sec): 3 clusters Score: Raw -822212.346207 + Penalty 4279.141997 = -817933.204209 nChanged 21 SP:Iteration 81Q (11927.770000 sec): 3 clusters Score: Raw -822219.047011 + Penalty 4279.141997 = -817939.905013 nChanged 25 SP:Iteration 82Q (11928.030000 sec): 3 clusters Score: Raw -822226.726552 + Penalty 4279.141997 = -817947.584554 nChanged 23 SP:Iteration 83Q (11928.280000 sec): 3 clusters Score: Raw -822235.094590 + Penalty 4279.141997 = -817955.952593 nChanged 21 SP:Iteration 84Q (11928.480000 sec): 3 clusters Score: Raw -822242.771970 + Penalty 4279.141997 = -817963.629972 nChanged 21 SP:Iteration 85Q (11928.670000 sec): 3 clusters Score: Raw -822247.578371 + Penalty 4279.141997 = -817968.436374 nChanged 17 SP:Iteration 86Q (11928.880000 sec): 3 clusters Score: Raw -822251.822393 + Penalty 4279.141997 = -817972.680396 nChanged 12 SP:Iteration 87Q (11929.120000 sec): 3 clusters Score: Raw -822255.245362 + Penalty 4279.141997 = -817976.103364 nChanged 10 SP:Iteration 88Q (11929.340000 sec): 3 clusters Score: Raw -822257.590321 + Penalty 4279.141997 = -817978.448324 nChanged 7 SP:Iteration 89Q (11929.540000 sec): 3 clusters Score: Raw -822259.436343 + Penalty 4279.141997 = -817980.294345 nChanged 8 SP:Iteration 90Q (11929.750000 sec): 3 clusters Score: Raw -822260.904533 + Penalty 4279.141997 = -817981.762536 nChanged 8 SP:Iteration 91Q (11929.970000 sec): 3 clusters Score: Raw -822262.080957 + Penalty 4279.141997 = -817982.938959 nChanged 5 SP:Iteration 92Q (11930.190000 sec): 3 clusters Score: Raw -822262.752963 + Penalty 4279.141997 = -817983.610966 nChanged 6 SP:Iteration 93Q (11930.430000 sec): 3 clusters Score: Raw -822263.826699 + Penalty 4279.141997 = -817984.684701 nChanged 11 SP:Iteration 94Q (11930.650000 sec): 3 clusters Score: Raw -822266.943849 + Penalty 4279.141997 = -817987.801852 nChanged 16 SP:Iteration 95Q (11930.850000 sec): 3 clusters Score: Raw -822272.175673 + Penalty 4279.141997 = -817993.033676 nChanged 19 SP:Iteration 96Q (11931.070000 sec): 3 clusters Score: Raw -822278.505382 + Penalty 4279.141997 = -817999.363385 nChanged 20 SP:Iteration 97Q (11931.350000 sec): 3 clusters Score: Raw -822284.262349 + Penalty 4279.141997 = -818005.120352 nChanged 19 SP:Iteration 98Q (11931.570000 sec): 3 clusters Score: Raw -822288.626349 + Penalty 4279.141997 = -818009.484351 nChanged 16 SP:Iteration 99Q (11931.810000 sec): 3 clusters Score: Raw -822292.074392 + Penalty 4279.141997 = -818012.932395 nChanged 14 SP:Iteration 100F (11931.990000 sec): 3 clusters Score: Raw -822295.786817 + Penalty 4279.141997 = -818016.644819 nChanged 19 SP:Iteration 101Q (11932.210000 sec): 3 clusters Score: Raw -822301.974643 + Penalty 4279.141997 = -818022.832646 nChanged 20 SP:Iteration 102Q (11932.380000 sec): 3 clusters Score: Raw -822308.348662 + Penalty 4279.141997 = -818029.206665 nChanged 18 SP:Iteration 103Q (11932.610000 sec): 3 clusters Score: Raw -822313.076380 + Penalty 4279.141997 = -818033.934383 nChanged 16 SP:Iteration 104Q (11932.840000 sec): 3 clusters Score: Raw -822318.919882 + Penalty 4279.141997 = -818039.777885 nChanged 15 SP:Iteration 105Q (11933.050000 sec): 3 clusters Score: Raw -822324.432113 + Penalty 4279.141997 = -818045.290115 nChanged 15 SP:Iteration 106Q (11933.270000 sec): 3 clusters Score: Raw -822327.544760 + Penalty 4279.141997 = -818048.402762 nChanged 14 SP:Iteration 107Q (11933.510000 sec): 3 clusters Score: Raw -822332.182073 + Penalty 4279.141997 = -818053.040076 nChanged 16 SP:Iteration 108Q (11933.690000 sec): 3 clusters Score: Raw -822335.926475 + Penalty 4279.141997 = -818056.784478 nChanged 20 SP:Iteration 109Q (11933.950000 sec): 3 clusters Score: Raw -822342.614552 + Penalty 4279.141997 = -818063.472554 nChanged 22 SP:Iteration 110Q (11934.160000 sec): 3 clusters Score: Raw -822348.176955 + Penalty 4279.141997 = -818069.034958 nChanged 13 SP:Iteration 111Q (11934.380000 sec): 3 clusters Score: Raw -822352.254877 + Penalty 4279.141997 = -818073.112879 nChanged 10 SP:Iteration 112Q (11934.600000 sec): 3 clusters Score: Raw -822356.006732 + Penalty 4279.141997 = -818076.864734 nChanged 8 SP:Iteration 113Q (11934.800000 sec): 3 clusters Score: Raw -822357.879301 + Penalty 4279.141997 = -818078.737304 nChanged 6 SP:Iteration 114Q (11935.070000 sec): 3 clusters Score: Raw -822359.746171 + Penalty 4279.141997 = -818080.604174 nChanged 10 SP:Iteration 115Q (11935.250000 sec): 3 clusters Score: Raw -822364.071133 + Penalty 4279.141997 = -818084.929136 nChanged 12 SP:Iteration 116Q (11935.530000 sec): 3 clusters Score: Raw -822367.940813 + Penalty 4279.141997 = -818088.798815 nChanged 9 SP:Iteration 117Q (11935.730000 sec): 3 clusters Score: Raw -822370.118608 + Penalty 4279.141997 = -818090.976611 nChanged 10 SP:Iteration 118Q (11935.920000 sec): 3 clusters Score: Raw -822372.771829 + Penalty 4279.141997 = -818093.629831 nChanged 12 SP:Iteration 119Q (11936.150000 sec): 3 clusters Score: Raw -822377.476858 + Penalty 4279.141997 = -818098.334861 nChanged 15 SP:Iteration 120F (11936.390000 sec): 3 clusters Score: Raw -822383.029008 + Penalty 4279.141997 = -818103.887011 nChanged 15 SP:Iteration 121Q (11936.640000 sec): 3 clusters Score: Raw -822386.755524 + Penalty 4279.141997 = -818107.613526 nChanged 17 SP:Iteration 122Q (11936.830000 sec): 3 clusters Score: Raw -822391.077122 + Penalty 4279.141997 = -818111.935125 nChanged 13 SP:Iteration 123Q (11937.070000 sec): 3 clusters Score: Raw -822396.462590 + Penalty 4279.141997 = -818117.320592 nChanged 24 SP:Iteration 124Q (11937.300000 sec): 3 clusters Score: Raw -822404.480291 + Penalty 4279.141997 = -818125.338293 nChanged 22 SP:Iteration 125Q (11937.530000 sec): 3 clusters Score: Raw -822413.662140 + Penalty 4279.141997 = -818134.520143 nChanged 20 SP:Iteration 126Q (11937.770000 sec): 3 clusters Score: Raw -822421.588832 + Penalty 4279.141997 = -818142.446835 nChanged 24 SP:Iteration 127Q (11937.960000 sec): 3 clusters Score: Raw -822428.812014 + Penalty 4279.141997 = -818149.670017 nChanged 30 SP:Iteration 128Q (11938.140000 sec): 3 clusters Score: Raw -822437.269738 + Penalty 4279.141997 = -818158.127741 nChanged 17 SP:Iteration 129Q (11938.340000 sec): 3 clusters Score: Raw -822442.152308 + Penalty 4279.141997 = -818163.010311 nChanged 24 SP:Iteration 130Q (11938.530000 sec): 3 clusters Score: Raw -822448.821429 + Penalty 4279.141997 = -818169.679431 nChanged 22 SP:Iteration 131Q (11938.780000 sec): 3 clusters Score: Raw -822453.986125 + Penalty 4279.141997 = -818174.844128 nChanged 12 SP:Iteration 132Q (11939.000000 sec): 3 clusters Score: Raw -822457.663773 + Penalty 4279.141997 = -818178.521775 nChanged 11 SP:Iteration 133Q (11939.230000 sec): 3 clusters Score: Raw -822461.014395 + Penalty 4279.141997 = -818181.872398 nChanged 13 SP:Iteration 134Q (11939.470000 sec): 3 clusters Score: Raw -822466.492132 + Penalty 4279.141997 = -818187.350134 nChanged 17 SP:Iteration 135Q (11939.730000 sec): 3 clusters Score: Raw -822473.369852 + Penalty 4279.141997 = -818194.227855 nChanged 22 SP:Iteration 136Q (11939.900000 sec): 3 clusters Score: Raw -822480.811399 + Penalty 4279.141997 = -818201.669402 nChanged 22 SP:Iteration 137Q (11940.130000 sec): 3 clusters Score: Raw -822489.529576 + Penalty 4279.141997 = -818210.387578 nChanged 27 SP:Iteration 138Q (11940.320000 sec): 3 clusters Score: Raw -822500.550577 + Penalty 4279.141997 = -818221.408580 nChanged 30 SP:Iteration 139Q (11940.520000 sec): 3 clusters Score: Raw -822511.163693 + Penalty 4279.141997 = -818232.021696 nChanged 25 SP:Iteration 140F (11940.800000 sec): 3 clusters Score: Raw -822521.280001 + Penalty 4279.141997 = -818242.138004 nChanged 29 SP:Iteration 141Q (11940.990000 sec): 3 clusters Score: Raw -822533.813124 + Penalty 4279.141997 = -818254.671126 nChanged 33 SP:Iteration 142Q (11941.170000 sec): 3 clusters Score: Raw -822548.593636 + Penalty 4279.141997 = -818269.451638 nChanged 29 SP:Iteration 143Q (11941.390000 sec): 3 clusters Score: Raw -822558.744120 + Penalty 4279.141997 = -818279.602123 nChanged 23 SP:Iteration 144Q (11941.610000 sec): 3 clusters Score: Raw -822568.501402 + Penalty 4279.141997 = -818289.359404 nChanged 28 SP:Iteration 145Q (11941.860000 sec): 3 clusters Score: Raw -822583.848600 + Penalty 4279.141997 = -818304.706603 nChanged 32 SP:Iteration 146Q (11942.090000 sec): 3 clusters Score: Raw -822597.591296 + Penalty 4279.141997 = -818318.449299 nChanged 29 SP:Iteration 147Q (11942.290000 sec): 3 clusters Score: Raw -822609.942252 + Penalty 4279.141997 = -818330.800254 nChanged 23 SP:Iteration 148Q (11942.490000 sec): 3 clusters Score: Raw -822620.869172 + Penalty 4279.141997 = -818341.727175 nChanged 30 SP:Iteration 149Q (11942.720000 sec): 3 clusters Score: Raw -822634.590650 + Penalty 4279.141997 = -818355.448653 nChanged 35 SP:Iteration 150Q (11942.910000 sec): 3 clusters Score: Raw -822649.689883 + Penalty 4279.141997 = -818370.547885 nChanged 28 SP:Iteration 151Q (11943.120000 sec): 3 clusters Score: Raw -822662.381841 + Penalty 4279.141997 = -818383.239843 nChanged 26 SP:Iteration 152Q (11943.290000 sec): 3 clusters Score: Raw -822672.055634 + Penalty 4279.141997 = -818392.913637 nChanged 15 SP:Iteration 153Q (11943.520000 sec): 3 clusters Score: Raw -822679.109142 + Penalty 4279.141997 = -818399.967145 nChanged 18 SP:Iteration 154Q (11943.720000 sec): 3 clusters Score: Raw -822687.806105 + Penalty 4279.141997 = -818408.664107 nChanged 26 SP:Iteration 155Q (11943.980000 sec): 3 clusters Score: Raw -822700.107900 + Penalty 4279.141997 = -818420.965903 nChanged 21 SP:Iteration 156Q (11944.200000 sec): 3 clusters Score: Raw -822708.968122 + Penalty 4279.141997 = -818429.826125 nChanged 25 SP:Iteration 157Q (11944.420000 sec): 3 clusters Score: Raw -822719.625651 + Penalty 4279.141997 = -818440.483654 nChanged 14 SP:Iteration 158Q (11944.600000 sec): 3 clusters Score: Raw -822724.286873 + Penalty 4279.141997 = -818445.144876 nChanged 9 SP:Iteration 159Q (11944.840000 sec): 3 clusters Score: Raw -822728.617648 + Penalty 4279.141997 = -818449.475651 nChanged 8 SP:Iteration 160F (11945.080000 sec): 3 clusters Score: Raw -822732.264397 + Penalty 4279.141997 = -818453.122399 nChanged 8 SP:Iteration 161Q (11945.260000 sec): 3 clusters Score: Raw -822736.619456 + Penalty 4279.141997 = -818457.477459 nChanged 11 SP:Iteration 162Q (11945.460000 sec): 3 clusters Score: Raw -822740.621125 + Penalty 4279.141997 = -818461.479128 nChanged 10 SP:Iteration 163Q (11945.680000 sec): 3 clusters Score: Raw -822745.215099 + Penalty 4279.141997 = -818466.073101 nChanged 5 SP:Iteration 164Q (11945.910000 sec): 3 clusters Score: Raw -822748.174422 + Penalty 4279.141997 = -818469.032424 nChanged 5 SP:Iteration 165Q (11946.110000 sec): 3 clusters Score: Raw -822750.544346 + Penalty 4279.141997 = -818471.402349 nChanged 6 SP:Iteration 166Q (11946.350000 sec): 3 clusters Score: Raw -822753.323054 + Penalty 4279.141997 = -818474.181057 nChanged 10 SP:Iteration 167Q (11946.540000 sec): 3 clusters Score: Raw -822757.585324 + Penalty 4279.141997 = -818478.443326 nChanged 10 SP:Iteration 168Q (11946.780000 sec): 3 clusters Score: Raw -822762.911347 + Penalty 4279.141997 = -818483.769349 nChanged 15 SP:Iteration 169Q (11946.990000 sec): 3 clusters Score: Raw -822770.254854 + Penalty 4279.141997 = -818491.112857 nChanged 10 SP:Iteration 170Q (11947.220000 sec): 3 clusters Score: Raw -822774.442960 + Penalty 4279.141997 = -818495.300962 nChanged 10 SP:Iteration 171Q (11947.430000 sec): 3 clusters Score: Raw -822779.556947 + Penalty 4279.141997 = -818500.414950 nChanged 11 SP:Iteration 172Q (11947.680000 sec): 3 clusters Score: Raw -822785.851377 + Penalty 4279.141997 = -818506.709379 nChanged 10 SP:Iteration 173Q (11947.920000 sec): 3 clusters Score: Raw -822791.347299 + Penalty 4279.141997 = -818512.205302 nChanged 11 SP:Iteration 174Q (11948.140000 sec): 3 clusters Score: Raw -822795.706605 + Penalty 4279.141997 = -818516.564607 nChanged 6 SP:Iteration 175Q (11948.300000 sec): 3 clusters Score: Raw -822797.798040 + Penalty 4279.141997 = -818518.656042 nChanged 3 SP:Iteration 176Q (11948.540000 sec): 3 clusters Score: Raw -822798.876756 + Penalty 4279.141997 = -818519.734759 nChanged 2 SP:Iteration 177Q (11948.750000 sec): 3 clusters Score: Raw -822799.800348 + Penalty 4279.141997 = -818520.658350 nChanged 0 SP:Iteration 178F (11948.960000 sec): 3 clusters Score: Raw -822799.800348 + Penalty 4279.141997 = -818520.658350 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 24 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11949.080000 sec): 2 clusters Score: Raw -163423.637467 + Penalty 1758.752045 = -161664.885422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11949.230000 sec): 3 clusters Score: Raw -163111.001525 + Penalty 3517.504089 = -159593.497436 nChanged 322 SP:Iteration 1F (11949.430000 sec): 3 clusters Score: Raw -163451.281658 + Penalty 3517.504089 = -159933.777569 nChanged 93 SP:Iteration 2F (11949.580000 sec): 3 clusters Score: Raw -163572.215701 + Penalty 3517.504089 = -160054.711612 nChanged 44 SP:Iteration 3Q (11949.820000 sec): 3 clusters Score: Raw -163633.166496 + Penalty 3517.504089 = -160115.662407 nChanged 27 SP:Iteration 4Q (11949.970000 sec): 3 clusters Score: Raw -163673.526644 + Penalty 3517.504089 = -160156.022555 nChanged 20 SP:Iteration 5Q (11950.160000 sec): 3 clusters Score: Raw -163695.511126 + Penalty 3517.504089 = -160178.007037 nChanged 19 SP:Iteration 6Q (11950.340000 sec): 3 clusters Score: Raw -163720.526848 + Penalty 3517.504089 = -160203.022759 nChanged 15 SP:Iteration 7Q (11950.530000 sec): 3 clusters Score: Raw -163738.560129 + Penalty 3517.504089 = -160221.056040 nChanged 16 SP:Iteration 8Q (11950.740000 sec): 3 clusters Score: Raw -163762.099883 + Penalty 3517.504089 = -160244.595794 nChanged 11 SP:Iteration 9Q (11950.970000 sec): 3 clusters Score: Raw -163773.202413 + Penalty 3517.504089 = -160255.698324 nChanged 8 SP:Iteration 10Q (11951.170000 sec): 3 clusters Score: Raw -163781.645877 + Penalty 3517.504089 = -160264.141788 nChanged 9 SP:Iteration 11Q (11951.320000 sec): 3 clusters Score: Raw -163789.120350 + Penalty 3517.504089 = -160271.616261 nChanged 8 SP:Iteration 12Q (11951.570000 sec): 3 clusters Score: Raw -163797.073475 + Penalty 3517.504089 = -160279.569386 nChanged 4 SP:Iteration 13Q (11951.750000 sec): 3 clusters Score: Raw -163799.552535 + Penalty 3517.504089 = -160282.048445 nChanged 1 SP:Iteration 14Q (11951.920000 sec): 3 clusters Score: Raw -163800.573506 + Penalty 3517.504089 = -160283.069417 nChanged 3 SP:Iteration 15Q (11952.110000 sec): 3 clusters Score: Raw -163803.770591 + Penalty 3517.504089 = -160286.266502 nChanged 5 SP:Iteration 16Q (11952.330000 sec): 3 clusters Score: Raw -163808.656353 + Penalty 3517.504089 = -160291.152264 nChanged 5 SP:Iteration 17Q (11952.510000 sec): 3 clusters Score: Raw -163813.211607 + Penalty 3517.504089 = -160295.707518 nChanged 2 SP:Iteration 18Q (11952.710000 sec): 3 clusters Score: Raw -163814.435897 + Penalty 3517.504089 = -160296.931808 nChanged 3 SP:Iteration 19Q (11952.900000 sec): 3 clusters Score: Raw -163818.027139 + Penalty 3517.504089 = -160300.523050 nChanged 1 SP:Iteration 20F (11953.040000 sec): 3 clusters Score: Raw -163819.261020 + Penalty 3517.504089 = -160301.756931 nChanged 2 SP:Iteration 21Q (11953.300000 sec): 3 clusters Score: Raw -163820.670397 + Penalty 3517.504089 = -160303.166308 nChanged 2 SP:Iteration 22Q (11953.500000 sec): 3 clusters Score: Raw -163822.198540 + Penalty 3517.504089 = -160304.694451 nChanged 4 SP:Iteration 23Q (11953.680000 sec): 3 clusters Score: Raw -163825.712031 + Penalty 3517.504089 = -160308.207942 nChanged 3 SP:Iteration 24Q (11953.870000 sec): 3 clusters Score: Raw -163828.230870 + Penalty 3517.504089 = -160310.726781 nChanged 1 SP:Iteration 25Q (11954.040000 sec): 3 clusters Score: Raw -163829.636613 + Penalty 3517.504089 = -160312.132524 nChanged 1 SP:Iteration 26Q (11954.250000 sec): 3 clusters Score: Raw -163830.665962 + Penalty 3517.504089 = -160313.161873 nChanged 2 SP:Iteration 27Q (11954.370000 sec): 3 clusters Score: Raw -163832.085502 + Penalty 3517.504089 = -160314.581413 nChanged 1 SP:Iteration 28Q (11954.560000 sec): 3 clusters Score: Raw -163832.859641 + Penalty 3517.504089 = -160315.355552 nChanged 2 SP:Iteration 29Q (11954.780000 sec): 3 clusters Score: Raw -163834.306505 + Penalty 3517.504089 = -160316.802416 nChanged 2 SP:Iteration 30Q (11954.980000 sec): 3 clusters Score: Raw -163836.655891 + Penalty 3517.504089 = -160319.151802 nChanged 6 SP:Iteration 31Q (11955.150000 sec): 3 clusters Score: Raw -163844.175309 + Penalty 3517.504089 = -160326.671220 nChanged 6 SP:Iteration 32Q (11955.310000 sec): 3 clusters Score: Raw -163852.848550 + Penalty 3517.504089 = -160335.344460 nChanged 5 SP:Iteration 33Q (11955.490000 sec): 3 clusters Score: Raw -163859.770297 + Penalty 3517.504089 = -160342.266208 nChanged 7 SP:Iteration 34Q (11955.710000 sec): 3 clusters Score: Raw -163868.177870 + Penalty 3517.504089 = -160350.673781 nChanged 3 SP:Iteration 35Q (11955.950000 sec): 3 clusters Score: Raw -163871.601427 + Penalty 3517.504089 = -160354.097338 nChanged 2 SP:Iteration 36Q (11956.140000 sec): 3 clusters Score: Raw -163874.310708 + Penalty 3517.504089 = -160356.806619 nChanged 3 SP:Iteration 37Q (11956.310000 sec): 3 clusters Score: Raw -163879.359984 + Penalty 3517.504089 = -160361.855895 nChanged 4 SP:Iteration 38Q (11956.530000 sec): 3 clusters Score: Raw -163883.567734 + Penalty 3517.504089 = -160366.063645 nChanged 2 SP:Iteration 39Q (11956.670000 sec): 3 clusters Score: Raw -163885.311044 + Penalty 3517.504089 = -160367.806954 nChanged 4 SP:Iteration 40F (11956.880000 sec): 3 clusters Score: Raw -163889.841301 + Penalty 3517.504089 = -160372.337212 nChanged 3 SP:Iteration 41Q (11957.060000 sec): 3 clusters Score: Raw -163893.689373 + Penalty 3517.504089 = -160376.185284 nChanged 3 SP:Iteration 42Q (11957.280000 sec): 3 clusters Score: Raw -163897.878038 + Penalty 3517.504089 = -160380.373948 nChanged 2 SP:Iteration 43Q (11957.420000 sec): 3 clusters Score: Raw -163899.975003 + Penalty 3517.504089 = -160382.470913 nChanged 2 SP:Iteration 44Q (11957.600000 sec): 3 clusters Score: Raw -163903.535505 + Penalty 3517.504089 = -160386.031416 nChanged 2 SP:Iteration 45Q (11957.770000 sec): 3 clusters Score: Raw -163905.234554 + Penalty 3517.504089 = -160387.730465 nChanged 1 SP:Iteration 46Q (11958.010000 sec): 3 clusters Score: Raw -163907.344366 + Penalty 3517.504089 = -160389.840277 nChanged 0 SP:Iteration 47F (11958.160000 sec): 3 clusters Score: Raw -163907.344366 + Penalty 3517.504089 = -160389.840277 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 25 (4556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11958.250000 sec): 2 clusters Score: Raw -641907.764733 + Penalty 2089.201680 = -639818.563052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11958.470000 sec): 3 clusters Score: Raw -639772.992380 + Penalty 4178.403361 = -635594.589019 nChanged 1742 SP:Iteration 1F (11958.650000 sec): 3 clusters Score: Raw -640816.650997 + Penalty 4178.403361 = -636638.247636 nChanged 325 SP:Iteration 2F (11958.900000 sec): 3 clusters Score: Raw -641006.286650 + Penalty 4178.403361 = -636827.883289 nChanged 186 SP:Iteration 3Q (11959.100000 sec): 3 clusters Score: Raw -641101.152874 + Penalty 4178.403361 = -636922.749513 nChanged 134 SP:Iteration 4Q (11959.330000 sec): 3 clusters Score: Raw -641173.928311 + Penalty 4178.403361 = -636995.524950 nChanged 128 SP:Iteration 5Q (11959.590000 sec): 3 clusters Score: Raw -641237.617097 + Penalty 4178.403361 = -637059.213736 nChanged 115 SP:Iteration 6Q (11959.810000 sec): 3 clusters Score: Raw -641291.480095 + Penalty 4178.403361 = -637113.076734 nChanged 108 SP:Iteration 7Q (11960.040000 sec): 3 clusters Score: Raw -641346.304838 + Penalty 4178.403361 = -637167.901477 nChanged 106 SP:Iteration 8Q (11960.260000 sec): 3 clusters Score: Raw -641401.485427 + Penalty 4178.403361 = -637223.082066 nChanged 99 SP:Iteration 9Q (11960.470000 sec): 3 clusters Score: Raw -641446.292977 + Penalty 4178.403361 = -637267.889616 nChanged 95 SP:Iteration 10Q (11960.680000 sec): 3 clusters Score: Raw -641492.892193 + Penalty 4178.403361 = -637314.488832 nChanged 84 SP:Iteration 11Q (11960.890000 sec): 3 clusters Score: Raw -641532.296819 + Penalty 4178.403361 = -637353.893458 nChanged 86 SP:Iteration 12Q (11961.150000 sec): 3 clusters Score: Raw -641590.213623 + Penalty 4178.403361 = -637411.810262 nChanged 82 SP:Iteration 13Q (11961.360000 sec): 3 clusters Score: Raw -641645.137116 + Penalty 4178.403361 = -637466.733755 nChanged 90 SP:Iteration 14Q (11961.610000 sec): 3 clusters Score: Raw -641702.063542 + Penalty 4178.403361 = -637523.660181 nChanged 101 SP:Iteration 15Q (11961.830000 sec): 3 clusters Score: Raw -641768.586234 + Penalty 4178.403361 = -637590.182873 nChanged 118 SP:Iteration 16Q (11962.020000 sec): 3 clusters Score: Raw -641844.303598 + Penalty 4178.403361 = -637665.900237 nChanged 121 SP:Iteration 17Q (11962.200000 sec): 3 clusters Score: Raw -641921.719521 + Penalty 4178.403361 = -637743.316160 nChanged 112 SP:Iteration 18Q (11962.440000 sec): 3 clusters Score: Raw -641986.690473 + Penalty 4178.403361 = -637808.287112 nChanged 92 SP:Iteration 19Q (11962.690000 sec): 3 clusters Score: Raw -642047.735875 + Penalty 4178.403361 = -637869.332514 nChanged 95 SP:Iteration 20F (11962.970000 sec): 3 clusters Score: Raw -642111.927275 + Penalty 4178.403361 = -637933.523914 nChanged 87 SP:Iteration 21Q (11963.180000 sec): 3 clusters Score: Raw -642170.857563 + Penalty 4178.403361 = -637992.454202 nChanged 72 SP:Iteration 22Q (11963.350000 sec): 3 clusters Score: Raw -642226.129720 + Penalty 4178.403361 = -638047.726359 nChanged 73 SP:Iteration 23Q (11963.540000 sec): 3 clusters Score: Raw -642282.077986 + Penalty 4178.403361 = -638103.674625 nChanged 62 SP:Iteration 24Q (11963.770000 sec): 3 clusters Score: Raw -642326.027568 + Penalty 4178.403361 = -638147.624207 nChanged 42 SP:Iteration 25Q (11963.950000 sec): 3 clusters Score: Raw -642356.939030 + Penalty 4178.403361 = -638178.535669 nChanged 42 SP:Iteration 26Q (11964.190000 sec): 3 clusters Score: Raw -642388.529799 + Penalty 4178.403361 = -638210.126438 nChanged 44 SP:Iteration 27Q (11964.440000 sec): 3 clusters Score: Raw -642427.886820 + Penalty 4178.403361 = -638249.483459 nChanged 40 SP:Iteration 28Q (11964.630000 sec): 3 clusters Score: Raw -642461.897679 + Penalty 4178.403361 = -638283.494318 nChanged 28 SP:Iteration 29Q (11964.850000 sec): 3 clusters Score: Raw -642480.065535 + Penalty 4178.403361 = -638301.662174 nChanged 21 SP:Iteration 30Q (11965.050000 sec): 3 clusters Score: Raw -642498.286421 + Penalty 4178.403361 = -638319.883061 nChanged 16 SP:Iteration 31Q (11965.290000 sec): 3 clusters Score: Raw -642507.694311 + Penalty 4178.403361 = -638329.290950 nChanged 8 SP:Iteration 32Q (11965.500000 sec): 3 clusters Score: Raw -642512.595159 + Penalty 4178.403361 = -638334.191798 nChanged 6 SP:Iteration 33Q (11965.670000 sec): 3 clusters Score: Raw -642518.275579 + Penalty 4178.403361 = -638339.872218 nChanged 8 SP:Iteration 34Q (11965.870000 sec): 3 clusters Score: Raw -642525.101411 + Penalty 4178.403361 = -638346.698050 nChanged 10 SP:Iteration 35Q (11966.100000 sec): 3 clusters Score: Raw -642530.099211 + Penalty 4178.403361 = -638351.695850 nChanged 3 SP:Iteration 36Q (11966.270000 sec): 3 clusters Score: Raw -642531.802415 + Penalty 4178.403361 = -638353.399054 nChanged 4 SP:Iteration 37Q (11966.470000 sec): 3 clusters Score: Raw -642533.765719 + Penalty 4178.403361 = -638355.362358 nChanged 7 SP:Iteration 38Q (11966.630000 sec): 3 clusters Score: Raw -642537.768683 + Penalty 4178.403361 = -638359.365322 nChanged 6 SP:Iteration 39Q (11966.850000 sec): 3 clusters Score: Raw -642543.761066 + Penalty 4178.403361 = -638365.357705 nChanged 10 SP:Iteration 40F (11967.040000 sec): 3 clusters Score: Raw -642550.960925 + Penalty 4178.403361 = -638372.557564 nChanged 12 SP:Iteration 41Q (11967.300000 sec): 3 clusters Score: Raw -642560.378644 + Penalty 4178.403361 = -638381.975283 nChanged 11 SP:Iteration 42Q (11967.480000 sec): 3 clusters Score: Raw -642568.968723 + Penalty 4178.403361 = -638390.565362 nChanged 10 SP:Iteration 43Q (11967.710000 sec): 3 clusters Score: Raw -642576.820035 + Penalty 4178.403361 = -638398.416674 nChanged 5 SP:Iteration 44Q (11967.900000 sec): 3 clusters Score: Raw -642580.264550 + Penalty 4178.403361 = -638401.861189 nChanged 5 SP:Iteration 45Q (11968.080000 sec): 3 clusters Score: Raw -642584.554689 + Penalty 4178.403361 = -638406.151328 nChanged 9 SP:Iteration 46Q (11968.270000 sec): 3 clusters Score: Raw -642592.086553 + Penalty 4178.403361 = -638413.683192 nChanged 7 SP:Iteration 47Q (11968.490000 sec): 3 clusters Score: Raw -642597.538203 + Penalty 4178.403361 = -638419.134842 nChanged 9 SP:Iteration 48Q (11968.690000 sec): 3 clusters Score: Raw -642605.310069 + Penalty 4178.403361 = -638426.906708 nChanged 7 SP:Iteration 49Q (11968.900000 sec): 3 clusters Score: Raw -642611.304082 + Penalty 4178.403361 = -638432.900721 nChanged 3 SP:Iteration 50Q (11969.100000 sec): 3 clusters Score: Raw -642612.883475 + Penalty 4178.403361 = -638434.480114 nChanged 1 SP:Iteration 51Q (11969.270000 sec): 3 clusters Score: Raw -642613.576606 + Penalty 4178.403361 = -638435.173245 nChanged 3 SP:Iteration 52Q (11969.430000 sec): 3 clusters Score: Raw -642615.119709 + Penalty 4178.403361 = -638436.716348 nChanged 2 SP:Iteration 53Q (11969.640000 sec): 3 clusters Score: Raw -642616.829958 + Penalty 4178.403361 = -638438.426597 nChanged 1 SP:Iteration 54Q (11969.830000 sec): 3 clusters Score: Raw -642617.240820 + Penalty 4178.403361 = -638438.837459 nChanged 0 SP:Iteration 55F (11970.030000 sec): 3 clusters Score: Raw -642617.240820 + Penalty 4178.403361 = -638438.837459 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 26 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11970.130000 sec): 2 clusters Score: Raw -66801.632665 + Penalty 1555.205131 = -65246.427534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11970.320000 sec): 3 clusters Score: Raw -66977.060648 + Penalty 3110.410262 = -63866.650386 nChanged 101 SP:Iteration 1F (11970.560000 sec): 3 clusters Score: Raw -67220.149071 + Penalty 3110.410262 = -64109.738809 nChanged 33 SP:Iteration 2F (11970.720000 sec): 3 clusters Score: Raw -67297.260995 + Penalty 3110.410262 = -64186.850733 nChanged 25 SP:Iteration 3Q (11970.890000 sec): 3 clusters Score: Raw -67347.100333 + Penalty 3110.410262 = -64236.690071 nChanged 19 SP:Iteration 4Q (11971.080000 sec): 3 clusters Score: Raw -67395.805178 + Penalty 3110.410262 = -64285.394916 nChanged 9 SP:Iteration 5Q (11971.280000 sec): 3 clusters Score: Raw -67429.191298 + Penalty 3110.410262 = -64318.781036 nChanged 8 SP:Iteration 6Q (11971.440000 sec): 3 clusters Score: Raw -67446.208059 + Penalty 3110.410262 = -64335.797797 nChanged 3 SP:Iteration 7Q (11971.630000 sec): 3 clusters Score: Raw -67457.005509 + Penalty 3110.410262 = -64346.595247 nChanged 6 SP:Iteration 8Q (11971.800000 sec): 3 clusters Score: Raw -67527.421651 + Penalty 3110.410262 = -64417.011389 nChanged 8 SP:Iteration 9Q (11971.970000 sec): 3 clusters Score: Raw -67544.871021 + Penalty 3110.410262 = -64434.460759 nChanged 4 SP:Iteration 10Q (11972.110000 sec): 3 clusters Score: Raw -67551.679260 + Penalty 3110.410262 = -64441.268997 nChanged 2 SP:Iteration 11Q (11972.250000 sec): 3 clusters Score: Raw -67558.735510 + Penalty 3110.410262 = -64448.325248 nChanged 2 SP:Iteration 12Q (11972.390000 sec): 3 clusters Score: Raw -67564.934431 + Penalty 3110.410262 = -64454.524168 nChanged 0 SP:Iteration 13F (11972.550000 sec): 3 clusters Score: Raw -67601.476416 + Penalty 3110.410262 = -64491.066153 nChanged 1 SP:Iteration 14Q (11972.750000 sec): 3 clusters Score: Raw -67755.501185 + Penalty 3110.410262 = -64645.090923 nChanged 14 SP:Iteration 15Q (11972.960000 sec): 3 clusters Score: Raw -67804.612451 + Penalty 3110.410262 = -64694.202188 nChanged 8 SP:Iteration 16Q (11973.140000 sec): 3 clusters Score: Raw -67830.332544 + Penalty 3110.410262 = -64719.922282 nChanged 8 SP:Iteration 17Q (11973.360000 sec): 3 clusters Score: Raw -67861.121771 + Penalty 3110.410262 = -64750.711508 nChanged 7 SP:Iteration 18Q (11973.530000 sec): 3 clusters Score: Raw -67894.651902 + Penalty 3110.410262 = -64784.241640 nChanged 9 SP:Iteration 19Q (11973.710000 sec): 3 clusters Score: Raw -67926.869795 + Penalty 3110.410262 = -64816.459533 nChanged 5 SP:Iteration 20F (11973.910000 sec): 3 clusters Score: Raw -67947.136847 + Penalty 3110.410262 = -64836.726585 nChanged 3 SP:Iteration 21Q (11974.120000 sec): 3 clusters Score: Raw -67957.430757 + Penalty 3110.410262 = -64847.020494 nChanged 2 SP:Iteration 22Q (11974.300000 sec): 3 clusters Score: Raw -67963.727743 + Penalty 3110.410262 = -64853.317481 nChanged 2 SP:Iteration 23Q (11974.520000 sec): 3 clusters Score: Raw -67970.490778 + Penalty 3110.410262 = -64860.080515 nChanged 0 SP:Iteration 24F (11974.680000 sec): 3 clusters Score: Raw -67970.490778 + Penalty 3110.410262 = -64860.080515 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 27 (8850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11974.860000 sec): 2 clusters Score: Raw -1206585.583508 + Penalty 2253.866839 = -1204331.716669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11975.120000 sec): 3 clusters Score: Raw -1201890.891258 + Penalty 4507.733678 = -1197383.157580 nChanged 3632 SP:Iteration 1F (11975.350000 sec): 3 clusters Score: Raw -1204126.577079 + Penalty 4507.733678 = -1199618.843401 nChanged 801 SP:Iteration 2F (11975.560000 sec): 3 clusters Score: Raw -1204886.579946 + Penalty 4507.733678 = -1200378.846268 nChanged 742 SP:Iteration 3F (11975.800000 sec): 3 clusters Score: Raw -1205696.893518 + Penalty 4507.733678 = -1201189.159840 nChanged 671 SP:Iteration 4F (11976.030000 sec): 3 clusters Score: Raw -1206293.614310 + Penalty 4507.733678 = -1201785.880632 nChanged 506 SP:Iteration 5F (11976.320000 sec): 3 clusters Score: Raw -1206654.744316 + Penalty 4507.733678 = -1202147.010638 nChanged 386 SP:Iteration 6Q (11976.520000 sec): 3 clusters Score: Raw -1206864.849200 + Penalty 4507.733678 = -1202357.115522 nChanged 285 SP:Iteration 7Q (11976.780000 sec): 3 clusters Score: Raw -1207010.792317 + Penalty 4507.733678 = -1202503.058639 nChanged 233 SP:Iteration 8Q (11977.030000 sec): 3 clusters Score: Raw -1207114.475004 + Penalty 4507.733678 = -1202606.741326 nChanged 196 SP:Iteration 9Q (11977.270000 sec): 3 clusters Score: Raw -1207204.953893 + Penalty 4507.733678 = -1202697.220215 nChanged 183 SP:Iteration 10Q (11977.550000 sec): 3 clusters Score: Raw -1207319.365479 + Penalty 4507.733678 = -1202811.631801 nChanged 196 SP:Iteration 11Q (11977.760000 sec): 3 clusters Score: Raw -1207474.191091 + Penalty 4507.733678 = -1202966.457413 nChanged 189 SP:Iteration 12Q (11977.980000 sec): 3 clusters Score: Raw -1207603.563053 + Penalty 4507.733678 = -1203095.829375 nChanged 169 SP:Iteration 13Q (11978.250000 sec): 3 clusters Score: Raw -1207704.637966 + Penalty 4507.733678 = -1203196.904287 nChanged 136 SP:Iteration 14Q (11978.450000 sec): 3 clusters Score: Raw -1207774.696276 + Penalty 4507.733678 = -1203266.962598 nChanged 106 SP:Iteration 15Q (11978.700000 sec): 3 clusters Score: Raw -1207818.691227 + Penalty 4507.733678 = -1203310.957549 nChanged 73 SP:Iteration 16Q (11978.920000 sec): 3 clusters Score: Raw -1207847.328799 + Penalty 4507.733678 = -1203339.595120 nChanged 78 SP:Iteration 17Q (11979.160000 sec): 3 clusters Score: Raw -1207873.639124 + Penalty 4507.733678 = -1203365.905445 nChanged 47 SP:Iteration 18Q (11979.390000 sec): 3 clusters Score: Raw -1207887.785075 + Penalty 4507.733678 = -1203380.051397 nChanged 34 SP:Iteration 19Q (11979.600000 sec): 3 clusters Score: Raw -1207900.577311 + Penalty 4507.733678 = -1203392.843633 nChanged 40 SP:Iteration 20F (11979.840000 sec): 3 clusters Score: Raw -1207913.516624 + Penalty 4507.733678 = -1203405.782946 nChanged 38 SP:Iteration 21Q (11980.120000 sec): 3 clusters Score: Raw -1207924.774810 + Penalty 4507.733678 = -1203417.041132 nChanged 26 SP:Iteration 22Q (11980.340000 sec): 3 clusters Score: Raw -1207931.092773 + Penalty 4507.733678 = -1203423.359095 nChanged 25 SP:Iteration 23Q (11980.550000 sec): 3 clusters Score: Raw -1207938.914754 + Penalty 4507.733678 = -1203431.181076 nChanged 23 SP:Iteration 24Q (11980.820000 sec): 3 clusters Score: Raw -1207946.967422 + Penalty 4507.733678 = -1203439.233743 nChanged 27 SP:Iteration 25Q (11981.110000 sec): 3 clusters Score: Raw -1207956.240572 + Penalty 4507.733678 = -1203448.506894 nChanged 23 SP:Iteration 26Q (11981.320000 sec): 3 clusters Score: Raw -1207963.873273 + Penalty 4507.733678 = -1203456.139595 nChanged 25 SP:Iteration 27Q (11981.590000 sec): 3 clusters Score: Raw -1207970.823496 + Penalty 4507.733678 = -1203463.089818 nChanged 24 SP:Iteration 28Q (11981.860000 sec): 3 clusters Score: Raw -1207976.548706 + Penalty 4507.733678 = -1203468.815028 nChanged 17 SP:Iteration 29Q (11982.090000 sec): 3 clusters Score: Raw -1207980.228741 + Penalty 4507.733678 = -1203472.495063 nChanged 11 SP:Iteration 30Q (11982.320000 sec): 3 clusters Score: Raw -1207982.232529 + Penalty 4507.733678 = -1203474.498851 nChanged 9 SP:Iteration 31Q (11982.590000 sec): 3 clusters Score: Raw -1207984.083683 + Penalty 4507.733678 = -1203476.350005 nChanged 5 SP:Iteration 32Q (11982.780000 sec): 3 clusters Score: Raw -1207985.248266 + Penalty 4507.733678 = -1203477.514587 nChanged 3 SP:Iteration 33Q (11983.000000 sec): 3 clusters Score: Raw -1207985.589954 + Penalty 4507.733678 = -1203477.856276 nChanged 2 SP:Iteration 34Q (11983.220000 sec): 3 clusters Score: Raw -1207985.979437 + Penalty 4507.733678 = -1203478.245759 nChanged 2 SP:Iteration 35Q (11983.430000 sec): 3 clusters Score: Raw -1207986.402010 + Penalty 4507.733678 = -1203478.668332 nChanged 2 SP:Iteration 36Q (11983.660000 sec): 3 clusters Score: Raw -1207986.950263 + Penalty 4507.733678 = -1203479.216585 nChanged 4 SP:Iteration 37Q (11983.920000 sec): 3 clusters Score: Raw -1207987.871454 + Penalty 4507.733678 = -1203480.137776 nChanged 2 SP:Iteration 38Q (11984.150000 sec): 3 clusters Score: Raw -1207988.629737 + Penalty 4507.733678 = -1203480.896059 nChanged 3 SP:Iteration 39Q (11984.390000 sec): 3 clusters Score: Raw -1207989.579019 + Penalty 4507.733678 = -1203481.845341 nChanged 11 SP:Iteration 40F (11984.610000 sec): 3 clusters Score: Raw -1207991.807697 + Penalty 4507.733678 = -1203484.074019 nChanged 10 SP:Iteration 41Q (11984.830000 sec): 3 clusters Score: Raw -1207993.789624 + Penalty 4507.733678 = -1203486.055946 nChanged 6 SP:Iteration 42Q (11985.100000 sec): 3 clusters Score: Raw -1207995.057957 + Penalty 4507.733678 = -1203487.324279 nChanged 4 SP:Iteration 43Q (11985.330000 sec): 3 clusters Score: Raw -1207996.171145 + Penalty 4507.733678 = -1203488.437467 nChanged 7 SP:Iteration 44Q (11985.530000 sec): 3 clusters Score: Raw -1207997.670883 + Penalty 4507.733678 = -1203489.937205 nChanged 8 SP:Iteration 45Q (11985.750000 sec): 3 clusters Score: Raw -1207999.591439 + Penalty 4507.733678 = -1203491.857761 nChanged 10 SP:Iteration 46Q (11985.990000 sec): 3 clusters Score: Raw -1208001.859908 + Penalty 4507.733678 = -1203494.126230 nChanged 2 SP:Iteration 47Q (11986.270000 sec): 3 clusters Score: Raw -1208002.540739 + Penalty 4507.733678 = -1203494.807061 nChanged 2 SP:Iteration 48Q (11986.460000 sec): 3 clusters Score: Raw -1208003.062780 + Penalty 4507.733678 = -1203495.329102 nChanged 2 SP:Iteration 49Q (11986.700000 sec): 3 clusters Score: Raw -1208003.416703 + Penalty 4507.733678 = -1203495.683025 nChanged 1 SP:Iteration 50Q (11986.930000 sec): 3 clusters Score: Raw -1208003.541762 + Penalty 4507.733678 = -1203495.808084 nChanged 0 SP:Iteration 51F (11987.170000 sec): 3 clusters Score: Raw -1208003.541762 + Penalty 4507.733678 = -1203495.808084 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 28 (1824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11987.260000 sec): 2 clusters Score: Raw -259067.555942 + Penalty 1862.179218 = -257205.376724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11987.460000 sec): 3 clusters Score: Raw -258399.027005 + Penalty 3724.358437 = -254674.668569 nChanged 594 SP:Iteration 1F (11987.640000 sec): 3 clusters Score: Raw -258901.346493 + Penalty 3724.358437 = -255176.988056 nChanged 154 SP:Iteration 2F (11987.820000 sec): 3 clusters Score: Raw -259033.586333 + Penalty 3724.358437 = -255309.227897 nChanged 72 SP:Iteration 3Q (11988.010000 sec): 3 clusters Score: Raw -259097.047912 + Penalty 3724.358437 = -255372.689475 nChanged 44 SP:Iteration 4Q (11988.220000 sec): 3 clusters Score: Raw -259134.336624 + Penalty 3724.358437 = -255409.978187 nChanged 33 SP:Iteration 5Q (11988.380000 sec): 3 clusters Score: Raw -259164.680375 + Penalty 3724.358437 = -255440.321939 nChanged 29 SP:Iteration 6Q (11988.570000 sec): 3 clusters Score: Raw -259190.047603 + Penalty 3724.358437 = -255465.689167 nChanged 28 SP:Iteration 7Q (11988.750000 sec): 3 clusters Score: Raw -259215.360896 + Penalty 3724.358437 = -255491.002459 nChanged 22 SP:Iteration 8Q (11988.930000 sec): 3 clusters Score: Raw -259233.109616 + Penalty 3724.358437 = -255508.751179 nChanged 13 SP:Iteration 9Q (11989.110000 sec): 3 clusters Score: Raw -259247.896017 + Penalty 3724.358437 = -255523.537581 nChanged 15 SP:Iteration 10Q (11989.280000 sec): 3 clusters Score: Raw -259264.803399 + Penalty 3724.358437 = -255540.444963 nChanged 16 SP:Iteration 11Q (11989.500000 sec): 3 clusters Score: Raw -259277.619579 + Penalty 3724.358437 = -255553.261142 nChanged 17 SP:Iteration 12Q (11989.700000 sec): 3 clusters Score: Raw -259289.474220 + Penalty 3724.358437 = -255565.115784 nChanged 6 SP:Iteration 13Q (11989.880000 sec): 3 clusters Score: Raw -259293.771329 + Penalty 3724.358437 = -255569.412892 nChanged 7 SP:Iteration 14Q (11990.030000 sec): 3 clusters Score: Raw -259298.542778 + Penalty 3724.358437 = -255574.184342 nChanged 9 SP:Iteration 15Q (11990.220000 sec): 3 clusters Score: Raw -259305.075825 + Penalty 3724.358437 = -255580.717388 nChanged 6 SP:Iteration 16Q (11990.370000 sec): 3 clusters Score: Raw -259308.656171 + Penalty 3724.358437 = -255584.297734 nChanged 10 SP:Iteration 17Q (11990.590000 sec): 3 clusters Score: Raw -259318.736759 + Penalty 3724.358437 = -255594.378322 nChanged 9 SP:Iteration 18Q (11990.760000 sec): 3 clusters Score: Raw -259326.626310 + Penalty 3724.358437 = -255602.267874 nChanged 7 SP:Iteration 19Q (11990.970000 sec): 3 clusters Score: Raw -259330.850040 + Penalty 3724.358437 = -255606.491603 nChanged 3 SP:Iteration 20F (11991.170000 sec): 3 clusters Score: Raw -259332.249867 + Penalty 3724.358437 = -255607.891430 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 29 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11991.260000 sec): 2 clusters Score: Raw -118349.462669 + Penalty 1676.870047 = -116672.592622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11991.470000 sec): 3 clusters Score: Raw -118196.638632 + Penalty 3353.740093 = -114842.898538 nChanged 197 SP:Iteration 1F (11991.640000 sec): 3 clusters Score: Raw -118459.264053 + Penalty 3353.740093 = -115105.523959 nChanged 56 SP:Iteration 2F (11991.820000 sec): 3 clusters Score: Raw -118561.187052 + Penalty 3353.740093 = -115207.446959 nChanged 24 SP:Iteration 3Q (11992.030000 sec): 3 clusters Score: Raw -118592.686145 + Penalty 3353.740093 = -115238.946051 nChanged 12 SP:Iteration 4Q (11992.240000 sec): 3 clusters Score: Raw -118610.954029 + Penalty 3353.740093 = -115257.213936 nChanged 7 SP:Iteration 5Q (11992.410000 sec): 3 clusters Score: Raw -118618.713833 + Penalty 3353.740093 = -115264.973740 nChanged 5 SP:Iteration 6Q (11992.660000 sec): 3 clusters Score: Raw -118623.623503 + Penalty 3353.740093 = -115269.883410 nChanged 1 SP:Iteration 7Q (11992.790000 sec): 3 clusters Score: Raw -118624.325479 + Penalty 3353.740093 = -115270.585385 nChanged 2 SP:Iteration 8Q (11993.040000 sec): 3 clusters Score: Raw -118627.476725 + Penalty 3353.740093 = -115273.736632 nChanged 2 SP:Iteration 9Q (11993.210000 sec): 3 clusters Score: Raw -118630.434450 + Penalty 3353.740093 = -115276.694357 nChanged 1 SP:Iteration 10Q (11993.430000 sec): 3 clusters Score: Raw -118631.744282 + Penalty 3353.740093 = -115278.004188 nChanged 1 SP:Iteration 11Q (11993.640000 sec): 3 clusters Score: Raw -118632.515290 + Penalty 3353.740093 = -115278.775196 nChanged 1 SP:Iteration 12Q (11993.810000 sec): 3 clusters Score: Raw -118634.642749 + Penalty 3353.740093 = -115280.902656 nChanged 0 SP:Iteration 13F (11994.010000 sec): 3 clusters Score: Raw -118634.642749 + Penalty 3353.740093 = -115280.902656 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 30 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11994.100000 sec): 2 clusters Score: Raw -9883.809898 + Penalty 1095.872471 = -8787.937427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11994.330000 sec): 3 clusters Score: Raw -10323.564163 + Penalty 2191.744941 = -8131.819221 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 31 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11994.400000 sec): 2 clusters Score: Raw -18273.644006 + Penalty 1250.769429 = -17022.874577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11994.590000 sec): 3 clusters Score: Raw -18625.231612 + Penalty 2501.538858 = -16123.692754 nChanged 5 SP:Iteration 1Q (11994.770000 sec): 3 clusters Score: Raw -18652.689363 + Penalty 2501.538858 = -16151.150505 nChanged 1 SP:Iteration 2Q (11995.020000 sec): 3 clusters Score: Raw -18655.678778 + Penalty 2501.538858 = -16154.139920 nChanged 0 SP:Iteration 3F (11995.210000 sec): 3 clusters Score: Raw -18655.678778 + Penalty 2501.538858 = -16154.139920 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 32 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11995.290000 sec): 2 clusters Score: Raw -25196.950400 + Penalty 1328.433396 = -23868.517004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11995.500000 sec): 3 clusters Score: Raw -25529.531209 + Penalty 2656.866792 = -22872.664416 nChanged 35 SP:Iteration 1F (11995.730000 sec): 3 clusters Score: Raw -25627.896955 + Penalty 2656.866792 = -22971.030162 nChanged 5 SP:Iteration 2Q (11995.910000 sec): 3 clusters Score: Raw -25663.447984 + Penalty 2656.866792 = -23006.581192 nChanged 8 SP:Iteration 3Q (11996.080000 sec): 3 clusters Score: Raw -25709.951964 + Penalty 2656.866792 = -23053.085172 nChanged 4 SP:Iteration 4Q (11996.320000 sec): 3 clusters Score: Raw -25742.369016 + Penalty 2656.866792 = -23085.502224 nChanged 2 SP:Iteration 5Q (11996.490000 sec): 3 clusters Score: Raw -25759.073613 + Penalty 2656.866792 = -23102.206821 nChanged 1 SP:Iteration 6Q (11996.730000 sec): 3 clusters Score: Raw -25761.235641 + Penalty 2656.866792 = -23104.368849 nChanged 0 SP:Iteration 7F (11996.910000 sec): 3 clusters Score: Raw -25761.235641 + Penalty 2656.866792 = -23104.368849 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 33 (6169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11997.020000 sec): 2 clusters Score: Raw -883248.110781 + Penalty 2164.368423 = -881083.742358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11997.210000 sec): 3 clusters Score: Raw -880144.156438 + Penalty 4328.736846 = -875815.419591 nChanged 2417 SP:Iteration 1F (11997.450000 sec): 3 clusters Score: Raw -881438.720441 + Penalty 4328.736846 = -877109.983594 nChanged 443 SP:Iteration 2F (11997.660000 sec): 3 clusters Score: Raw -881670.983789 + Penalty 4328.736846 = -877342.246942 nChanged 283 SP:Iteration 3Q (11997.840000 sec): 3 clusters Score: Raw -881796.306897 + Penalty 4328.736846 = -877467.570051 nChanged 207 SP:Iteration 4Q (11998.070000 sec): 3 clusters Score: Raw -881883.932601 + Penalty 4328.736846 = -877555.195754 nChanged 163 SP:Iteration 5Q (11998.290000 sec): 3 clusters Score: Raw -881953.757545 + Penalty 4328.736846 = -877625.020699 nChanged 133 SP:Iteration 6Q (11998.490000 sec): 3 clusters Score: Raw -882012.289295 + Penalty 4328.736846 = -877683.552448 nChanged 135 SP:Iteration 7Q (11998.710000 sec): 3 clusters Score: Raw -882065.388224 + Penalty 4328.736846 = -877736.651378 nChanged 103 SP:Iteration 8Q (11998.860000 sec): 3 clusters Score: Raw -882110.550267 + Penalty 4328.736846 = -877781.813421 nChanged 107 SP:Iteration 9Q (11999.090000 sec): 3 clusters Score: Raw -882158.630992 + Penalty 4328.736846 = -877829.894146 nChanged 124 SP:Iteration 10Q (11999.310000 sec): 3 clusters Score: Raw -882217.487068 + Penalty 4328.736846 = -877888.750222 nChanged 132 SP:Iteration 11Q (11999.550000 sec): 3 clusters Score: Raw -882279.267307 + Penalty 4328.736846 = -877950.530460 nChanged 143 SP:Iteration 12Q (11999.810000 sec): 3 clusters Score: Raw -882347.093733 + Penalty 4328.736846 = -878018.356886 nChanged 138 SP:Iteration 13Q (11999.990000 sec): 3 clusters Score: Raw -882413.590977 + Penalty 4328.736846 = -878084.854130 nChanged 137 SP:Iteration 14Q (12000.210000 sec): 3 clusters Score: Raw -882487.565305 + Penalty 4328.736846 = -878158.828459 nChanged 153 SP:Iteration 15Q (12000.430000 sec): 3 clusters Score: Raw -882581.305537 + Penalty 4328.736846 = -878252.568690 nChanged 177 SP:Iteration 16Q (12000.670000 sec): 3 clusters Score: Raw -882719.220444 + Penalty 4328.736846 = -878390.483598 nChanged 201 SP:Iteration 17Q (12000.900000 sec): 3 clusters Score: Raw -882879.780547 + Penalty 4328.736846 = -878551.043701 nChanged 165 SP:Iteration 18Q (12001.080000 sec): 3 clusters Score: Raw -883001.582793 + Penalty 4328.736846 = -878672.845946 nChanged 140 SP:Iteration 19Q (12001.290000 sec): 3 clusters Score: Raw -883112.396790 + Penalty 4328.736846 = -878783.659944 nChanged 109 SP:Iteration 20F (12001.510000 sec): 3 clusters Score: Raw -883195.149606 + Penalty 4328.736846 = -878866.412759 nChanged 90 SP:Iteration 21Q (12001.710000 sec): 3 clusters Score: Raw -883264.604996 + Penalty 4328.736846 = -878935.868150 nChanged 68 SP:Iteration 22Q (12001.910000 sec): 3 clusters Score: Raw -883321.343455 + Penalty 4328.736846 = -878992.606609 nChanged 53 SP:Iteration 23Q (12002.200000 sec): 3 clusters Score: Raw -883371.422271 + Penalty 4328.736846 = -879042.685425 nChanged 37 SP:Iteration 24Q (12002.380000 sec): 3 clusters Score: Raw -883411.570451 + Penalty 4328.736846 = -879082.833605 nChanged 34 SP:Iteration 25Q (12002.610000 sec): 3 clusters Score: Raw -883448.968267 + Penalty 4328.736846 = -879120.231420 nChanged 28 SP:Iteration 26Q (12002.850000 sec): 3 clusters Score: Raw -883481.639609 + Penalty 4328.736846 = -879152.902763 nChanged 17 SP:Iteration 27Q (12003.070000 sec): 3 clusters Score: Raw -883504.456351 + Penalty 4328.736846 = -879175.719504 nChanged 9 SP:Iteration 28Q (12003.270000 sec): 3 clusters Score: Raw -883513.619220 + Penalty 4328.736846 = -879184.882373 nChanged 6 SP:Iteration 29Q (12003.480000 sec): 3 clusters Score: Raw -883519.282638 + Penalty 4328.736846 = -879190.545792 nChanged 6 SP:Iteration 30Q (12003.690000 sec): 3 clusters Score: Raw -883527.124174 + Penalty 4328.736846 = -879198.387328 nChanged 7 SP:Iteration 31Q (12003.910000 sec): 3 clusters Score: Raw -883536.391523 + Penalty 4328.736846 = -879207.654676 nChanged 6 SP:Iteration 32Q (12004.100000 sec): 3 clusters Score: Raw -883542.456270 + Penalty 4328.736846 = -879213.719424 nChanged 6 SP:Iteration 33Q (12004.310000 sec): 3 clusters Score: Raw -883548.143370 + Penalty 4328.736846 = -879219.406523 nChanged 5 SP:Iteration 34Q (12004.520000 sec): 3 clusters Score: Raw -883552.568502 + Penalty 4328.736846 = -879223.831656 nChanged 6 SP:Iteration 35Q (12004.690000 sec): 3 clusters Score: Raw -883557.266384 + Penalty 4328.736846 = -879228.529538 nChanged 2 SP:Iteration 36Q (12004.890000 sec): 3 clusters Score: Raw -883559.118548 + Penalty 4328.736846 = -879230.381701 nChanged 2 SP:Iteration 37Q (12005.100000 sec): 3 clusters Score: Raw -883560.448618 + Penalty 4328.736846 = -879231.711771 nChanged 6 SP:Iteration 38Q (12005.370000 sec): 3 clusters Score: Raw -883567.348725 + Penalty 4328.736846 = -879238.611878 nChanged 6 SP:Iteration 39Q (12005.610000 sec): 3 clusters Score: Raw -883571.990230 + Penalty 4328.736846 = -879243.253383 nChanged 1 SP:Iteration 40F (12005.820000 sec): 3 clusters Score: Raw -883573.396432 + Penalty 4328.736846 = -879244.659585 nChanged 1 SP:Iteration 41Q (12006.070000 sec): 3 clusters Score: Raw -883573.797282 + Penalty 4328.736846 = -879245.060436 nChanged 0 SP:Iteration 42F (12006.280000 sec): 3 clusters Score: Raw -883573.797282 + Penalty 4328.736846 = -879245.060436 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 34 (50919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12006.650000 sec): 2 clusters Score: Raw -7458146.185388 + Penalty 2687.821871 = -7455458.363518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12007.090000 sec): 3 clusters Score: Raw -7426629.537408 + Penalty 5375.643741 = -7421253.893667 nChanged 23536 SP:Iteration 1F (12007.540000 sec): 3 clusters Score: Raw -7439748.483695 + Penalty 5375.643741 = -7434372.839954 nChanged 2055 SP:Iteration 2Q (12008.040000 sec): 3 clusters Score: Raw -7440362.996302 + Penalty 5375.643741 = -7434987.352561 nChanged 2014 SP:Iteration 3Q (12008.540000 sec): 3 clusters Score: Raw -7441040.500856 + Penalty 5375.643741 = -7435664.857115 nChanged 2231 SP:Iteration 4Q (12009.120000 sec): 3 clusters Score: Raw -7441966.787188 + Penalty 5375.643741 = -7436591.143447 nChanged 2615 SP:Iteration 5F (12009.610000 sec): 3 clusters Score: Raw -7443276.832567 + Penalty 5375.643741 = -7437901.188826 nChanged 2992 SP:Iteration 6F (12010.190000 sec): 3 clusters Score: Raw -7445024.226308 + Penalty 5375.643741 = -7439648.582567 nChanged 3407 SP:Iteration 7F (12010.680000 sec): 3 clusters Score: Raw -7447217.663970 + Penalty 5375.643741 = -7441842.020229 nChanged 3447 SP:Iteration 8F (12011.180000 sec): 3 clusters Score: Raw -7449575.289038 + Penalty 5375.643741 = -7444199.645297 nChanged 3042 SP:Iteration 9F (12011.700000 sec): 3 clusters Score: Raw -7451658.543940 + Penalty 5375.643741 = -7446282.900199 nChanged 2494 SP:Iteration 10Q (12012.160000 sec): 3 clusters Score: Raw -7453372.069901 + Penalty 5375.643741 = -7447996.426160 nChanged 1970 SP:Iteration 11Q (12012.670000 sec): 3 clusters Score: Raw -7454741.134122 + Penalty 5375.643741 = -7449365.490380 nChanged 1542 SP:Iteration 12Q (12013.230000 sec): 3 clusters Score: Raw -7455813.206587 + Penalty 5375.643741 = -7450437.562846 nChanged 1098 SP:Iteration 13Q (12013.680000 sec): 3 clusters Score: Raw -7456611.673814 + Penalty 5375.643741 = -7451236.030072 nChanged 818 SP:Iteration 14Q (12014.130000 sec): 3 clusters Score: Raw -7457248.687380 + Penalty 5375.643741 = -7451873.043639 nChanged 544 SP:Iteration 15Q (12014.690000 sec): 3 clusters Score: Raw -7457696.408840 + Penalty 5375.643741 = -7452320.765099 nChanged 343 SP:Iteration 16Q (12015.170000 sec): 3 clusters Score: Raw -7457992.018214 + Penalty 5375.643741 = -7452616.374472 nChanged 198 SP:Iteration 17Q (12015.600000 sec): 3 clusters Score: Raw -7458148.753103 + Penalty 5375.643741 = -7452773.109362 nChanged 113 SP:Iteration 18Q (12016.080000 sec): 3 clusters Score: Raw -7458249.575888 + Penalty 5375.643741 = -7452873.932147 nChanged 84 SP:Iteration 19Q (12016.530000 sec): 3 clusters Score: Raw -7458319.500985 + Penalty 5375.643741 = -7452943.857244 nChanged 52 SP:Iteration 20F (12016.990000 sec): 3 clusters Score: Raw -7458354.996322 + Penalty 5375.643741 = -7452979.352581 nChanged 31 SP:Iteration 21Q (12017.400000 sec): 3 clusters Score: Raw -7458385.923894 + Penalty 5375.643741 = -7453010.280153 nChanged 25 SP:Iteration 22Q (12017.870000 sec): 3 clusters Score: Raw -7458410.142008 + Penalty 5375.643741 = -7453034.498267 nChanged 28 SP:Iteration 23Q (12018.280000 sec): 3 clusters Score: Raw -7458431.682037 + Penalty 5375.643741 = -7453056.038296 nChanged 12 SP:Iteration 24Q (12018.690000 sec): 3 clusters Score: Raw -7458442.064889 + Penalty 5375.643741 = -7453066.421148 nChanged 10 SP:Iteration 25Q (12019.150000 sec): 3 clusters Score: Raw -7458450.688109 + Penalty 5375.643741 = -7453075.044368 nChanged 2 SP:Iteration 26Q (12019.590000 sec): 3 clusters Score: Raw -7458452.181263 + Penalty 5375.643741 = -7453076.537522 nChanged 0 SP:Iteration 27F (12020.040000 sec): 3 clusters Score: Raw -7458452.181263 + Penalty 5375.643741 = -7453076.537522 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 35 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12020.150000 sec): 2 clusters Score: Raw -59167.500416 + Penalty 1498.572943 = -57668.927473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12020.330000 sec): 3 clusters Score: Raw -59225.910202 + Penalty 2997.145886 = -56228.764317 nChanged 60 SP:Iteration 1F (12020.520000 sec): 3 clusters Score: Raw -59369.283557 + Penalty 2997.145886 = -56372.137671 nChanged 7 SP:Iteration 2Q (12020.750000 sec): 3 clusters Score: Raw -59383.470384 + Penalty 2997.145886 = -56386.324498 nChanged 6 SP:Iteration 3Q (12020.970000 sec): 3 clusters Score: Raw -59397.360769 + Penalty 2997.145886 = -56400.214883 nChanged 2 SP:Iteration 4Q (12021.130000 sec): 3 clusters Score: Raw -59401.039417 + Penalty 2997.145886 = -56403.893532 nChanged 0 SP:Iteration 5F (12021.310000 sec): 3 clusters Score: Raw -59401.039417 + Penalty 2997.145886 = -56403.893532 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 36 (127426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12022.070000 sec): 2 clusters Score: Raw -18761702.274040 + Penalty 2915.312189 = -18758786.961852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12023.110000 sec): 3 clusters Score: Raw -18679364.921379 + Penalty 5830.624377 = -18673534.297002 nChanged 60686 SP:Iteration 1F (12024.030000 sec): 3 clusters Score: Raw -18714052.940112 + Penalty 5830.624377 = -18708222.315735 nChanged 3853 SP:Iteration 2Q (12025.010000 sec): 3 clusters Score: Raw -18714946.360934 + Penalty 5830.624377 = -18709115.736557 nChanged 4341 SP:Iteration 3Q (12025.970000 sec): 3 clusters Score: Raw -18716266.760403 + Penalty 5830.624377 = -18710436.136026 nChanged 5658 SP:Iteration 4Q (12026.860000 sec): 3 clusters Score: Raw -18718652.016751 + Penalty 5830.624377 = -18712821.392374 nChanged 7867 SP:Iteration 5F (12027.740000 sec): 3 clusters Score: Raw -18723300.614483 + Penalty 5830.624377 = -18717469.990106 nChanged 10900 SP:Iteration 6F (12028.580000 sec): 3 clusters Score: Raw -18732053.190901 + Penalty 5830.624377 = -18726222.566524 nChanged 12438 SP:Iteration 7F (12029.470000 sec): 3 clusters Score: Raw -18744151.034352 + Penalty 5830.624377 = -18738320.409975 nChanged 10049 SP:Iteration 8F (12030.320000 sec): 3 clusters Score: Raw -18754552.050801 + Penalty 5830.624377 = -18748721.426424 nChanged 5112 SP:Iteration 9Q (12031.280000 sec): 3 clusters Score: Raw -18759588.185787 + Penalty 5830.624377 = -18753757.561410 nChanged 1703 SP:Iteration 10Q (12032.160000 sec): 3 clusters Score: Raw -18761193.502716 + Penalty 5830.624377 = -18755362.878338 nChanged 515 SP:Iteration 11Q (12033.040000 sec): 3 clusters Score: Raw -18761696.764791 + Penalty 5830.624377 = -18755866.140414 nChanged 149 SP:Iteration 12Q (12033.800000 sec): 3 clusters Score: Raw -18761878.296132 + Penalty 5830.624377 = -18756047.671755 nChanged 49 SP:Iteration 13Q (12034.540000 sec): 3 clusters Score: Raw -18761935.796275 + Penalty 5830.624377 = -18756105.171898 nChanged 33 SP:Iteration 14Q (12035.330000 sec): 3 clusters Score: Raw -18761975.522887 + Penalty 5830.624377 = -18756144.898509 nChanged 24 SP:Iteration 15Q (12036.070000 sec): 3 clusters Score: Raw -18762008.556785 + Penalty 5830.624377 = -18756177.932407 nChanged 17 SP:Iteration 16Q (12036.840000 sec): 3 clusters Score: Raw -18762029.966250 + Penalty 5830.624377 = -18756199.341873 nChanged 7 SP:Iteration 17Q (12037.610000 sec): 3 clusters Score: Raw -18762036.841039 + Penalty 5830.624377 = -18756206.216662 nChanged 4 SP:Iteration 18Q (12038.430000 sec): 3 clusters Score: Raw -18762042.373506 + Penalty 5830.624377 = -18756211.749129 nChanged 3 SP:Iteration 19Q (12039.250000 sec): 3 clusters Score: Raw -18762047.190432 + Penalty 5830.624377 = -18756216.566055 nChanged 1 SP:Iteration 20F (12040.130000 sec): 3 clusters Score: Raw -18762047.669870 + Penalty 5830.624377 = -18756217.045492 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 37 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12040.290000 sec): 2 clusters Score: Raw -406937.755835 + Penalty 1970.761156 = -404966.994679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12040.480000 sec): 3 clusters Score: Raw -405743.567121 + Penalty 3941.522311 = -401802.044810 nChanged 975 SP:Iteration 1F (12040.690000 sec): 3 clusters Score: Raw -406395.610536 + Penalty 3941.522311 = -402454.088224 nChanged 228 SP:Iteration 2F (12040.910000 sec): 3 clusters Score: Raw -406585.575497 + Penalty 3941.522311 = -402644.053186 nChanged 148 SP:Iteration 3F (12041.110000 sec): 3 clusters Score: Raw -406705.638144 + Penalty 3941.522311 = -402764.115833 nChanged 108 SP:Iteration 4Q (12041.280000 sec): 3 clusters Score: Raw -406790.805870 + Penalty 3941.522311 = -402849.283558 nChanged 89 SP:Iteration 5Q (12041.490000 sec): 3 clusters Score: Raw -406869.742326 + Penalty 3941.522311 = -402928.220015 nChanged 84 SP:Iteration 6Q (12041.690000 sec): 3 clusters Score: Raw -406938.611745 + Penalty 3941.522311 = -402997.089434 nChanged 81 SP:Iteration 7Q (12041.860000 sec): 3 clusters Score: Raw -407007.130605 + Penalty 3941.522311 = -403065.608293 nChanged 75 SP:Iteration 8Q (12042.070000 sec): 3 clusters Score: Raw -407084.781388 + Penalty 3941.522311 = -403143.259077 nChanged 89 SP:Iteration 9Q (12042.280000 sec): 3 clusters Score: Raw -407170.147436 + Penalty 3941.522311 = -403228.625125 nChanged 81 SP:Iteration 10Q (12042.500000 sec): 3 clusters Score: Raw -407230.132570 + Penalty 3941.522311 = -403288.610259 nChanged 54 SP:Iteration 11Q (12042.710000 sec): 3 clusters Score: Raw -407272.481092 + Penalty 3941.522311 = -403330.958780 nChanged 45 SP:Iteration 12Q (12042.870000 sec): 3 clusters Score: Raw -407309.231438 + Penalty 3941.522311 = -403367.709126 nChanged 39 SP:Iteration 13Q (12043.050000 sec): 3 clusters Score: Raw -407341.655045 + Penalty 3941.522311 = -403400.132734 nChanged 38 SP:Iteration 14Q (12043.210000 sec): 3 clusters Score: Raw -407370.478525 + Penalty 3941.522311 = -403428.956213 nChanged 36 SP:Iteration 15Q (12043.460000 sec): 3 clusters Score: Raw -407388.037832 + Penalty 3941.522311 = -403446.515521 nChanged 24 SP:Iteration 16Q (12043.610000 sec): 3 clusters Score: Raw -407400.984879 + Penalty 3941.522311 = -403459.462568 nChanged 33 SP:Iteration 17Q (12043.820000 sec): 3 clusters Score: Raw -407427.096514 + Penalty 3941.522311 = -403485.574203 nChanged 36 SP:Iteration 18Q (12044.010000 sec): 3 clusters Score: Raw -407454.251176 + Penalty 3941.522311 = -403512.728865 nChanged 38 SP:Iteration 19Q (12044.220000 sec): 3 clusters Score: Raw -407486.469525 + Penalty 3941.522311 = -403544.947214 nChanged 45 SP:Iteration 20F (12044.450000 sec): 3 clusters Score: Raw -407520.371359 + Penalty 3941.522311 = -403578.849048 nChanged 40 SP:Iteration 21Q (12044.650000 sec): 3 clusters Score: Raw -407547.368844 + Penalty 3941.522311 = -403605.846533 nChanged 32 SP:Iteration 22Q (12044.880000 sec): 3 clusters Score: Raw -407567.834764 + Penalty 3941.522311 = -403626.312452 nChanged 25 SP:Iteration 23Q (12045.080000 sec): 3 clusters Score: Raw -407584.735829 + Penalty 3941.522311 = -403643.213518 nChanged 21 SP:Iteration 24Q (12045.250000 sec): 3 clusters Score: Raw -407594.385381 + Penalty 3941.522311 = -403652.863070 nChanged 15 SP:Iteration 25Q (12045.440000 sec): 3 clusters Score: Raw -407602.979925 + Penalty 3941.522311 = -403661.457614 nChanged 18 SP:Iteration 26Q (12045.650000 sec): 3 clusters Score: Raw -407614.494637 + Penalty 3941.522311 = -403672.972325 nChanged 14 SP:Iteration 27Q (12045.850000 sec): 3 clusters Score: Raw -407622.654102 + Penalty 3941.522311 = -403681.131791 nChanged 15 SP:Iteration 28Q (12046.040000 sec): 3 clusters Score: Raw -407631.883966 + Penalty 3941.522311 = -403690.361655 nChanged 17 SP:Iteration 29Q (12046.250000 sec): 3 clusters Score: Raw -407641.371195 + Penalty 3941.522311 = -403699.848884 nChanged 12 SP:Iteration 30Q (12046.480000 sec): 3 clusters Score: Raw -407649.027550 + Penalty 3941.522311 = -403707.505239 nChanged 6 SP:Iteration 31Q (12046.640000 sec): 3 clusters Score: Raw -407653.116490 + Penalty 3941.522311 = -403711.594179 nChanged 3 SP:Iteration 32Q (12046.840000 sec): 3 clusters Score: Raw -407654.437366 + Penalty 3941.522311 = -403712.915055 nChanged 3 SP:Iteration 33Q (12047.060000 sec): 3 clusters Score: Raw -407655.747272 + Penalty 3941.522311 = -403714.224961 nChanged 2 SP:Iteration 34Q (12047.270000 sec): 3 clusters Score: Raw -407656.384963 + Penalty 3941.522311 = -403714.862651 nChanged 3 SP:Iteration 35Q (12047.430000 sec): 3 clusters Score: Raw -407657.592719 + Penalty 3941.522311 = -403716.070407 nChanged 2 SP:Iteration 36Q (12047.610000 sec): 3 clusters Score: Raw -407660.536144 + Penalty 3941.522311 = -403719.013833 nChanged 2 SP:Iteration 37Q (12047.780000 sec): 3 clusters Score: Raw -407661.268712 + Penalty 3941.522311 = -403719.746401 nChanged 2 SP:Iteration 38Q (12048.030000 sec): 3 clusters Score: Raw -407662.212395 + Penalty 3941.522311 = -403720.690084 nChanged 3 SP:Iteration 39Q (12048.220000 sec): 3 clusters Score: Raw -407663.208389 + Penalty 3941.522311 = -403721.686078 nChanged 4 SP:Iteration 40F (12048.410000 sec): 3 clusters Score: Raw -407664.863415 + Penalty 3941.522311 = -403723.341103 nChanged 5 SP:Iteration 41Q (12048.580000 sec): 3 clusters Score: Raw -407667.129426 + Penalty 3941.522311 = -403725.607115 nChanged 1 SP:Iteration 42Q (12048.760000 sec): 3 clusters Score: Raw -407667.398285 + Penalty 3941.522311 = -403725.875974 nChanged 0 SP:Iteration 43F (12048.970000 sec): 3 clusters Score: Raw -407667.398285 + Penalty 3941.522311 = -403725.875974 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 38 (7834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12049.110000 sec): 2 clusters Score: Raw -1197796.938721 + Penalty 2223.624672 = -1195573.314049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12049.290000 sec): 3 clusters Score: Raw -1193762.055605 + Penalty 4447.249343 = -1189314.806262 nChanged 3089 SP:Iteration 1F (12049.530000 sec): 3 clusters Score: Raw -1195394.259111 + Penalty 4447.249343 = -1190947.009768 nChanged 522 SP:Iteration 2F (12049.760000 sec): 3 clusters Score: Raw -1195653.037116 + Penalty 4447.249343 = -1191205.787773 nChanged 366 SP:Iteration 3Q (12049.970000 sec): 3 clusters Score: Raw -1195814.671456 + Penalty 4447.249343 = -1191367.422113 nChanged 300 SP:Iteration 4Q (12050.230000 sec): 3 clusters Score: Raw -1195945.559644 + Penalty 4447.249343 = -1191498.310301 nChanged 258 SP:Iteration 5Q (12050.420000 sec): 3 clusters Score: Raw -1196051.181986 + Penalty 4447.249343 = -1191603.932643 nChanged 215 SP:Iteration 6Q (12050.670000 sec): 3 clusters Score: Raw -1196136.621896 + Penalty 4447.249343 = -1191689.372553 nChanged 189 SP:Iteration 7Q (12050.880000 sec): 3 clusters Score: Raw -1196216.849456 + Penalty 4447.249343 = -1191769.600113 nChanged 172 SP:Iteration 8Q (12051.120000 sec): 3 clusters Score: Raw -1196289.294766 + Penalty 4447.249343 = -1191842.045423 nChanged 200 SP:Iteration 9Q (12051.390000 sec): 3 clusters Score: Raw -1196376.809933 + Penalty 4447.249343 = -1191929.560590 nChanged 190 SP:Iteration 10Q (12051.610000 sec): 3 clusters Score: Raw -1196465.684854 + Penalty 4447.249343 = -1192018.435511 nChanged 198 SP:Iteration 11Q (12051.820000 sec): 3 clusters Score: Raw -1196567.486217 + Penalty 4447.249343 = -1192120.236874 nChanged 202 SP:Iteration 12Q (12052.090000 sec): 3 clusters Score: Raw -1196674.149940 + Penalty 4447.249343 = -1192226.900597 nChanged 218 SP:Iteration 13Q (12052.270000 sec): 3 clusters Score: Raw -1196799.556720 + Penalty 4447.249343 = -1192352.307377 nChanged 213 SP:Iteration 14Q (12052.460000 sec): 3 clusters Score: Raw -1196922.243076 + Penalty 4447.249343 = -1192474.993733 nChanged 226 SP:Iteration 15Q (12052.670000 sec): 3 clusters Score: Raw -1197060.670025 + Penalty 4447.249343 = -1192613.420682 nChanged 220 SP:Iteration 16Q (12052.840000 sec): 3 clusters Score: Raw -1197215.497847 + Penalty 4447.249343 = -1192768.248504 nChanged 207 SP:Iteration 17Q (12053.060000 sec): 3 clusters Score: Raw -1197370.233420 + Penalty 4447.249343 = -1192922.984076 nChanged 189 SP:Iteration 18Q (12053.290000 sec): 3 clusters Score: Raw -1197510.931481 + Penalty 4447.249343 = -1193063.682138 nChanged 157 SP:Iteration 19Q (12053.490000 sec): 3 clusters Score: Raw -1197630.208923 + Penalty 4447.249343 = -1193182.959580 nChanged 106 SP:Iteration 20F (12053.770000 sec): 3 clusters Score: Raw -1197714.121199 + Penalty 4447.249343 = -1193266.871856 nChanged 86 SP:Iteration 21Q (12054.010000 sec): 3 clusters Score: Raw -1197783.553408 + Penalty 4447.249343 = -1193336.304065 nChanged 70 SP:Iteration 22Q (12054.270000 sec): 3 clusters Score: Raw -1197837.696287 + Penalty 4447.249343 = -1193390.446944 nChanged 47 SP:Iteration 23Q (12054.440000 sec): 3 clusters Score: Raw -1197870.258579 + Penalty 4447.249343 = -1193423.009236 nChanged 36 SP:Iteration 24Q (12054.610000 sec): 3 clusters Score: Raw -1197896.224702 + Penalty 4447.249343 = -1193448.975359 nChanged 28 SP:Iteration 25Q (12054.810000 sec): 3 clusters Score: Raw -1197917.928212 + Penalty 4447.249343 = -1193470.678869 nChanged 25 SP:Iteration 26Q (12055.050000 sec): 3 clusters Score: Raw -1197940.627248 + Penalty 4447.249343 = -1193493.377905 nChanged 24 SP:Iteration 27Q (12055.290000 sec): 3 clusters Score: Raw -1197958.026016 + Penalty 4447.249343 = -1193510.776673 nChanged 10 SP:Iteration 28Q (12055.480000 sec): 3 clusters Score: Raw -1197965.916825 + Penalty 4447.249343 = -1193518.667482 nChanged 8 SP:Iteration 29Q (12055.710000 sec): 3 clusters Score: Raw -1197971.355819 + Penalty 4447.249343 = -1193524.106476 nChanged 3 SP:Iteration 30Q (12055.930000 sec): 3 clusters Score: Raw -1197975.059996 + Penalty 4447.249343 = -1193527.810653 nChanged 5 SP:Iteration 31Q (12056.180000 sec): 3 clusters Score: Raw -1197979.198906 + Penalty 4447.249343 = -1193531.949563 nChanged 7 SP:Iteration 32Q (12056.400000 sec): 3 clusters Score: Raw -1197984.930177 + Penalty 4447.249343 = -1193537.680834 nChanged 7 SP:Iteration 33Q (12056.680000 sec): 3 clusters Score: Raw -1197988.620046 + Penalty 4447.249343 = -1193541.370703 nChanged 8 SP:Iteration 34Q (12056.900000 sec): 3 clusters Score: Raw -1197994.182764 + Penalty 4447.249343 = -1193546.933420 nChanged 12 SP:Iteration 35Q (12057.120000 sec): 3 clusters Score: Raw -1198005.765248 + Penalty 4447.249343 = -1193558.515905 nChanged 16 SP:Iteration 36Q (12057.360000 sec): 3 clusters Score: Raw -1198018.588045 + Penalty 4447.249343 = -1193571.338702 nChanged 8 SP:Iteration 37Q (12057.610000 sec): 3 clusters Score: Raw -1198024.436578 + Penalty 4447.249343 = -1193577.187234 nChanged 7 SP:Iteration 38Q (12057.870000 sec): 3 clusters Score: Raw -1198030.386420 + Penalty 4447.249343 = -1193583.137077 nChanged 4 SP:Iteration 39Q (12058.060000 sec): 3 clusters Score: Raw -1198032.379546 + Penalty 4447.249343 = -1193585.130203 nChanged 2 SP:Iteration 40F (12058.330000 sec): 3 clusters Score: Raw -1198033.649498 + Penalty 4447.249343 = -1193586.400155 nChanged 3 SP:Iteration 41Q (12058.540000 sec): 3 clusters Score: Raw -1198036.138883 + Penalty 4447.249343 = -1193588.889539 nChanged 7 SP:Iteration 42Q (12058.760000 sec): 3 clusters Score: Raw -1198042.967985 + Penalty 4447.249343 = -1193595.718642 nChanged 5 SP:Iteration 43Q (12058.990000 sec): 3 clusters Score: Raw -1198047.391766 + Penalty 4447.249343 = -1193600.142423 nChanged 8 SP:Iteration 44Q (12059.250000 sec): 3 clusters Score: Raw -1198053.399232 + Penalty 4447.249343 = -1193606.149889 nChanged 5 SP:Iteration 45Q (12059.470000 sec): 3 clusters Score: Raw -1198058.124664 + Penalty 4447.249343 = -1193610.875321 nChanged 3 SP:Iteration 46Q (12059.690000 sec): 3 clusters Score: Raw -1198060.826483 + Penalty 4447.249343 = -1193613.577140 nChanged 4 SP:Iteration 47Q (12059.950000 sec): 3 clusters Score: Raw -1198065.225467 + Penalty 4447.249343 = -1193617.976124 nChanged 10 SP:Iteration 48Q (12060.170000 sec): 3 clusters Score: Raw -1198075.173436 + Penalty 4447.249343 = -1193627.924093 nChanged 5 SP:Iteration 49Q (12060.390000 sec): 3 clusters Score: Raw -1198081.176225 + Penalty 4447.249343 = -1193633.926882 nChanged 4 SP:Iteration 50Q (12060.630000 sec): 3 clusters Score: Raw -1198083.476489 + Penalty 4447.249343 = -1193636.227145 nChanged 2 SP:Iteration 51Q (12060.810000 sec): 3 clusters Score: Raw -1198084.657448 + Penalty 4447.249343 = -1193637.408105 nChanged 1 SP:Iteration 52Q (12061.040000 sec): 3 clusters Score: Raw -1198085.190006 + Penalty 4447.249343 = -1193637.940663 nChanged 0 SP:Iteration 53F (12061.320000 sec): 3 clusters Score: Raw -1198085.190006 + Penalty 4447.249343 = -1193637.940663 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 39 (45410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12061.670000 sec): 2 clusters Score: Raw -6605590.476011 + Penalty 2659.424931 = -6602931.051081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12062.160000 sec): 3 clusters Score: Raw -6577703.570457 + Penalty 5318.849862 = -6572384.720595 nChanged 20899 SP:Iteration 1F (12062.640000 sec): 3 clusters Score: Raw -6589247.538723 + Penalty 5318.849862 = -6583928.688861 nChanged 2093 SP:Iteration 2Q (12063.100000 sec): 3 clusters Score: Raw -6590030.593817 + Penalty 5318.849862 = -6584711.743956 nChanged 2198 SP:Iteration 3Q (12063.600000 sec): 3 clusters Score: Raw -6591023.102412 + Penalty 5318.849862 = -6585704.252551 nChanged 2605 SP:Iteration 4F (12064.100000 sec): 3 clusters Score: Raw -6592533.076963 + Penalty 5318.849862 = -6587214.227101 nChanged 3250 SP:Iteration 5F (12064.560000 sec): 3 clusters Score: Raw -6594880.785725 + Penalty 5318.849862 = -6589561.935864 nChanged 3682 SP:Iteration 6F (12065.070000 sec): 3 clusters Score: Raw -6598061.443342 + Penalty 5318.849862 = -6592742.593480 nChanged 3462 SP:Iteration 7F (12065.600000 sec): 3 clusters Score: Raw -6601374.555557 + Penalty 5318.849862 = -6596055.705696 nChanged 2516 SP:Iteration 8F (12066.090000 sec): 3 clusters Score: Raw -6603873.862622 + Penalty 5318.849862 = -6598555.012761 nChanged 1272 SP:Iteration 9Q (12066.520000 sec): 3 clusters Score: Raw -6605109.123354 + Penalty 5318.849862 = -6599790.273492 nChanged 496 SP:Iteration 10Q (12066.970000 sec): 3 clusters Score: Raw -6605593.379625 + Penalty 5318.849862 = -6600274.529763 nChanged 157 SP:Iteration 11Q (12067.390000 sec): 3 clusters Score: Raw -6605759.611063 + Penalty 5318.849862 = -6600440.761201 nChanged 65 SP:Iteration 12Q (12067.800000 sec): 3 clusters Score: Raw -6605825.898447 + Penalty 5318.849862 = -6600507.048586 nChanged 42 SP:Iteration 13Q (12068.210000 sec): 3 clusters Score: Raw -6605870.318161 + Penalty 5318.849862 = -6600551.468300 nChanged 23 SP:Iteration 14Q (12068.610000 sec): 3 clusters Score: Raw -6605898.354072 + Penalty 5318.849862 = -6600579.504211 nChanged 17 SP:Iteration 15Q (12069.040000 sec): 3 clusters Score: Raw -6605913.112293 + Penalty 5318.849862 = -6600594.262431 nChanged 10 SP:Iteration 16Q (12069.500000 sec): 3 clusters Score: Raw -6605922.774428 + Penalty 5318.849862 = -6600603.924566 nChanged 7 SP:Iteration 17Q (12069.970000 sec): 3 clusters Score: Raw -6605930.164349 + Penalty 5318.849862 = -6600611.314488 nChanged 4 SP:Iteration 18Q (12070.430000 sec): 3 clusters Score: Raw -6605932.908209 + Penalty 5318.849862 = -6600614.058348 nChanged 4 SP:Iteration 19Q (12070.860000 sec): 3 clusters Score: Raw -6605936.290189 + Penalty 5318.849862 = -6600617.440327 nChanged 3 SP:Iteration 20F (12071.320000 sec): 3 clusters Score: Raw -6605939.286729 + Penalty 5318.849862 = -6600620.436868 nChanged 5 SP:Iteration 21Q (12071.720000 sec): 3 clusters Score: Raw -6605947.718325 + Penalty 5318.849862 = -6600628.868464 nChanged 4 SP:Iteration 22Q (12072.140000 sec): 3 clusters Score: Raw -6605952.929283 + Penalty 5318.849862 = -6600634.079421 nChanged 2 SP:Iteration 23Q (12072.590000 sec): 3 clusters Score: Raw -6605954.925608 + Penalty 5318.849862 = -6600636.075746 nChanged 2 SP:Iteration 24Q (12073.040000 sec): 3 clusters Score: Raw -6605956.685062 + Penalty 5318.849862 = -6600637.835200 nChanged 1 SP:Iteration 25Q (12073.470000 sec): 3 clusters Score: Raw -6605957.902236 + Penalty 5318.849862 = -6600639.052374 nChanged 1 SP:Iteration 26Q (12073.890000 sec): 3 clusters Score: Raw -6605959.102216 + Penalty 5318.849862 = -6600640.252354 nChanged 1 SP:Iteration 27Q (12074.330000 sec): 3 clusters Score: Raw -6605959.524286 + Penalty 5318.849862 = -6600640.674424 nChanged 1 SP:Iteration 28Q (12074.720000 sec): 3 clusters Score: Raw -6605960.228440 + Penalty 5318.849862 = -6600641.378578 nChanged 0 SP:Iteration 29F (12075.190000 sec): 3 clusters Score: Raw -6605960.228440 + Penalty 5318.849862 = -6600641.378578 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 40 (9077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12075.350000 sec): 2 clusters Score: Raw -1326206.534993 + Penalty 2260.147757 = -1323946.387236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12075.630000 sec): 3 clusters Score: Raw -1321437.891935 + Penalty 4520.295514 = -1316917.596421 nChanged 3711 SP:Iteration 1F (12075.860000 sec): 3 clusters Score: Raw -1323427.170115 + Penalty 4520.295514 = -1318906.874600 nChanged 572 SP:Iteration 2F (12076.120000 sec): 3 clusters Score: Raw -1323699.790490 + Penalty 4520.295514 = -1319179.494976 nChanged 436 SP:Iteration 3Q (12076.330000 sec): 3 clusters Score: Raw -1323880.807702 + Penalty 4520.295514 = -1319360.512188 nChanged 367 SP:Iteration 4Q (12076.560000 sec): 3 clusters Score: Raw -1324048.740186 + Penalty 4520.295514 = -1319528.444672 nChanged 333 SP:Iteration 5Q (12076.810000 sec): 3 clusters Score: Raw -1324208.553068 + Penalty 4520.295514 = -1319688.257554 nChanged 328 SP:Iteration 6Q (12077.090000 sec): 3 clusters Score: Raw -1324375.901291 + Penalty 4520.295514 = -1319855.605776 nChanged 326 SP:Iteration 7Q (12077.330000 sec): 3 clusters Score: Raw -1324545.722622 + Penalty 4520.295514 = -1320025.427107 nChanged 345 SP:Iteration 8Q (12077.550000 sec): 3 clusters Score: Raw -1324720.739122 + Penalty 4520.295514 = -1320200.443608 nChanged 365 SP:Iteration 9Q (12077.800000 sec): 3 clusters Score: Raw -1324912.846669 + Penalty 4520.295514 = -1320392.551155 nChanged 357 SP:Iteration 10Q (12078.010000 sec): 3 clusters Score: Raw -1325094.563684 + Penalty 4520.295514 = -1320574.268170 nChanged 320 SP:Iteration 11Q (12078.310000 sec): 3 clusters Score: Raw -1325247.687091 + Penalty 4520.295514 = -1320727.391577 nChanged 296 SP:Iteration 12Q (12078.490000 sec): 3 clusters Score: Raw -1325401.923440 + Penalty 4520.295514 = -1320881.627926 nChanged 263 SP:Iteration 13Q (12078.710000 sec): 3 clusters Score: Raw -1325539.880679 + Penalty 4520.295514 = -1321019.585165 nChanged 270 SP:Iteration 14Q (12078.990000 sec): 3 clusters Score: Raw -1325692.185199 + Penalty 4520.295514 = -1321171.889685 nChanged 239 SP:Iteration 15Q (12079.190000 sec): 3 clusters Score: Raw -1325836.568577 + Penalty 4520.295514 = -1321316.273063 nChanged 226 SP:Iteration 16Q (12079.430000 sec): 3 clusters Score: Raw -1325969.105229 + Penalty 4520.295514 = -1321448.809715 nChanged 185 SP:Iteration 17Q (12079.670000 sec): 3 clusters Score: Raw -1326082.867998 + Penalty 4520.295514 = -1321562.572484 nChanged 166 SP:Iteration 18Q (12079.950000 sec): 3 clusters Score: Raw -1326194.850688 + Penalty 4520.295514 = -1321674.555174 nChanged 134 SP:Iteration 19Q (12080.220000 sec): 3 clusters Score: Raw -1326291.974704 + Penalty 4520.295514 = -1321771.679190 nChanged 104 SP:Iteration 20F (12080.510000 sec): 3 clusters Score: Raw -1326358.981758 + Penalty 4520.295514 = -1321838.686244 nChanged 81 SP:Iteration 21Q (12080.730000 sec): 3 clusters Score: Raw -1326403.143040 + Penalty 4520.295514 = -1321882.847525 nChanged 54 SP:Iteration 22Q (12081.010000 sec): 3 clusters Score: Raw -1326439.350166 + Penalty 4520.295514 = -1321919.054652 nChanged 42 SP:Iteration 23Q (12081.250000 sec): 3 clusters Score: Raw -1326470.028597 + Penalty 4520.295514 = -1321949.733083 nChanged 39 SP:Iteration 24Q (12081.490000 sec): 3 clusters Score: Raw -1326496.220186 + Penalty 4520.295514 = -1321975.924672 nChanged 34 SP:Iteration 25Q (12081.700000 sec): 3 clusters Score: Raw -1326515.888135 + Penalty 4520.295514 = -1321995.592621 nChanged 20 SP:Iteration 26Q (12081.910000 sec): 3 clusters Score: Raw -1326528.963156 + Penalty 4520.295514 = -1322008.667642 nChanged 9 SP:Iteration 27Q (12082.110000 sec): 3 clusters Score: Raw -1326533.356251 + Penalty 4520.295514 = -1322013.060737 nChanged 10 SP:Iteration 28Q (12082.360000 sec): 3 clusters Score: Raw -1326538.074280 + Penalty 4520.295514 = -1322017.778766 nChanged 11 SP:Iteration 29Q (12082.650000 sec): 3 clusters Score: Raw -1326544.542254 + Penalty 4520.295514 = -1322024.246740 nChanged 9 SP:Iteration 30Q (12082.900000 sec): 3 clusters Score: Raw -1326551.113278 + Penalty 4520.295514 = -1322030.817764 nChanged 8 SP:Iteration 31Q (12083.140000 sec): 3 clusters Score: Raw -1326556.607675 + Penalty 4520.295514 = -1322036.312161 nChanged 8 SP:Iteration 32Q (12083.420000 sec): 3 clusters Score: Raw -1326561.400582 + Penalty 4520.295514 = -1322041.105068 nChanged 5 SP:Iteration 33Q (12083.660000 sec): 3 clusters Score: Raw -1326563.779281 + Penalty 4520.295514 = -1322043.483767 nChanged 6 SP:Iteration 34Q (12083.930000 sec): 3 clusters Score: Raw -1326567.850247 + Penalty 4520.295514 = -1322047.554733 nChanged 6 SP:Iteration 35Q (12084.210000 sec): 3 clusters Score: Raw -1326570.432752 + Penalty 4520.295514 = -1322050.137238 nChanged 2 SP:Iteration 36Q (12084.450000 sec): 3 clusters Score: Raw -1326573.163767 + Penalty 4520.295514 = -1322052.868253 nChanged 7 SP:Iteration 37Q (12084.670000 sec): 3 clusters Score: Raw -1326577.277854 + Penalty 4520.295514 = -1322056.982340 nChanged 4 SP:Iteration 38Q (12084.920000 sec): 3 clusters Score: Raw -1326579.278453 + Penalty 4520.295514 = -1322058.982939 nChanged 1 SP:Iteration 39Q (12085.140000 sec): 3 clusters Score: Raw -1326581.318992 + Penalty 4520.295514 = -1322061.023478 nChanged 1 SP:Iteration 40F (12085.370000 sec): 3 clusters Score: Raw -1326582.138795 + Penalty 4520.295514 = -1322061.843281 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 41 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12085.470000 sec): 2 clusters Score: Raw -38839.326722 + Penalty 1429.767393 = -37409.559329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12085.670000 sec): 3 clusters Score: Raw -38924.553787 + Penalty 2859.534787 = -36065.019000 nChanged 42 SP:Iteration 1F (12085.830000 sec): 3 clusters Score: Raw -39155.944414 + Penalty 2859.534787 = -36296.409627 nChanged 21 SP:Iteration 2F (12086.050000 sec): 3 clusters Score: Raw -39314.878705 + Penalty 2859.534787 = -36455.343918 nChanged 12 SP:Iteration 3Q (12086.250000 sec): 3 clusters Score: Raw -39385.627023 + Penalty 2859.534787 = -36526.092236 nChanged 2 SP:Iteration 4Q (12086.430000 sec): 3 clusters Score: Raw -39406.034258 + Penalty 2859.534787 = -36546.499471 nChanged 4 SP:Iteration 5Q (12086.650000 sec): 3 clusters Score: Raw -39423.761938 + Penalty 2859.534787 = -36564.227151 nChanged 3 SP:Iteration 6Q (12086.830000 sec): 3 clusters Score: Raw -39436.401511 + Penalty 2859.534787 = -36576.866724 nChanged 1 SP:Iteration 7Q (12087.000000 sec): 3 clusters Score: Raw -39439.614682 + Penalty 2859.534787 = -36580.079895 nChanged 0 SP:Iteration 8F (12087.180000 sec): 3 clusters Score: Raw -39439.614682 + Penalty 2859.534787 = -36580.079895 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 42 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12087.300000 sec): 2 clusters Score: Raw -301558.717715 + Penalty 1903.074656 = -299655.643059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12087.490000 sec): 3 clusters Score: Raw -300719.799234 + Penalty 3806.149312 = -296913.649922 nChanged 694 SP:Iteration 1F (12087.700000 sec): 3 clusters Score: Raw -301255.361707 + Penalty 3806.149312 = -297449.212395 nChanged 157 SP:Iteration 2F (12087.870000 sec): 3 clusters Score: Raw -301406.010094 + Penalty 3806.149312 = -297599.860782 nChanged 97 SP:Iteration 3Q (12088.110000 sec): 3 clusters Score: Raw -301499.447020 + Penalty 3806.149312 = -297693.297708 nChanged 78 SP:Iteration 4Q (12088.290000 sec): 3 clusters Score: Raw -301563.134935 + Penalty 3806.149312 = -297756.985623 nChanged 49 SP:Iteration 5Q (12088.470000 sec): 3 clusters Score: Raw -301609.700798 + Penalty 3806.149312 = -297803.551485 nChanged 57 SP:Iteration 6Q (12088.630000 sec): 3 clusters Score: Raw -301667.871743 + Penalty 3806.149312 = -297861.722430 nChanged 57 SP:Iteration 7Q (12088.790000 sec): 3 clusters Score: Raw -301734.866165 + Penalty 3806.149312 = -297928.716853 nChanged 67 SP:Iteration 8Q (12089.010000 sec): 3 clusters Score: Raw -301819.022487 + Penalty 3806.149312 = -298012.873175 nChanged 64 SP:Iteration 9Q (12089.190000 sec): 3 clusters Score: Raw -301891.999065 + Penalty 3806.149312 = -298085.849753 nChanged 57 SP:Iteration 10Q (12089.390000 sec): 3 clusters Score: Raw -301941.292029 + Penalty 3806.149312 = -298135.142717 nChanged 47 SP:Iteration 11Q (12089.570000 sec): 3 clusters Score: Raw -301984.846184 + Penalty 3806.149312 = -298178.696872 nChanged 51 SP:Iteration 12Q (12089.720000 sec): 3 clusters Score: Raw -302039.289840 + Penalty 3806.149312 = -298233.140527 nChanged 44 SP:Iteration 13Q (12089.910000 sec): 3 clusters Score: Raw -302082.665821 + Penalty 3806.149312 = -298276.516509 nChanged 35 SP:Iteration 14Q (12090.090000 sec): 3 clusters Score: Raw -302116.280409 + Penalty 3806.149312 = -298310.131097 nChanged 28 SP:Iteration 15Q (12090.310000 sec): 3 clusters Score: Raw -302144.382315 + Penalty 3806.149312 = -298338.233003 nChanged 20 SP:Iteration 16Q (12090.480000 sec): 3 clusters Score: Raw -302160.897248 + Penalty 3806.149312 = -298354.747936 nChanged 17 SP:Iteration 17Q (12090.670000 sec): 3 clusters Score: Raw -302175.984607 + Penalty 3806.149312 = -298369.835295 nChanged 12 SP:Iteration 18Q (12090.850000 sec): 3 clusters Score: Raw -302186.455454 + Penalty 3806.149312 = -298380.306142 nChanged 14 SP:Iteration 19Q (12091.010000 sec): 3 clusters Score: Raw -302200.943015 + Penalty 3806.149312 = -298394.793703 nChanged 12 SP:Iteration 20F (12091.230000 sec): 3 clusters Score: Raw -302210.321095 + Penalty 3806.149312 = -298404.171783 nChanged 13 SP:Iteration 21Q (12091.380000 sec): 3 clusters Score: Raw -302221.234385 + Penalty 3806.149312 = -298415.085073 nChanged 11 SP:Iteration 22Q (12091.570000 sec): 3 clusters Score: Raw -302230.669886 + Penalty 3806.149312 = -298424.520574 nChanged 9 SP:Iteration 23Q (12091.730000 sec): 3 clusters Score: Raw -302235.355265 + Penalty 3806.149312 = -298429.205953 nChanged 5 SP:Iteration 24Q (12091.890000 sec): 3 clusters Score: Raw -302237.843840 + Penalty 3806.149312 = -298431.694527 nChanged 3 SP:Iteration 25Q (12092.080000 sec): 3 clusters Score: Raw -302240.206471 + Penalty 3806.149312 = -298434.057159 nChanged 4 SP:Iteration 26Q (12092.260000 sec): 3 clusters Score: Raw -302242.374575 + Penalty 3806.149312 = -298436.225263 nChanged 1 SP:Iteration 27Q (12092.450000 sec): 3 clusters Score: Raw -302243.122873 + Penalty 3806.149312 = -298436.973561 nChanged 2 SP:Iteration 28Q (12092.600000 sec): 3 clusters Score: Raw -302246.226116 + Penalty 3806.149312 = -298440.076804 nChanged 3 SP:Iteration 29Q (12092.810000 sec): 3 clusters Score: Raw -302248.281063 + Penalty 3806.149312 = -298442.131750 nChanged 1 SP:Iteration 30Q (12093.010000 sec): 3 clusters Score: Raw -302248.820225 + Penalty 3806.149312 = -298442.670913 nChanged 0 SP:Iteration 31F (12093.210000 sec): 3 clusters Score: Raw -302248.820225 + Penalty 3806.149312 = -298442.670913 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 43 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12093.300000 sec): 2 clusters Score: Raw -64413.993755 + Penalty 1526.930788 = -62887.062967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12093.490000 sec): 3 clusters Score: Raw -64418.647609 + Penalty 3053.861577 = -61364.786033 nChanged 83 SP:Iteration 1F (12093.680000 sec): 3 clusters Score: Raw -64574.979921 + Penalty 3053.861577 = -61521.118344 nChanged 20 SP:Iteration 2Q (12093.860000 sec): 3 clusters Score: Raw -64622.130380 + Penalty 3053.861577 = -61568.268803 nChanged 9 SP:Iteration 3Q (12094.060000 sec): 3 clusters Score: Raw -64644.022930 + Penalty 3053.861577 = -61590.161353 nChanged 2 SP:Iteration 4Q (12094.260000 sec): 3 clusters Score: Raw -64647.639549 + Penalty 3053.861577 = -61593.777972 nChanged 1 SP:Iteration 5Q (12094.420000 sec): 3 clusters Score: Raw -64648.293602 + Penalty 3053.861577 = -61594.432025 nChanged 0 SP:Iteration 6F (12094.590000 sec): 3 clusters Score: Raw -64648.293602 + Penalty 3053.861577 = -61594.432025 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 44 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12094.650000 sec): 2 clusters Score: Raw -44421.220632 + Penalty 1465.204569 = -42956.016063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12094.860000 sec): 3 clusters Score: Raw -44512.448701 + Penalty 2930.409137 = -41582.039563 nChanged 61 SP:Iteration 1F (12095.030000 sec): 3 clusters Score: Raw -44699.879640 + Penalty 2930.409137 = -41769.470502 nChanged 27 SP:Iteration 2F (12095.190000 sec): 3 clusters Score: Raw -44952.573722 + Penalty 2930.409137 = -42022.164584 nChanged 13 SP:Iteration 3Q (12095.370000 sec): 3 clusters Score: Raw -45014.925072 + Penalty 2930.409137 = -42084.515935 nChanged 7 SP:Iteration 4Q (12095.560000 sec): 3 clusters Score: Raw -45049.251775 + Penalty 2930.409137 = -42118.842638 nChanged 10 SP:Iteration 5Q (12095.790000 sec): 3 clusters Score: Raw -45099.931956 + Penalty 2930.409137 = -42169.522818 nChanged 7 SP:Iteration 6Q (12095.940000 sec): 3 clusters Score: Raw -45130.358541 + Penalty 2930.409137 = -42199.949404 nChanged 4 SP:Iteration 7Q (12096.110000 sec): 3 clusters Score: Raw -45156.909748 + Penalty 2930.409137 = -42226.500610 nChanged 3 SP:Iteration 8Q (12096.300000 sec): 3 clusters Score: Raw -45179.824708 + Penalty 2930.409137 = -42249.415570 nChanged 5 SP:Iteration 9Q (12096.450000 sec): 3 clusters Score: Raw -45198.148949 + Penalty 2930.409137 = -42267.739811 nChanged 6 SP:Iteration 10Q (12096.650000 sec): 3 clusters Score: Raw -45214.756861 + Penalty 2930.409137 = -42284.347724 nChanged 3 SP:Iteration 11Q (12096.850000 sec): 3 clusters Score: Raw -45229.630621 + Penalty 2930.409137 = -42299.221483 nChanged 5 SP:Iteration 12Q (12097.100000 sec): 3 clusters Score: Raw -45270.462327 + Penalty 2930.409137 = -42340.053190 nChanged 1 SP:Iteration 13Q (12097.240000 sec): 3 clusters Score: Raw -45275.079396 + Penalty 2930.409137 = -42344.670259 nChanged 1 SP:Iteration 14Q (12097.440000 sec): 3 clusters Score: Raw -45278.828271 + Penalty 2930.409137 = -42348.419134 nChanged 0 SP:Iteration 15F (12097.660000 sec): 3 clusters Score: Raw -45278.828271 + Penalty 2930.409137 = -42348.419134 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 45 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12097.820000 sec): 2 clusters Score: Raw -55340.301374 + Penalty 1522.691369 = -53817.610005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12097.960000 sec): 3 clusters Score: Raw -55436.168468 + Penalty 3045.382738 = -52390.785730 nChanged 93 SP:Iteration 1F (12098.150000 sec): 3 clusters Score: Raw -55769.656038 + Penalty 3045.382738 = -52724.273300 nChanged 34 SP:Iteration 2F (12098.340000 sec): 3 clusters Score: Raw -56059.118700 + Penalty 3045.382738 = -53013.735962 nChanged 19 SP:Iteration 3Q (12098.510000 sec): 3 clusters Score: Raw -56176.696285 + Penalty 3045.382738 = -53131.313547 nChanged 16 SP:Iteration 4Q (12098.770000 sec): 3 clusters Score: Raw -56335.278950 + Penalty 3045.382738 = -53289.896212 nChanged 21 SP:Iteration 5Q (12098.940000 sec): 3 clusters Score: Raw -56544.508378 + Penalty 3045.382738 = -53499.125640 nChanged 26 SP:Iteration 6F (12099.180000 sec): 3 clusters Score: Raw -56872.887321 + Penalty 3045.382738 = -53827.504583 nChanged 31 SP:Iteration 7F (12099.360000 sec): 3 clusters Score: Raw -57201.629506 + Penalty 3045.382738 = -54156.246768 nChanged 38 SP:Iteration 8F (12099.550000 sec): 3 clusters Score: Raw -57478.886721 + Penalty 3045.382738 = -54433.503983 nChanged 17 SP:Iteration 9Q (12099.740000 sec): 3 clusters Score: Raw -57650.297489 + Penalty 3045.382738 = -54604.914751 nChanged 5 SP:Iteration 10Q (12099.900000 sec): 3 clusters Score: Raw -57771.788239 + Penalty 3045.382738 = -54726.405501 nChanged 3 SP:Iteration 11Q (12100.130000 sec): 3 clusters Score: Raw -57893.092641 + Penalty 3045.382738 = -54847.709903 nChanged 0 SP:Iteration 12F (12100.290000 sec): 3 clusters Score: Raw -57893.092641 + Penalty 3045.382738 = -54847.709903 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 46 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12100.430000 sec): 2 clusters Score: Raw -60871.314673 + Penalty 1536.212537 = -59335.102136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12100.580000 sec): 3 clusters Score: Raw -60976.116974 + Penalty 3072.425074 = -57903.691900 nChanged 90 SP:Iteration 1F (12100.800000 sec): 3 clusters Score: Raw -61167.393061 + Penalty 3072.425074 = -58094.967987 nChanged 28 SP:Iteration 2F (12101.010000 sec): 3 clusters Score: Raw -61241.226155 + Penalty 3072.425074 = -58168.801081 nChanged 20 SP:Iteration 3Q (12101.170000 sec): 3 clusters Score: Raw -61305.340375 + Penalty 3072.425074 = -58232.915301 nChanged 21 SP:Iteration 4Q (12101.300000 sec): 3 clusters Score: Raw -61397.802942 + Penalty 3072.425074 = -58325.377868 nChanged 14 SP:Iteration 5Q (12101.530000 sec): 3 clusters Score: Raw -61462.489197 + Penalty 3072.425074 = -58390.064123 nChanged 13 SP:Iteration 6Q (12101.730000 sec): 3 clusters Score: Raw -61501.985186 + Penalty 3072.425074 = -58429.560112 nChanged 10 SP:Iteration 7Q (12101.930000 sec): 3 clusters Score: Raw -61523.713776 + Penalty 3072.425074 = -58451.288702 nChanged 5 SP:Iteration 8Q (12102.070000 sec): 3 clusters Score: Raw -61544.211857 + Penalty 3072.425074 = -58471.786783 nChanged 5 SP:Iteration 9Q (12102.230000 sec): 3 clusters Score: Raw -61568.021433 + Penalty 3072.425074 = -58495.596359 nChanged 6 SP:Iteration 10Q (12102.470000 sec): 3 clusters Score: Raw -61587.859207 + Penalty 3072.425074 = -58515.434133 nChanged 5 SP:Iteration 11Q (12102.690000 sec): 3 clusters Score: Raw -61610.141605 + Penalty 3072.425074 = -58537.716531 nChanged 5 SP:Iteration 12Q (12102.900000 sec): 3 clusters Score: Raw -61627.650283 + Penalty 3072.425074 = -58555.225209 nChanged 1 SP:Iteration 13Q (12103.050000 sec): 3 clusters Score: Raw -61631.856965 + Penalty 3072.425074 = -58559.431891 nChanged 0 SP:Iteration 14F (12103.220000 sec): 3 clusters Score: Raw -61631.856965 + Penalty 3072.425074 = -58559.431891 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 47 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12103.310000 sec): 2 clusters Score: Raw -73266.875740 + Penalty 1563.503303 = -71703.372437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12103.520000 sec): 3 clusters Score: Raw -73276.976239 + Penalty 3127.006606 = -70149.969633 nChanged 101 SP:Iteration 1F (12103.670000 sec): 3 clusters Score: Raw -73450.320620 + Penalty 3127.006606 = -70323.314014 nChanged 27 SP:Iteration 2Q (12103.930000 sec): 3 clusters Score: Raw -73508.102025 + Penalty 3127.006606 = -70381.095419 nChanged 12 SP:Iteration 3Q (12104.070000 sec): 3 clusters Score: Raw -73534.860984 + Penalty 3127.006606 = -70407.854378 nChanged 5 SP:Iteration 4Q (12104.240000 sec): 3 clusters Score: Raw -73545.322008 + Penalty 3127.006606 = -70418.315402 nChanged 4 SP:Iteration 5Q (12104.430000 sec): 3 clusters Score: Raw -73551.871422 + Penalty 3127.006606 = -70424.864816 nChanged 2 SP:Iteration 6Q (12104.630000 sec): 3 clusters Score: Raw -73556.629141 + Penalty 3127.006606 = -70429.622535 nChanged 1 SP:Iteration 7Q (12104.820000 sec): 3 clusters Score: Raw -73558.097871 + Penalty 3127.006606 = -70431.091265 nChanged 0 SP:Iteration 8F (12105.000000 sec): 3 clusters Score: Raw -73558.097871 + Penalty 3127.006606 = -70431.091265 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 48 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12105.090000 sec): 2 clusters Score: Raw -34254.769725 + Penalty 1394.756342 = -32860.013384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12105.250000 sec): 3 clusters Score: Raw -34533.764990 + Penalty 2789.512683 = -31744.252307 nChanged 33 SP:Iteration 1F (12105.410000 sec): 3 clusters Score: Raw -34672.093516 + Penalty 2789.512683 = -31882.580833 nChanged 11 SP:Iteration 2Q (12105.640000 sec): 3 clusters Score: Raw -34752.941660 + Penalty 2789.512683 = -31963.428977 nChanged 4 SP:Iteration 3Q (12105.770000 sec): 3 clusters Score: Raw -34806.314116 + Penalty 2789.512683 = -32016.801433 nChanged 3 SP:Iteration 4Q (12105.980000 sec): 3 clusters Score: Raw -34815.856746 + Penalty 2789.512683 = -32026.344063 nChanged 4 SP:Iteration 5Q (12106.150000 sec): 3 clusters Score: Raw -34836.555270 + Penalty 2789.512683 = -32047.042586 nChanged 2 SP:Iteration 6Q (12106.370000 sec): 3 clusters Score: Raw -34846.212531 + Penalty 2789.512683 = -32056.699848 nChanged 0 SP:Iteration 7F (12106.530000 sec): 3 clusters Score: Raw -34846.212531 + Penalty 2789.512683 = -32056.699848 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 49 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12106.690000 sec): 2 clusters Score: Raw -61677.966061 + Penalty 1545.647108 = -60132.318953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12106.850000 sec): 3 clusters Score: Raw -61739.382108 + Penalty 3091.294216 = -58648.087892 nChanged 107 SP:Iteration 1F (12107.000000 sec): 3 clusters Score: Raw -62050.537889 + Penalty 3091.294216 = -58959.243673 nChanged 43 SP:Iteration 2F (12107.190000 sec): 3 clusters Score: Raw -62290.652963 + Penalty 3091.294216 = -59199.358747 nChanged 24 SP:Iteration 3Q (12107.390000 sec): 3 clusters Score: Raw -62547.148833 + Penalty 3091.294216 = -59455.854617 nChanged 14 SP:Iteration 4Q (12107.560000 sec): 3 clusters Score: Raw -62660.071707 + Penalty 3091.294216 = -59568.777490 nChanged 15 SP:Iteration 5Q (12107.780000 sec): 3 clusters Score: Raw -62774.650801 + Penalty 3091.294216 = -59683.356585 nChanged 18 SP:Iteration 6Q (12107.970000 sec): 3 clusters Score: Raw -62896.958044 + Penalty 3091.294216 = -59805.663828 nChanged 15 SP:Iteration 7Q (12108.170000 sec): 3 clusters Score: Raw -63010.298041 + Penalty 3091.294216 = -59919.003825 nChanged 19 SP:Iteration 8Q (12108.340000 sec): 3 clusters Score: Raw -63151.093059 + Penalty 3091.294216 = -60059.798843 nChanged 15 SP:Iteration 9Q (12108.570000 sec): 3 clusters Score: Raw -63265.650812 + Penalty 3091.294216 = -60174.356596 nChanged 11 SP:Iteration 10Q (12108.780000 sec): 3 clusters Score: Raw -63400.674291 + Penalty 3091.294216 = -60309.380075 nChanged 14 SP:Iteration 11Q (12108.980000 sec): 3 clusters Score: Raw -63913.447639 + Penalty 3091.294216 = -60822.153422 nChanged 16 SP:Iteration 12Q (12109.170000 sec): 3 clusters Score: Raw -64075.198449 + Penalty 3091.294216 = -60983.904233 nChanged 13 SP:Iteration 13Q (12109.360000 sec): 3 clusters Score: Raw -64299.198812 + Penalty 3091.294216 = -61207.904596 nChanged 8 SP:Iteration 14Q (12109.540000 sec): 3 clusters Score: Raw -64508.993329 + Penalty 3091.294216 = -61417.699113 nChanged 6 SP:Iteration 15Q (12109.710000 sec): 3 clusters Score: Raw -64558.344816 + Penalty 3091.294216 = -61467.050600 nChanged 5 SP:Iteration 16Q (12109.910000 sec): 3 clusters Score: Raw -64594.402458 + Penalty 3091.294216 = -61503.108242 nChanged 2 SP:Iteration 17Q (12110.090000 sec): 3 clusters Score: Raw -64603.082823 + Penalty 3091.294216 = -61511.788607 nChanged 2 SP:Iteration 18Q (12110.220000 sec): 3 clusters Score: Raw -64612.291482 + Penalty 3091.294216 = -61520.997266 nChanged 3 SP:Iteration 19Q (12110.460000 sec): 3 clusters Score: Raw -64627.719226 + Penalty 3091.294216 = -61536.425010 nChanged 5 SP:Iteration 20F (12110.630000 sec): 3 clusters Score: Raw -64662.215256 + Penalty 3091.294216 = -61570.921040 nChanged 5 SP:Iteration 21Q (12110.850000 sec): 3 clusters Score: Raw -64707.339039 + Penalty 3091.294216 = -61616.044822 nChanged 3 SP:Iteration 22Q (12111.010000 sec): 3 clusters Score: Raw -64732.871191 + Penalty 3091.294216 = -61641.576975 nChanged 1 SP:Iteration 23Q (12111.160000 sec): 3 clusters Score: Raw -64746.243109 + Penalty 3091.294216 = -61654.948892 nChanged 2 SP:Iteration 24Q (12111.350000 sec): 3 clusters Score: Raw -64760.517007 + Penalty 3091.294216 = -61669.222791 nChanged 2 SP:Iteration 25Q (12111.570000 sec): 3 clusters Score: Raw -64770.438807 + Penalty 3091.294216 = -61679.144591 nChanged 0 SP:Iteration 26F (12111.750000 sec): 3 clusters Score: Raw -64770.438807 + Penalty 3091.294216 = -61679.144591 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 50 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12111.850000 sec): 2 clusters Score: Raw -21962.556737 + Penalty 1287.853299 = -20674.703438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12112.090000 sec): 3 clusters Score: Raw -22188.344679 + Penalty 2575.706598 = -19612.638081 nChanged 12 SP:Iteration 1F (12112.250000 sec): 3 clusters Score: Raw -22257.344528 + Penalty 2575.706598 = -19681.637930 nChanged 3 SP:Iteration 2Q (12112.410000 sec): 3 clusters Score: Raw -22293.275418 + Penalty 2575.706598 = -19717.568820 nChanged 1 SP:Iteration 3Q (12112.620000 sec): 3 clusters Score: Raw -22311.299760 + Penalty 2575.706598 = -19735.593162 nChanged 1 SP:Iteration 4Q (12112.790000 sec): 3 clusters Score: Raw -22320.027225 + Penalty 2575.706598 = -19744.320627 nChanged 2 SP:Iteration 5Q (12112.940000 sec): 3 clusters Score: Raw -22333.524036 + Penalty 2575.706598 = -19757.817438 nChanged 1 SP:Iteration 6Q (12113.130000 sec): 3 clusters Score: Raw -22344.181975 + Penalty 2575.706598 = -19768.475377 nChanged 1 SP:Iteration 7Q (12113.370000 sec): 3 clusters Score: Raw -22358.381476 + Penalty 2575.706598 = -19782.674878 nChanged 0 SP:Iteration 8F (12113.540000 sec): 3 clusters Score: Raw -22358.381476 + Penalty 2575.706598 = -19782.674878 nChanged 0 Iteration 139Q (12147.160000 sec): 54 clusters Score: Raw -87582036.387424 + Penalty 175240.200033 = -87406796.187391 nChanged 16 Iteration 140F (12213.220000 sec): 54 clusters Score: Raw -87582391.196440 + Penalty 175240.200033 = -87407150.996408 nChanged 20 Iteration 141Q (12243.180000 sec): 54 clusters Score: Raw -87582714.096433 + Penalty 175240.200033 = -87407473.896400 nChanged 25 Iteration 142Q (12274.910000 sec): 54 clusters Score: Raw -87582759.074404 + Penalty 175240.200033 = -87407518.874371 nChanged 16 Iteration 143Q (12304.410000 sec): 54 clusters Score: Raw -87582781.034292 + Penalty 175240.200033 = -87407540.834260 nChanged 15 Iteration 144Q (12336.970000 sec): 54 clusters Score: Raw -87582818.477726 + Penalty 175240.200033 = -87407578.277693 nChanged 23 Iteration 145Q (12367.350000 sec): 54 clusters Score: Raw -87582853.410732 + Penalty 175240.200033 = -87407613.210699 nChanged 20 Iteration 146Q (12396.870000 sec): 54 clusters Score: Raw -87582891.369472 + Penalty 175240.200033 = -87407651.169440 nChanged 26 Iteration 147Q (12428.010000 sec): 54 clusters Score: Raw -87582901.628014 + Penalty 175240.200033 = -87407661.427981 nChanged 16 Iteration 148Q (12460.290000 sec): 54 clusters Score: Raw -87582907.339256 + Penalty 175240.200033 = -87407667.139223 nChanged 12 Iteration 149Q (12490.470000 sec): 54 clusters Score: Raw -87582910.253828 + Penalty 175240.200033 = -87407670.053796 nChanged 5 Iteration 150Q (12525.290000 sec): 54 clusters Score: Raw -87582911.825339 + Penalty 175240.200033 = -87407671.625307 nChanged 3 Iteration 151Q (12559.400000 sec): 54 clusters Score: Raw -87582912.070307 + Penalty 175240.200033 = -87407671.870274 nChanged 2 Iteration 152Q (12592.630000 sec): 54 clusters Score: Raw -87582912.143708 + Penalty 175240.200033 = -87407671.943676 nChanged 1 Iteration 153Q (12625.370000 sec): 54 clusters Score: Raw -87582912.180320 + Penalty 175240.200033 = -87407671.980287 nChanged 1 Iteration 154Q (12655.650000 sec): 54 clusters Score: Raw -87582912.211722 + Penalty 175240.200033 = -87407672.011690 nChanged 1 Iteration 155Q (12684.450000 sec): 54 clusters Score: Raw -87582912.221947 + Penalty 175240.200033 = -87407672.021914 nChanged 0 Iteration 156F (12751.390000 sec): 54 clusters Score: Raw -87583287.340026 + Penalty 175240.200033 = -87408047.139994 nChanged 10 Iteration 157Q (12786.250000 sec): 54 clusters Score: Raw -87583895.071510 + Penalty 175240.200033 = -87408654.871477 nChanged 2 Iteration 158Q (12816.200000 sec): 54 clusters Score: Raw -87583911.941832 + Penalty 175240.200033 = -87408671.741799 nChanged 1 Iteration 159Q (12848.700000 sec): 54 clusters Score: Raw -87583925.118223 + Penalty 175240.200033 = -87408684.918190 nChanged 2 Iteration 160F (12918.680000 sec): 54 clusters Score: Raw -87584203.603504 + Penalty 175240.200033 = -87408963.403471 nChanged 5 Iteration 161Q (12952.130000 sec): 54 clusters Score: Raw -87584333.654012 + Penalty 175240.200033 = -87409093.453979 nChanged 0 Iteration 162F (13022.640000 sec): 54 clusters Score: Raw -87584460.029609 + Penalty 175240.200033 = -87409219.829576 nChanged 4 Iteration 163Q (13056.860000 sec): 54 clusters Score: Raw -87584678.963484 + Penalty 175240.200033 = -87409438.763451 nChanged 1 Iteration 164Q (13088.720000 sec): 54 clusters Score: Raw -87584724.474850 + Penalty 175240.200033 = -87409484.274817 nChanged 0 Iteration 165F (13159.210000 sec): 54 clusters Score: Raw -87584811.070116 + Penalty 175240.200033 = -87409570.870083 nChanged 1 Iteration 166Q (13193.330000 sec): 54 clusters Score: Raw -87584818.645182 + Penalty 175240.200033 = -87409578.445149 nChanged 0 Iteration 167F (13261.640000 sec): 54 clusters Score: Raw -87584818.645182 + Penalty 175240.200033 = -87409578.445149 nChanged 0 Compute initial score before splitting: Score: Raw -87584818.645182 + Penalty 175240.200033 = -87409578.445149 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 1 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13261.730000 sec): 2 clusters Score: Raw -20964.649001 + Penalty 1275.132562 = -19689.516439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13261.940000 sec): 3 clusters Score: Raw -21310.086704 + Penalty 2550.265124 = -18759.821580 nChanged 20 SP:Iteration 1F (13262.140000 sec): 3 clusters Score: Raw -21406.865044 + Penalty 2550.265124 = -18856.599920 nChanged 8 SP:Iteration 2Q (13262.360000 sec): 3 clusters Score: Raw -21443.001081 + Penalty 2550.265124 = -18892.735957 nChanged 5 SP:Iteration 3Q (13262.500000 sec): 3 clusters Score: Raw -21492.089808 + Penalty 2550.265124 = -18941.824684 nChanged 5 SP:Iteration 4Q (13262.700000 sec): 3 clusters Score: Raw -21535.385143 + Penalty 2550.265124 = -18985.120019 nChanged 1 SP:Iteration 5Q (13262.870000 sec): 3 clusters Score: Raw -21540.697175 + Penalty 2550.265124 = -18990.432051 nChanged 1 SP:Iteration 6Q (13263.040000 sec): 3 clusters Score: Raw -21554.113964 + Penalty 2550.265124 = -19003.848840 nChanged 0 SP:Iteration 7F (13263.180000 sec): 3 clusters Score: Raw -21554.113964 + Penalty 2550.265124 = -19003.848840 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 2 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13263.300000 sec): 2 clusters Score: Raw -235682.161754 + Penalty 1836.713639 = -233845.448115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13263.440000 sec): 3 clusters Score: Raw -235075.634603 + Penalty 3673.427277 = -231402.207326 nChanged 510 SP:Iteration 1F (13263.640000 sec): 3 clusters Score: Raw -235526.915801 + Penalty 3673.427277 = -231853.488524 nChanged 132 SP:Iteration 2F (13263.820000 sec): 3 clusters Score: Raw -235660.297620 + Penalty 3673.427277 = -231986.870343 nChanged 80 SP:Iteration 3Q (13264.000000 sec): 3 clusters Score: Raw -235742.615216 + Penalty 3673.427277 = -232069.187939 nChanged 48 SP:Iteration 4Q (13264.170000 sec): 3 clusters Score: Raw -235783.192952 + Penalty 3673.427277 = -232109.765675 nChanged 22 SP:Iteration 5Q (13264.340000 sec): 3 clusters Score: Raw -235800.081613 + Penalty 3673.427277 = -232126.654335 nChanged 19 SP:Iteration 6Q (13264.500000 sec): 3 clusters Score: Raw -235819.092302 + Penalty 3673.427277 = -232145.665024 nChanged 15 SP:Iteration 7Q (13264.660000 sec): 3 clusters Score: Raw -235829.508510 + Penalty 3673.427277 = -232156.081233 nChanged 13 SP:Iteration 8Q (13264.890000 sec): 3 clusters Score: Raw -235840.980890 + Penalty 3673.427277 = -232167.553613 nChanged 13 SP:Iteration 9Q (13265.100000 sec): 3 clusters Score: Raw -235851.250516 + Penalty 3673.427277 = -232177.823239 nChanged 11 SP:Iteration 10Q (13265.270000 sec): 3 clusters Score: Raw -235860.760173 + Penalty 3673.427277 = -232187.332896 nChanged 7 SP:Iteration 11Q (13265.430000 sec): 3 clusters Score: Raw -235865.605447 + Penalty 3673.427277 = -232192.178170 nChanged 3 SP:Iteration 12Q (13265.600000 sec): 3 clusters Score: Raw -235867.544801 + Penalty 3673.427277 = -232194.117524 nChanged 4 SP:Iteration 13Q (13265.760000 sec): 3 clusters Score: Raw -235870.680113 + Penalty 3673.427277 = -232197.252836 nChanged 3 SP:Iteration 14Q (13265.950000 sec): 3 clusters Score: Raw -235871.931896 + Penalty 3673.427277 = -232198.504619 nChanged 3 SP:Iteration 15Q (13266.160000 sec): 3 clusters Score: Raw -235874.441068 + Penalty 3673.427277 = -232201.013791 nChanged 4 SP:Iteration 16Q (13266.410000 sec): 3 clusters Score: Raw -235876.270316 + Penalty 3673.427277 = -232202.843039 nChanged 1 SP:Iteration 17Q (13266.600000 sec): 3 clusters Score: Raw -235876.820941 + Penalty 3673.427277 = -232203.393663 nChanged 1 SP:Iteration 18Q (13266.780000 sec): 3 clusters Score: Raw -235877.342019 + Penalty 3673.427277 = -232203.914742 nChanged 2 SP:Iteration 19Q (13266.970000 sec): 3 clusters Score: Raw -235879.431132 + Penalty 3673.427277 = -232206.003855 nChanged 2 SP:Iteration 20F (13267.150000 sec): 3 clusters Score: Raw -235880.558306 + Penalty 3673.427277 = -232207.131029 nChanged 1 SP:Iteration 21Q (13267.350000 sec): 3 clusters Score: Raw -235881.006455 + Penalty 3673.427277 = -232207.579178 nChanged 1 SP:Iteration 22Q (13267.540000 sec): 3 clusters Score: Raw -235881.522555 + Penalty 3673.427277 = -232208.095278 nChanged 1 SP:Iteration 23Q (13267.740000 sec): 3 clusters Score: Raw -235882.224478 + Penalty 3673.427277 = -232208.797201 nChanged 0 SP:Iteration 24F (13267.900000 sec): 3 clusters Score: Raw -235882.224478 + Penalty 3673.427277 = -232208.797201 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 3 (408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13267.990000 sec): 2 clusters Score: Raw -51093.948714 + Penalty 1490.794259 = -49603.154455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13268.130000 sec): 3 clusters Score: Raw -51199.024702 + Penalty 2981.588519 = -48217.436184 nChanged 69 SP:Iteration 1F (13268.300000 sec): 3 clusters Score: Raw -51374.613490 + Penalty 2981.588519 = -48393.024971 nChanged 21 SP:Iteration 2F (13268.470000 sec): 3 clusters Score: Raw -51434.427423 + Penalty 2981.588519 = -48452.838905 nChanged 10 SP:Iteration 3Q (13268.610000 sec): 3 clusters Score: Raw -51463.000560 + Penalty 2981.588519 = -48481.412042 nChanged 4 SP:Iteration 4Q (13268.740000 sec): 3 clusters Score: Raw -51472.541790 + Penalty 2981.588519 = -48490.953271 nChanged 1 SP:Iteration 5Q (13268.910000 sec): 3 clusters Score: Raw -51474.562184 + Penalty 2981.588519 = -48492.973666 nChanged 0 SP:Iteration 6F (13269.100000 sec): 3 clusters Score: Raw -51474.562184 + Penalty 2981.588519 = -48492.973666 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 4 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13269.220000 sec): 2 clusters Score: Raw -113731.142618 + Penalty 1672.526678 = -112058.615940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13269.430000 sec): 3 clusters Score: Raw -113610.899851 + Penalty 3345.053356 = -110265.846495 nChanged 202 SP:Iteration 1F (13269.580000 sec): 3 clusters Score: Raw -113891.215457 + Penalty 3345.053356 = -110546.162101 nChanged 65 SP:Iteration 2F (13269.730000 sec): 3 clusters Score: Raw -114025.127708 + Penalty 3345.053356 = -110680.074352 nChanged 42 SP:Iteration 3Q (13269.880000 sec): 3 clusters Score: Raw -114104.578642 + Penalty 3345.053356 = -110759.525286 nChanged 26 SP:Iteration 4Q (13270.070000 sec): 3 clusters Score: Raw -114150.033706 + Penalty 3345.053356 = -110804.980349 nChanged 17 SP:Iteration 5Q (13270.200000 sec): 3 clusters Score: Raw -114190.003921 + Penalty 3345.053356 = -110844.950565 nChanged 19 SP:Iteration 6Q (13270.420000 sec): 3 clusters Score: Raw -114220.021637 + Penalty 3345.053356 = -110874.968281 nChanged 16 SP:Iteration 7Q (13270.610000 sec): 3 clusters Score: Raw -114255.547271 + Penalty 3345.053356 = -110910.493915 nChanged 17 SP:Iteration 8Q (13270.820000 sec): 3 clusters Score: Raw -114290.300731 + Penalty 3345.053356 = -110945.247374 nChanged 12 SP:Iteration 9Q (13271.010000 sec): 3 clusters Score: Raw -114312.140187 + Penalty 3345.053356 = -110967.086830 nChanged 8 SP:Iteration 10Q (13271.210000 sec): 3 clusters Score: Raw -114325.285121 + Penalty 3345.053356 = -110980.231764 nChanged 5 SP:Iteration 11Q (13271.420000 sec): 3 clusters Score: Raw -114330.825870 + Penalty 3345.053356 = -110985.772514 nChanged 2 SP:Iteration 12Q (13271.620000 sec): 3 clusters Score: Raw -114333.642348 + Penalty 3345.053356 = -110988.588991 nChanged 1 SP:Iteration 13Q (13271.780000 sec): 3 clusters Score: Raw -114334.846694 + Penalty 3345.053356 = -110989.793338 nChanged 1 SP:Iteration 14Q (13272.000000 sec): 3 clusters Score: Raw -114335.956865 + Penalty 3345.053356 = -110990.903509 nChanged 1 SP:Iteration 15Q (13272.180000 sec): 3 clusters Score: Raw -114338.672576 + Penalty 3345.053356 = -110993.619220 nChanged 1 SP:Iteration 16Q (13272.400000 sec): 3 clusters Score: Raw -114339.253693 + Penalty 3345.053356 = -110994.200336 nChanged 1 SP:Iteration 17Q (13272.580000 sec): 3 clusters Score: Raw -114339.810999 + Penalty 3345.053356 = -110994.757643 nChanged 2 SP:Iteration 18Q (13272.760000 sec): 3 clusters Score: Raw -114341.987859 + Penalty 3345.053356 = -110996.934502 nChanged 3 SP:Iteration 19Q (13273.000000 sec): 3 clusters Score: Raw -114345.954584 + Penalty 3345.053356 = -111000.901227 nChanged 2 SP:Iteration 20F (13273.180000 sec): 3 clusters Score: Raw -114347.533641 + Penalty 3345.053356 = -111002.480284 nChanged 3 SP:Iteration 21Q (13273.450000 sec): 3 clusters Score: Raw -114353.961780 + Penalty 3345.053356 = -111008.908424 nChanged 6 SP:Iteration 22Q (13273.610000 sec): 3 clusters Score: Raw -114362.269586 + Penalty 3345.053356 = -111017.216229 nChanged 3 SP:Iteration 23Q (13273.730000 sec): 3 clusters Score: Raw -114365.914110 + Penalty 3345.053356 = -111020.860753 nChanged 4 SP:Iteration 24Q (13273.900000 sec): 3 clusters Score: Raw -114379.767322 + Penalty 3345.053356 = -111034.713966 nChanged 5 SP:Iteration 25Q (13274.100000 sec): 3 clusters Score: Raw -114388.387843 + Penalty 3345.053356 = -111043.334487 nChanged 3 SP:Iteration 26Q (13274.290000 sec): 3 clusters Score: Raw -114394.556917 + Penalty 3345.053356 = -111049.503560 nChanged 4 SP:Iteration 27Q (13274.510000 sec): 3 clusters Score: Raw -114399.646941 + Penalty 3345.053356 = -111054.593584 nChanged 2 SP:Iteration 28Q (13274.650000 sec): 3 clusters Score: Raw -114402.090777 + Penalty 3345.053356 = -111057.037421 nChanged 4 SP:Iteration 29Q (13274.820000 sec): 3 clusters Score: Raw -114413.132178 + Penalty 3345.053356 = -111068.078821 nChanged 5 SP:Iteration 30Q (13275.000000 sec): 3 clusters Score: Raw -114428.891242 + Penalty 3345.053356 = -111083.837885 nChanged 2 SP:Iteration 31Q (13275.150000 sec): 3 clusters Score: Raw -114434.876910 + Penalty 3345.053356 = -111089.823553 nChanged 4 SP:Iteration 32Q (13275.360000 sec): 3 clusters Score: Raw -114440.839331 + Penalty 3345.053356 = -111095.785974 nChanged 2 SP:Iteration 33Q (13275.550000 sec): 3 clusters Score: Raw -114444.816420 + Penalty 3345.053356 = -111099.763064 nChanged 1 SP:Iteration 34Q (13275.680000 sec): 3 clusters Score: Raw -114445.516154 + Penalty 3345.053356 = -111100.462797 nChanged 0 SP:Iteration 35F (13275.860000 sec): 3 clusters Score: Raw -114445.516154 + Penalty 3345.053356 = -111100.462797 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 5 (13719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13276.060000 sec): 2 clusters Score: Raw -1948785.698254 + Penalty 2362.581179 = -1946423.117074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13276.290000 sec): 3 clusters Score: Raw -1941149.918562 + Penalty 4725.162358 = -1936424.756204 nChanged 5907 SP:Iteration 1F (13276.580000 sec): 3 clusters Score: Raw -1944369.429623 + Penalty 4725.162358 = -1939644.267265 nChanged 842 SP:Iteration 2F (13276.890000 sec): 3 clusters Score: Raw -1944833.204603 + Penalty 4725.162358 = -1940108.042245 nChanged 758 SP:Iteration 3F (13277.150000 sec): 3 clusters Score: Raw -1945276.398613 + Penalty 4725.162358 = -1940551.236255 nChanged 665 SP:Iteration 4Q (13277.440000 sec): 3 clusters Score: Raw -1945634.903177 + Penalty 4725.162358 = -1940909.740819 nChanged 605 SP:Iteration 5Q (13277.680000 sec): 3 clusters Score: Raw -1945907.674970 + Penalty 4725.162358 = -1941182.512612 nChanged 528 SP:Iteration 6Q (13278.050000 sec): 3 clusters Score: Raw -1946173.563524 + Penalty 4725.162358 = -1941448.401165 nChanged 520 SP:Iteration 7Q (13278.330000 sec): 3 clusters Score: Raw -1946431.353620 + Penalty 4725.162358 = -1941706.191262 nChanged 505 SP:Iteration 8Q (13278.570000 sec): 3 clusters Score: Raw -1946653.053792 + Penalty 4725.162358 = -1941927.891434 nChanged 457 SP:Iteration 9Q (13278.890000 sec): 3 clusters Score: Raw -1946849.648025 + Penalty 4725.162358 = -1942124.485666 nChanged 415 SP:Iteration 10Q (13279.120000 sec): 3 clusters Score: Raw -1947012.539432 + Penalty 4725.162358 = -1942287.377074 nChanged 366 SP:Iteration 11Q (13279.360000 sec): 3 clusters Score: Raw -1947147.450069 + Penalty 4725.162358 = -1942422.287711 nChanged 314 SP:Iteration 12Q (13279.610000 sec): 3 clusters Score: Raw -1947260.508258 + Penalty 4725.162358 = -1942535.345900 nChanged 298 SP:Iteration 13Q (13279.910000 sec): 3 clusters Score: Raw -1947365.961505 + Penalty 4725.162358 = -1942640.799147 nChanged 278 SP:Iteration 14Q (13280.220000 sec): 3 clusters Score: Raw -1947462.202634 + Penalty 4725.162358 = -1942737.040276 nChanged 250 SP:Iteration 15Q (13280.450000 sec): 3 clusters Score: Raw -1947547.007075 + Penalty 4725.162358 = -1942821.844717 nChanged 259 SP:Iteration 16Q (13280.710000 sec): 3 clusters Score: Raw -1947643.508119 + Penalty 4725.162358 = -1942918.345761 nChanged 254 SP:Iteration 17Q (13280.990000 sec): 3 clusters Score: Raw -1947731.561375 + Penalty 4725.162358 = -1943006.399017 nChanged 225 SP:Iteration 18Q (13281.220000 sec): 3 clusters Score: Raw -1947803.310766 + Penalty 4725.162358 = -1943078.148407 nChanged 205 SP:Iteration 19Q (13281.490000 sec): 3 clusters Score: Raw -1947868.007940 + Penalty 4725.162358 = -1943142.845582 nChanged 188 SP:Iteration 20F (13281.760000 sec): 3 clusters Score: Raw -1947928.203611 + Penalty 4725.162358 = -1943203.041253 nChanged 182 SP:Iteration 21Q (13282.050000 sec): 3 clusters Score: Raw -1947990.263694 + Penalty 4725.162358 = -1943265.101336 nChanged 189 SP:Iteration 22Q (13282.320000 sec): 3 clusters Score: Raw -1948060.277528 + Penalty 4725.162358 = -1943335.115170 nChanged 191 SP:Iteration 23Q (13282.620000 sec): 3 clusters Score: Raw -1948134.750505 + Penalty 4725.162358 = -1943409.588146 nChanged 203 SP:Iteration 24Q (13282.910000 sec): 3 clusters Score: Raw -1948215.232138 + Penalty 4725.162358 = -1943490.069780 nChanged 208 SP:Iteration 25Q (13283.140000 sec): 3 clusters Score: Raw -1948313.255776 + Penalty 4725.162358 = -1943588.093418 nChanged 237 SP:Iteration 26Q (13283.430000 sec): 3 clusters Score: Raw -1948425.693336 + Penalty 4725.162358 = -1943700.530977 nChanged 214 SP:Iteration 27Q (13283.800000 sec): 3 clusters Score: Raw -1948532.323402 + Penalty 4725.162358 = -1943807.161043 nChanged 190 SP:Iteration 28Q (13284.040000 sec): 3 clusters Score: Raw -1948619.441024 + Penalty 4725.162358 = -1943894.278666 nChanged 153 SP:Iteration 29Q (13284.300000 sec): 3 clusters Score: Raw -1948678.628884 + Penalty 4725.162358 = -1943953.466525 nChanged 127 SP:Iteration 30Q (13284.560000 sec): 3 clusters Score: Raw -1948732.573873 + Penalty 4725.162358 = -1944007.411515 nChanged 125 SP:Iteration 31Q (13284.790000 sec): 3 clusters Score: Raw -1948791.877840 + Penalty 4725.162358 = -1944066.715482 nChanged 117 SP:Iteration 32Q (13285.060000 sec): 3 clusters Score: Raw -1948847.302868 + Penalty 4725.162358 = -1944122.140510 nChanged 102 SP:Iteration 33Q (13285.340000 sec): 3 clusters Score: Raw -1948895.218471 + Penalty 4725.162358 = -1944170.056113 nChanged 78 SP:Iteration 34Q (13285.560000 sec): 3 clusters Score: Raw -1948932.966286 + Penalty 4725.162358 = -1944207.803928 nChanged 72 SP:Iteration 35Q (13285.800000 sec): 3 clusters Score: Raw -1948962.233392 + Penalty 4725.162358 = -1944237.071034 nChanged 56 SP:Iteration 36Q (13286.020000 sec): 3 clusters Score: Raw -1948986.516502 + Penalty 4725.162358 = -1944261.354144 nChanged 55 SP:Iteration 37Q (13286.270000 sec): 3 clusters Score: Raw -1949010.644309 + Penalty 4725.162358 = -1944285.481951 nChanged 44 SP:Iteration 38Q (13286.500000 sec): 3 clusters Score: Raw -1949029.168707 + Penalty 4725.162358 = -1944304.006349 nChanged 45 SP:Iteration 39Q (13286.790000 sec): 3 clusters Score: Raw -1949045.404585 + Penalty 4725.162358 = -1944320.242227 nChanged 38 SP:Iteration 40F (13287.000000 sec): 3 clusters Score: Raw -1949062.502674 + Penalty 4725.162358 = -1944337.340316 nChanged 51 SP:Iteration 41Q (13287.260000 sec): 3 clusters Score: Raw -1949083.899710 + Penalty 4725.162358 = -1944358.737352 nChanged 38 SP:Iteration 42Q (13287.470000 sec): 3 clusters Score: Raw -1949099.663884 + Penalty 4725.162358 = -1944374.501526 nChanged 39 SP:Iteration 43Q (13287.760000 sec): 3 clusters Score: Raw -1949117.378762 + Penalty 4725.162358 = -1944392.216404 nChanged 37 SP:Iteration 44Q (13287.980000 sec): 3 clusters Score: Raw -1949135.971489 + Penalty 4725.162358 = -1944410.809131 nChanged 28 SP:Iteration 45Q (13288.220000 sec): 3 clusters Score: Raw -1949147.552174 + Penalty 4725.162358 = -1944422.389816 nChanged 17 SP:Iteration 46Q (13288.470000 sec): 3 clusters Score: Raw -1949156.785040 + Penalty 4725.162358 = -1944431.622682 nChanged 21 SP:Iteration 47Q (13288.700000 sec): 3 clusters Score: Raw -1949167.393130 + Penalty 4725.162358 = -1944442.230772 nChanged 19 SP:Iteration 48Q (13288.930000 sec): 3 clusters Score: Raw -1949176.105248 + Penalty 4725.162358 = -1944450.942890 nChanged 18 SP:Iteration 49Q (13289.170000 sec): 3 clusters Score: Raw -1949184.819522 + Penalty 4725.162358 = -1944459.657164 nChanged 18 SP:Iteration 50Q (13289.370000 sec): 3 clusters Score: Raw -1949195.638697 + Penalty 4725.162358 = -1944470.476339 nChanged 19 SP:Iteration 51Q (13289.610000 sec): 3 clusters Score: Raw -1949205.642163 + Penalty 4725.162358 = -1944480.479805 nChanged 19 SP:Iteration 52Q (13289.890000 sec): 3 clusters Score: Raw -1949215.497532 + Penalty 4725.162358 = -1944490.335173 nChanged 16 SP:Iteration 53Q (13290.130000 sec): 3 clusters Score: Raw -1949222.296785 + Penalty 4725.162358 = -1944497.134427 nChanged 13 SP:Iteration 54Q (13290.330000 sec): 3 clusters Score: Raw -1949228.149526 + Penalty 4725.162358 = -1944502.987168 nChanged 11 SP:Iteration 55Q (13290.540000 sec): 3 clusters Score: Raw -1949232.846013 + Penalty 4725.162358 = -1944507.683655 nChanged 6 SP:Iteration 56Q (13290.770000 sec): 3 clusters Score: Raw -1949236.776176 + Penalty 4725.162358 = -1944511.613818 nChanged 7 SP:Iteration 57Q (13291.040000 sec): 3 clusters Score: Raw -1949240.858781 + Penalty 4725.162358 = -1944515.696423 nChanged 10 SP:Iteration 58Q (13291.290000 sec): 3 clusters Score: Raw -1949245.869754 + Penalty 4725.162358 = -1944520.707396 nChanged 8 SP:Iteration 59Q (13291.570000 sec): 3 clusters Score: Raw -1949249.435497 + Penalty 4725.162358 = -1944524.273139 nChanged 8 SP:Iteration 60F (13291.850000 sec): 3 clusters Score: Raw -1949251.868001 + Penalty 4725.162358 = -1944526.705643 nChanged 3 SP:Iteration 61Q (13292.090000 sec): 3 clusters Score: Raw -1949252.800034 + Penalty 4725.162358 = -1944527.637676 nChanged 2 SP:Iteration 62Q (13292.370000 sec): 3 clusters Score: Raw -1949253.365659 + Penalty 4725.162358 = -1944528.203301 nChanged 3 SP:Iteration 63Q (13292.560000 sec): 3 clusters Score: Raw -1949254.433284 + Penalty 4725.162358 = -1944529.270926 nChanged 2 SP:Iteration 64Q (13292.810000 sec): 3 clusters Score: Raw -1949255.369294 + Penalty 4725.162358 = -1944530.206936 nChanged 5 SP:Iteration 65Q (13293.050000 sec): 3 clusters Score: Raw -1949257.577030 + Penalty 4725.162358 = -1944532.414672 nChanged 4 SP:Iteration 66Q (13293.280000 sec): 3 clusters Score: Raw -1949259.710850 + Penalty 4725.162358 = -1944534.548492 nChanged 4 SP:Iteration 67Q (13293.580000 sec): 3 clusters Score: Raw -1949262.291184 + Penalty 4725.162358 = -1944537.128826 nChanged 7 SP:Iteration 68Q (13293.800000 sec): 3 clusters Score: Raw -1949265.102073 + Penalty 4725.162358 = -1944539.939715 nChanged 4 SP:Iteration 69Q (13294.050000 sec): 3 clusters Score: Raw -1949266.630302 + Penalty 4725.162358 = -1944541.467943 nChanged 5 SP:Iteration 70Q (13294.330000 sec): 3 clusters Score: Raw -1949268.681092 + Penalty 4725.162358 = -1944543.518734 nChanged 4 SP:Iteration 71Q (13294.590000 sec): 3 clusters Score: Raw -1949270.724195 + Penalty 4725.162358 = -1944545.561837 nChanged 5 SP:Iteration 72Q (13294.860000 sec): 3 clusters Score: Raw -1949272.373001 + Penalty 4725.162358 = -1944547.210643 nChanged 3 SP:Iteration 73Q (13295.140000 sec): 3 clusters Score: Raw -1949273.094292 + Penalty 4725.162358 = -1944547.931934 nChanged 2 SP:Iteration 74Q (13295.390000 sec): 3 clusters Score: Raw -1949273.588422 + Penalty 4725.162358 = -1944548.426064 nChanged 1 SP:Iteration 75Q (13295.650000 sec): 3 clusters Score: Raw -1949274.432967 + Penalty 4725.162358 = -1944549.270609 nChanged 1 SP:Iteration 76Q (13295.980000 sec): 3 clusters Score: Raw -1949274.808842 + Penalty 4725.162358 = -1944549.646484 nChanged 0 SP:Iteration 77F (13296.260000 sec): 3 clusters Score: Raw -1949274.808842 + Penalty 4725.162358 = -1944549.646484 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 6 (7696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13296.380000 sec): 2 clusters Score: Raw -1076066.922933 + Penalty 2219.217086 = -1073847.705847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13296.590000 sec): 3 clusters Score: Raw -1072089.014562 + Penalty 4438.434172 = -1067650.580389 nChanged 3142 SP:Iteration 1F (13296.810000 sec): 3 clusters Score: Raw -1073909.724358 + Penalty 4438.434172 = -1069471.290186 nChanged 576 SP:Iteration 2F (13297.050000 sec): 3 clusters Score: Raw -1074248.416006 + Penalty 4438.434172 = -1069809.981834 nChanged 428 SP:Iteration 3F (13297.300000 sec): 3 clusters Score: Raw -1074472.897663 + Penalty 4438.434172 = -1070034.463491 nChanged 331 SP:Iteration 4Q (13297.510000 sec): 3 clusters Score: Raw -1074657.577938 + Penalty 4438.434172 = -1070219.143766 nChanged 301 SP:Iteration 5Q (13297.700000 sec): 3 clusters Score: Raw -1074813.200050 + Penalty 4438.434172 = -1070374.765878 nChanged 273 SP:Iteration 6Q (13297.890000 sec): 3 clusters Score: Raw -1074975.032546 + Penalty 4438.434172 = -1070536.598374 nChanged 258 SP:Iteration 7Q (13298.130000 sec): 3 clusters Score: Raw -1075121.486390 + Penalty 4438.434172 = -1070683.052218 nChanged 253 SP:Iteration 8Q (13298.360000 sec): 3 clusters Score: Raw -1075270.142534 + Penalty 4438.434172 = -1070831.708362 nChanged 245 SP:Iteration 9Q (13298.550000 sec): 3 clusters Score: Raw -1075420.216993 + Penalty 4438.434172 = -1070981.782821 nChanged 241 SP:Iteration 10Q (13298.800000 sec): 3 clusters Score: Raw -1075552.918866 + Penalty 4438.434172 = -1071114.484694 nChanged 216 SP:Iteration 11Q (13299.030000 sec): 3 clusters Score: Raw -1075680.056574 + Penalty 4438.434172 = -1071241.622401 nChanged 201 SP:Iteration 12Q (13299.240000 sec): 3 clusters Score: Raw -1075789.137947 + Penalty 4438.434172 = -1071350.703774 nChanged 211 SP:Iteration 13Q (13299.510000 sec): 3 clusters Score: Raw -1075906.383199 + Penalty 4438.434172 = -1071467.949027 nChanged 188 SP:Iteration 14Q (13299.720000 sec): 3 clusters Score: Raw -1075999.741402 + Penalty 4438.434172 = -1071561.307230 nChanged 156 SP:Iteration 15Q (13299.940000 sec): 3 clusters Score: Raw -1076074.281702 + Penalty 4438.434172 = -1071635.847530 nChanged 128 SP:Iteration 16Q (13300.160000 sec): 3 clusters Score: Raw -1076150.430605 + Penalty 4438.434172 = -1071711.996433 nChanged 119 SP:Iteration 17Q (13300.400000 sec): 3 clusters Score: Raw -1076218.097288 + Penalty 4438.434172 = -1071779.663116 nChanged 112 SP:Iteration 18Q (13300.620000 sec): 3 clusters Score: Raw -1076288.304207 + Penalty 4438.434172 = -1071849.870034 nChanged 102 SP:Iteration 19Q (13300.810000 sec): 3 clusters Score: Raw -1076349.074878 + Penalty 4438.434172 = -1071910.640706 nChanged 95 SP:Iteration 20F (13301.040000 sec): 3 clusters Score: Raw -1076410.063910 + Penalty 4438.434172 = -1071971.629738 nChanged 105 SP:Iteration 21Q (13301.270000 sec): 3 clusters Score: Raw -1076485.601690 + Penalty 4438.434172 = -1072047.167518 nChanged 86 SP:Iteration 22Q (13301.460000 sec): 3 clusters Score: Raw -1076538.406552 + Penalty 4438.434172 = -1072099.972380 nChanged 71 SP:Iteration 23Q (13301.700000 sec): 3 clusters Score: Raw -1076568.963926 + Penalty 4438.434172 = -1072130.529754 nChanged 59 SP:Iteration 24Q (13301.850000 sec): 3 clusters Score: Raw -1076585.475257 + Penalty 4438.434172 = -1072147.041084 nChanged 37 SP:Iteration 25Q (13302.060000 sec): 3 clusters Score: Raw -1076594.427044 + Penalty 4438.434172 = -1072155.992872 nChanged 28 SP:Iteration 26Q (13302.290000 sec): 3 clusters Score: Raw -1076601.949896 + Penalty 4438.434172 = -1072163.515723 nChanged 23 SP:Iteration 27Q (13302.540000 sec): 3 clusters Score: Raw -1076606.737942 + Penalty 4438.434172 = -1072168.303769 nChanged 14 SP:Iteration 28Q (13302.750000 sec): 3 clusters Score: Raw -1076609.897690 + Penalty 4438.434172 = -1072171.463518 nChanged 10 SP:Iteration 29Q (13302.970000 sec): 3 clusters Score: Raw -1076611.742580 + Penalty 4438.434172 = -1072173.308408 nChanged 11 SP:Iteration 30Q (13303.180000 sec): 3 clusters Score: Raw -1076613.412149 + Penalty 4438.434172 = -1072174.977977 nChanged 6 SP:Iteration 31Q (13303.360000 sec): 3 clusters Score: Raw -1076614.147908 + Penalty 4438.434172 = -1072175.713736 nChanged 3 SP:Iteration 32Q (13303.590000 sec): 3 clusters Score: Raw -1076614.719711 + Penalty 4438.434172 = -1072176.285539 nChanged 1 SP:Iteration 33Q (13303.790000 sec): 3 clusters Score: Raw -1076614.966978 + Penalty 4438.434172 = -1072176.532806 nChanged 0 SP:Iteration 34F (13304.010000 sec): 3 clusters Score: Raw -1076614.966978 + Penalty 4438.434172 = -1072176.532806 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 7 (7247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13304.110000 sec): 2 clusters Score: Raw -1058214.928953 + Penalty 2204.309032 = -1056010.619922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13304.360000 sec): 3 clusters Score: Raw -1054560.198267 + Penalty 4408.618063 = -1050151.580204 nChanged 2865 SP:Iteration 1F (13304.620000 sec): 3 clusters Score: Raw -1056049.659412 + Penalty 4408.618063 = -1051641.041349 nChanged 501 SP:Iteration 2F (13304.810000 sec): 3 clusters Score: Raw -1056279.661809 + Penalty 4408.618063 = -1051871.043746 nChanged 332 SP:Iteration 3Q (13305.040000 sec): 3 clusters Score: Raw -1056413.342526 + Penalty 4408.618063 = -1052004.724463 nChanged 251 SP:Iteration 4Q (13305.260000 sec): 3 clusters Score: Raw -1056520.688282 + Penalty 4408.618063 = -1052112.070219 nChanged 204 SP:Iteration 5Q (13305.520000 sec): 3 clusters Score: Raw -1056603.507953 + Penalty 4408.618063 = -1052194.889889 nChanged 149 SP:Iteration 6Q (13305.720000 sec): 3 clusters Score: Raw -1056651.471311 + Penalty 4408.618063 = -1052242.853248 nChanged 102 SP:Iteration 7Q (13305.940000 sec): 3 clusters Score: Raw -1056682.124989 + Penalty 4408.618063 = -1052273.506926 nChanged 94 SP:Iteration 8Q (13306.140000 sec): 3 clusters Score: Raw -1056708.688243 + Penalty 4408.618063 = -1052300.070180 nChanged 86 SP:Iteration 9Q (13306.350000 sec): 3 clusters Score: Raw -1056735.634803 + Penalty 4408.618063 = -1052327.016740 nChanged 103 SP:Iteration 10Q (13306.620000 sec): 3 clusters Score: Raw -1056766.361570 + Penalty 4408.618063 = -1052357.743507 nChanged 85 SP:Iteration 11Q (13306.810000 sec): 3 clusters Score: Raw -1056792.780621 + Penalty 4408.618063 = -1052384.162558 nChanged 84 SP:Iteration 12Q (13307.000000 sec): 3 clusters Score: Raw -1056817.662480 + Penalty 4408.618063 = -1052409.044417 nChanged 66 SP:Iteration 13Q (13307.240000 sec): 3 clusters Score: Raw -1056840.826391 + Penalty 4408.618063 = -1052432.208328 nChanged 81 SP:Iteration 14Q (13307.480000 sec): 3 clusters Score: Raw -1056866.754962 + Penalty 4408.618063 = -1052458.136899 nChanged 82 SP:Iteration 15Q (13307.680000 sec): 3 clusters Score: Raw -1056890.344972 + Penalty 4408.618063 = -1052481.726909 nChanged 71 SP:Iteration 16Q (13307.890000 sec): 3 clusters Score: Raw -1056907.995075 + Penalty 4408.618063 = -1052499.377012 nChanged 67 SP:Iteration 17Q (13308.130000 sec): 3 clusters Score: Raw -1056927.293518 + Penalty 4408.618063 = -1052518.675455 nChanged 62 SP:Iteration 18Q (13308.380000 sec): 3 clusters Score: Raw -1056943.489950 + Penalty 4408.618063 = -1052534.871887 nChanged 61 SP:Iteration 19Q (13308.580000 sec): 3 clusters Score: Raw -1056961.899514 + Penalty 4408.618063 = -1052553.281451 nChanged 69 SP:Iteration 20F (13308.760000 sec): 3 clusters Score: Raw -1056978.838985 + Penalty 4408.618063 = -1052570.220922 nChanged 52 SP:Iteration 21Q (13308.950000 sec): 3 clusters Score: Raw -1056992.596060 + Penalty 4408.618063 = -1052583.977997 nChanged 49 SP:Iteration 22Q (13309.170000 sec): 3 clusters Score: Raw -1057003.602892 + Penalty 4408.618063 = -1052594.984829 nChanged 39 SP:Iteration 23Q (13309.360000 sec): 3 clusters Score: Raw -1057014.480608 + Penalty 4408.618063 = -1052605.862545 nChanged 43 SP:Iteration 24Q (13309.600000 sec): 3 clusters Score: Raw -1057026.029828 + Penalty 4408.618063 = -1052617.411765 nChanged 45 SP:Iteration 25Q (13309.780000 sec): 3 clusters Score: Raw -1057038.218119 + Penalty 4408.618063 = -1052629.600055 nChanged 46 SP:Iteration 26Q (13310.020000 sec): 3 clusters Score: Raw -1057050.039359 + Penalty 4408.618063 = -1052641.421296 nChanged 47 SP:Iteration 27Q (13310.230000 sec): 3 clusters Score: Raw -1057059.454163 + Penalty 4408.618063 = -1052650.836100 nChanged 40 SP:Iteration 28Q (13310.470000 sec): 3 clusters Score: Raw -1057066.751295 + Penalty 4408.618063 = -1052658.133232 nChanged 32 SP:Iteration 29Q (13310.650000 sec): 3 clusters Score: Raw -1057075.046217 + Penalty 4408.618063 = -1052666.428154 nChanged 34 SP:Iteration 30Q (13310.850000 sec): 3 clusters Score: Raw -1057083.507113 + Penalty 4408.618063 = -1052674.889050 nChanged 43 SP:Iteration 31Q (13311.060000 sec): 3 clusters Score: Raw -1057093.402501 + Penalty 4408.618063 = -1052684.784438 nChanged 42 SP:Iteration 32Q (13311.270000 sec): 3 clusters Score: Raw -1057103.721954 + Penalty 4408.618063 = -1052695.103891 nChanged 34 SP:Iteration 33Q (13311.470000 sec): 3 clusters Score: Raw -1057112.079235 + Penalty 4408.618063 = -1052703.461172 nChanged 31 SP:Iteration 34Q (13311.670000 sec): 3 clusters Score: Raw -1057119.480155 + Penalty 4408.618063 = -1052710.862092 nChanged 37 SP:Iteration 35Q (13311.890000 sec): 3 clusters Score: Raw -1057127.221232 + Penalty 4408.618063 = -1052718.603169 nChanged 38 SP:Iteration 36Q (13312.070000 sec): 3 clusters Score: Raw -1057135.599110 + Penalty 4408.618063 = -1052726.981047 nChanged 38 SP:Iteration 37Q (13312.250000 sec): 3 clusters Score: Raw -1057144.417215 + Penalty 4408.618063 = -1052735.799152 nChanged 36 SP:Iteration 38Q (13312.430000 sec): 3 clusters Score: Raw -1057152.572721 + Penalty 4408.618063 = -1052743.954658 nChanged 28 SP:Iteration 39Q (13312.600000 sec): 3 clusters Score: Raw -1057158.960612 + Penalty 4408.618063 = -1052750.342549 nChanged 32 SP:Iteration 40F (13312.810000 sec): 3 clusters Score: Raw -1057166.054758 + Penalty 4408.618063 = -1052757.436695 nChanged 29 SP:Iteration 41Q (13313.030000 sec): 3 clusters Score: Raw -1057172.091374 + Penalty 4408.618063 = -1052763.473311 nChanged 28 SP:Iteration 42Q (13313.250000 sec): 3 clusters Score: Raw -1057179.295027 + Penalty 4408.618063 = -1052770.676963 nChanged 40 SP:Iteration 43Q (13313.460000 sec): 3 clusters Score: Raw -1057190.778439 + Penalty 4408.618063 = -1052782.160376 nChanged 46 SP:Iteration 44Q (13313.650000 sec): 3 clusters Score: Raw -1057204.278707 + Penalty 4408.618063 = -1052795.660644 nChanged 51 SP:Iteration 45Q (13313.910000 sec): 3 clusters Score: Raw -1057219.773605 + Penalty 4408.618063 = -1052811.155542 nChanged 51 SP:Iteration 46Q (13314.060000 sec): 3 clusters Score: Raw -1057233.898102 + Penalty 4408.618063 = -1052825.280039 nChanged 42 SP:Iteration 47Q (13314.290000 sec): 3 clusters Score: Raw -1057244.235414 + Penalty 4408.618063 = -1052835.617351 nChanged 57 SP:Iteration 48Q (13314.510000 sec): 3 clusters Score: Raw -1057261.641119 + Penalty 4408.618063 = -1052853.023056 nChanged 57 SP:Iteration 49Q (13314.730000 sec): 3 clusters Score: Raw -1057278.108659 + Penalty 4408.618063 = -1052869.490596 nChanged 52 SP:Iteration 50Q (13314.960000 sec): 3 clusters Score: Raw -1057290.902778 + Penalty 4408.618063 = -1052882.284715 nChanged 56 SP:Iteration 51Q (13315.140000 sec): 3 clusters Score: Raw -1057309.956901 + Penalty 4408.618063 = -1052901.338838 nChanged 73 SP:Iteration 52Q (13315.350000 sec): 3 clusters Score: Raw -1057332.751439 + Penalty 4408.618063 = -1052924.133376 nChanged 81 SP:Iteration 53Q (13315.540000 sec): 3 clusters Score: Raw -1057358.672791 + Penalty 4408.618063 = -1052950.054728 nChanged 78 SP:Iteration 54Q (13315.720000 sec): 3 clusters Score: Raw -1057382.705207 + Penalty 4408.618063 = -1052974.087144 nChanged 92 SP:Iteration 55Q (13315.940000 sec): 3 clusters Score: Raw -1057414.404064 + Penalty 4408.618063 = -1053005.786001 nChanged 95 SP:Iteration 56Q (13316.110000 sec): 3 clusters Score: Raw -1057450.561083 + Penalty 4408.618063 = -1053041.943020 nChanged 109 SP:Iteration 57Q (13316.340000 sec): 3 clusters Score: Raw -1057492.600092 + Penalty 4408.618063 = -1053083.982029 nChanged 92 SP:Iteration 58Q (13316.570000 sec): 3 clusters Score: Raw -1057529.743511 + Penalty 4408.618063 = -1053121.125448 nChanged 98 SP:Iteration 59Q (13316.790000 sec): 3 clusters Score: Raw -1057574.071235 + Penalty 4408.618063 = -1053165.453172 nChanged 112 SP:Iteration 60F (13317.010000 sec): 3 clusters Score: Raw -1057632.717044 + Penalty 4408.618063 = -1053224.098981 nChanged 126 SP:Iteration 61Q (13317.230000 sec): 3 clusters Score: Raw -1057703.231274 + Penalty 4408.618063 = -1053294.613211 nChanged 131 SP:Iteration 62Q (13317.450000 sec): 3 clusters Score: Raw -1057777.495192 + Penalty 4408.618063 = -1053368.877129 nChanged 119 SP:Iteration 63Q (13317.640000 sec): 3 clusters Score: Raw -1057848.443792 + Penalty 4408.618063 = -1053439.825729 nChanged 99 SP:Iteration 64Q (13317.870000 sec): 3 clusters Score: Raw -1057900.500710 + Penalty 4408.618063 = -1053491.882646 nChanged 104 SP:Iteration 65Q (13318.090000 sec): 3 clusters Score: Raw -1057952.679450 + Penalty 4408.618063 = -1053544.061387 nChanged 94 SP:Iteration 66Q (13318.290000 sec): 3 clusters Score: Raw -1057999.541385 + Penalty 4408.618063 = -1053590.923322 nChanged 80 SP:Iteration 67Q (13318.480000 sec): 3 clusters Score: Raw -1058042.243701 + Penalty 4408.618063 = -1053633.625638 nChanged 81 SP:Iteration 68Q (13318.710000 sec): 3 clusters Score: Raw -1058089.494893 + Penalty 4408.618063 = -1053680.876830 nChanged 75 SP:Iteration 69Q (13318.900000 sec): 3 clusters Score: Raw -1058141.575138 + Penalty 4408.618063 = -1053732.957075 nChanged 77 SP:Iteration 70Q (13319.080000 sec): 3 clusters Score: Raw -1058195.170115 + Penalty 4408.618063 = -1053786.552052 nChanged 70 SP:Iteration 71Q (13319.290000 sec): 3 clusters Score: Raw -1058233.368606 + Penalty 4408.618063 = -1053824.750543 nChanged 50 SP:Iteration 72Q (13319.480000 sec): 3 clusters Score: Raw -1058264.153810 + Penalty 4408.618063 = -1053855.535747 nChanged 36 SP:Iteration 73Q (13319.720000 sec): 3 clusters Score: Raw -1058284.803541 + Penalty 4408.618063 = -1053876.185478 nChanged 40 SP:Iteration 74Q (13319.910000 sec): 3 clusters Score: Raw -1058309.309236 + Penalty 4408.618063 = -1053900.691173 nChanged 40 SP:Iteration 75Q (13320.090000 sec): 3 clusters Score: Raw -1058337.684386 + Penalty 4408.618063 = -1053929.066323 nChanged 34 SP:Iteration 76Q (13320.300000 sec): 3 clusters Score: Raw -1058360.040453 + Penalty 4408.618063 = -1053951.422390 nChanged 28 SP:Iteration 77Q (13320.500000 sec): 3 clusters Score: Raw -1058375.790468 + Penalty 4408.618063 = -1053967.172405 nChanged 16 SP:Iteration 78Q (13320.680000 sec): 3 clusters Score: Raw -1058387.393733 + Penalty 4408.618063 = -1053978.775670 nChanged 20 SP:Iteration 79Q (13320.920000 sec): 3 clusters Score: Raw -1058400.246641 + Penalty 4408.618063 = -1053991.628578 nChanged 25 SP:Iteration 80F (13321.140000 sec): 3 clusters Score: Raw -1058416.463740 + Penalty 4408.618063 = -1054007.845677 nChanged 15 SP:Iteration 81Q (13321.360000 sec): 3 clusters Score: Raw -1058426.427898 + Penalty 4408.618063 = -1054017.809834 nChanged 14 SP:Iteration 82Q (13321.530000 sec): 3 clusters Score: Raw -1058436.831187 + Penalty 4408.618063 = -1054028.213124 nChanged 14 SP:Iteration 83Q (13321.730000 sec): 3 clusters Score: Raw -1058445.272515 + Penalty 4408.618063 = -1054036.654452 nChanged 14 SP:Iteration 84Q (13321.930000 sec): 3 clusters Score: Raw -1058454.515180 + Penalty 4408.618063 = -1054045.897117 nChanged 14 SP:Iteration 85Q (13322.160000 sec): 3 clusters Score: Raw -1058465.458985 + Penalty 4408.618063 = -1054056.840921 nChanged 9 SP:Iteration 86Q (13322.390000 sec): 3 clusters Score: Raw -1058471.489259 + Penalty 4408.618063 = -1054062.871196 nChanged 9 SP:Iteration 87Q (13322.580000 sec): 3 clusters Score: Raw -1058479.046235 + Penalty 4408.618063 = -1054070.428172 nChanged 7 SP:Iteration 88Q (13322.800000 sec): 3 clusters Score: Raw -1058482.138632 + Penalty 4408.618063 = -1054073.520569 nChanged 4 SP:Iteration 89Q (13322.980000 sec): 3 clusters Score: Raw -1058484.054111 + Penalty 4408.618063 = -1054075.436048 nChanged 3 SP:Iteration 90Q (13323.230000 sec): 3 clusters Score: Raw -1058485.952027 + Penalty 4408.618063 = -1054077.333964 nChanged 4 SP:Iteration 91Q (13323.400000 sec): 3 clusters Score: Raw -1058488.656688 + Penalty 4408.618063 = -1054080.038625 nChanged 3 SP:Iteration 92Q (13323.620000 sec): 3 clusters Score: Raw -1058489.952519 + Penalty 4408.618063 = -1054081.334456 nChanged 0 SP:Iteration 93F (13323.840000 sec): 3 clusters Score: Raw -1058489.952519 + Penalty 4408.618063 = -1054081.334456 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 8 (177292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13324.720000 sec): 2 clusters Score: Raw -25624838.125699 + Penalty 2997.217236 = -25621840.908464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13325.780000 sec): 3 clusters Score: Raw -25509014.766880 + Penalty 5994.434471 = -25503020.332408 nChanged 84968 SP:Iteration 1F (13326.830000 sec): 3 clusters Score: Raw -25559320.824869 + Penalty 5994.434471 = -25553326.390397 nChanged 5488 SP:Iteration 2Q (13328.020000 sec): 3 clusters Score: Raw -25560670.986165 + Penalty 5994.434471 = -25554676.551694 nChanged 5795 SP:Iteration 3Q (13329.100000 sec): 3 clusters Score: Raw -25562342.894799 + Penalty 5994.434471 = -25556348.460328 nChanged 6531 SP:Iteration 4Q (13330.200000 sec): 3 clusters Score: Raw -25564678.840604 + Penalty 5994.434471 = -25558684.406133 nChanged 7544 SP:Iteration 5Q (13331.330000 sec): 3 clusters Score: Raw -25567940.323410 + Penalty 5994.434471 = -25561945.888938 nChanged 8635 SP:Iteration 6Q (13332.520000 sec): 3 clusters Score: Raw -25572389.594941 + Penalty 5994.434471 = -25566395.160470 nChanged 9589 SP:Iteration 7F (13333.620000 sec): 3 clusters Score: Raw -25578093.561819 + Penalty 5994.434471 = -25572099.127348 nChanged 10168 SP:Iteration 8F (13334.740000 sec): 3 clusters Score: Raw -25584672.703944 + Penalty 5994.434471 = -25578678.269472 nChanged 9849 SP:Iteration 9F (13335.830000 sec): 3 clusters Score: Raw -25591317.786232 + Penalty 5994.434471 = -25585323.351761 nChanged 8875 SP:Iteration 10F (13336.950000 sec): 3 clusters Score: Raw -25596792.605142 + Penalty 5994.434471 = -25590798.170670 nChanged 7133 SP:Iteration 11Q (13338.030000 sec): 3 clusters Score: Raw -25600487.570593 + Penalty 5994.434471 = -25594493.136122 nChanged 5421 SP:Iteration 12Q (13339.080000 sec): 3 clusters Score: Raw -25602919.031156 + Penalty 5994.434471 = -25596924.596685 nChanged 4463 SP:Iteration 13Q (13340.080000 sec): 3 clusters Score: Raw -25604850.337939 + Penalty 5994.434471 = -25598855.903467 nChanged 4013 SP:Iteration 14Q (13341.080000 sec): 3 clusters Score: Raw -25606633.577033 + Penalty 5994.434471 = -25600639.142561 nChanged 3984 SP:Iteration 15Q (13342.220000 sec): 3 clusters Score: Raw -25608513.109855 + Penalty 5994.434471 = -25602518.675383 nChanged 3896 SP:Iteration 16Q (13343.590000 sec): 3 clusters Score: Raw -25610503.883022 + Penalty 5994.434471 = -25604509.448551 nChanged 3801 SP:Iteration 17Q (13344.740000 sec): 3 clusters Score: Raw -25612553.996458 + Penalty 5994.434471 = -25606559.561987 nChanged 3627 SP:Iteration 18Q (13345.790000 sec): 3 clusters Score: Raw -25614653.912476 + Penalty 5994.434471 = -25608659.478004 nChanged 3402 SP:Iteration 19Q (13346.890000 sec): 3 clusters Score: Raw -25616748.660180 + Penalty 5994.434471 = -25610754.225709 nChanged 3030 SP:Iteration 20F (13348.010000 sec): 3 clusters Score: Raw -25618735.040847 + Penalty 5994.434471 = -25612740.606375 nChanged 2657 SP:Iteration 21Q (13349.080000 sec): 3 clusters Score: Raw -25620558.683016 + Penalty 5994.434471 = -25614564.248545 nChanged 2155 SP:Iteration 22Q (13350.180000 sec): 3 clusters Score: Raw -25622060.780670 + Penalty 5994.434471 = -25616066.346198 nChanged 1621 SP:Iteration 23Q (13351.220000 sec): 3 clusters Score: Raw -25623200.766042 + Penalty 5994.434471 = -25617206.331571 nChanged 1132 SP:Iteration 24Q (13352.250000 sec): 3 clusters Score: Raw -25623982.617038 + Penalty 5994.434471 = -25617988.182567 nChanged 683 SP:Iteration 25Q (13353.150000 sec): 3 clusters Score: Raw -25624423.879965 + Penalty 5994.434471 = -25618429.445494 nChanged 457 SP:Iteration 26Q (13354.040000 sec): 3 clusters Score: Raw -25624729.077775 + Penalty 5994.434471 = -25618734.643303 nChanged 265 SP:Iteration 27Q (13354.920000 sec): 3 clusters Score: Raw -25624888.630342 + Penalty 5994.434471 = -25618894.195871 nChanged 154 SP:Iteration 28Q (13355.790000 sec): 3 clusters Score: Raw -25624983.634368 + Penalty 5994.434471 = -25618989.199896 nChanged 109 SP:Iteration 29Q (13356.770000 sec): 3 clusters Score: Raw -25625053.048115 + Penalty 5994.434471 = -25619058.613643 nChanged 76 SP:Iteration 30Q (13357.660000 sec): 3 clusters Score: Raw -25625105.869503 + Penalty 5994.434471 = -25619111.435032 nChanged 49 SP:Iteration 31Q (13358.560000 sec): 3 clusters Score: Raw -25625139.603849 + Penalty 5994.434471 = -25619145.169377 nChanged 46 SP:Iteration 32Q (13359.440000 sec): 3 clusters Score: Raw -25625169.079566 + Penalty 5994.434471 = -25619174.645095 nChanged 35 SP:Iteration 33Q (13360.410000 sec): 3 clusters Score: Raw -25625192.680071 + Penalty 5994.434471 = -25619198.245599 nChanged 32 SP:Iteration 34Q (13361.330000 sec): 3 clusters Score: Raw -25625217.390680 + Penalty 5994.434471 = -25619222.956209 nChanged 27 SP:Iteration 35Q (13362.270000 sec): 3 clusters Score: Raw -25625236.951884 + Penalty 5994.434471 = -25619242.517413 nChanged 21 SP:Iteration 36Q (13363.190000 sec): 3 clusters Score: Raw -25625253.179639 + Penalty 5994.434471 = -25619258.745167 nChanged 10 SP:Iteration 37Q (13364.070000 sec): 3 clusters Score: Raw -25625261.521580 + Penalty 5994.434471 = -25619267.087108 nChanged 8 SP:Iteration 38Q (13365.020000 sec): 3 clusters Score: Raw -25625265.893866 + Penalty 5994.434471 = -25619271.459395 nChanged 7 SP:Iteration 39Q (13365.990000 sec): 3 clusters Score: Raw -25625270.587672 + Penalty 5994.434471 = -25619276.153200 nChanged 1 SP:Iteration 40F (13367.070000 sec): 3 clusters Score: Raw -25625270.832077 + Penalty 5994.434471 = -25619276.397606 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 9 (7238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13367.250000 sec): 2 clusters Score: Raw -1016062.603219 + Penalty 2204.000851 = -1013858.602369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13367.460000 sec): 3 clusters Score: Raw -1012354.382215 + Penalty 4408.001701 = -1007946.380514 nChanged 2906 SP:Iteration 1F (13367.710000 sec): 3 clusters Score: Raw -1013993.371799 + Penalty 4408.001701 = -1009585.370098 nChanged 586 SP:Iteration 2F (13367.930000 sec): 3 clusters Score: Raw -1014423.557769 + Penalty 4408.001701 = -1010015.556067 nChanged 537 SP:Iteration 3F (13368.170000 sec): 3 clusters Score: Raw -1014844.743892 + Penalty 4408.001701 = -1010436.742191 nChanged 476 SP:Iteration 4F (13368.410000 sec): 3 clusters Score: Raw -1015206.190352 + Penalty 4408.001701 = -1010798.188651 nChanged 411 SP:Iteration 5F (13368.650000 sec): 3 clusters Score: Raw -1015520.652377 + Penalty 4408.001701 = -1011112.650676 nChanged 390 SP:Iteration 6F (13368.870000 sec): 3 clusters Score: Raw -1015801.149327 + Penalty 4408.001701 = -1011393.147626 nChanged 323 SP:Iteration 7Q (13369.110000 sec): 3 clusters Score: Raw -1016014.542436 + Penalty 4408.001701 = -1011606.540735 nChanged 254 SP:Iteration 8Q (13369.300000 sec): 3 clusters Score: Raw -1016160.497004 + Penalty 4408.001701 = -1011752.495303 nChanged 181 SP:Iteration 9Q (13369.510000 sec): 3 clusters Score: Raw -1016252.169435 + Penalty 4408.001701 = -1011844.167734 nChanged 142 SP:Iteration 10Q (13369.760000 sec): 3 clusters Score: Raw -1016314.385072 + Penalty 4408.001701 = -1011906.383371 nChanged 99 SP:Iteration 11Q (13369.970000 sec): 3 clusters Score: Raw -1016354.455352 + Penalty 4408.001701 = -1011946.453651 nChanged 82 SP:Iteration 12Q (13370.190000 sec): 3 clusters Score: Raw -1016384.656857 + Penalty 4408.001701 = -1011976.655156 nChanged 73 SP:Iteration 13Q (13370.390000 sec): 3 clusters Score: Raw -1016406.596281 + Penalty 4408.001701 = -1011998.594580 nChanged 50 SP:Iteration 14Q (13370.630000 sec): 3 clusters Score: Raw -1016422.054447 + Penalty 4408.001701 = -1012014.052746 nChanged 42 SP:Iteration 15Q (13370.850000 sec): 3 clusters Score: Raw -1016433.767854 + Penalty 4408.001701 = -1012025.766153 nChanged 27 SP:Iteration 16Q (13371.130000 sec): 3 clusters Score: Raw -1016442.524097 + Penalty 4408.001701 = -1012034.522396 nChanged 30 SP:Iteration 17Q (13371.320000 sec): 3 clusters Score: Raw -1016452.727698 + Penalty 4408.001701 = -1012044.725997 nChanged 30 SP:Iteration 18Q (13371.560000 sec): 3 clusters Score: Raw -1016460.578413 + Penalty 4408.001701 = -1012052.576712 nChanged 24 SP:Iteration 19Q (13371.770000 sec): 3 clusters Score: Raw -1016464.833293 + Penalty 4408.001701 = -1012056.831592 nChanged 11 SP:Iteration 20F (13371.950000 sec): 3 clusters Score: Raw -1016467.186817 + Penalty 4408.001701 = -1012059.185116 nChanged 7 SP:Iteration 21Q (13372.240000 sec): 3 clusters Score: Raw -1016469.265214 + Penalty 4408.001701 = -1012061.263512 nChanged 13 SP:Iteration 22Q (13372.480000 sec): 3 clusters Score: Raw -1016472.400363 + Penalty 4408.001701 = -1012064.398662 nChanged 11 SP:Iteration 23Q (13372.640000 sec): 3 clusters Score: Raw -1016474.783789 + Penalty 4408.001701 = -1012066.782087 nChanged 5 SP:Iteration 24Q (13372.860000 sec): 3 clusters Score: Raw -1016475.677561 + Penalty 4408.001701 = -1012067.675860 nChanged 4 SP:Iteration 25Q (13373.040000 sec): 3 clusters Score: Raw -1016476.349287 + Penalty 4408.001701 = -1012068.347586 nChanged 3 SP:Iteration 26Q (13373.230000 sec): 3 clusters Score: Raw -1016476.911721 + Penalty 4408.001701 = -1012068.910020 nChanged 2 SP:Iteration 27Q (13373.460000 sec): 3 clusters Score: Raw -1016477.259094 + Penalty 4408.001701 = -1012069.257393 nChanged 4 SP:Iteration 28Q (13373.650000 sec): 3 clusters Score: Raw -1016477.916162 + Penalty 4408.001701 = -1012069.914461 nChanged 3 SP:Iteration 29Q (13373.870000 sec): 3 clusters Score: Raw -1016478.390786 + Penalty 4408.001701 = -1012070.389085 nChanged 3 SP:Iteration 30Q (13374.100000 sec): 3 clusters Score: Raw -1016478.902770 + Penalty 4408.001701 = -1012070.901068 nChanged 1 SP:Iteration 31Q (13374.340000 sec): 3 clusters Score: Raw -1016479.069564 + Penalty 4408.001701 = -1012071.067863 nChanged 0 SP:Iteration 32F (13374.520000 sec): 3 clusters Score: Raw -1016479.069564 + Penalty 4408.001701 = -1012071.067863 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 10 (11191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13374.710000 sec): 2 clusters Score: Raw -1665299.863840 + Penalty 2312.070560 = -1662987.793279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13374.960000 sec): 3 clusters Score: Raw -1659256.421620 + Penalty 4624.141121 = -1654632.280499 nChanged 4741 SP:Iteration 1F (13375.150000 sec): 3 clusters Score: Raw -1662236.503632 + Penalty 4624.141121 = -1657612.362511 nChanged 947 SP:Iteration 2F (13375.430000 sec): 3 clusters Score: Raw -1662918.560255 + Penalty 4624.141121 = -1658294.419134 nChanged 862 SP:Iteration 3F (13375.600000 sec): 3 clusters Score: Raw -1663555.057963 + Penalty 4624.141121 = -1658930.916842 nChanged 798 SP:Iteration 4F (13375.850000 sec): 3 clusters Score: Raw -1664168.377020 + Penalty 4624.141121 = -1659544.235900 nChanged 761 SP:Iteration 5F (13376.090000 sec): 3 clusters Score: Raw -1664789.740214 + Penalty 4624.141121 = -1660165.599093 nChanged 671 SP:Iteration 6F (13376.320000 sec): 3 clusters Score: Raw -1665345.004864 + Penalty 4624.141121 = -1660720.863743 nChanged 527 SP:Iteration 7Q (13376.550000 sec): 3 clusters Score: Raw -1665758.103761 + Penalty 4624.141121 = -1661133.962640 nChanged 369 SP:Iteration 8Q (13376.750000 sec): 3 clusters Score: Raw -1665997.991863 + Penalty 4624.141121 = -1661373.850742 nChanged 266 SP:Iteration 9Q (13377.000000 sec): 3 clusters Score: Raw -1666172.265351 + Penalty 4624.141121 = -1661548.124230 nChanged 193 SP:Iteration 10Q (13377.260000 sec): 3 clusters Score: Raw -1666295.222914 + Penalty 4624.141121 = -1661671.081794 nChanged 132 SP:Iteration 11Q (13377.540000 sec): 3 clusters Score: Raw -1666371.554193 + Penalty 4624.141121 = -1661747.413073 nChanged 103 SP:Iteration 12Q (13377.760000 sec): 3 clusters Score: Raw -1666429.052816 + Penalty 4624.141121 = -1661804.911696 nChanged 77 SP:Iteration 13Q (13377.960000 sec): 3 clusters Score: Raw -1666470.562565 + Penalty 4624.141121 = -1661846.421444 nChanged 63 SP:Iteration 14Q (13378.240000 sec): 3 clusters Score: Raw -1666505.650421 + Penalty 4624.141121 = -1661881.509301 nChanged 51 SP:Iteration 15Q (13378.450000 sec): 3 clusters Score: Raw -1666534.071809 + Penalty 4624.141121 = -1661909.930688 nChanged 39 SP:Iteration 16Q (13378.710000 sec): 3 clusters Score: Raw -1666552.359736 + Penalty 4624.141121 = -1661928.218615 nChanged 28 SP:Iteration 17Q (13378.910000 sec): 3 clusters Score: Raw -1666567.467461 + Penalty 4624.141121 = -1661943.326340 nChanged 33 SP:Iteration 18Q (13379.160000 sec): 3 clusters Score: Raw -1666586.835495 + Penalty 4624.141121 = -1661962.694374 nChanged 28 SP:Iteration 19Q (13379.390000 sec): 3 clusters Score: Raw -1666600.468685 + Penalty 4624.141121 = -1661976.327565 nChanged 27 SP:Iteration 20F (13379.640000 sec): 3 clusters Score: Raw -1666613.851266 + Penalty 4624.141121 = -1661989.710145 nChanged 25 SP:Iteration 21Q (13379.920000 sec): 3 clusters Score: Raw -1666629.121007 + Penalty 4624.141121 = -1662004.979886 nChanged 29 SP:Iteration 22Q (13380.120000 sec): 3 clusters Score: Raw -1666642.936113 + Penalty 4624.141121 = -1662018.794992 nChanged 25 SP:Iteration 23Q (13380.330000 sec): 3 clusters Score: Raw -1666659.608998 + Penalty 4624.141121 = -1662035.467877 nChanged 24 SP:Iteration 24Q (13380.590000 sec): 3 clusters Score: Raw -1666672.012391 + Penalty 4624.141121 = -1662047.871270 nChanged 13 SP:Iteration 25Q (13380.840000 sec): 3 clusters Score: Raw -1666678.944921 + Penalty 4624.141121 = -1662054.803800 nChanged 17 SP:Iteration 26Q (13381.080000 sec): 3 clusters Score: Raw -1666689.170307 + Penalty 4624.141121 = -1662065.029186 nChanged 20 SP:Iteration 27Q (13381.310000 sec): 3 clusters Score: Raw -1666700.983624 + Penalty 4624.141121 = -1662076.842503 nChanged 15 SP:Iteration 28Q (13381.570000 sec): 3 clusters Score: Raw -1666708.927837 + Penalty 4624.141121 = -1662084.786716 nChanged 16 SP:Iteration 29Q (13381.780000 sec): 3 clusters Score: Raw -1666718.179298 + Penalty 4624.141121 = -1662094.038177 nChanged 13 SP:Iteration 30Q (13382.020000 sec): 3 clusters Score: Raw -1666729.699769 + Penalty 4624.141121 = -1662105.558648 nChanged 15 SP:Iteration 31Q (13382.240000 sec): 3 clusters Score: Raw -1666744.797653 + Penalty 4624.141121 = -1662120.656533 nChanged 28 SP:Iteration 32Q (13382.470000 sec): 3 clusters Score: Raw -1666761.438639 + Penalty 4624.141121 = -1662137.297518 nChanged 22 SP:Iteration 33Q (13382.680000 sec): 3 clusters Score: Raw -1666779.202446 + Penalty 4624.141121 = -1662155.061326 nChanged 20 SP:Iteration 34Q (13382.940000 sec): 3 clusters Score: Raw -1666796.689072 + Penalty 4624.141121 = -1662172.547951 nChanged 31 SP:Iteration 35Q (13383.170000 sec): 3 clusters Score: Raw -1666824.327641 + Penalty 4624.141121 = -1662200.186520 nChanged 30 SP:Iteration 36Q (13383.380000 sec): 3 clusters Score: Raw -1666852.811112 + Penalty 4624.141121 = -1662228.669991 nChanged 30 SP:Iteration 37Q (13383.610000 sec): 3 clusters Score: Raw -1666883.548584 + Penalty 4624.141121 = -1662259.407463 nChanged 24 SP:Iteration 38Q (13383.870000 sec): 3 clusters Score: Raw -1666904.601112 + Penalty 4624.141121 = -1662280.459992 nChanged 12 SP:Iteration 39Q (13384.140000 sec): 3 clusters Score: Raw -1666915.817834 + Penalty 4624.141121 = -1662291.676713 nChanged 12 SP:Iteration 40F (13384.390000 sec): 3 clusters Score: Raw -1666925.945886 + Penalty 4624.141121 = -1662301.804765 nChanged 11 SP:Iteration 41Q (13384.600000 sec): 3 clusters Score: Raw -1666934.401000 + Penalty 4624.141121 = -1662310.259879 nChanged 10 SP:Iteration 42Q (13384.820000 sec): 3 clusters Score: Raw -1666941.644103 + Penalty 4624.141121 = -1662317.502982 nChanged 9 SP:Iteration 43Q (13385.070000 sec): 3 clusters Score: Raw -1666947.939908 + Penalty 4624.141121 = -1662323.798788 nChanged 4 SP:Iteration 44Q (13385.270000 sec): 3 clusters Score: Raw -1666950.390709 + Penalty 4624.141121 = -1662326.249588 nChanged 3 SP:Iteration 45Q (13385.510000 sec): 3 clusters Score: Raw -1666952.047103 + Penalty 4624.141121 = -1662327.905982 nChanged 1 SP:Iteration 46Q (13385.710000 sec): 3 clusters Score: Raw -1666952.360580 + Penalty 4624.141121 = -1662328.219459 nChanged 1 SP:Iteration 47Q (13385.930000 sec): 3 clusters Score: Raw -1666952.854461 + Penalty 4624.141121 = -1662328.713340 nChanged 0 SP:Iteration 48F (13386.150000 sec): 3 clusters Score: Raw -1666952.854461 + Penalty 4624.141121 = -1662328.713340 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 11 (1276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13386.270000 sec): 2 clusters Score: Raw -167078.968292 + Penalty 1773.568395 = -165305.399897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13386.420000 sec): 3 clusters Score: Raw -166872.618224 + Penalty 3547.136790 = -163325.481434 nChanged 389 SP:Iteration 1F (13386.610000 sec): 3 clusters Score: Raw -167508.859759 + Penalty 3547.136790 = -163961.722969 nChanged 150 SP:Iteration 2F (13386.730000 sec): 3 clusters Score: Raw -168074.184198 + Penalty 3547.136790 = -164527.047408 nChanged 125 SP:Iteration 3F (13386.920000 sec): 3 clusters Score: Raw -168445.518689 + Penalty 3547.136790 = -164898.381898 nChanged 73 SP:Iteration 4F (13387.150000 sec): 3 clusters Score: Raw -168647.560716 + Penalty 3547.136790 = -165100.423926 nChanged 49 SP:Iteration 5Q (13387.290000 sec): 3 clusters Score: Raw -168771.398653 + Penalty 3547.136790 = -165224.261863 nChanged 20 SP:Iteration 6Q (13387.430000 sec): 3 clusters Score: Raw -168850.279792 + Penalty 3547.136790 = -165303.143002 nChanged 10 SP:Iteration 7Q (13387.610000 sec): 3 clusters Score: Raw -168873.253279 + Penalty 3547.136790 = -165326.116489 nChanged 11 SP:Iteration 8Q (13387.800000 sec): 3 clusters Score: Raw -168934.207992 + Penalty 3547.136790 = -165387.071201 nChanged 6 SP:Iteration 9Q (13388.010000 sec): 3 clusters Score: Raw -168957.235549 + Penalty 3547.136790 = -165410.098759 nChanged 5 SP:Iteration 10Q (13388.160000 sec): 3 clusters Score: Raw -168965.380761 + Penalty 3547.136790 = -165418.243971 nChanged 4 SP:Iteration 11Q (13388.310000 sec): 3 clusters Score: Raw -168973.226510 + Penalty 3547.136790 = -165426.089720 nChanged 2 SP:Iteration 12Q (13388.490000 sec): 3 clusters Score: Raw -169003.950079 + Penalty 3547.136790 = -165456.813289 nChanged 5 SP:Iteration 13Q (13388.680000 sec): 3 clusters Score: Raw -169014.785301 + Penalty 3547.136790 = -165467.648511 nChanged 4 SP:Iteration 14Q (13388.800000 sec): 3 clusters Score: Raw -169020.893004 + Penalty 3547.136790 = -165473.756214 nChanged 0 SP:Iteration 15F (13388.970000 sec): 3 clusters Score: Raw -169020.893004 + Penalty 3547.136790 = -165473.756214 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 12 (21566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13389.190000 sec): 2 clusters Score: Raw -3153610.743217 + Penalty 2474.760573 = -3151135.982644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13389.480000 sec): 3 clusters Score: Raw -3141056.371124 + Penalty 4949.521147 = -3136106.849978 nChanged 9552 SP:Iteration 1F (13389.830000 sec): 3 clusters Score: Raw -3146226.909487 + Penalty 4949.521147 = -3141277.388340 nChanged 1176 SP:Iteration 2F (13390.160000 sec): 3 clusters Score: Raw -3146696.343917 + Penalty 4949.521147 = -3141746.822770 nChanged 1123 SP:Iteration 3F (13390.450000 sec): 3 clusters Score: Raw -3147210.893537 + Penalty 4949.521147 = -3142261.372390 nChanged 1196 SP:Iteration 4F (13390.750000 sec): 3 clusters Score: Raw -3147823.317929 + Penalty 4949.521147 = -3142873.796783 nChanged 1246 SP:Iteration 5F (13391.080000 sec): 3 clusters Score: Raw -3148532.420721 + Penalty 4949.521147 = -3143582.899574 nChanged 1353 SP:Iteration 6F (13391.370000 sec): 3 clusters Score: Raw -3149427.231806 + Penalty 4949.521147 = -3144477.710660 nChanged 1396 SP:Iteration 7F (13391.690000 sec): 3 clusters Score: Raw -3150379.075930 + Penalty 4949.521147 = -3145429.554783 nChanged 1249 SP:Iteration 8F (13392.080000 sec): 3 clusters Score: Raw -3151246.390169 + Penalty 4949.521147 = -3146296.869023 nChanged 1052 SP:Iteration 9Q (13392.390000 sec): 3 clusters Score: Raw -3151944.404867 + Penalty 4949.521147 = -3146994.883720 nChanged 795 SP:Iteration 10Q (13392.700000 sec): 3 clusters Score: Raw -3152440.023732 + Penalty 4949.521147 = -3147490.502585 nChanged 610 SP:Iteration 11Q (13393.070000 sec): 3 clusters Score: Raw -3152834.659045 + Penalty 4949.521147 = -3147885.137899 nChanged 476 SP:Iteration 12Q (13393.370000 sec): 3 clusters Score: Raw -3153128.392547 + Penalty 4949.521147 = -3148178.871400 nChanged 339 SP:Iteration 13Q (13393.770000 sec): 3 clusters Score: Raw -3153340.211907 + Penalty 4949.521147 = -3148390.690760 nChanged 268 SP:Iteration 14Q (13394.040000 sec): 3 clusters Score: Raw -3153496.254689 + Penalty 4949.521147 = -3148546.733543 nChanged 210 SP:Iteration 15Q (13394.400000 sec): 3 clusters Score: Raw -3153612.532349 + Penalty 4949.521147 = -3148663.011202 nChanged 161 SP:Iteration 16Q (13394.690000 sec): 3 clusters Score: Raw -3153710.957399 + Penalty 4949.521147 = -3148761.436252 nChanged 126 SP:Iteration 17Q (13394.970000 sec): 3 clusters Score: Raw -3153784.241396 + Penalty 4949.521147 = -3148834.720249 nChanged 89 SP:Iteration 18Q (13395.290000 sec): 3 clusters Score: Raw -3153829.455566 + Penalty 4949.521147 = -3148879.934419 nChanged 64 SP:Iteration 19Q (13395.580000 sec): 3 clusters Score: Raw -3153861.211365 + Penalty 4949.521147 = -3148911.690219 nChanged 46 SP:Iteration 20F (13395.880000 sec): 3 clusters Score: Raw -3153886.704448 + Penalty 4949.521147 = -3148937.183302 nChanged 45 SP:Iteration 21Q (13396.190000 sec): 3 clusters Score: Raw -3153908.250303 + Penalty 4949.521147 = -3148958.729156 nChanged 35 SP:Iteration 22Q (13396.440000 sec): 3 clusters Score: Raw -3153925.007766 + Penalty 4949.521147 = -3148975.486620 nChanged 29 SP:Iteration 23Q (13396.740000 sec): 3 clusters Score: Raw -3153944.129605 + Penalty 4949.521147 = -3148994.608459 nChanged 22 SP:Iteration 24Q (13397.020000 sec): 3 clusters Score: Raw -3153954.581104 + Penalty 4949.521147 = -3149005.059957 nChanged 18 SP:Iteration 25Q (13397.360000 sec): 3 clusters Score: Raw -3153962.378056 + Penalty 4949.521147 = -3149012.856910 nChanged 17 SP:Iteration 26Q (13397.690000 sec): 3 clusters Score: Raw -3153970.502534 + Penalty 4949.521147 = -3149020.981387 nChanged 11 SP:Iteration 27Q (13397.980000 sec): 3 clusters Score: Raw -3153975.883096 + Penalty 4949.521147 = -3149026.361950 nChanged 14 SP:Iteration 28Q (13398.260000 sec): 3 clusters Score: Raw -3153982.815229 + Penalty 4949.521147 = -3149033.294082 nChanged 14 SP:Iteration 29Q (13398.580000 sec): 3 clusters Score: Raw -3153989.139648 + Penalty 4949.521147 = -3149039.618502 nChanged 10 SP:Iteration 30Q (13398.880000 sec): 3 clusters Score: Raw -3153993.036796 + Penalty 4949.521147 = -3149043.515650 nChanged 4 SP:Iteration 31Q (13399.190000 sec): 3 clusters Score: Raw -3153995.672549 + Penalty 4949.521147 = -3149046.151402 nChanged 5 SP:Iteration 32Q (13399.490000 sec): 3 clusters Score: Raw -3153998.705318 + Penalty 4949.521147 = -3149049.184171 nChanged 7 SP:Iteration 33Q (13399.770000 sec): 3 clusters Score: Raw -3154003.750400 + Penalty 4949.521147 = -3149054.229253 nChanged 8 SP:Iteration 34Q (13400.120000 sec): 3 clusters Score: Raw -3154008.651273 + Penalty 4949.521147 = -3149059.130127 nChanged 8 SP:Iteration 35Q (13400.360000 sec): 3 clusters Score: Raw -3154013.278666 + Penalty 4949.521147 = -3149063.757520 nChanged 8 SP:Iteration 36Q (13400.660000 sec): 3 clusters Score: Raw -3154016.371790 + Penalty 4949.521147 = -3149066.850643 nChanged 9 SP:Iteration 37Q (13400.950000 sec): 3 clusters Score: Raw -3154021.459174 + Penalty 4949.521147 = -3149071.938027 nChanged 7 SP:Iteration 38Q (13401.290000 sec): 3 clusters Score: Raw -3154025.514921 + Penalty 4949.521147 = -3149075.993775 nChanged 7 SP:Iteration 39Q (13401.570000 sec): 3 clusters Score: Raw -3154028.797983 + Penalty 4949.521147 = -3149079.276836 nChanged 6 SP:Iteration 40F (13401.820000 sec): 3 clusters Score: Raw -3154031.543599 + Penalty 4949.521147 = -3149082.022453 nChanged 9 SP:Iteration 41Q (13402.130000 sec): 3 clusters Score: Raw -3154035.107927 + Penalty 4949.521147 = -3149085.586781 nChanged 4 SP:Iteration 42Q (13402.380000 sec): 3 clusters Score: Raw -3154037.297680 + Penalty 4949.521147 = -3149087.776533 nChanged 3 SP:Iteration 43Q (13402.660000 sec): 3 clusters Score: Raw -3154039.101095 + Penalty 4949.521147 = -3149089.579948 nChanged 4 SP:Iteration 44Q (13402.940000 sec): 3 clusters Score: Raw -3154041.486264 + Penalty 4949.521147 = -3149091.965117 nChanged 4 SP:Iteration 45Q (13403.230000 sec): 3 clusters Score: Raw -3154044.173032 + Penalty 4949.521147 = -3149094.651886 nChanged 5 SP:Iteration 46Q (13403.540000 sec): 3 clusters Score: Raw -3154046.524342 + Penalty 4949.521147 = -3149097.003195 nChanged 5 SP:Iteration 47Q (13403.800000 sec): 3 clusters Score: Raw -3154048.292647 + Penalty 4949.521147 = -3149098.771500 nChanged 2 SP:Iteration 48Q (13404.110000 sec): 3 clusters Score: Raw -3154048.990448 + Penalty 4949.521147 = -3149099.469301 nChanged 0 SP:Iteration 49F (13404.480000 sec): 3 clusters Score: Raw -3154048.990448 + Penalty 4949.521147 = -3149099.469301 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 13 (45397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13404.780000 sec): 2 clusters Score: Raw -6640049.465330 + Penalty 2659.353923 = -6637390.111407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13405.200000 sec): 3 clusters Score: Raw -6612312.742405 + Penalty 5318.707846 = -6606994.034558 nChanged 20729 SP:Iteration 1F (13405.650000 sec): 3 clusters Score: Raw -6623784.071168 + Penalty 5318.707846 = -6618465.363322 nChanged 2130 SP:Iteration 2Q (13406.140000 sec): 3 clusters Score: Raw -6624607.000588 + Penalty 5318.707846 = -6619288.292742 nChanged 2135 SP:Iteration 3Q (13406.580000 sec): 3 clusters Score: Raw -6625510.070448 + Penalty 5318.707846 = -6620191.362602 nChanged 2230 SP:Iteration 4Q (13407.040000 sec): 3 clusters Score: Raw -6626599.179464 + Penalty 5318.707846 = -6621280.471618 nChanged 2488 SP:Iteration 5F (13407.480000 sec): 3 clusters Score: Raw -6627982.031884 + Penalty 5318.707846 = -6622663.324038 nChanged 2626 SP:Iteration 6F (13407.930000 sec): 3 clusters Score: Raw -6629497.571486 + Penalty 5318.707846 = -6624178.863640 nChanged 2631 SP:Iteration 7F (13408.420000 sec): 3 clusters Score: Raw -6631064.486686 + Penalty 5318.707846 = -6625745.778840 nChanged 2521 SP:Iteration 8F (13408.890000 sec): 3 clusters Score: Raw -6632581.426203 + Penalty 5318.707846 = -6627262.718357 nChanged 2238 SP:Iteration 9Q (13409.350000 sec): 3 clusters Score: Raw -6633911.837184 + Penalty 5318.707846 = -6628593.129337 nChanged 1926 SP:Iteration 10Q (13409.760000 sec): 3 clusters Score: Raw -6635097.750359 + Penalty 5318.707846 = -6629779.042513 nChanged 1646 SP:Iteration 11Q (13410.210000 sec): 3 clusters Score: Raw -6636137.888042 + Penalty 5318.707846 = -6630819.180196 nChanged 1387 SP:Iteration 12Q (13410.640000 sec): 3 clusters Score: Raw -6637036.506453 + Penalty 5318.707846 = -6631717.798607 nChanged 1170 SP:Iteration 13Q (13411.040000 sec): 3 clusters Score: Raw -6637821.405344 + Penalty 5318.707846 = -6632502.697498 nChanged 922 SP:Iteration 14Q (13411.480000 sec): 3 clusters Score: Raw -6638455.475782 + Penalty 5318.707846 = -6633136.767936 nChanged 742 SP:Iteration 15Q (13411.940000 sec): 3 clusters Score: Raw -6638985.792667 + Penalty 5318.707846 = -6633667.084821 nChanged 554 SP:Iteration 16Q (13412.400000 sec): 3 clusters Score: Raw -6639372.406859 + Penalty 5318.707846 = -6634053.699013 nChanged 403 SP:Iteration 17Q (13412.780000 sec): 3 clusters Score: Raw -6639641.035501 + Penalty 5318.707846 = -6634322.327655 nChanged 291 SP:Iteration 18Q (13413.170000 sec): 3 clusters Score: Raw -6639834.988286 + Penalty 5318.707846 = -6634516.280440 nChanged 209 SP:Iteration 19Q (13413.540000 sec): 3 clusters Score: Raw -6639983.808513 + Penalty 5318.707846 = -6634665.100667 nChanged 151 SP:Iteration 20F (13414.030000 sec): 3 clusters Score: Raw -6640081.898397 + Penalty 5318.707846 = -6634763.190551 nChanged 102 SP:Iteration 21Q (13414.490000 sec): 3 clusters Score: Raw -6640149.104617 + Penalty 5318.707846 = -6634830.396771 nChanged 71 SP:Iteration 22Q (13414.920000 sec): 3 clusters Score: Raw -6640185.680478 + Penalty 5318.707846 = -6634866.972632 nChanged 59 SP:Iteration 23Q (13415.300000 sec): 3 clusters Score: Raw -6640218.892204 + Penalty 5318.707846 = -6634900.184358 nChanged 46 SP:Iteration 24Q (13415.660000 sec): 3 clusters Score: Raw -6640245.697229 + Penalty 5318.707846 = -6634926.989383 nChanged 52 SP:Iteration 25Q (13416.030000 sec): 3 clusters Score: Raw -6640276.258271 + Penalty 5318.707846 = -6634957.550425 nChanged 38 SP:Iteration 26Q (13416.420000 sec): 3 clusters Score: Raw -6640302.905444 + Penalty 5318.707846 = -6634984.197598 nChanged 37 SP:Iteration 27Q (13416.790000 sec): 3 clusters Score: Raw -6640327.835988 + Penalty 5318.707846 = -6635009.128142 nChanged 24 SP:Iteration 28Q (13417.170000 sec): 3 clusters Score: Raw -6640341.340013 + Penalty 5318.707846 = -6635022.632167 nChanged 29 SP:Iteration 29Q (13417.560000 sec): 3 clusters Score: Raw -6640359.364119 + Penalty 5318.707846 = -6635040.656273 nChanged 22 SP:Iteration 30Q (13417.950000 sec): 3 clusters Score: Raw -6640377.379280 + Penalty 5318.707846 = -6635058.671434 nChanged 17 SP:Iteration 31Q (13418.310000 sec): 3 clusters Score: Raw -6640387.728762 + Penalty 5318.707846 = -6635069.020915 nChanged 11 SP:Iteration 32Q (13418.730000 sec): 3 clusters Score: Raw -6640394.796577 + Penalty 5318.707846 = -6635076.088731 nChanged 9 SP:Iteration 33Q (13419.140000 sec): 3 clusters Score: Raw -6640399.371865 + Penalty 5318.707846 = -6635080.664019 nChanged 8 SP:Iteration 34Q (13419.510000 sec): 3 clusters Score: Raw -6640403.936726 + Penalty 5318.707846 = -6635085.228879 nChanged 3 SP:Iteration 35Q (13419.980000 sec): 3 clusters Score: Raw -6640405.866812 + Penalty 5318.707846 = -6635087.158966 nChanged 3 SP:Iteration 36Q (13420.390000 sec): 3 clusters Score: Raw -6640408.165888 + Penalty 5318.707846 = -6635089.458042 nChanged 3 SP:Iteration 37Q (13420.790000 sec): 3 clusters Score: Raw -6640410.131894 + Penalty 5318.707846 = -6635091.424047 nChanged 2 SP:Iteration 38Q (13421.250000 sec): 3 clusters Score: Raw -6640410.846480 + Penalty 5318.707846 = -6635092.138634 nChanged 2 SP:Iteration 39Q (13421.660000 sec): 3 clusters Score: Raw -6640411.377577 + Penalty 5318.707846 = -6635092.669731 nChanged 1 SP:Iteration 40F (13422.170000 sec): 3 clusters Score: Raw -6640411.743503 + Penalty 5318.707846 = -6635093.035657 nChanged 2 SP:Iteration 41Q (13422.600000 sec): 3 clusters Score: Raw -6640412.192774 + Penalty 5318.707846 = -6635093.484928 nChanged 2 SP:Iteration 42Q (13422.990000 sec): 3 clusters Score: Raw -6640413.009520 + Penalty 5318.707846 = -6635094.301674 nChanged 3 SP:Iteration 43Q (13423.410000 sec): 3 clusters Score: Raw -6640414.202110 + Penalty 5318.707846 = -6635095.494264 nChanged 1 SP:Iteration 44Q (13423.780000 sec): 3 clusters Score: Raw -6640414.907757 + Penalty 5318.707846 = -6635096.199911 nChanged 2 SP:Iteration 45Q (13424.150000 sec): 3 clusters Score: Raw -6640416.060917 + Penalty 5318.707846 = -6635097.353071 nChanged 2 SP:Iteration 46Q (13424.490000 sec): 3 clusters Score: Raw -6640419.224279 + Penalty 5318.707846 = -6635100.516433 nChanged 6 SP:Iteration 47Q (13424.930000 sec): 3 clusters Score: Raw -6640423.432741 + Penalty 5318.707846 = -6635104.724895 nChanged 9 SP:Iteration 48Q (13425.340000 sec): 3 clusters Score: Raw -6640429.113017 + Penalty 5318.707846 = -6635110.405171 nChanged 3 SP:Iteration 49Q (13425.760000 sec): 3 clusters Score: Raw -6640430.260000 + Penalty 5318.707846 = -6635111.552154 nChanged 0 SP:Iteration 50F (13426.210000 sec): 3 clusters Score: Raw -6640430.260000 + Penalty 5318.707846 = -6635111.552154 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 14 (10414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13426.380000 sec): 2 clusters Score: Raw -1436249.686360 + Penalty 2294.224771 = -1433955.461589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13426.650000 sec): 3 clusters Score: Raw -1430723.802216 + Penalty 4588.449542 = -1426135.352674 nChanged 4254 SP:Iteration 1F (13426.980000 sec): 3 clusters Score: Raw -1432957.336244 + Penalty 4588.449542 = -1428368.886703 nChanged 702 SP:Iteration 2F (13427.240000 sec): 3 clusters Score: Raw -1433323.833906 + Penalty 4588.449542 = -1428735.384364 nChanged 569 SP:Iteration 3F (13427.480000 sec): 3 clusters Score: Raw -1433666.094301 + Penalty 4588.449542 = -1429077.644760 nChanged 580 SP:Iteration 4F (13427.720000 sec): 3 clusters Score: Raw -1434049.961995 + Penalty 4588.449542 = -1429461.512453 nChanged 577 SP:Iteration 5F (13427.940000 sec): 3 clusters Score: Raw -1434460.661429 + Penalty 4588.449542 = -1429872.211887 nChanged 591 SP:Iteration 6F (13428.240000 sec): 3 clusters Score: Raw -1434905.432268 + Penalty 4588.449542 = -1430316.982726 nChanged 623 SP:Iteration 7F (13428.470000 sec): 3 clusters Score: Raw -1435399.515321 + Penalty 4588.449542 = -1430811.065780 nChanged 572 SP:Iteration 8F (13428.730000 sec): 3 clusters Score: Raw -1435887.843855 + Penalty 4588.449542 = -1431299.394314 nChanged 534 SP:Iteration 9F (13428.970000 sec): 3 clusters Score: Raw -1436305.737266 + Penalty 4588.449542 = -1431717.287724 nChanged 414 SP:Iteration 10Q (13429.240000 sec): 3 clusters Score: Raw -1436551.068442 + Penalty 4588.449542 = -1431962.618901 nChanged 308 SP:Iteration 11Q (13429.440000 sec): 3 clusters Score: Raw -1436706.265978 + Penalty 4588.449542 = -1432117.816436 nChanged 216 SP:Iteration 12Q (13429.730000 sec): 3 clusters Score: Raw -1436789.227769 + Penalty 4588.449542 = -1432200.778228 nChanged 146 SP:Iteration 13Q (13429.960000 sec): 3 clusters Score: Raw -1436840.608636 + Penalty 4588.449542 = -1432252.159094 nChanged 114 SP:Iteration 14Q (13430.170000 sec): 3 clusters Score: Raw -1436877.218360 + Penalty 4588.449542 = -1432288.768818 nChanged 112 SP:Iteration 15Q (13430.420000 sec): 3 clusters Score: Raw -1436906.913059 + Penalty 4588.449542 = -1432318.463518 nChanged 83 SP:Iteration 16Q (13430.650000 sec): 3 clusters Score: Raw -1436927.484538 + Penalty 4588.449542 = -1432339.034996 nChanged 60 SP:Iteration 17Q (13430.910000 sec): 3 clusters Score: Raw -1436939.865500 + Penalty 4588.449542 = -1432351.415958 nChanged 36 SP:Iteration 18Q (13431.170000 sec): 3 clusters Score: Raw -1436947.549290 + Penalty 4588.449542 = -1432359.099749 nChanged 32 SP:Iteration 19Q (13431.380000 sec): 3 clusters Score: Raw -1436953.982008 + Penalty 4588.449542 = -1432365.532467 nChanged 28 SP:Iteration 20F (13431.620000 sec): 3 clusters Score: Raw -1436958.822480 + Penalty 4588.449542 = -1432370.372938 nChanged 21 SP:Iteration 21Q (13431.870000 sec): 3 clusters Score: Raw -1436961.759233 + Penalty 4588.449542 = -1432373.309691 nChanged 10 SP:Iteration 22Q (13432.100000 sec): 3 clusters Score: Raw -1436963.057454 + Penalty 4588.449542 = -1432374.607912 nChanged 6 SP:Iteration 23Q (13432.380000 sec): 3 clusters Score: Raw -1436964.075621 + Penalty 4588.449542 = -1432375.626080 nChanged 5 SP:Iteration 24Q (13432.580000 sec): 3 clusters Score: Raw -1436964.880694 + Penalty 4588.449542 = -1432376.431152 nChanged 6 SP:Iteration 25Q (13432.860000 sec): 3 clusters Score: Raw -1436965.801350 + Penalty 4588.449542 = -1432377.351809 nChanged 9 SP:Iteration 26Q (13433.120000 sec): 3 clusters Score: Raw -1436967.232023 + Penalty 4588.449542 = -1432378.782482 nChanged 11 SP:Iteration 27Q (13433.340000 sec): 3 clusters Score: Raw -1436968.937886 + Penalty 4588.449542 = -1432380.488344 nChanged 11 SP:Iteration 28Q (13433.610000 sec): 3 clusters Score: Raw -1436970.827287 + Penalty 4588.449542 = -1432382.377745 nChanged 12 SP:Iteration 29Q (13433.870000 sec): 3 clusters Score: Raw -1436972.743801 + Penalty 4588.449542 = -1432384.294259 nChanged 10 SP:Iteration 30Q (13434.140000 sec): 3 clusters Score: Raw -1436974.493309 + Penalty 4588.449542 = -1432386.043767 nChanged 8 SP:Iteration 31Q (13434.410000 sec): 3 clusters Score: Raw -1436975.954392 + Penalty 4588.449542 = -1432387.504850 nChanged 9 SP:Iteration 32Q (13434.620000 sec): 3 clusters Score: Raw -1436977.805932 + Penalty 4588.449542 = -1432389.356391 nChanged 10 SP:Iteration 33Q (13434.910000 sec): 3 clusters Score: Raw -1436979.247308 + Penalty 4588.449542 = -1432390.797767 nChanged 7 SP:Iteration 34Q (13435.160000 sec): 3 clusters Score: Raw -1436980.235619 + Penalty 4588.449542 = -1432391.786077 nChanged 6 SP:Iteration 35Q (13435.400000 sec): 3 clusters Score: Raw -1436981.029926 + Penalty 4588.449542 = -1432392.580384 nChanged 7 SP:Iteration 36Q (13435.680000 sec): 3 clusters Score: Raw -1436981.959496 + Penalty 4588.449542 = -1432393.509954 nChanged 5 SP:Iteration 37Q (13435.840000 sec): 3 clusters Score: Raw -1436982.753221 + Penalty 4588.449542 = -1432394.303680 nChanged 5 SP:Iteration 38Q (13436.100000 sec): 3 clusters Score: Raw -1436983.502758 + Penalty 4588.449542 = -1432395.053216 nChanged 7 SP:Iteration 39Q (13436.350000 sec): 3 clusters Score: Raw -1436984.499811 + Penalty 4588.449542 = -1432396.050270 nChanged 5 SP:Iteration 40F (13436.610000 sec): 3 clusters Score: Raw -1436985.415256 + Penalty 4588.449542 = -1432396.965714 nChanged 5 SP:Iteration 41Q (13436.850000 sec): 3 clusters Score: Raw -1436985.824943 + Penalty 4588.449542 = -1432397.375401 nChanged 3 SP:Iteration 42Q (13437.090000 sec): 3 clusters Score: Raw -1436986.161175 + Penalty 4588.449542 = -1432397.711633 nChanged 2 SP:Iteration 43Q (13437.350000 sec): 3 clusters Score: Raw -1436986.411942 + Penalty 4588.449542 = -1432397.962401 nChanged 4 SP:Iteration 44Q (13437.620000 sec): 3 clusters Score: Raw -1436986.840585 + Penalty 4588.449542 = -1432398.391044 nChanged 3 SP:Iteration 45Q (13437.910000 sec): 3 clusters Score: Raw -1436987.335691 + Penalty 4588.449542 = -1432398.886150 nChanged 1 SP:Iteration 46Q (13438.220000 sec): 3 clusters Score: Raw -1436987.521206 + Penalty 4588.449542 = -1432399.071664 nChanged 0 SP:Iteration 47F (13438.480000 sec): 3 clusters Score: Raw -1436987.521206 + Penalty 4588.449542 = -1432399.071664 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 15 (13105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13438.650000 sec): 2 clusters Score: Raw -1878076.825681 + Penalty 2351.225781 = -1875725.599901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13438.960000 sec): 3 clusters Score: Raw -1870861.229144 + Penalty 4702.451561 = -1866158.777582 nChanged 5537 SP:Iteration 1F (13439.210000 sec): 3 clusters Score: Raw -1873820.862058 + Penalty 4702.451561 = -1869118.410497 nChanged 811 SP:Iteration 2F (13439.480000 sec): 3 clusters Score: Raw -1874206.200097 + Penalty 4702.451561 = -1869503.748535 nChanged 680 SP:Iteration 3F (13439.740000 sec): 3 clusters Score: Raw -1874550.539354 + Penalty 4702.451561 = -1869848.087792 nChanged 618 SP:Iteration 4Q (13440.050000 sec): 3 clusters Score: Raw -1874884.714617 + Penalty 4702.451561 = -1870182.263056 nChanged 588 SP:Iteration 5Q (13440.310000 sec): 3 clusters Score: Raw -1875220.864065 + Penalty 4702.451561 = -1870518.412504 nChanged 587 SP:Iteration 6Q (13440.560000 sec): 3 clusters Score: Raw -1875618.037326 + Penalty 4702.451561 = -1870915.585765 nChanged 624 SP:Iteration 7Q (13440.830000 sec): 3 clusters Score: Raw -1876098.903787 + Penalty 4702.451561 = -1871396.452226 nChanged 647 SP:Iteration 8Q (13441.100000 sec): 3 clusters Score: Raw -1876598.872728 + Penalty 4702.451561 = -1871896.421167 nChanged 690 SP:Iteration 9F (13441.360000 sec): 3 clusters Score: Raw -1877142.819989 + Penalty 4702.451561 = -1872440.368427 nChanged 645 SP:Iteration 10Q (13441.630000 sec): 3 clusters Score: Raw -1877665.666384 + Penalty 4702.451561 = -1872963.214823 nChanged 620 SP:Iteration 11Q (13441.860000 sec): 3 clusters Score: Raw -1878131.271574 + Penalty 4702.451561 = -1873428.820013 nChanged 508 SP:Iteration 12Q (13442.150000 sec): 3 clusters Score: Raw -1878427.319531 + Penalty 4702.451561 = -1873724.867969 nChanged 369 SP:Iteration 13Q (13442.360000 sec): 3 clusters Score: Raw -1878618.713703 + Penalty 4702.451561 = -1873916.262142 nChanged 264 SP:Iteration 14Q (13442.580000 sec): 3 clusters Score: Raw -1878733.996941 + Penalty 4702.451561 = -1874031.545380 nChanged 215 SP:Iteration 15Q (13442.840000 sec): 3 clusters Score: Raw -1878817.428256 + Penalty 4702.451561 = -1874114.976695 nChanged 166 SP:Iteration 16Q (13443.080000 sec): 3 clusters Score: Raw -1878877.099031 + Penalty 4702.451561 = -1874174.647470 nChanged 136 SP:Iteration 17Q (13443.330000 sec): 3 clusters Score: Raw -1878919.931120 + Penalty 4702.451561 = -1874217.479559 nChanged 110 SP:Iteration 18Q (13443.600000 sec): 3 clusters Score: Raw -1878951.105099 + Penalty 4702.451561 = -1874248.653537 nChanged 87 SP:Iteration 19Q (13443.880000 sec): 3 clusters Score: Raw -1878975.667749 + Penalty 4702.451561 = -1874273.216187 nChanged 96 SP:Iteration 20F (13444.100000 sec): 3 clusters Score: Raw -1878999.267926 + Penalty 4702.451561 = -1874296.816365 nChanged 91 SP:Iteration 21Q (13444.350000 sec): 3 clusters Score: Raw -1879019.662677 + Penalty 4702.451561 = -1874317.211116 nChanged 74 SP:Iteration 22Q (13444.640000 sec): 3 clusters Score: Raw -1879034.899566 + Penalty 4702.451561 = -1874332.448004 nChanged 63 SP:Iteration 23Q (13444.930000 sec): 3 clusters Score: Raw -1879048.441790 + Penalty 4702.451561 = -1874345.990228 nChanged 55 SP:Iteration 24Q (13445.240000 sec): 3 clusters Score: Raw -1879060.809958 + Penalty 4702.451561 = -1874358.358396 nChanged 61 SP:Iteration 25Q (13445.490000 sec): 3 clusters Score: Raw -1879072.867594 + Penalty 4702.451561 = -1874370.416032 nChanged 57 SP:Iteration 26Q (13445.750000 sec): 3 clusters Score: Raw -1879082.830523 + Penalty 4702.451561 = -1874380.378962 nChanged 47 SP:Iteration 27Q (13446.050000 sec): 3 clusters Score: Raw -1879090.820990 + Penalty 4702.451561 = -1874388.369428 nChanged 38 SP:Iteration 28Q (13446.340000 sec): 3 clusters Score: Raw -1879096.577333 + Penalty 4702.451561 = -1874394.125772 nChanged 32 SP:Iteration 29Q (13446.610000 sec): 3 clusters Score: Raw -1879101.543225 + Penalty 4702.451561 = -1874399.091664 nChanged 41 SP:Iteration 30Q (13446.950000 sec): 3 clusters Score: Raw -1879108.954846 + Penalty 4702.451561 = -1874406.503285 nChanged 40 SP:Iteration 31Q (13447.220000 sec): 3 clusters Score: Raw -1879114.951468 + Penalty 4702.451561 = -1874412.499906 nChanged 40 SP:Iteration 32Q (13447.560000 sec): 3 clusters Score: Raw -1879121.230019 + Penalty 4702.451561 = -1874418.778457 nChanged 30 SP:Iteration 33Q (13447.780000 sec): 3 clusters Score: Raw -1879125.608899 + Penalty 4702.451561 = -1874423.157337 nChanged 31 SP:Iteration 34Q (13448.070000 sec): 3 clusters Score: Raw -1879131.095327 + Penalty 4702.451561 = -1874428.643765 nChanged 33 SP:Iteration 35Q (13448.340000 sec): 3 clusters Score: Raw -1879136.307456 + Penalty 4702.451561 = -1874433.855895 nChanged 28 SP:Iteration 36Q (13448.590000 sec): 3 clusters Score: Raw -1879141.190693 + Penalty 4702.451561 = -1874438.739131 nChanged 33 SP:Iteration 37Q (13448.880000 sec): 3 clusters Score: Raw -1879146.215879 + Penalty 4702.451561 = -1874443.764318 nChanged 25 SP:Iteration 38Q (13449.120000 sec): 3 clusters Score: Raw -1879150.434524 + Penalty 4702.451561 = -1874447.982962 nChanged 32 SP:Iteration 39Q (13449.360000 sec): 3 clusters Score: Raw -1879156.092421 + Penalty 4702.451561 = -1874453.640860 nChanged 30 SP:Iteration 40F (13449.660000 sec): 3 clusters Score: Raw -1879160.536634 + Penalty 4702.451561 = -1874458.085073 nChanged 27 SP:Iteration 41Q (13449.930000 sec): 3 clusters Score: Raw -1879163.739078 + Penalty 4702.451561 = -1874461.287517 nChanged 19 SP:Iteration 42Q (13450.200000 sec): 3 clusters Score: Raw -1879166.036251 + Penalty 4702.451561 = -1874463.584689 nChanged 20 SP:Iteration 43Q (13450.510000 sec): 3 clusters Score: Raw -1879169.333741 + Penalty 4702.451561 = -1874466.882179 nChanged 21 SP:Iteration 44Q (13450.770000 sec): 3 clusters Score: Raw -1879173.037486 + Penalty 4702.451561 = -1874470.585925 nChanged 23 SP:Iteration 45Q (13451.010000 sec): 3 clusters Score: Raw -1879176.685152 + Penalty 4702.451561 = -1874474.233590 nChanged 23 SP:Iteration 46Q (13451.260000 sec): 3 clusters Score: Raw -1879180.543822 + Penalty 4702.451561 = -1874478.092261 nChanged 26 SP:Iteration 47Q (13451.540000 sec): 3 clusters Score: Raw -1879184.685071 + Penalty 4702.451561 = -1874482.233510 nChanged 25 SP:Iteration 48Q (13451.820000 sec): 3 clusters Score: Raw -1879188.133345 + Penalty 4702.451561 = -1874485.681783 nChanged 25 SP:Iteration 49Q (13452.140000 sec): 3 clusters Score: Raw -1879191.412437 + Penalty 4702.451561 = -1874488.960876 nChanged 22 SP:Iteration 50Q (13452.430000 sec): 3 clusters Score: Raw -1879194.894196 + Penalty 4702.451561 = -1874492.442634 nChanged 17 SP:Iteration 51Q (13452.640000 sec): 3 clusters Score: Raw -1879197.325383 + Penalty 4702.451561 = -1874494.873822 nChanged 16 SP:Iteration 52Q (13452.920000 sec): 3 clusters Score: Raw -1879199.450486 + Penalty 4702.451561 = -1874496.998925 nChanged 22 SP:Iteration 53Q (13453.200000 sec): 3 clusters Score: Raw -1879202.336902 + Penalty 4702.451561 = -1874499.885341 nChanged 17 SP:Iteration 54Q (13453.450000 sec): 3 clusters Score: Raw -1879204.127550 + Penalty 4702.451561 = -1874501.675988 nChanged 8 SP:Iteration 55Q (13453.750000 sec): 3 clusters Score: Raw -1879204.943434 + Penalty 4702.451561 = -1874502.491873 nChanged 7 SP:Iteration 56Q (13454.040000 sec): 3 clusters Score: Raw -1879205.696146 + Penalty 4702.451561 = -1874503.244585 nChanged 5 SP:Iteration 57Q (13454.340000 sec): 3 clusters Score: Raw -1879206.102518 + Penalty 4702.451561 = -1874503.650956 nChanged 2 SP:Iteration 58Q (13454.620000 sec): 3 clusters Score: Raw -1879206.263261 + Penalty 4702.451561 = -1874503.811699 nChanged 2 SP:Iteration 59Q (13454.880000 sec): 3 clusters Score: Raw -1879206.319166 + Penalty 4702.451561 = -1874503.867604 nChanged 1 SP:Iteration 60F (13455.200000 sec): 3 clusters Score: Raw -1879206.467745 + Penalty 4702.451561 = -1874504.016184 nChanged 2 SP:Iteration 61Q (13455.420000 sec): 3 clusters Score: Raw -1879206.720669 + Penalty 4702.451561 = -1874504.269108 nChanged 0 SP:Iteration 62F (13455.720000 sec): 3 clusters Score: Raw -1879206.720669 + Penalty 4702.451561 = -1874504.269108 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 16 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13455.840000 sec): 2 clusters Score: Raw -121757.040367 + Penalty 1676.295307 = -120080.745060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13456.020000 sec): 3 clusters Score: Raw -121578.878145 + Penalty 3352.590614 = -118226.287531 nChanged 201 SP:Iteration 1F (13456.240000 sec): 3 clusters Score: Raw -121824.251334 + Penalty 3352.590614 = -118471.660720 nChanged 45 SP:Iteration 2F (13456.430000 sec): 3 clusters Score: Raw -121890.339390 + Penalty 3352.590614 = -118537.748776 nChanged 25 SP:Iteration 3Q (13456.630000 sec): 3 clusters Score: Raw -121930.855500 + Penalty 3352.590614 = -118578.264886 nChanged 18 SP:Iteration 4Q (13456.810000 sec): 3 clusters Score: Raw -121961.135845 + Penalty 3352.590614 = -118608.545230 nChanged 15 SP:Iteration 5Q (13456.970000 sec): 3 clusters Score: Raw -121983.545714 + Penalty 3352.590614 = -118630.955100 nChanged 9 SP:Iteration 6Q (13457.180000 sec): 3 clusters Score: Raw -121997.270923 + Penalty 3352.590614 = -118644.680309 nChanged 7 SP:Iteration 7Q (13457.360000 sec): 3 clusters Score: Raw -122007.660000 + Penalty 3352.590614 = -118655.069386 nChanged 8 SP:Iteration 8Q (13457.620000 sec): 3 clusters Score: Raw -122017.159410 + Penalty 3352.590614 = -118664.568796 nChanged 6 SP:Iteration 9Q (13457.790000 sec): 3 clusters Score: Raw -122026.846914 + Penalty 3352.590614 = -118674.256299 nChanged 4 SP:Iteration 10Q (13457.940000 sec): 3 clusters Score: Raw -122030.785378 + Penalty 3352.590614 = -118678.194763 nChanged 2 SP:Iteration 11Q (13458.090000 sec): 3 clusters Score: Raw -122034.403105 + Penalty 3352.590614 = -118681.812491 nChanged 2 SP:Iteration 12Q (13458.380000 sec): 3 clusters Score: Raw -122037.841726 + Penalty 3352.590614 = -118685.251112 nChanged 2 SP:Iteration 13Q (13458.530000 sec): 3 clusters Score: Raw -122042.268502 + Penalty 3352.590614 = -118689.677888 nChanged 5 SP:Iteration 14Q (13458.730000 sec): 3 clusters Score: Raw -122049.675509 + Penalty 3352.590614 = -118697.084895 nChanged 3 SP:Iteration 15Q (13458.930000 sec): 3 clusters Score: Raw -122053.887721 + Penalty 3352.590614 = -118701.297107 nChanged 1 SP:Iteration 16Q (13459.170000 sec): 3 clusters Score: Raw -122054.610698 + Penalty 3352.590614 = -118702.020084 nChanged 2 SP:Iteration 17Q (13459.380000 sec): 3 clusters Score: Raw -122059.968638 + Penalty 3352.590614 = -118707.378024 nChanged 3 SP:Iteration 18Q (13459.600000 sec): 3 clusters Score: Raw -122066.340408 + Penalty 3352.590614 = -118713.749794 nChanged 3 SP:Iteration 19Q (13459.840000 sec): 3 clusters Score: Raw -122069.533843 + Penalty 3352.590614 = -118716.943229 nChanged 1 SP:Iteration 20F (13460.010000 sec): 3 clusters Score: Raw -122070.582488 + Penalty 3352.590614 = -118717.991874 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 17 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13460.130000 sec): 2 clusters Score: Raw -595646.685050 + Penalty 2058.037807 = -593588.647243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13460.400000 sec): 3 clusters Score: Raw -593730.373585 + Penalty 4116.075615 = -589614.297971 nChanged 1514 SP:Iteration 1F (13460.620000 sec): 3 clusters Score: Raw -594593.041488 + Penalty 4116.075615 = -590476.965873 nChanged 306 SP:Iteration 2F (13460.830000 sec): 3 clusters Score: Raw -594767.304596 + Penalty 4116.075615 = -590651.228982 nChanged 193 SP:Iteration 3Q (13461.050000 sec): 3 clusters Score: Raw -594891.425640 + Penalty 4116.075615 = -590775.350026 nChanged 154 SP:Iteration 4Q (13461.240000 sec): 3 clusters Score: Raw -594976.420563 + Penalty 4116.075615 = -590860.344949 nChanged 115 SP:Iteration 5Q (13461.460000 sec): 3 clusters Score: Raw -595050.155789 + Penalty 4116.075615 = -590934.080174 nChanged 116 SP:Iteration 6Q (13461.690000 sec): 3 clusters Score: Raw -595120.938786 + Penalty 4116.075615 = -591004.863171 nChanged 127 SP:Iteration 7Q (13461.930000 sec): 3 clusters Score: Raw -595186.779147 + Penalty 4116.075615 = -591070.703533 nChanged 101 SP:Iteration 8Q (13462.130000 sec): 3 clusters Score: Raw -595248.214512 + Penalty 4116.075615 = -591132.138897 nChanged 104 SP:Iteration 9Q (13462.350000 sec): 3 clusters Score: Raw -595308.261282 + Penalty 4116.075615 = -591192.185667 nChanged 95 SP:Iteration 10Q (13462.570000 sec): 3 clusters Score: Raw -595358.636171 + Penalty 4116.075615 = -591242.560557 nChanged 87 SP:Iteration 11Q (13462.780000 sec): 3 clusters Score: Raw -595417.133182 + Penalty 4116.075615 = -591301.057568 nChanged 85 SP:Iteration 12Q (13463.020000 sec): 3 clusters Score: Raw -595469.667793 + Penalty 4116.075615 = -591353.592179 nChanged 82 SP:Iteration 13Q (13463.270000 sec): 3 clusters Score: Raw -595521.208198 + Penalty 4116.075615 = -591405.132584 nChanged 81 SP:Iteration 14Q (13463.460000 sec): 3 clusters Score: Raw -595574.009952 + Penalty 4116.075615 = -591457.934337 nChanged 81 SP:Iteration 15Q (13463.650000 sec): 3 clusters Score: Raw -595643.917201 + Penalty 4116.075615 = -591527.841587 nChanged 86 SP:Iteration 16Q (13463.880000 sec): 3 clusters Score: Raw -595708.358840 + Penalty 4116.075615 = -591592.283225 nChanged 61 SP:Iteration 17Q (13464.090000 sec): 3 clusters Score: Raw -595753.869548 + Penalty 4116.075615 = -591637.793933 nChanged 54 SP:Iteration 18Q (13464.260000 sec): 3 clusters Score: Raw -595798.168917 + Penalty 4116.075615 = -591682.093302 nChanged 48 SP:Iteration 19Q (13464.470000 sec): 3 clusters Score: Raw -595839.315065 + Penalty 4116.075615 = -591723.239450 nChanged 46 SP:Iteration 20F (13464.690000 sec): 3 clusters Score: Raw -595871.504176 + Penalty 4116.075615 = -591755.428562 nChanged 41 SP:Iteration 21Q (13464.910000 sec): 3 clusters Score: Raw -595895.238055 + Penalty 4116.075615 = -591779.162441 nChanged 22 SP:Iteration 22Q (13465.100000 sec): 3 clusters Score: Raw -595911.584139 + Penalty 4116.075615 = -591795.508524 nChanged 19 SP:Iteration 23Q (13465.350000 sec): 3 clusters Score: Raw -595924.263507 + Penalty 4116.075615 = -591808.187892 nChanged 18 SP:Iteration 24Q (13465.530000 sec): 3 clusters Score: Raw -595936.471359 + Penalty 4116.075615 = -591820.395745 nChanged 12 SP:Iteration 25Q (13465.740000 sec): 3 clusters Score: Raw -595944.043883 + Penalty 4116.075615 = -591827.968268 nChanged 5 SP:Iteration 26Q (13465.970000 sec): 3 clusters Score: Raw -595946.550005 + Penalty 4116.075615 = -591830.474391 nChanged 8 SP:Iteration 27Q (13466.170000 sec): 3 clusters Score: Raw -595951.339326 + Penalty 4116.075615 = -591835.263711 nChanged 7 SP:Iteration 28Q (13466.370000 sec): 3 clusters Score: Raw -595955.868969 + Penalty 4116.075615 = -591839.793354 nChanged 4 SP:Iteration 29Q (13466.590000 sec): 3 clusters Score: Raw -595958.485136 + Penalty 4116.075615 = -591842.409521 nChanged 4 SP:Iteration 30Q (13466.770000 sec): 3 clusters Score: Raw -595960.719315 + Penalty 4116.075615 = -591844.643701 nChanged 1 SP:Iteration 31Q (13466.970000 sec): 3 clusters Score: Raw -595961.172625 + Penalty 4116.075615 = -591845.097010 nChanged 0 SP:Iteration 32F (13467.210000 sec): 3 clusters Score: Raw -595961.172625 + Penalty 4116.075615 = -591845.097010 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 18 (2813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13467.360000 sec): 2 clusters Score: Raw -390255.072069 + Penalty 1969.617689 = -388285.454380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13467.570000 sec): 3 clusters Score: Raw -389095.879749 + Penalty 3939.235377 = -385156.644372 nChanged 968 SP:Iteration 1F (13467.730000 sec): 3 clusters Score: Raw -389727.085937 + Penalty 3939.235377 = -385787.850560 nChanged 210 SP:Iteration 2F (13467.920000 sec): 3 clusters Score: Raw -389899.324764 + Penalty 3939.235377 = -385960.089387 nChanged 122 SP:Iteration 3Q (13468.070000 sec): 3 clusters Score: Raw -390001.265377 + Penalty 3939.235377 = -386062.030000 nChanged 92 SP:Iteration 4Q (13468.270000 sec): 3 clusters Score: Raw -390061.324948 + Penalty 3939.235377 = -386122.089571 nChanged 73 SP:Iteration 5Q (13468.510000 sec): 3 clusters Score: Raw -390106.507821 + Penalty 3939.235377 = -386167.272444 nChanged 58 SP:Iteration 6Q (13468.690000 sec): 3 clusters Score: Raw -390145.163222 + Penalty 3939.235377 = -386205.927845 nChanged 48 SP:Iteration 7Q (13468.840000 sec): 3 clusters Score: Raw -390176.112077 + Penalty 3939.235377 = -386236.876700 nChanged 40 SP:Iteration 8Q (13469.000000 sec): 3 clusters Score: Raw -390200.216592 + Penalty 3939.235377 = -386260.981215 nChanged 36 SP:Iteration 9Q (13469.200000 sec): 3 clusters Score: Raw -390220.785504 + Penalty 3939.235377 = -386281.550127 nChanged 34 SP:Iteration 10Q (13469.330000 sec): 3 clusters Score: Raw -390240.229327 + Penalty 3939.235377 = -386300.993950 nChanged 19 SP:Iteration 11Q (13469.520000 sec): 3 clusters Score: Raw -390249.246372 + Penalty 3939.235377 = -386310.010995 nChanged 14 SP:Iteration 12Q (13469.670000 sec): 3 clusters Score: Raw -390257.686881 + Penalty 3939.235377 = -386318.451504 nChanged 11 SP:Iteration 13Q (13469.830000 sec): 3 clusters Score: Raw -390262.809071 + Penalty 3939.235377 = -386323.573694 nChanged 14 SP:Iteration 14Q (13470.070000 sec): 3 clusters Score: Raw -390271.431085 + Penalty 3939.235377 = -386332.195708 nChanged 11 SP:Iteration 15Q (13470.250000 sec): 3 clusters Score: Raw -390278.405141 + Penalty 3939.235377 = -386339.169764 nChanged 14 SP:Iteration 16Q (13470.460000 sec): 3 clusters Score: Raw -390286.954175 + Penalty 3939.235377 = -386347.718798 nChanged 23 SP:Iteration 17Q (13470.700000 sec): 3 clusters Score: Raw -390304.041087 + Penalty 3939.235377 = -386364.805710 nChanged 27 SP:Iteration 18Q (13470.920000 sec): 3 clusters Score: Raw -390324.003458 + Penalty 3939.235377 = -386384.768081 nChanged 29 SP:Iteration 19Q (13471.110000 sec): 3 clusters Score: Raw -390344.116286 + Penalty 3939.235377 = -386404.880909 nChanged 27 SP:Iteration 20F (13471.330000 sec): 3 clusters Score: Raw -390364.818812 + Penalty 3939.235377 = -386425.583435 nChanged 21 SP:Iteration 21Q (13471.530000 sec): 3 clusters Score: Raw -390377.775489 + Penalty 3939.235377 = -386438.540112 nChanged 16 SP:Iteration 22Q (13471.730000 sec): 3 clusters Score: Raw -390389.343814 + Penalty 3939.235377 = -386450.108437 nChanged 18 SP:Iteration 23Q (13471.910000 sec): 3 clusters Score: Raw -390401.342084 + Penalty 3939.235377 = -386462.106707 nChanged 14 SP:Iteration 24Q (13472.080000 sec): 3 clusters Score: Raw -390407.940155 + Penalty 3939.235377 = -386468.704778 nChanged 20 SP:Iteration 25Q (13472.310000 sec): 3 clusters Score: Raw -390423.943998 + Penalty 3939.235377 = -386484.708621 nChanged 26 SP:Iteration 26Q (13472.500000 sec): 3 clusters Score: Raw -390443.839503 + Penalty 3939.235377 = -386504.604126 nChanged 24 SP:Iteration 27Q (13472.750000 sec): 3 clusters Score: Raw -390457.390357 + Penalty 3939.235377 = -386518.154980 nChanged 18 SP:Iteration 28Q (13472.960000 sec): 3 clusters Score: Raw -390467.049450 + Penalty 3939.235377 = -386527.814073 nChanged 12 SP:Iteration 29Q (13473.090000 sec): 3 clusters Score: Raw -390474.423424 + Penalty 3939.235377 = -386535.188047 nChanged 8 SP:Iteration 30Q (13473.230000 sec): 3 clusters Score: Raw -390481.757289 + Penalty 3939.235377 = -386542.521912 nChanged 9 SP:Iteration 31Q (13473.450000 sec): 3 clusters Score: Raw -390488.005402 + Penalty 3939.235377 = -386548.770025 nChanged 4 SP:Iteration 32Q (13473.640000 sec): 3 clusters Score: Raw -390490.674873 + Penalty 3939.235377 = -386551.439496 nChanged 2 SP:Iteration 33Q (13473.830000 sec): 3 clusters Score: Raw -390492.409282 + Penalty 3939.235377 = -386553.173905 nChanged 3 SP:Iteration 34Q (13474.050000 sec): 3 clusters Score: Raw -390495.393296 + Penalty 3939.235377 = -386556.157919 nChanged 3 SP:Iteration 35Q (13474.250000 sec): 3 clusters Score: Raw -390497.407873 + Penalty 3939.235377 = -386558.172496 nChanged 5 SP:Iteration 36Q (13474.460000 sec): 3 clusters Score: Raw -390501.139622 + Penalty 3939.235377 = -386561.904245 nChanged 2 SP:Iteration 37Q (13474.640000 sec): 3 clusters Score: Raw -390502.391476 + Penalty 3939.235377 = -386563.156099 nChanged 1 SP:Iteration 38Q (13474.850000 sec): 3 clusters Score: Raw -390502.718132 + Penalty 3939.235377 = -386563.482755 nChanged 1 SP:Iteration 39Q (13475.030000 sec): 3 clusters Score: Raw -390503.279990 + Penalty 3939.235377 = -386564.044613 nChanged 1 SP:Iteration 40F (13475.170000 sec): 3 clusters Score: Raw -390503.894491 + Penalty 3939.235377 = -386564.659114 nChanged 2 SP:Iteration 41Q (13475.320000 sec): 3 clusters Score: Raw -390504.895188 + Penalty 3939.235377 = -386565.659811 nChanged 0 SP:Iteration 42F (13475.580000 sec): 3 clusters Score: Raw -390504.895188 + Penalty 3939.235377 = -386565.659811 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 19 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13475.680000 sec): 2 clusters Score: Raw -104068.357420 + Penalty 1658.402935 = -102409.954485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13475.870000 sec): 3 clusters Score: Raw -103923.460827 + Penalty 3316.805870 = -100606.654957 nChanged 213 SP:Iteration 1F (13476.060000 sec): 3 clusters Score: Raw -104170.631412 + Penalty 3316.805870 = -100853.825543 nChanged 50 SP:Iteration 2F (13476.160000 sec): 3 clusters Score: Raw -104246.214663 + Penalty 3316.805870 = -100929.408793 nChanged 21 SP:Iteration 3Q (13476.340000 sec): 3 clusters Score: Raw -104281.993859 + Penalty 3316.805870 = -100965.187990 nChanged 16 SP:Iteration 4Q (13476.550000 sec): 3 clusters Score: Raw -104302.997635 + Penalty 3316.805870 = -100986.191766 nChanged 17 SP:Iteration 5Q (13476.730000 sec): 3 clusters Score: Raw -104353.237265 + Penalty 3316.805870 = -101036.431396 nChanged 9 SP:Iteration 6Q (13476.890000 sec): 3 clusters Score: Raw -104372.005058 + Penalty 3316.805870 = -101055.199189 nChanged 9 SP:Iteration 7Q (13477.070000 sec): 3 clusters Score: Raw -104387.796348 + Penalty 3316.805870 = -101070.990479 nChanged 12 SP:Iteration 8Q (13477.210000 sec): 3 clusters Score: Raw -104407.321220 + Penalty 3316.805870 = -101090.515351 nChanged 7 SP:Iteration 9Q (13477.410000 sec): 3 clusters Score: Raw -104420.047570 + Penalty 3316.805870 = -101103.241701 nChanged 4 SP:Iteration 10Q (13477.560000 sec): 3 clusters Score: Raw -104428.196961 + Penalty 3316.805870 = -101111.391091 nChanged 3 SP:Iteration 11Q (13477.740000 sec): 3 clusters Score: Raw -104431.914588 + Penalty 3316.805870 = -101115.108718 nChanged 3 SP:Iteration 12Q (13477.870000 sec): 3 clusters Score: Raw -104436.414191 + Penalty 3316.805870 = -101119.608321 nChanged 3 SP:Iteration 13Q (13478.060000 sec): 3 clusters Score: Raw -104439.763420 + Penalty 3316.805870 = -101122.957551 nChanged 0 SP:Iteration 14F (13478.290000 sec): 3 clusters Score: Raw -104439.763420 + Penalty 3316.805870 = -101122.957551 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 20 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13478.400000 sec): 2 clusters Score: Raw -135904.558785 + Penalty 1718.034361 = -134186.524425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13478.550000 sec): 3 clusters Score: Raw -135676.919646 + Penalty 3436.068722 = -132240.850925 nChanged 269 SP:Iteration 1F (13478.690000 sec): 3 clusters Score: Raw -136067.421517 + Penalty 3436.068722 = -132631.352796 nChanged 90 SP:Iteration 2F (13478.850000 sec): 3 clusters Score: Raw -136250.688408 + Penalty 3436.068722 = -132814.619687 nChanged 52 SP:Iteration 3F (13479.030000 sec): 3 clusters Score: Raw -136401.942191 + Penalty 3436.068722 = -132965.873469 nChanged 63 SP:Iteration 4F (13479.190000 sec): 3 clusters Score: Raw -136634.617292 + Penalty 3436.068722 = -133198.548570 nChanged 67 SP:Iteration 5F (13479.380000 sec): 3 clusters Score: Raw -136916.770770 + Penalty 3436.068722 = -133480.702049 nChanged 48 SP:Iteration 6Q (13479.550000 sec): 3 clusters Score: Raw -137145.117837 + Penalty 3436.068722 = -133709.049115 nChanged 38 SP:Iteration 7Q (13479.770000 sec): 3 clusters Score: Raw -137355.472314 + Penalty 3436.068722 = -133919.403592 nChanged 21 SP:Iteration 8Q (13479.970000 sec): 3 clusters Score: Raw -137434.924694 + Penalty 3436.068722 = -133998.855973 nChanged 8 SP:Iteration 9Q (13480.170000 sec): 3 clusters Score: Raw -137469.873914 + Penalty 3436.068722 = -134033.805193 nChanged 4 SP:Iteration 10Q (13480.390000 sec): 3 clusters Score: Raw -137478.690401 + Penalty 3436.068722 = -134042.621679 nChanged 1 SP:Iteration 11Q (13480.570000 sec): 3 clusters Score: Raw -137482.800015 + Penalty 3436.068722 = -134046.731294 nChanged 0 SP:Iteration 12F (13480.760000 sec): 3 clusters Score: Raw -137482.800015 + Penalty 3436.068722 = -134046.731294 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 21 (3386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13480.910000 sec): 2 clusters Score: Raw -488448.872626 + Penalty 2015.596332 = -486433.276294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13481.080000 sec): 3 clusters Score: Raw -486973.335394 + Penalty 4031.192663 = -482942.142731 nChanged 1213 SP:Iteration 1F (13481.270000 sec): 3 clusters Score: Raw -487688.444941 + Penalty 4031.192663 = -483657.252278 nChanged 242 SP:Iteration 2F (13481.440000 sec): 3 clusters Score: Raw -487850.884420 + Penalty 4031.192663 = -483819.691757 nChanged 166 SP:Iteration 3Q (13481.590000 sec): 3 clusters Score: Raw -487954.683999 + Penalty 4031.192663 = -483923.491336 nChanged 102 SP:Iteration 4Q (13481.830000 sec): 3 clusters Score: Raw -488020.361081 + Penalty 4031.192663 = -483989.168418 nChanged 88 SP:Iteration 5Q (13481.980000 sec): 3 clusters Score: Raw -488075.362203 + Penalty 4031.192663 = -484044.169540 nChanged 60 SP:Iteration 6Q (13482.220000 sec): 3 clusters Score: Raw -488112.470193 + Penalty 4031.192663 = -484081.277530 nChanged 56 SP:Iteration 7Q (13482.440000 sec): 3 clusters Score: Raw -488144.198576 + Penalty 4031.192663 = -484113.005913 nChanged 43 SP:Iteration 8Q (13482.600000 sec): 3 clusters Score: Raw -488169.866545 + Penalty 4031.192663 = -484138.673882 nChanged 40 SP:Iteration 9Q (13482.820000 sec): 3 clusters Score: Raw -488189.954499 + Penalty 4031.192663 = -484158.761835 nChanged 29 SP:Iteration 10Q (13483.010000 sec): 3 clusters Score: Raw -488202.214816 + Penalty 4031.192663 = -484171.022153 nChanged 19 SP:Iteration 11Q (13483.230000 sec): 3 clusters Score: Raw -488211.500339 + Penalty 4031.192663 = -484180.307675 nChanged 18 SP:Iteration 12Q (13483.430000 sec): 3 clusters Score: Raw -488219.098333 + Penalty 4031.192663 = -484187.905670 nChanged 21 SP:Iteration 13Q (13483.600000 sec): 3 clusters Score: Raw -488228.446303 + Penalty 4031.192663 = -484197.253640 nChanged 13 SP:Iteration 14Q (13483.820000 sec): 3 clusters Score: Raw -488235.119881 + Penalty 4031.192663 = -484203.927218 nChanged 13 SP:Iteration 15Q (13483.990000 sec): 3 clusters Score: Raw -488241.503342 + Penalty 4031.192663 = -484210.310679 nChanged 8 SP:Iteration 16Q (13484.180000 sec): 3 clusters Score: Raw -488245.808505 + Penalty 4031.192663 = -484214.615841 nChanged 8 SP:Iteration 17Q (13484.420000 sec): 3 clusters Score: Raw -488250.354333 + Penalty 4031.192663 = -484219.161670 nChanged 7 SP:Iteration 18Q (13484.630000 sec): 3 clusters Score: Raw -488253.391919 + Penalty 4031.192663 = -484222.199255 nChanged 9 SP:Iteration 19Q (13484.810000 sec): 3 clusters Score: Raw -488257.679982 + Penalty 4031.192663 = -484226.487318 nChanged 8 SP:Iteration 20F (13484.990000 sec): 3 clusters Score: Raw -488261.965712 + Penalty 4031.192663 = -484230.773049 nChanged 8 SP:Iteration 21Q (13485.230000 sec): 3 clusters Score: Raw -488266.684945 + Penalty 4031.192663 = -484235.492282 nChanged 12 SP:Iteration 22Q (13485.430000 sec): 3 clusters Score: Raw -488271.341651 + Penalty 4031.192663 = -484240.148988 nChanged 8 SP:Iteration 23Q (13485.640000 sec): 3 clusters Score: Raw -488274.512098 + Penalty 4031.192663 = -484243.319435 nChanged 11 SP:Iteration 24Q (13485.860000 sec): 3 clusters Score: Raw -488278.428665 + Penalty 4031.192663 = -484247.236001 nChanged 6 SP:Iteration 25Q (13486.060000 sec): 3 clusters Score: Raw -488280.715119 + Penalty 4031.192663 = -484249.522455 nChanged 10 SP:Iteration 26Q (13486.280000 sec): 3 clusters Score: Raw -488284.859058 + Penalty 4031.192663 = -484253.666395 nChanged 12 SP:Iteration 27Q (13486.450000 sec): 3 clusters Score: Raw -488289.442449 + Penalty 4031.192663 = -484258.249786 nChanged 10 SP:Iteration 28Q (13486.620000 sec): 3 clusters Score: Raw -488292.990610 + Penalty 4031.192663 = -484261.797947 nChanged 9 SP:Iteration 29Q (13486.830000 sec): 3 clusters Score: Raw -488297.577949 + Penalty 4031.192663 = -484266.385286 nChanged 5 SP:Iteration 30Q (13487.070000 sec): 3 clusters Score: Raw -488300.236195 + Penalty 4031.192663 = -484269.043532 nChanged 8 SP:Iteration 31Q (13487.200000 sec): 3 clusters Score: Raw -488302.951382 + Penalty 4031.192663 = -484271.758719 nChanged 4 SP:Iteration 32Q (13487.410000 sec): 3 clusters Score: Raw -488303.934750 + Penalty 4031.192663 = -484272.742086 nChanged 4 SP:Iteration 33Q (13487.580000 sec): 3 clusters Score: Raw -488304.980411 + Penalty 4031.192663 = -484273.787748 nChanged 3 SP:Iteration 34Q (13487.820000 sec): 3 clusters Score: Raw -488305.790501 + Penalty 4031.192663 = -484274.597838 nChanged 3 SP:Iteration 35Q (13488.030000 sec): 3 clusters Score: Raw -488306.346786 + Penalty 4031.192663 = -484275.154123 nChanged 1 SP:Iteration 36Q (13488.200000 sec): 3 clusters Score: Raw -488306.557576 + Penalty 4031.192663 = -484275.364913 nChanged 2 SP:Iteration 37Q (13488.360000 sec): 3 clusters Score: Raw -488307.425578 + Penalty 4031.192663 = -484276.232915 nChanged 3 SP:Iteration 38Q (13488.550000 sec): 3 clusters Score: Raw -488308.169290 + Penalty 4031.192663 = -484276.976627 nChanged 2 SP:Iteration 39Q (13488.740000 sec): 3 clusters Score: Raw -488309.274562 + Penalty 4031.192663 = -484278.081899 nChanged 2 SP:Iteration 40F (13488.910000 sec): 3 clusters Score: Raw -488310.170907 + Penalty 4031.192663 = -484278.978244 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 22 (2311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13489.040000 sec): 2 clusters Score: Raw -339372.272570 + Penalty 1920.868031 = -337451.404539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13489.220000 sec): 3 clusters Score: Raw -338486.670479 + Penalty 3841.736063 = -334644.934416 nChanged 745 SP:Iteration 1F (13489.430000 sec): 3 clusters Score: Raw -339004.370463 + Penalty 3841.736063 = -335162.634401 nChanged 147 SP:Iteration 2F (13489.600000 sec): 3 clusters Score: Raw -339115.234297 + Penalty 3841.736063 = -335273.498234 nChanged 81 SP:Iteration 3Q (13489.730000 sec): 3 clusters Score: Raw -339178.479697 + Penalty 3841.736063 = -335336.743634 nChanged 52 SP:Iteration 4Q (13489.870000 sec): 3 clusters Score: Raw -339211.889896 + Penalty 3841.736063 = -335370.153833 nChanged 31 SP:Iteration 5Q (13490.060000 sec): 3 clusters Score: Raw -339230.560524 + Penalty 3841.736063 = -335388.824461 nChanged 26 SP:Iteration 6Q (13490.260000 sec): 3 clusters Score: Raw -339250.049643 + Penalty 3841.736063 = -335408.313580 nChanged 30 SP:Iteration 7Q (13490.430000 sec): 3 clusters Score: Raw -339267.933476 + Penalty 3841.736063 = -335426.197413 nChanged 21 SP:Iteration 8Q (13490.560000 sec): 3 clusters Score: Raw -339279.302285 + Penalty 3841.736063 = -335437.566222 nChanged 15 SP:Iteration 9Q (13490.760000 sec): 3 clusters Score: Raw -339289.127987 + Penalty 3841.736063 = -335447.391924 nChanged 14 SP:Iteration 10Q (13490.940000 sec): 3 clusters Score: Raw -339299.421798 + Penalty 3841.736063 = -335457.685736 nChanged 17 SP:Iteration 11Q (13491.100000 sec): 3 clusters Score: Raw -339307.901284 + Penalty 3841.736063 = -335466.165222 nChanged 10 SP:Iteration 12Q (13491.320000 sec): 3 clusters Score: Raw -339313.233335 + Penalty 3841.736063 = -335471.497272 nChanged 7 SP:Iteration 13Q (13491.520000 sec): 3 clusters Score: Raw -339317.303057 + Penalty 3841.736063 = -335475.566994 nChanged 2 SP:Iteration 14Q (13491.720000 sec): 3 clusters Score: Raw -339318.070725 + Penalty 3841.736063 = -335476.334662 nChanged 3 SP:Iteration 15Q (13491.860000 sec): 3 clusters Score: Raw -339319.410090 + Penalty 3841.736063 = -335477.674027 nChanged 0 SP:Iteration 16F (13492.050000 sec): 3 clusters Score: Raw -339319.410090 + Penalty 3841.736063 = -335477.674027 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 23 (5582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13492.180000 sec): 2 clusters Score: Raw -822451.981532 + Penalty 2139.570999 = -820312.410533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13492.380000 sec): 3 clusters Score: Raw -819681.415469 + Penalty 4279.141997 = -815402.273472 nChanged 2144 SP:Iteration 1F (13492.640000 sec): 3 clusters Score: Raw -820811.606235 + Penalty 4279.141997 = -816532.464237 nChanged 384 SP:Iteration 2F (13492.840000 sec): 3 clusters Score: Raw -820995.753218 + Penalty 4279.141997 = -816716.611221 nChanged 250 SP:Iteration 3Q (13493.060000 sec): 3 clusters Score: Raw -821118.106215 + Penalty 4279.141997 = -816838.964218 nChanged 207 SP:Iteration 4Q (13493.330000 sec): 3 clusters Score: Raw -821208.822618 + Penalty 4279.141997 = -816929.680621 nChanged 158 SP:Iteration 5Q (13493.580000 sec): 3 clusters Score: Raw -821277.448589 + Penalty 4279.141997 = -816998.306592 nChanged 133 SP:Iteration 6Q (13493.780000 sec): 3 clusters Score: Raw -821337.122202 + Penalty 4279.141997 = -817057.980205 nChanged 132 SP:Iteration 7Q (13494.010000 sec): 3 clusters Score: Raw -821396.245157 + Penalty 4279.141997 = -817117.103160 nChanged 102 SP:Iteration 8Q (13494.220000 sec): 3 clusters Score: Raw -821438.666086 + Penalty 4279.141997 = -817159.524088 nChanged 94 SP:Iteration 9Q (13494.430000 sec): 3 clusters Score: Raw -821486.521543 + Penalty 4279.141997 = -817207.379546 nChanged 117 SP:Iteration 10Q (13494.610000 sec): 3 clusters Score: Raw -821544.321210 + Penalty 4279.141997 = -817265.179213 nChanged 122 SP:Iteration 11Q (13494.820000 sec): 3 clusters Score: Raw -821601.497497 + Penalty 4279.141997 = -817322.355499 nChanged 121 SP:Iteration 12Q (13495.010000 sec): 3 clusters Score: Raw -821657.661923 + Penalty 4279.141997 = -817378.519926 nChanged 111 SP:Iteration 13Q (13495.210000 sec): 3 clusters Score: Raw -821714.468124 + Penalty 4279.141997 = -817435.326127 nChanged 136 SP:Iteration 14Q (13495.420000 sec): 3 clusters Score: Raw -821786.466008 + Penalty 4279.141997 = -817507.324011 nChanged 139 SP:Iteration 15Q (13495.600000 sec): 3 clusters Score: Raw -821858.283664 + Penalty 4279.141997 = -817579.141667 nChanged 123 SP:Iteration 16Q (13495.820000 sec): 3 clusters Score: Raw -821921.287899 + Penalty 4279.141997 = -817642.145901 nChanged 109 SP:Iteration 17Q (13496.080000 sec): 3 clusters Score: Raw -821980.600123 + Penalty 4279.141997 = -817701.458125 nChanged 111 SP:Iteration 18Q (13496.270000 sec): 3 clusters Score: Raw -822041.896230 + Penalty 4279.141997 = -817762.754233 nChanged 117 SP:Iteration 19Q (13496.510000 sec): 3 clusters Score: Raw -822114.085172 + Penalty 4279.141997 = -817834.943175 nChanged 127 SP:Iteration 20F (13496.760000 sec): 3 clusters Score: Raw -822184.497714 + Penalty 4279.141997 = -817905.355717 nChanged 121 SP:Iteration 21Q (13496.950000 sec): 3 clusters Score: Raw -822258.888725 + Penalty 4279.141997 = -817979.746727 nChanged 120 SP:Iteration 22Q (13497.170000 sec): 3 clusters Score: Raw -822334.279410 + Penalty 4279.141997 = -818055.137413 nChanged 110 SP:Iteration 23Q (13497.370000 sec): 3 clusters Score: Raw -822399.609856 + Penalty 4279.141997 = -818120.467858 nChanged 96 SP:Iteration 24Q (13497.610000 sec): 3 clusters Score: Raw -822462.592950 + Penalty 4279.141997 = -818183.450953 nChanged 89 SP:Iteration 25Q (13497.810000 sec): 3 clusters Score: Raw -822522.953679 + Penalty 4279.141997 = -818243.811681 nChanged 82 SP:Iteration 26Q (13498.080000 sec): 3 clusters Score: Raw -822583.074510 + Penalty 4279.141997 = -818303.932512 nChanged 69 SP:Iteration 27Q (13498.300000 sec): 3 clusters Score: Raw -822630.702817 + Penalty 4279.141997 = -818351.560819 nChanged 56 SP:Iteration 28Q (13498.490000 sec): 3 clusters Score: Raw -822675.761338 + Penalty 4279.141997 = -818396.619341 nChanged 47 SP:Iteration 29Q (13498.660000 sec): 3 clusters Score: Raw -822712.503094 + Penalty 4279.141997 = -818433.361097 nChanged 41 SP:Iteration 30Q (13498.840000 sec): 3 clusters Score: Raw -822746.528196 + Penalty 4279.141997 = -818467.386199 nChanged 33 SP:Iteration 31Q (13499.050000 sec): 3 clusters Score: Raw -822774.862476 + Penalty 4279.141997 = -818495.720478 nChanged 19 SP:Iteration 32Q (13499.290000 sec): 3 clusters Score: Raw -822790.530773 + Penalty 4279.141997 = -818511.388775 nChanged 17 SP:Iteration 33Q (13499.480000 sec): 3 clusters Score: Raw -822806.787666 + Penalty 4279.141997 = -818527.645669 nChanged 19 SP:Iteration 34Q (13499.720000 sec): 3 clusters Score: Raw -822825.049746 + Penalty 4279.141997 = -818545.907749 nChanged 11 SP:Iteration 35Q (13499.950000 sec): 3 clusters Score: Raw -822837.135647 + Penalty 4279.141997 = -818557.993650 nChanged 11 SP:Iteration 36Q (13500.150000 sec): 3 clusters Score: Raw -822850.255413 + Penalty 4279.141997 = -818571.113416 nChanged 20 SP:Iteration 37Q (13500.390000 sec): 3 clusters Score: Raw -822864.605294 + Penalty 4279.141997 = -818585.463297 nChanged 15 SP:Iteration 38Q (13500.670000 sec): 3 clusters Score: Raw -822873.720491 + Penalty 4279.141997 = -818594.578493 nChanged 6 SP:Iteration 39Q (13500.870000 sec): 3 clusters Score: Raw -822877.158964 + Penalty 4279.141997 = -818598.016967 nChanged 4 SP:Iteration 40F (13501.060000 sec): 3 clusters Score: Raw -822879.691836 + Penalty 4279.141997 = -818600.549839 nChanged 5 SP:Iteration 41Q (13501.280000 sec): 3 clusters Score: Raw -822882.819957 + Penalty 4279.141997 = -818603.677959 nChanged 2 SP:Iteration 42Q (13501.470000 sec): 3 clusters Score: Raw -822884.068862 + Penalty 4279.141997 = -818604.926865 nChanged 0 SP:Iteration 43F (13501.660000 sec): 3 clusters Score: Raw -822884.068862 + Penalty 4279.141997 = -818604.926865 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 24 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13501.760000 sec): 2 clusters Score: Raw -163675.753473 + Penalty 1759.164347 = -161916.589126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13501.940000 sec): 3 clusters Score: Raw -163340.876827 + Penalty 3518.328694 = -159822.548133 nChanged 322 SP:Iteration 1F (13502.130000 sec): 3 clusters Score: Raw -163680.817345 + Penalty 3518.328694 = -160162.488651 nChanged 95 SP:Iteration 2F (13502.350000 sec): 3 clusters Score: Raw -163824.595659 + Penalty 3518.328694 = -160306.266965 nChanged 55 SP:Iteration 3Q (13502.570000 sec): 3 clusters Score: Raw -163900.812512 + Penalty 3518.328694 = -160382.483817 nChanged 40 SP:Iteration 4Q (13502.710000 sec): 3 clusters Score: Raw -163946.957414 + Penalty 3518.328694 = -160428.628720 nChanged 24 SP:Iteration 5Q (13502.930000 sec): 3 clusters Score: Raw -163981.493044 + Penalty 3518.328694 = -160463.164349 nChanged 19 SP:Iteration 6Q (13503.180000 sec): 3 clusters Score: Raw -164009.159189 + Penalty 3518.328694 = -160490.830495 nChanged 31 SP:Iteration 7Q (13503.350000 sec): 3 clusters Score: Raw -164058.399728 + Penalty 3518.328694 = -160540.071034 nChanged 21 SP:Iteration 8Q (13503.570000 sec): 3 clusters Score: Raw -164094.529547 + Penalty 3518.328694 = -160576.200853 nChanged 23 SP:Iteration 9Q (13503.730000 sec): 3 clusters Score: Raw -164129.159764 + Penalty 3518.328694 = -160610.831069 nChanged 20 SP:Iteration 10Q (13503.870000 sec): 3 clusters Score: Raw -164160.388979 + Penalty 3518.328694 = -160642.060284 nChanged 16 SP:Iteration 11Q (13504.100000 sec): 3 clusters Score: Raw -164182.036201 + Penalty 3518.328694 = -160663.707506 nChanged 13 SP:Iteration 12Q (13504.320000 sec): 3 clusters Score: Raw -164208.460374 + Penalty 3518.328694 = -160690.131680 nChanged 24 SP:Iteration 13Q (13504.500000 sec): 3 clusters Score: Raw -164251.135049 + Penalty 3518.328694 = -160732.806355 nChanged 15 SP:Iteration 14Q (13504.740000 sec): 3 clusters Score: Raw -164271.078886 + Penalty 3518.328694 = -160752.750192 nChanged 9 SP:Iteration 15Q (13504.920000 sec): 3 clusters Score: Raw -164286.185859 + Penalty 3518.328694 = -160767.857165 nChanged 13 SP:Iteration 16Q (13505.110000 sec): 3 clusters Score: Raw -164309.114567 + Penalty 3518.328694 = -160790.785872 nChanged 12 SP:Iteration 17Q (13505.380000 sec): 3 clusters Score: Raw -164327.781343 + Penalty 3518.328694 = -160809.452649 nChanged 13 SP:Iteration 18Q (13505.560000 sec): 3 clusters Score: Raw -164344.947783 + Penalty 3518.328694 = -160826.619089 nChanged 9 SP:Iteration 19Q (13505.800000 sec): 3 clusters Score: Raw -164354.489221 + Penalty 3518.328694 = -160836.160527 nChanged 8 SP:Iteration 20F (13506.010000 sec): 3 clusters Score: Raw -164364.579844 + Penalty 3518.328694 = -160846.251149 nChanged 7 SP:Iteration 21Q (13506.210000 sec): 3 clusters Score: Raw -164374.994385 + Penalty 3518.328694 = -160856.665691 nChanged 10 SP:Iteration 22Q (13506.370000 sec): 3 clusters Score: Raw -164393.052164 + Penalty 3518.328694 = -160874.723469 nChanged 9 SP:Iteration 23Q (13506.630000 sec): 3 clusters Score: Raw -164410.623303 + Penalty 3518.328694 = -160892.294609 nChanged 7 SP:Iteration 24Q (13506.840000 sec): 3 clusters Score: Raw -164424.313350 + Penalty 3518.328694 = -160905.984655 nChanged 6 SP:Iteration 25Q (13507.000000 sec): 3 clusters Score: Raw -164436.901036 + Penalty 3518.328694 = -160918.572342 nChanged 2 SP:Iteration 26Q (13507.210000 sec): 3 clusters Score: Raw -164445.985338 + Penalty 3518.328694 = -160927.656644 nChanged 5 SP:Iteration 27Q (13507.370000 sec): 3 clusters Score: Raw -164458.033025 + Penalty 3518.328694 = -160939.704331 nChanged 7 SP:Iteration 28Q (13507.510000 sec): 3 clusters Score: Raw -164471.077549 + Penalty 3518.328694 = -160952.748855 nChanged 5 SP:Iteration 29Q (13507.750000 sec): 3 clusters Score: Raw -164478.147807 + Penalty 3518.328694 = -160959.819113 nChanged 3 SP:Iteration 30Q (13507.930000 sec): 3 clusters Score: Raw -164484.312065 + Penalty 3518.328694 = -160965.983371 nChanged 5 SP:Iteration 31Q (13508.060000 sec): 3 clusters Score: Raw -164498.851901 + Penalty 3518.328694 = -160980.523206 nChanged 2 SP:Iteration 32Q (13508.260000 sec): 3 clusters Score: Raw -164512.069985 + Penalty 3518.328694 = -160993.741291 nChanged 3 SP:Iteration 33Q (13508.450000 sec): 3 clusters Score: Raw -164524.738000 + Penalty 3518.328694 = -161006.409306 nChanged 5 SP:Iteration 34Q (13508.590000 sec): 3 clusters Score: Raw -164543.161885 + Penalty 3518.328694 = -161024.833191 nChanged 7 SP:Iteration 35Q (13508.780000 sec): 3 clusters Score: Raw -164556.417118 + Penalty 3518.328694 = -161038.088423 nChanged 2 SP:Iteration 36Q (13508.930000 sec): 3 clusters Score: Raw -164559.017075 + Penalty 3518.328694 = -161040.688380 nChanged 1 SP:Iteration 37Q (13509.110000 sec): 3 clusters Score: Raw -164560.053487 + Penalty 3518.328694 = -161041.724792 nChanged 4 SP:Iteration 38Q (13509.240000 sec): 3 clusters Score: Raw -164564.669623 + Penalty 3518.328694 = -161046.340928 nChanged 2 SP:Iteration 39Q (13509.430000 sec): 3 clusters Score: Raw -164567.263436 + Penalty 3518.328694 = -161048.934742 nChanged 1 SP:Iteration 40F (13509.590000 sec): 3 clusters Score: Raw -164568.535939 + Penalty 3518.328694 = -161050.207245 nChanged 1 SP:Iteration 41Q (13509.780000 sec): 3 clusters Score: Raw -164569.869370 + Penalty 3518.328694 = -161051.540676 nChanged 0 SP:Iteration 42F (13509.920000 sec): 3 clusters Score: Raw -164569.869370 + Penalty 3518.328694 = -161051.540676 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 25 (4548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13510.010000 sec): 2 clusters Score: Raw -640828.226953 + Penalty 2088.765828 = -638739.461125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13510.180000 sec): 3 clusters Score: Raw -638644.690345 + Penalty 4177.531656 = -634467.158689 nChanged 1712 SP:Iteration 1F (13510.390000 sec): 3 clusters Score: Raw -639670.840118 + Penalty 4177.531656 = -635493.308462 nChanged 368 SP:Iteration 2F (13510.530000 sec): 3 clusters Score: Raw -639977.508494 + Penalty 4177.531656 = -635799.976838 nChanged 267 SP:Iteration 3F (13510.710000 sec): 3 clusters Score: Raw -640191.544536 + Penalty 4177.531656 = -636014.012880 nChanged 240 SP:Iteration 4F (13510.890000 sec): 3 clusters Score: Raw -640376.575283 + Penalty 4177.531656 = -636199.043627 nChanged 213 SP:Iteration 5Q (13511.070000 sec): 3 clusters Score: Raw -640509.349167 + Penalty 4177.531656 = -636331.817511 nChanged 179 SP:Iteration 6Q (13511.280000 sec): 3 clusters Score: Raw -640631.546897 + Penalty 4177.531656 = -636454.015241 nChanged 159 SP:Iteration 7Q (13511.510000 sec): 3 clusters Score: Raw -640734.000768 + Penalty 4177.531656 = -636556.469112 nChanged 134 SP:Iteration 8Q (13511.700000 sec): 3 clusters Score: Raw -640814.292496 + Penalty 4177.531656 = -636636.760840 nChanged 135 SP:Iteration 9Q (13511.880000 sec): 3 clusters Score: Raw -640898.920101 + Penalty 4177.531656 = -636721.388445 nChanged 132 SP:Iteration 10Q (13512.170000 sec): 3 clusters Score: Raw -640988.379724 + Penalty 4177.531656 = -636810.848068 nChanged 115 SP:Iteration 11Q (13512.330000 sec): 3 clusters Score: Raw -641061.667289 + Penalty 4177.531656 = -636884.135633 nChanged 89 SP:Iteration 12Q (13512.560000 sec): 3 clusters Score: Raw -641112.792805 + Penalty 4177.531656 = -636935.261149 nChanged 70 SP:Iteration 13Q (13512.800000 sec): 3 clusters Score: Raw -641155.446566 + Penalty 4177.531656 = -636977.914910 nChanged 64 SP:Iteration 14Q (13513.020000 sec): 3 clusters Score: Raw -641195.806829 + Penalty 4177.531656 = -637018.275173 nChanged 66 SP:Iteration 15Q (13513.240000 sec): 3 clusters Score: Raw -641235.329940 + Penalty 4177.531656 = -637057.798284 nChanged 47 SP:Iteration 16Q (13513.480000 sec): 3 clusters Score: Raw -641264.059624 + Penalty 4177.531656 = -637086.527968 nChanged 42 SP:Iteration 17Q (13513.700000 sec): 3 clusters Score: Raw -641288.750545 + Penalty 4177.531656 = -637111.218889 nChanged 35 SP:Iteration 18Q (13513.900000 sec): 3 clusters Score: Raw -641307.085987 + Penalty 4177.531656 = -637129.554331 nChanged 34 SP:Iteration 19Q (13514.090000 sec): 3 clusters Score: Raw -641327.101047 + Penalty 4177.531656 = -637149.569391 nChanged 32 SP:Iteration 20F (13514.330000 sec): 3 clusters Score: Raw -641347.155897 + Penalty 4177.531656 = -637169.624241 nChanged 35 SP:Iteration 21Q (13514.590000 sec): 3 clusters Score: Raw -641366.775336 + Penalty 4177.531656 = -637189.243680 nChanged 22 SP:Iteration 22Q (13514.810000 sec): 3 clusters Score: Raw -641378.664569 + Penalty 4177.531656 = -637201.132913 nChanged 11 SP:Iteration 23Q (13515.020000 sec): 3 clusters Score: Raw -641387.110063 + Penalty 4177.531656 = -637209.578407 nChanged 18 SP:Iteration 24Q (13515.160000 sec): 3 clusters Score: Raw -641400.961381 + Penalty 4177.531656 = -637223.429725 nChanged 26 SP:Iteration 25Q (13515.360000 sec): 3 clusters Score: Raw -641420.945506 + Penalty 4177.531656 = -637243.413850 nChanged 21 SP:Iteration 26Q (13515.540000 sec): 3 clusters Score: Raw -641436.532989 + Penalty 4177.531656 = -637259.001333 nChanged 21 SP:Iteration 27Q (13515.720000 sec): 3 clusters Score: Raw -641452.393448 + Penalty 4177.531656 = -637274.861792 nChanged 21 SP:Iteration 28Q (13515.900000 sec): 3 clusters Score: Raw -641467.162647 + Penalty 4177.531656 = -637289.630991 nChanged 24 SP:Iteration 29Q (13516.080000 sec): 3 clusters Score: Raw -641480.582197 + Penalty 4177.531656 = -637303.050541 nChanged 12 SP:Iteration 30Q (13516.260000 sec): 3 clusters Score: Raw -641488.073792 + Penalty 4177.531656 = -637310.542136 nChanged 13 SP:Iteration 31Q (13516.490000 sec): 3 clusters Score: Raw -641495.093126 + Penalty 4177.531656 = -637317.561470 nChanged 11 SP:Iteration 32Q (13516.700000 sec): 3 clusters Score: Raw -641503.070340 + Penalty 4177.531656 = -637325.538684 nChanged 11 SP:Iteration 33Q (13516.890000 sec): 3 clusters Score: Raw -641509.220282 + Penalty 4177.531656 = -637331.688626 nChanged 6 SP:Iteration 34Q (13517.080000 sec): 3 clusters Score: Raw -641514.892534 + Penalty 4177.531656 = -637337.360878 nChanged 6 SP:Iteration 35Q (13517.280000 sec): 3 clusters Score: Raw -641518.495528 + Penalty 4177.531656 = -637340.963872 nChanged 7 SP:Iteration 36Q (13517.460000 sec): 3 clusters Score: Raw -641521.389270 + Penalty 4177.531656 = -637343.857614 nChanged 4 SP:Iteration 37Q (13517.680000 sec): 3 clusters Score: Raw -641523.961431 + Penalty 4177.531656 = -637346.429775 nChanged 8 SP:Iteration 38Q (13517.900000 sec): 3 clusters Score: Raw -641527.629166 + Penalty 4177.531656 = -637350.097509 nChanged 7 SP:Iteration 39Q (13518.150000 sec): 3 clusters Score: Raw -641532.410927 + Penalty 4177.531656 = -637354.879271 nChanged 4 SP:Iteration 40F (13518.350000 sec): 3 clusters Score: Raw -641534.570125 + Penalty 4177.531656 = -637357.038469 nChanged 5 SP:Iteration 41Q (13518.560000 sec): 3 clusters Score: Raw -641537.676458 + Penalty 4177.531656 = -637360.144802 nChanged 5 SP:Iteration 42Q (13518.740000 sec): 3 clusters Score: Raw -641540.444686 + Penalty 4177.531656 = -637362.913030 nChanged 2 SP:Iteration 43Q (13518.930000 sec): 3 clusters Score: Raw -641541.152489 + Penalty 4177.531656 = -637363.620833 nChanged 0 SP:Iteration 44F (13519.100000 sec): 3 clusters Score: Raw -641541.152489 + Penalty 4177.531656 = -637363.620833 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 26 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13519.190000 sec): 2 clusters Score: Raw -66801.632665 + Penalty 1555.205131 = -65246.427534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13519.380000 sec): 3 clusters Score: Raw -66996.514352 + Penalty 3110.410262 = -63886.104090 nChanged 123 SP:Iteration 1F (13519.560000 sec): 3 clusters Score: Raw -67432.299325 + Penalty 3110.410262 = -64321.889063 nChanged 40 SP:Iteration 2F (13519.750000 sec): 3 clusters Score: Raw -67522.909080 + Penalty 3110.410262 = -64412.498818 nChanged 19 SP:Iteration 3Q (13519.880000 sec): 3 clusters Score: Raw -67573.283345 + Penalty 3110.410262 = -64462.873083 nChanged 20 SP:Iteration 4Q (13520.000000 sec): 3 clusters Score: Raw -67631.951793 + Penalty 3110.410262 = -64521.541531 nChanged 11 SP:Iteration 5Q (13520.130000 sec): 3 clusters Score: Raw -67668.091303 + Penalty 3110.410262 = -64557.681041 nChanged 10 SP:Iteration 6Q (13520.330000 sec): 3 clusters Score: Raw -67700.960490 + Penalty 3110.410262 = -64590.550227 nChanged 5 SP:Iteration 7Q (13520.500000 sec): 3 clusters Score: Raw -67724.975406 + Penalty 3110.410262 = -64614.565144 nChanged 6 SP:Iteration 8Q (13520.730000 sec): 3 clusters Score: Raw -67752.988576 + Penalty 3110.410262 = -64642.578314 nChanged 0 SP:Iteration 9F (13520.910000 sec): 3 clusters Score: Raw -67752.988576 + Penalty 3110.410262 = -64642.578314 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 27 (8855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13521.100000 sec): 2 clusters Score: Raw -1207284.141225 + Penalty 2254.006912 = -1205030.134313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13521.320000 sec): 3 clusters Score: Raw -1202536.445822 + Penalty 4508.013825 = -1198028.431997 nChanged 3671 SP:Iteration 1F (13521.520000 sec): 3 clusters Score: Raw -1204675.945082 + Penalty 4508.013825 = -1200167.931257 nChanged 688 SP:Iteration 2F (13521.780000 sec): 3 clusters Score: Raw -1205096.971266 + Penalty 4508.013825 = -1200588.957441 nChanged 550 SP:Iteration 3F (13521.990000 sec): 3 clusters Score: Raw -1205439.429102 + Penalty 4508.013825 = -1200931.415277 nChanged 471 SP:Iteration 4F (13522.250000 sec): 3 clusters Score: Raw -1205760.965278 + Penalty 4508.013825 = -1201252.951453 nChanged 459 SP:Iteration 5F (13522.440000 sec): 3 clusters Score: Raw -1206113.737468 + Penalty 4508.013825 = -1201605.723643 nChanged 491 SP:Iteration 6F (13522.680000 sec): 3 clusters Score: Raw -1206537.911321 + Penalty 4508.013825 = -1202029.897496 nChanged 498 SP:Iteration 7F (13522.870000 sec): 3 clusters Score: Raw -1206997.771178 + Penalty 4508.013825 = -1202489.757353 nChanged 474 SP:Iteration 8F (13523.090000 sec): 3 clusters Score: Raw -1207427.235347 + Penalty 4508.013825 = -1202919.221522 nChanged 407 SP:Iteration 9Q (13523.350000 sec): 3 clusters Score: Raw -1207778.803796 + Penalty 4508.013825 = -1203270.789971 nChanged 366 SP:Iteration 10Q (13523.550000 sec): 3 clusters Score: Raw -1208094.620457 + Penalty 4508.013825 = -1203586.606632 nChanged 297 SP:Iteration 11Q (13523.760000 sec): 3 clusters Score: Raw -1208398.523973 + Penalty 4508.013825 = -1203890.510148 nChanged 244 SP:Iteration 12Q (13524.020000 sec): 3 clusters Score: Raw -1208676.807790 + Penalty 4508.013825 = -1204168.793965 nChanged 185 SP:Iteration 13Q (13524.210000 sec): 3 clusters Score: Raw -1208861.760945 + Penalty 4508.013825 = -1204353.747120 nChanged 130 SP:Iteration 14Q (13524.450000 sec): 3 clusters Score: Raw -1208968.340382 + Penalty 4508.013825 = -1204460.326557 nChanged 88 SP:Iteration 15Q (13524.730000 sec): 3 clusters Score: Raw -1209020.048759 + Penalty 4508.013825 = -1204512.034934 nChanged 63 SP:Iteration 16Q (13524.940000 sec): 3 clusters Score: Raw -1209050.146114 + Penalty 4508.013825 = -1204542.132289 nChanged 51 SP:Iteration 17Q (13525.130000 sec): 3 clusters Score: Raw -1209072.543814 + Penalty 4508.013825 = -1204564.529989 nChanged 46 SP:Iteration 18Q (13525.360000 sec): 3 clusters Score: Raw -1209093.273036 + Penalty 4508.013825 = -1204585.259211 nChanged 45 SP:Iteration 19Q (13525.590000 sec): 3 clusters Score: Raw -1209114.965254 + Penalty 4508.013825 = -1204606.951429 nChanged 42 SP:Iteration 20F (13525.800000 sec): 3 clusters Score: Raw -1209141.798298 + Penalty 4508.013825 = -1204633.784473 nChanged 48 SP:Iteration 21Q (13525.970000 sec): 3 clusters Score: Raw -1209169.247757 + Penalty 4508.013825 = -1204661.233932 nChanged 43 SP:Iteration 22Q (13526.190000 sec): 3 clusters Score: Raw -1209195.046782 + Penalty 4508.013825 = -1204687.032957 nChanged 39 SP:Iteration 23Q (13526.400000 sec): 3 clusters Score: Raw -1209219.969624 + Penalty 4508.013825 = -1204711.955799 nChanged 40 SP:Iteration 24Q (13526.600000 sec): 3 clusters Score: Raw -1209242.751567 + Penalty 4508.013825 = -1204734.737742 nChanged 41 SP:Iteration 25Q (13526.820000 sec): 3 clusters Score: Raw -1209263.088378 + Penalty 4508.013825 = -1204755.074553 nChanged 29 SP:Iteration 26Q (13527.040000 sec): 3 clusters Score: Raw -1209277.554415 + Penalty 4508.013825 = -1204769.540590 nChanged 32 SP:Iteration 27Q (13527.290000 sec): 3 clusters Score: Raw -1209292.902483 + Penalty 4508.013825 = -1204784.888658 nChanged 27 SP:Iteration 28Q (13527.480000 sec): 3 clusters Score: Raw -1209306.473338 + Penalty 4508.013825 = -1204798.459513 nChanged 31 SP:Iteration 29Q (13527.700000 sec): 3 clusters Score: Raw -1209319.514242 + Penalty 4508.013825 = -1204811.500417 nChanged 24 SP:Iteration 30Q (13527.920000 sec): 3 clusters Score: Raw -1209328.731526 + Penalty 4508.013825 = -1204820.717701 nChanged 19 SP:Iteration 31Q (13528.140000 sec): 3 clusters Score: Raw -1209336.587025 + Penalty 4508.013825 = -1204828.573200 nChanged 20 SP:Iteration 32Q (13528.380000 sec): 3 clusters Score: Raw -1209344.244864 + Penalty 4508.013825 = -1204836.231039 nChanged 21 SP:Iteration 33Q (13528.600000 sec): 3 clusters Score: Raw -1209351.942364 + Penalty 4508.013825 = -1204843.928539 nChanged 17 SP:Iteration 34Q (13528.820000 sec): 3 clusters Score: Raw -1209356.158799 + Penalty 4508.013825 = -1204848.144974 nChanged 3 SP:Iteration 35Q (13529.040000 sec): 3 clusters Score: Raw -1209357.168614 + Penalty 4508.013825 = -1204849.154789 nChanged 4 SP:Iteration 36Q (13529.320000 sec): 3 clusters Score: Raw -1209358.553909 + Penalty 4508.013825 = -1204850.540084 nChanged 3 SP:Iteration 37Q (13529.500000 sec): 3 clusters Score: Raw -1209359.767471 + Penalty 4508.013825 = -1204851.753646 nChanged 7 SP:Iteration 38Q (13529.750000 sec): 3 clusters Score: Raw -1209361.848104 + Penalty 4508.013825 = -1204853.834279 nChanged 1 SP:Iteration 39Q (13529.960000 sec): 3 clusters Score: Raw -1209362.477667 + Penalty 4508.013825 = -1204854.463842 nChanged 1 SP:Iteration 40F (13530.190000 sec): 3 clusters Score: Raw -1209363.194894 + Penalty 4508.013825 = -1204855.181069 nChanged 3 SP:Iteration 41Q (13530.380000 sec): 3 clusters Score: Raw -1209364.229115 + Penalty 4508.013825 = -1204856.215290 nChanged 4 SP:Iteration 42Q (13530.590000 sec): 3 clusters Score: Raw -1209365.324871 + Penalty 4508.013825 = -1204857.311046 nChanged 1 SP:Iteration 43Q (13530.830000 sec): 3 clusters Score: Raw -1209365.459827 + Penalty 4508.013825 = -1204857.446002 nChanged 0 SP:Iteration 44F (13531.080000 sec): 3 clusters Score: Raw -1209365.459827 + Penalty 4508.013825 = -1204857.446002 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 28 (1824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13531.220000 sec): 2 clusters Score: Raw -259067.555942 + Penalty 1862.179218 = -257205.376724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13531.400000 sec): 3 clusters Score: Raw -258383.487671 + Penalty 3724.358437 = -254659.129234 nChanged 564 SP:Iteration 1F (13531.580000 sec): 3 clusters Score: Raw -258811.870535 + Penalty 3724.358437 = -255087.512098 nChanged 148 SP:Iteration 2F (13531.760000 sec): 3 clusters Score: Raw -258971.384444 + Penalty 3724.358437 = -255247.026007 nChanged 96 SP:Iteration 3F (13531.980000 sec): 3 clusters Score: Raw -259060.058186 + Penalty 3724.358437 = -255335.699749 nChanged 55 SP:Iteration 4Q (13532.180000 sec): 3 clusters Score: Raw -259119.906760 + Penalty 3724.358437 = -255395.548323 nChanged 54 SP:Iteration 5Q (13532.340000 sec): 3 clusters Score: Raw -259170.154347 + Penalty 3724.358437 = -255445.795910 nChanged 33 SP:Iteration 6Q (13532.510000 sec): 3 clusters Score: Raw -259197.051678 + Penalty 3724.358437 = -255472.693241 nChanged 24 SP:Iteration 7Q (13532.700000 sec): 3 clusters Score: Raw -259216.687795 + Penalty 3724.358437 = -255492.329358 nChanged 18 SP:Iteration 8Q (13532.880000 sec): 3 clusters Score: Raw -259230.615192 + Penalty 3724.358437 = -255506.256755 nChanged 23 SP:Iteration 9Q (13533.040000 sec): 3 clusters Score: Raw -259247.171515 + Penalty 3724.358437 = -255522.813078 nChanged 24 SP:Iteration 10Q (13533.220000 sec): 3 clusters Score: Raw -259269.509974 + Penalty 3724.358437 = -255545.151537 nChanged 26 SP:Iteration 11Q (13533.420000 sec): 3 clusters Score: Raw -259297.234110 + Penalty 3724.358437 = -255572.875673 nChanged 21 SP:Iteration 12Q (13533.580000 sec): 3 clusters Score: Raw -259312.081566 + Penalty 3724.358437 = -255587.723129 nChanged 17 SP:Iteration 13Q (13533.780000 sec): 3 clusters Score: Raw -259326.593883 + Penalty 3724.358437 = -255602.235447 nChanged 21 SP:Iteration 14Q (13533.970000 sec): 3 clusters Score: Raw -259346.494554 + Penalty 3724.358437 = -255622.136118 nChanged 12 SP:Iteration 15Q (13534.120000 sec): 3 clusters Score: Raw -259355.270096 + Penalty 3724.358437 = -255630.911659 nChanged 9 SP:Iteration 16Q (13534.310000 sec): 3 clusters Score: Raw -259361.437653 + Penalty 3724.358437 = -255637.079217 nChanged 9 SP:Iteration 17Q (13534.500000 sec): 3 clusters Score: Raw -259368.236302 + Penalty 3724.358437 = -255643.877865 nChanged 3 SP:Iteration 18Q (13534.660000 sec): 3 clusters Score: Raw -259370.631526 + Penalty 3724.358437 = -255646.273089 nChanged 3 SP:Iteration 19Q (13534.820000 sec): 3 clusters Score: Raw -259371.783479 + Penalty 3724.358437 = -255647.425043 nChanged 2 SP:Iteration 20F (13534.980000 sec): 3 clusters Score: Raw -259373.399527 + Penalty 3724.358437 = -255649.041090 nChanged 2 SP:Iteration 21Q (13535.180000 sec): 3 clusters Score: Raw -259374.688816 + Penalty 3724.358437 = -255650.330379 nChanged 1 SP:Iteration 22Q (13535.330000 sec): 3 clusters Score: Raw -259376.142187 + Penalty 3724.358437 = -255651.783750 nChanged 1 SP:Iteration 23Q (13535.520000 sec): 3 clusters Score: Raw -259376.610081 + Penalty 3724.358437 = -255652.251645 nChanged 2 SP:Iteration 24Q (13535.660000 sec): 3 clusters Score: Raw -259378.417521 + Penalty 3724.358437 = -255654.059084 nChanged 2 SP:Iteration 25Q (13535.800000 sec): 3 clusters Score: Raw -259381.118770 + Penalty 3724.358437 = -255656.760334 nChanged 6 SP:Iteration 26Q (13535.940000 sec): 3 clusters Score: Raw -259384.404446 + Penalty 3724.358437 = -255660.046010 nChanged 4 SP:Iteration 27Q (13536.080000 sec): 3 clusters Score: Raw -259388.169106 + Penalty 3724.358437 = -255663.810669 nChanged 4 SP:Iteration 28Q (13536.270000 sec): 3 clusters Score: Raw -259391.756902 + Penalty 3724.358437 = -255667.398466 nChanged 1 SP:Iteration 29Q (13536.460000 sec): 3 clusters Score: Raw -259392.525927 + Penalty 3724.358437 = -255668.167490 nChanged 1 SP:Iteration 30Q (13536.650000 sec): 3 clusters Score: Raw -259393.906756 + Penalty 3724.358437 = -255669.548319 nChanged 1 SP:Iteration 31Q (13536.840000 sec): 3 clusters Score: Raw -259394.838822 + Penalty 3724.358437 = -255670.480386 nChanged 2 SP:Iteration 32Q (13537.020000 sec): 3 clusters Score: Raw -259397.466946 + Penalty 3724.358437 = -255673.108509 nChanged 2 SP:Iteration 33Q (13537.200000 sec): 3 clusters Score: Raw -259398.571057 + Penalty 3724.358437 = -255674.212620 nChanged 1 SP:Iteration 34Q (13537.360000 sec): 3 clusters Score: Raw -259399.035102 + Penalty 3724.358437 = -255674.676666 nChanged 0 SP:Iteration 35F (13537.540000 sec): 3 clusters Score: Raw -259399.035102 + Penalty 3724.358437 = -255674.676666 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 29 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13537.650000 sec): 2 clusters Score: Raw -118349.462669 + Penalty 1676.870047 = -116672.592622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13537.800000 sec): 3 clusters Score: Raw -118171.440598 + Penalty 3353.740093 = -114817.700505 nChanged 221 SP:Iteration 1F (13537.980000 sec): 3 clusters Score: Raw -118458.225489 + Penalty 3353.740093 = -115104.485396 nChanged 55 SP:Iteration 2F (13538.100000 sec): 3 clusters Score: Raw -118530.589556 + Penalty 3353.740093 = -115176.849462 nChanged 13 SP:Iteration 3Q (13538.280000 sec): 3 clusters Score: Raw -118550.379865 + Penalty 3353.740093 = -115196.639772 nChanged 4 SP:Iteration 4Q (13538.440000 sec): 3 clusters Score: Raw -118557.691395 + Penalty 3353.740093 = -115203.951302 nChanged 8 SP:Iteration 5Q (13538.610000 sec): 3 clusters Score: Raw -118571.378031 + Penalty 3353.740093 = -115217.637937 nChanged 8 SP:Iteration 6Q (13538.790000 sec): 3 clusters Score: Raw -118583.290847 + Penalty 3353.740093 = -115229.550753 nChanged 9 SP:Iteration 7Q (13538.980000 sec): 3 clusters Score: Raw -118593.215335 + Penalty 3353.740093 = -115239.475241 nChanged 5 SP:Iteration 8Q (13539.170000 sec): 3 clusters Score: Raw -118602.902561 + Penalty 3353.740093 = -115249.162468 nChanged 7 SP:Iteration 9Q (13539.380000 sec): 3 clusters Score: Raw -118615.410836 + Penalty 3353.740093 = -115261.670743 nChanged 10 SP:Iteration 10Q (13539.530000 sec): 3 clusters Score: Raw -118634.245448 + Penalty 3353.740093 = -115280.505354 nChanged 5 SP:Iteration 11Q (13539.710000 sec): 3 clusters Score: Raw -118639.132572 + Penalty 3353.740093 = -115285.392479 nChanged 5 SP:Iteration 12Q (13539.870000 sec): 3 clusters Score: Raw -118646.915839 + Penalty 3353.740093 = -115293.175745 nChanged 7 SP:Iteration 13Q (13540.030000 sec): 3 clusters Score: Raw -118655.472873 + Penalty 3353.740093 = -115301.732780 nChanged 4 SP:Iteration 14Q (13540.240000 sec): 3 clusters Score: Raw -118660.811542 + Penalty 3353.740093 = -115307.071449 nChanged 1 SP:Iteration 15Q (13540.400000 sec): 3 clusters Score: Raw -118661.124700 + Penalty 3353.740093 = -115307.384606 nChanged 1 SP:Iteration 16Q (13540.590000 sec): 3 clusters Score: Raw -118662.096668 + Penalty 3353.740093 = -115308.356575 nChanged 1 SP:Iteration 17Q (13540.750000 sec): 3 clusters Score: Raw -118662.798251 + Penalty 3353.740093 = -115309.058158 nChanged 0 SP:Iteration 18F (13540.930000 sec): 3 clusters Score: Raw -118662.798251 + Penalty 3353.740093 = -115309.058158 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 30 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13541.030000 sec): 2 clusters Score: Raw -9883.809898 + Penalty 1095.872471 = -8787.937427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13541.170000 sec): 3 clusters Score: Raw -10394.225747 + Penalty 2191.744941 = -8202.480806 nChanged 1 SP:Iteration 1Q (13541.340000 sec): 3 clusters Score: Raw -10400.563642 + Penalty 2191.744941 = -8208.818701 nChanged 0 SP:Iteration 2F (13541.490000 sec): 3 clusters Score: Raw -10400.563642 + Penalty 2191.744941 = -8208.818701 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 31 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13541.580000 sec): 2 clusters Score: Raw -16570.724230 + Penalty 1225.527321 = -15345.196910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13541.730000 sec): 3 clusters Score: Raw -16855.995859 + Penalty 2451.054642 = -14404.941218 nChanged 9 SP:Iteration 1F (13541.920000 sec): 3 clusters Score: Raw -16980.832643 + Penalty 2451.054642 = -14529.778002 nChanged 1 SP:Iteration 2Q (13542.110000 sec): 3 clusters Score: Raw -16988.132872 + Penalty 2451.054642 = -14537.078230 nChanged 1 SP:Iteration 3Q (13542.280000 sec): 3 clusters Score: Raw -16995.103082 + Penalty 2451.054642 = -14544.048441 nChanged 0 SP:Iteration 4F (13542.470000 sec): 3 clusters Score: Raw -16995.103082 + Penalty 2451.054642 = -14544.048441 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 32 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13542.580000 sec): 2 clusters Score: Raw -25196.950400 + Penalty 1328.433396 = -23868.517004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13542.710000 sec): 3 clusters Score: Raw -25630.395280 + Penalty 2656.866792 = -22973.528487 nChanged 30 SP:Iteration 1F (13542.920000 sec): 3 clusters Score: Raw -25769.064903 + Penalty 2656.866792 = -23112.198111 nChanged 7 SP:Iteration 2Q (13543.120000 sec): 3 clusters Score: Raw -25804.957709 + Penalty 2656.866792 = -23148.090916 nChanged 2 SP:Iteration 3Q (13543.290000 sec): 3 clusters Score: Raw -25813.158733 + Penalty 2656.866792 = -23156.291941 nChanged 0 SP:Iteration 4F (13543.470000 sec): 3 clusters Score: Raw -25813.158733 + Penalty 2656.866792 = -23156.291941 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 33 (6174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13543.600000 sec): 2 clusters Score: Raw -883945.586486 + Penalty 2164.569347 = -881781.017140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13543.850000 sec): 3 clusters Score: Raw -880892.933054 + Penalty 4329.138694 = -876563.794360 nChanged 2395 SP:Iteration 1F (13544.050000 sec): 3 clusters Score: Raw -882141.407509 + Penalty 4329.138694 = -877812.268815 nChanged 386 SP:Iteration 2F (13544.300000 sec): 3 clusters Score: Raw -882340.771784 + Penalty 4329.138694 = -878011.633090 nChanged 289 SP:Iteration 3Q (13544.530000 sec): 3 clusters Score: Raw -882474.900747 + Penalty 4329.138694 = -878145.762054 nChanged 218 SP:Iteration 4Q (13544.740000 sec): 3 clusters Score: Raw -882569.501321 + Penalty 4329.138694 = -878240.362627 nChanged 173 SP:Iteration 5Q (13544.960000 sec): 3 clusters Score: Raw -882643.746154 + Penalty 4329.138694 = -878314.607461 nChanged 158 SP:Iteration 6Q (13545.180000 sec): 3 clusters Score: Raw -882706.607712 + Penalty 4329.138694 = -878377.469018 nChanged 135 SP:Iteration 7Q (13545.420000 sec): 3 clusters Score: Raw -882763.757638 + Penalty 4329.138694 = -878434.618944 nChanged 90 SP:Iteration 8Q (13545.650000 sec): 3 clusters Score: Raw -882796.573714 + Penalty 4329.138694 = -878467.435020 nChanged 90 SP:Iteration 9Q (13545.870000 sec): 3 clusters Score: Raw -882828.782341 + Penalty 4329.138694 = -878499.643648 nChanged 79 SP:Iteration 10Q (13546.060000 sec): 3 clusters Score: Raw -882854.456982 + Penalty 4329.138694 = -878525.318288 nChanged 81 SP:Iteration 11Q (13546.230000 sec): 3 clusters Score: Raw -882879.108657 + Penalty 4329.138694 = -878549.969964 nChanged 67 SP:Iteration 12Q (13546.410000 sec): 3 clusters Score: Raw -882899.535280 + Penalty 4329.138694 = -878570.396586 nChanged 51 SP:Iteration 13Q (13546.630000 sec): 3 clusters Score: Raw -882915.572719 + Penalty 4329.138694 = -878586.434025 nChanged 41 SP:Iteration 14Q (13546.840000 sec): 3 clusters Score: Raw -882929.138618 + Penalty 4329.138694 = -878599.999924 nChanged 41 SP:Iteration 15Q (13547.030000 sec): 3 clusters Score: Raw -882940.126546 + Penalty 4329.138694 = -878610.987852 nChanged 35 SP:Iteration 16Q (13547.270000 sec): 3 clusters Score: Raw -882949.023114 + Penalty 4329.138694 = -878619.884421 nChanged 36 SP:Iteration 17Q (13547.480000 sec): 3 clusters Score: Raw -882957.455587 + Penalty 4329.138694 = -878628.316893 nChanged 31 SP:Iteration 18Q (13547.700000 sec): 3 clusters Score: Raw -882964.447311 + Penalty 4329.138694 = -878635.308617 nChanged 25 SP:Iteration 19Q (13547.910000 sec): 3 clusters Score: Raw -882971.545142 + Penalty 4329.138694 = -878642.406449 nChanged 36 SP:Iteration 20F (13548.120000 sec): 3 clusters Score: Raw -882983.524497 + Penalty 4329.138694 = -878654.385803 nChanged 46 SP:Iteration 21Q (13548.330000 sec): 3 clusters Score: Raw -882998.624811 + Penalty 4329.138694 = -878669.486117 nChanged 57 SP:Iteration 22Q (13548.530000 sec): 3 clusters Score: Raw -883019.622830 + Penalty 4329.138694 = -878690.484136 nChanged 63 SP:Iteration 23Q (13548.750000 sec): 3 clusters Score: Raw -883039.491803 + Penalty 4329.138694 = -878710.353109 nChanged 72 SP:Iteration 24Q (13548.970000 sec): 3 clusters Score: Raw -883066.401660 + Penalty 4329.138694 = -878737.262966 nChanged 76 SP:Iteration 25Q (13549.160000 sec): 3 clusters Score: Raw -883098.498464 + Penalty 4329.138694 = -878769.359770 nChanged 75 SP:Iteration 26Q (13549.380000 sec): 3 clusters Score: Raw -883124.607418 + Penalty 4329.138694 = -878795.468724 nChanged 61 SP:Iteration 27Q (13549.590000 sec): 3 clusters Score: Raw -883148.870817 + Penalty 4329.138694 = -878819.732124 nChanged 61 SP:Iteration 28Q (13549.780000 sec): 3 clusters Score: Raw -883178.271481 + Penalty 4329.138694 = -878849.132788 nChanged 74 SP:Iteration 29Q (13549.990000 sec): 3 clusters Score: Raw -883217.190105 + Penalty 4329.138694 = -878888.051412 nChanged 78 SP:Iteration 30Q (13550.130000 sec): 3 clusters Score: Raw -883254.020115 + Penalty 4329.138694 = -878924.881421 nChanged 89 SP:Iteration 31Q (13550.320000 sec): 3 clusters Score: Raw -883291.248044 + Penalty 4329.138694 = -878962.109350 nChanged 86 SP:Iteration 32Q (13550.570000 sec): 3 clusters Score: Raw -883327.549304 + Penalty 4329.138694 = -878998.410610 nChanged 76 SP:Iteration 33Q (13550.760000 sec): 3 clusters Score: Raw -883356.535427 + Penalty 4329.138694 = -879027.396733 nChanged 72 SP:Iteration 34Q (13550.970000 sec): 3 clusters Score: Raw -883387.951771 + Penalty 4329.138694 = -879058.813077 nChanged 60 SP:Iteration 35Q (13551.220000 sec): 3 clusters Score: Raw -883420.541056 + Penalty 4329.138694 = -879091.402362 nChanged 72 SP:Iteration 36Q (13551.440000 sec): 3 clusters Score: Raw -883462.963939 + Penalty 4329.138694 = -879133.825245 nChanged 90 SP:Iteration 37Q (13551.660000 sec): 3 clusters Score: Raw -883517.985325 + Penalty 4329.138694 = -879188.846632 nChanged 103 SP:Iteration 38Q (13551.890000 sec): 3 clusters Score: Raw -883582.505390 + Penalty 4329.138694 = -879253.366696 nChanged 86 SP:Iteration 39Q (13552.090000 sec): 3 clusters Score: Raw -883641.374215 + Penalty 4329.138694 = -879312.235521 nChanged 98 SP:Iteration 40F (13552.330000 sec): 3 clusters Score: Raw -883698.127148 + Penalty 4329.138694 = -879368.988454 nChanged 86 SP:Iteration 41Q (13552.510000 sec): 3 clusters Score: Raw -883750.714921 + Penalty 4329.138694 = -879421.576227 nChanged 87 SP:Iteration 42Q (13552.720000 sec): 3 clusters Score: Raw -883811.426134 + Penalty 4329.138694 = -879482.287441 nChanged 76 SP:Iteration 43Q (13552.970000 sec): 3 clusters Score: Raw -883874.704765 + Penalty 4329.138694 = -879545.566071 nChanged 65 SP:Iteration 44Q (13553.120000 sec): 3 clusters Score: Raw -883929.791086 + Penalty 4329.138694 = -879600.652392 nChanged 54 SP:Iteration 45Q (13553.330000 sec): 3 clusters Score: Raw -883972.596539 + Penalty 4329.138694 = -879643.457845 nChanged 51 SP:Iteration 46Q (13553.560000 sec): 3 clusters Score: Raw -884010.488031 + Penalty 4329.138694 = -879681.349338 nChanged 31 SP:Iteration 47Q (13553.730000 sec): 3 clusters Score: Raw -884033.795603 + Penalty 4329.138694 = -879704.656910 nChanged 26 SP:Iteration 48Q (13553.950000 sec): 3 clusters Score: Raw -884056.424141 + Penalty 4329.138694 = -879727.285447 nChanged 29 SP:Iteration 49Q (13554.230000 sec): 3 clusters Score: Raw -884081.130970 + Penalty 4329.138694 = -879751.992277 nChanged 28 SP:Iteration 50Q (13554.450000 sec): 3 clusters Score: Raw -884103.374608 + Penalty 4329.138694 = -879774.235914 nChanged 16 SP:Iteration 51Q (13554.650000 sec): 3 clusters Score: Raw -884116.452430 + Penalty 4329.138694 = -879787.313737 nChanged 13 SP:Iteration 52Q (13554.910000 sec): 3 clusters Score: Raw -884130.420085 + Penalty 4329.138694 = -879801.281391 nChanged 13 SP:Iteration 53Q (13555.160000 sec): 3 clusters Score: Raw -884140.789285 + Penalty 4329.138694 = -879811.650591 nChanged 6 SP:Iteration 54Q (13555.370000 sec): 3 clusters Score: Raw -884145.452789 + Penalty 4329.138694 = -879816.314095 nChanged 4 SP:Iteration 55Q (13555.570000 sec): 3 clusters Score: Raw -884148.381757 + Penalty 4329.138694 = -879819.243063 nChanged 3 SP:Iteration 56Q (13555.760000 sec): 3 clusters Score: Raw -884150.484671 + Penalty 4329.138694 = -879821.345977 nChanged 1 SP:Iteration 57Q (13555.970000 sec): 3 clusters Score: Raw -884150.771053 + Penalty 4329.138694 = -879821.632359 nChanged 1 SP:Iteration 58Q (13556.180000 sec): 3 clusters Score: Raw -884151.458122 + Penalty 4329.138694 = -879822.319429 nChanged 1 SP:Iteration 59Q (13556.350000 sec): 3 clusters Score: Raw -884152.935823 + Penalty 4329.138694 = -879823.797129 nChanged 2 SP:Iteration 60F (13556.560000 sec): 3 clusters Score: Raw -884154.638466 + Penalty 4329.138694 = -879825.499773 nChanged 2 SP:Iteration 61Q (13556.790000 sec): 3 clusters Score: Raw -884156.981040 + Penalty 4329.138694 = -879827.842346 nChanged 2 SP:Iteration 62Q (13556.970000 sec): 3 clusters Score: Raw -884158.716338 + Penalty 4329.138694 = -879829.577645 nChanged 5 SP:Iteration 63Q (13557.150000 sec): 3 clusters Score: Raw -884163.872221 + Penalty 4329.138694 = -879834.733527 nChanged 3 SP:Iteration 64Q (13557.370000 sec): 3 clusters Score: Raw -884166.375264 + Penalty 4329.138694 = -879837.236570 nChanged 3 SP:Iteration 65Q (13557.610000 sec): 3 clusters Score: Raw -884168.171483 + Penalty 4329.138694 = -879839.032789 nChanged 4 SP:Iteration 66Q (13557.830000 sec): 3 clusters Score: Raw -884171.482094 + Penalty 4329.138694 = -879842.343400 nChanged 4 SP:Iteration 67Q (13558.050000 sec): 3 clusters Score: Raw -884175.788182 + Penalty 4329.138694 = -879846.649488 nChanged 5 SP:Iteration 68Q (13558.270000 sec): 3 clusters Score: Raw -884180.412934 + Penalty 4329.138694 = -879851.274240 nChanged 6 SP:Iteration 69Q (13558.470000 sec): 3 clusters Score: Raw -884185.268663 + Penalty 4329.138694 = -879856.129969 nChanged 1 SP:Iteration 70Q (13558.650000 sec): 3 clusters Score: Raw -884185.709555 + Penalty 4329.138694 = -879856.570861 nChanged 0 SP:Iteration 71F (13558.860000 sec): 3 clusters Score: Raw -884185.709555 + Penalty 4329.138694 = -879856.570861 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 34 (50914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13559.200000 sec): 2 clusters Score: Raw -7457454.918670 + Penalty 2687.797517 = -7454767.121153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13559.690000 sec): 3 clusters Score: Raw -7425818.139219 + Penalty 5375.595034 = -7420442.544185 nChanged 23457 SP:Iteration 1F (13560.150000 sec): 3 clusters Score: Raw -7438874.952409 + Penalty 5375.595034 = -7433499.357375 nChanged 2053 SP:Iteration 2Q (13560.620000 sec): 3 clusters Score: Raw -7439455.588314 + Penalty 5375.595034 = -7434079.993280 nChanged 1948 SP:Iteration 3Q (13561.060000 sec): 3 clusters Score: Raw -7440011.927933 + Penalty 5375.595034 = -7434636.332899 nChanged 1898 SP:Iteration 4Q (13561.530000 sec): 3 clusters Score: Raw -7440562.268218 + Penalty 5375.595034 = -7435186.673184 nChanged 1810 SP:Iteration 5Q (13561.990000 sec): 3 clusters Score: Raw -7441153.580136 + Penalty 5375.595034 = -7435777.985102 nChanged 1970 SP:Iteration 6Q (13562.490000 sec): 3 clusters Score: Raw -7441868.364208 + Penalty 5375.595034 = -7436492.769174 nChanged 2162 SP:Iteration 7Q (13562.920000 sec): 3 clusters Score: Raw -7442818.480152 + Penalty 5375.595034 = -7437442.885118 nChanged 2493 SP:Iteration 8Q (13563.440000 sec): 3 clusters Score: Raw -7444028.581021 + Penalty 5375.595034 = -7438652.985987 nChanged 2708 SP:Iteration 9F (13563.910000 sec): 3 clusters Score: Raw -7445475.866239 + Penalty 5375.595034 = -7440100.271205 nChanged 2800 SP:Iteration 10F (13564.320000 sec): 3 clusters Score: Raw -7447059.375968 + Penalty 5375.595034 = -7441683.780934 nChanged 2697 SP:Iteration 11F (13564.830000 sec): 3 clusters Score: Raw -7448653.298241 + Penalty 5375.595034 = -7443277.703207 nChanged 2546 SP:Iteration 12F (13565.270000 sec): 3 clusters Score: Raw -7450217.294891 + Penalty 5375.595034 = -7444841.699857 nChanged 2344 SP:Iteration 13Q (13565.730000 sec): 3 clusters Score: Raw -7451701.603504 + Penalty 5375.595034 = -7446326.008469 nChanged 2057 SP:Iteration 14Q (13566.160000 sec): 3 clusters Score: Raw -7453039.346827 + Penalty 5375.595034 = -7447663.751793 nChanged 1759 SP:Iteration 15Q (13566.620000 sec): 3 clusters Score: Raw -7454221.598018 + Penalty 5375.595034 = -7448846.002984 nChanged 1449 SP:Iteration 16Q (13567.060000 sec): 3 clusters Score: Raw -7455263.104682 + Penalty 5375.595034 = -7449887.509647 nChanged 1121 SP:Iteration 17Q (13567.510000 sec): 3 clusters Score: Raw -7456082.676319 + Penalty 5375.595034 = -7450707.081285 nChanged 773 SP:Iteration 18Q (13567.960000 sec): 3 clusters Score: Raw -7456710.585690 + Penalty 5375.595034 = -7451334.990656 nChanged 528 SP:Iteration 19Q (13568.410000 sec): 3 clusters Score: Raw -7457120.730197 + Penalty 5375.595034 = -7451745.135162 nChanged 324 SP:Iteration 20F (13568.850000 sec): 3 clusters Score: Raw -7457364.965435 + Penalty 5375.595034 = -7451989.370401 nChanged 213 SP:Iteration 21Q (13569.360000 sec): 3 clusters Score: Raw -7457525.772892 + Penalty 5375.595034 = -7452150.177858 nChanged 151 SP:Iteration 22Q (13569.740000 sec): 3 clusters Score: Raw -7457634.171327 + Penalty 5375.595034 = -7452258.576293 nChanged 88 SP:Iteration 23Q (13570.170000 sec): 3 clusters Score: Raw -7457689.773328 + Penalty 5375.595034 = -7452314.178294 nChanged 75 SP:Iteration 24Q (13570.560000 sec): 3 clusters Score: Raw -7457737.863448 + Penalty 5375.595034 = -7452362.268414 nChanged 52 SP:Iteration 25Q (13571.030000 sec): 3 clusters Score: Raw -7457773.000576 + Penalty 5375.595034 = -7452397.405542 nChanged 27 SP:Iteration 26Q (13571.440000 sec): 3 clusters Score: Raw -7457793.298645 + Penalty 5375.595034 = -7452417.703610 nChanged 31 SP:Iteration 27Q (13571.880000 sec): 3 clusters Score: Raw -7457811.487101 + Penalty 5375.595034 = -7452435.892067 nChanged 24 SP:Iteration 28Q (13572.280000 sec): 3 clusters Score: Raw -7457828.104287 + Penalty 5375.595034 = -7452452.509253 nChanged 17 SP:Iteration 29Q (13572.680000 sec): 3 clusters Score: Raw -7457839.272308 + Penalty 5375.595034 = -7452463.677274 nChanged 13 SP:Iteration 30Q (13573.160000 sec): 3 clusters Score: Raw -7457846.444919 + Penalty 5375.595034 = -7452470.849885 nChanged 6 SP:Iteration 31Q (13573.550000 sec): 3 clusters Score: Raw -7457851.093474 + Penalty 5375.595034 = -7452475.498440 nChanged 8 SP:Iteration 32Q (13574.000000 sec): 3 clusters Score: Raw -7457857.586998 + Penalty 5375.595034 = -7452481.991964 nChanged 5 SP:Iteration 33Q (13574.440000 sec): 3 clusters Score: Raw -7457860.921876 + Penalty 5375.595034 = -7452485.326842 nChanged 7 SP:Iteration 34Q (13574.910000 sec): 3 clusters Score: Raw -7457865.327702 + Penalty 5375.595034 = -7452489.732668 nChanged 9 SP:Iteration 35Q (13575.300000 sec): 3 clusters Score: Raw -7457870.916584 + Penalty 5375.595034 = -7452495.321549 nChanged 9 SP:Iteration 36Q (13575.790000 sec): 3 clusters Score: Raw -7457875.830604 + Penalty 5375.595034 = -7452500.235570 nChanged 6 SP:Iteration 37Q (13576.220000 sec): 3 clusters Score: Raw -7457879.678002 + Penalty 5375.595034 = -7452504.082968 nChanged 8 SP:Iteration 38Q (13576.680000 sec): 3 clusters Score: Raw -7457887.070367 + Penalty 5375.595034 = -7452511.475333 nChanged 11 SP:Iteration 39Q (13577.150000 sec): 3 clusters Score: Raw -7457893.231098 + Penalty 5375.595034 = -7452517.636064 nChanged 4 SP:Iteration 40F (13577.630000 sec): 3 clusters Score: Raw -7457895.304203 + Penalty 5375.595034 = -7452519.709169 nChanged 2 SP:Iteration 41Q (13578.060000 sec): 3 clusters Score: Raw -7457896.397875 + Penalty 5375.595034 = -7452520.802841 nChanged 3 SP:Iteration 42Q (13578.520000 sec): 3 clusters Score: Raw -7457898.647309 + Penalty 5375.595034 = -7452523.052275 nChanged 2 SP:Iteration 43Q (13578.940000 sec): 3 clusters Score: Raw -7457899.465535 + Penalty 5375.595034 = -7452523.870500 nChanged 2 SP:Iteration 44Q (13579.370000 sec): 3 clusters Score: Raw -7457900.226309 + Penalty 5375.595034 = -7452524.631275 nChanged 1 SP:Iteration 45Q (13579.830000 sec): 3 clusters Score: Raw -7457900.422362 + Penalty 5375.595034 = -7452524.827327 nChanged 0 SP:Iteration 46F (13580.270000 sec): 3 clusters Score: Raw -7457900.422362 + Penalty 5375.595034 = -7452524.827327 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 35 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13580.390000 sec): 2 clusters Score: Raw -59167.500416 + Penalty 1498.572943 = -57668.927473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13580.580000 sec): 3 clusters Score: Raw -59184.632842 + Penalty 2997.145886 = -56187.486956 nChanged 62 SP:Iteration 1F (13580.710000 sec): 3 clusters Score: Raw -59314.877002 + Penalty 2997.145886 = -56317.731117 nChanged 11 SP:Iteration 2Q (13580.870000 sec): 3 clusters Score: Raw -59346.223163 + Penalty 2997.145886 = -56349.077277 nChanged 5 SP:Iteration 3Q (13581.030000 sec): 3 clusters Score: Raw -59368.053071 + Penalty 2997.145886 = -56370.907185 nChanged 6 SP:Iteration 4Q (13581.160000 sec): 3 clusters Score: Raw -59386.487847 + Penalty 2997.145886 = -56389.341961 nChanged 9 SP:Iteration 5Q (13581.310000 sec): 3 clusters Score: Raw -59416.071259 + Penalty 2997.145886 = -56418.925373 nChanged 3 SP:Iteration 6Q (13581.460000 sec): 3 clusters Score: Raw -59427.336874 + Penalty 2997.145886 = -56430.190989 nChanged 2 SP:Iteration 7Q (13581.650000 sec): 3 clusters Score: Raw -59435.820665 + Penalty 2997.145886 = -56438.674780 nChanged 3 SP:Iteration 8Q (13581.800000 sec): 3 clusters Score: Raw -59444.831844 + Penalty 2997.145886 = -56447.685958 nChanged 1 SP:Iteration 9Q (13581.960000 sec): 3 clusters Score: Raw -59447.289702 + Penalty 2997.145886 = -56450.143816 nChanged 1 SP:Iteration 10Q (13582.140000 sec): 3 clusters Score: Raw -59448.968226 + Penalty 2997.145886 = -56451.822340 nChanged 1 SP:Iteration 11Q (13582.290000 sec): 3 clusters Score: Raw -59451.656577 + Penalty 2997.145886 = -56454.510691 nChanged 0 SP:Iteration 12F (13582.440000 sec): 3 clusters Score: Raw -59451.656577 + Penalty 2997.145886 = -56454.510691 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 36 (127426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13583.160000 sec): 2 clusters Score: Raw -18761709.839991 + Penalty 2915.312189 = -18758794.527802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13584.000000 sec): 3 clusters Score: Raw -18679387.297518 + Penalty 5830.624377 = -18673556.673141 nChanged 60676 SP:Iteration 1F (13584.820000 sec): 3 clusters Score: Raw -18714560.760827 + Penalty 5830.624377 = -18708730.136450 nChanged 4036 SP:Iteration 2Q (13585.690000 sec): 3 clusters Score: Raw -18715581.045543 + Penalty 5830.624377 = -18709750.421166 nChanged 4301 SP:Iteration 3Q (13586.610000 sec): 3 clusters Score: Raw -18716923.568899 + Penalty 5830.624377 = -18711092.944522 nChanged 4728 SP:Iteration 4Q (13587.430000 sec): 3 clusters Score: Raw -18718823.443836 + Penalty 5830.624377 = -18712992.819459 nChanged 5487 SP:Iteration 5Q (13588.290000 sec): 3 clusters Score: Raw -18721247.718301 + Penalty 5830.624377 = -18715417.093924 nChanged 6006 SP:Iteration 6Q (13589.180000 sec): 3 clusters Score: Raw -18724063.031067 + Penalty 5830.624377 = -18718232.406690 nChanged 6343 SP:Iteration 7Q (13590.130000 sec): 3 clusters Score: Raw -18727119.764577 + Penalty 5830.624377 = -18721289.140200 nChanged 6391 SP:Iteration 8F (13590.940000 sec): 3 clusters Score: Raw -18730192.322830 + Penalty 5830.624377 = -18724361.698453 nChanged 6228 SP:Iteration 9Q (13591.770000 sec): 3 clusters Score: Raw -18733225.995055 + Penalty 5830.624377 = -18727395.370678 nChanged 6112 SP:Iteration 10Q (13592.650000 sec): 3 clusters Score: Raw -18736342.815437 + Penalty 5830.624377 = -18730512.191060 nChanged 5928 SP:Iteration 11Q (13593.490000 sec): 3 clusters Score: Raw -18739438.510453 + Penalty 5830.624377 = -18733607.886076 nChanged 5632 SP:Iteration 12Q (13594.410000 sec): 3 clusters Score: Raw -18742358.806713 + Penalty 5830.624377 = -18736528.182336 nChanged 4917 SP:Iteration 13Q (13595.320000 sec): 3 clusters Score: Raw -18744691.156330 + Penalty 5830.624377 = -18738860.531953 nChanged 3837 SP:Iteration 14Q (13596.250000 sec): 3 clusters Score: Raw -18746197.341581 + Penalty 5830.624377 = -18740366.717204 nChanged 2812 SP:Iteration 15Q (13597.200000 sec): 3 clusters Score: Raw -18747126.025106 + Penalty 5830.624377 = -18741295.400729 nChanged 2164 SP:Iteration 16Q (13598.150000 sec): 3 clusters Score: Raw -18747788.358982 + Penalty 5830.624377 = -18741957.734605 nChanged 1914 SP:Iteration 17Q (13599.170000 sec): 3 clusters Score: Raw -18748350.562296 + Penalty 5830.624377 = -18742519.937919 nChanged 1781 SP:Iteration 18Q (13600.120000 sec): 3 clusters Score: Raw -18748868.419855 + Penalty 5830.624377 = -18743037.795477 nChanged 1701 SP:Iteration 19Q (13601.000000 sec): 3 clusters Score: Raw -18749331.885348 + Penalty 5830.624377 = -18743501.260970 nChanged 1626 SP:Iteration 20F (13601.890000 sec): 3 clusters Score: Raw -18749769.557463 + Penalty 5830.624377 = -18743938.933086 nChanged 1586 SP:Iteration 21Q (13602.770000 sec): 3 clusters Score: Raw -18750184.559819 + Penalty 5830.624377 = -18744353.935442 nChanged 1522 SP:Iteration 22Q (13603.730000 sec): 3 clusters Score: Raw -18750572.235754 + Penalty 5830.624377 = -18744741.611376 nChanged 1415 SP:Iteration 23Q (13604.650000 sec): 3 clusters Score: Raw -18750901.596029 + Penalty 5830.624377 = -18745070.971652 nChanged 1338 SP:Iteration 24Q (13605.570000 sec): 3 clusters Score: Raw -18751198.366167 + Penalty 5830.624377 = -18745367.741789 nChanged 1310 SP:Iteration 25Q (13606.410000 sec): 3 clusters Score: Raw -18751479.483453 + Penalty 5830.624377 = -18745648.859076 nChanged 1311 SP:Iteration 26Q (13607.240000 sec): 3 clusters Score: Raw -18751738.718360 + Penalty 5830.624377 = -18745908.093983 nChanged 1221 SP:Iteration 27Q (13608.100000 sec): 3 clusters Score: Raw -18751961.707418 + Penalty 5830.624377 = -18746131.083041 nChanged 1138 SP:Iteration 28Q (13608.940000 sec): 3 clusters Score: Raw -18752155.533692 + Penalty 5830.624377 = -18746324.909315 nChanged 1139 SP:Iteration 29Q (13609.780000 sec): 3 clusters Score: Raw -18752339.693732 + Penalty 5830.624377 = -18746509.069355 nChanged 1116 SP:Iteration 30Q (13610.700000 sec): 3 clusters Score: Raw -18752517.959827 + Penalty 5830.624377 = -18746687.335450 nChanged 1091 SP:Iteration 31Q (13611.610000 sec): 3 clusters Score: Raw -18752678.870367 + Penalty 5830.624377 = -18746848.245990 nChanged 1041 SP:Iteration 32Q (13612.470000 sec): 3 clusters Score: Raw -18752828.029261 + Penalty 5830.624377 = -18746997.404884 nChanged 1045 SP:Iteration 33Q (13613.340000 sec): 3 clusters Score: Raw -18752974.913599 + Penalty 5830.624377 = -18747144.289222 nChanged 1006 SP:Iteration 34Q (13614.240000 sec): 3 clusters Score: Raw -18753115.894186 + Penalty 5830.624377 = -18747285.269809 nChanged 971 SP:Iteration 35Q (13615.110000 sec): 3 clusters Score: Raw -18753255.550036 + Penalty 5830.624377 = -18747424.925659 nChanged 986 SP:Iteration 36Q (13616.030000 sec): 3 clusters Score: Raw -18753400.074799 + Penalty 5830.624377 = -18747569.450421 nChanged 1009 SP:Iteration 37Q (13616.940000 sec): 3 clusters Score: Raw -18753547.120267 + Penalty 5830.624377 = -18747716.495890 nChanged 983 SP:Iteration 38Q (13617.850000 sec): 3 clusters Score: Raw -18753684.619080 + Penalty 5830.624377 = -18747853.994703 nChanged 920 SP:Iteration 39Q (13618.700000 sec): 3 clusters Score: Raw -18753810.858647 + Penalty 5830.624377 = -18747980.234270 nChanged 923 SP:Iteration 40F (13619.560000 sec): 3 clusters Score: Raw -18753934.489845 + Penalty 5830.624377 = -18748103.865468 nChanged 867 SP:Iteration 41Q (13620.470000 sec): 3 clusters Score: Raw -18754052.022821 + Penalty 5830.624377 = -18748221.398444 nChanged 916 SP:Iteration 42Q (13621.420000 sec): 3 clusters Score: Raw -18754179.785347 + Penalty 5830.624377 = -18748349.160970 nChanged 920 SP:Iteration 43Q (13622.480000 sec): 3 clusters Score: Raw -18754312.897516 + Penalty 5830.624377 = -18748482.273139 nChanged 883 SP:Iteration 44Q (13623.460000 sec): 3 clusters Score: Raw -18754438.112973 + Penalty 5830.624377 = -18748607.488596 nChanged 888 SP:Iteration 45Q (13624.380000 sec): 3 clusters Score: Raw -18754566.045904 + Penalty 5830.624377 = -18748735.421527 nChanged 910 SP:Iteration 46Q (13625.250000 sec): 3 clusters Score: Raw -18754703.894933 + Penalty 5830.624377 = -18748873.270556 nChanged 927 SP:Iteration 47Q (13626.130000 sec): 3 clusters Score: Raw -18754844.560362 + Penalty 5830.624377 = -18749013.935985 nChanged 909 SP:Iteration 48Q (13626.980000 sec): 3 clusters Score: Raw -18754982.351380 + Penalty 5830.624377 = -18749151.727003 nChanged 879 SP:Iteration 49Q (13627.880000 sec): 3 clusters Score: Raw -18755112.555548 + Penalty 5830.624377 = -18749281.931171 nChanged 872 SP:Iteration 50Q (13628.710000 sec): 3 clusters Score: Raw -18755248.713263 + Penalty 5830.624377 = -18749418.088886 nChanged 879 SP:Iteration 51Q (13629.610000 sec): 3 clusters Score: Raw -18755389.186211 + Penalty 5830.624377 = -18749558.561833 nChanged 905 SP:Iteration 52Q (13630.490000 sec): 3 clusters Score: Raw -18755537.398657 + Penalty 5830.624377 = -18749706.774279 nChanged 936 SP:Iteration 53Q (13631.410000 sec): 3 clusters Score: Raw -18755693.691112 + Penalty 5830.624377 = -18749863.066735 nChanged 893 SP:Iteration 54Q (13632.280000 sec): 3 clusters Score: Raw -18755839.020986 + Penalty 5830.624377 = -18750008.396609 nChanged 868 SP:Iteration 55Q (13633.180000 sec): 3 clusters Score: Raw -18755973.467830 + Penalty 5830.624377 = -18750142.843453 nChanged 785 SP:Iteration 56Q (13634.100000 sec): 3 clusters Score: Raw -18756092.496835 + Penalty 5830.624377 = -18750261.872458 nChanged 791 SP:Iteration 57Q (13634.970000 sec): 3 clusters Score: Raw -18756223.018929 + Penalty 5830.624377 = -18750392.394552 nChanged 844 SP:Iteration 58Q (13635.780000 sec): 3 clusters Score: Raw -18756371.130105 + Penalty 5830.624377 = -18750540.505727 nChanged 846 SP:Iteration 59Q (13636.710000 sec): 3 clusters Score: Raw -18756524.996016 + Penalty 5830.624377 = -18750694.371638 nChanged 908 SP:Iteration 60F (13637.670000 sec): 3 clusters Score: Raw -18756704.026901 + Penalty 5830.624377 = -18750873.402524 nChanged 938 SP:Iteration 61Q (13638.600000 sec): 3 clusters Score: Raw -18756893.640732 + Penalty 5830.624377 = -18751063.016355 nChanged 918 SP:Iteration 62Q (13639.470000 sec): 3 clusters Score: Raw -18757075.958014 + Penalty 5830.624377 = -18751245.333637 nChanged 925 SP:Iteration 63Q (13640.390000 sec): 3 clusters Score: Raw -18757270.763415 + Penalty 5830.624377 = -18751440.139038 nChanged 943 SP:Iteration 64Q (13641.250000 sec): 3 clusters Score: Raw -18757471.519733 + Penalty 5830.624377 = -18751640.895355 nChanged 925 SP:Iteration 65Q (13642.210000 sec): 3 clusters Score: Raw -18757678.313508 + Penalty 5830.624377 = -18751847.689131 nChanged 979 SP:Iteration 66Q (13643.020000 sec): 3 clusters Score: Raw -18757917.303522 + Penalty 5830.624377 = -18752086.679145 nChanged 967 SP:Iteration 67Q (13643.860000 sec): 3 clusters Score: Raw -18758149.576750 + Penalty 5830.624377 = -18752318.952372 nChanged 930 SP:Iteration 68Q (13644.650000 sec): 3 clusters Score: Raw -18758373.733921 + Penalty 5830.624377 = -18752543.109544 nChanged 909 SP:Iteration 69Q (13645.510000 sec): 3 clusters Score: Raw -18758606.650322 + Penalty 5830.624377 = -18752776.025945 nChanged 966 SP:Iteration 70Q (13646.290000 sec): 3 clusters Score: Raw -18758865.854345 + Penalty 5830.624377 = -18753035.229968 nChanged 911 SP:Iteration 71Q (13647.110000 sec): 3 clusters Score: Raw -18759117.841338 + Penalty 5830.624377 = -18753287.216960 nChanged 892 SP:Iteration 72Q (13647.930000 sec): 3 clusters Score: Raw -18759378.425675 + Penalty 5830.624377 = -18753547.801298 nChanged 846 SP:Iteration 73Q (13648.700000 sec): 3 clusters Score: Raw -18759612.994255 + Penalty 5830.624377 = -18753782.369877 nChanged 809 SP:Iteration 74Q (13649.550000 sec): 3 clusters Score: Raw -18759842.814585 + Penalty 5830.624377 = -18754012.190208 nChanged 772 SP:Iteration 75Q (13650.360000 sec): 3 clusters Score: Raw -18760062.581361 + Penalty 5830.624377 = -18754231.956984 nChanged 731 SP:Iteration 76Q (13651.140000 sec): 3 clusters Score: Raw -18760278.881278 + Penalty 5830.624377 = -18754448.256900 nChanged 680 SP:Iteration 77Q (13651.900000 sec): 3 clusters Score: Raw -18760474.435524 + Penalty 5830.624377 = -18754643.811146 nChanged 673 SP:Iteration 78Q (13652.640000 sec): 3 clusters Score: Raw -18760673.117441 + Penalty 5830.624377 = -18754842.493064 nChanged 623 SP:Iteration 79Q (13653.430000 sec): 3 clusters Score: Raw -18760871.715802 + Penalty 5830.624377 = -18755041.091425 nChanged 580 SP:Iteration 80F (13654.340000 sec): 3 clusters Score: Raw -18761056.192314 + Penalty 5830.624377 = -18755225.567937 nChanged 546 SP:Iteration 81Q (13655.170000 sec): 3 clusters Score: Raw -18761226.103805 + Penalty 5830.624377 = -18755395.479428 nChanged 491 SP:Iteration 82Q (13655.960000 sec): 3 clusters Score: Raw -18761378.635504 + Penalty 5830.624377 = -18755548.011127 nChanged 482 SP:Iteration 83Q (13656.700000 sec): 3 clusters Score: Raw -18761531.014652 + Penalty 5830.624377 = -18755700.390275 nChanged 410 SP:Iteration 84Q (13657.460000 sec): 3 clusters Score: Raw -18761651.184916 + Penalty 5830.624377 = -18755820.560538 nChanged 362 SP:Iteration 85Q (13658.210000 sec): 3 clusters Score: Raw -18761757.124954 + Penalty 5830.624377 = -18755926.500577 nChanged 293 SP:Iteration 86Q (13658.980000 sec): 3 clusters Score: Raw -18761838.970007 + Penalty 5830.624377 = -18756008.345629 nChanged 271 SP:Iteration 87Q (13659.790000 sec): 3 clusters Score: Raw -18761912.604124 + Penalty 5830.624377 = -18756081.979747 nChanged 266 SP:Iteration 88Q (13660.580000 sec): 3 clusters Score: Raw -18761986.417346 + Penalty 5830.624377 = -18756155.792969 nChanged 237 SP:Iteration 89Q (13661.330000 sec): 3 clusters Score: Raw -18762050.576575 + Penalty 5830.624377 = -18756219.952197 nChanged 223 SP:Iteration 90Q (13662.080000 sec): 3 clusters Score: Raw -18762112.113837 + Penalty 5830.624377 = -18756281.489460 nChanged 198 SP:Iteration 91Q (13662.900000 sec): 3 clusters Score: Raw -18762162.731925 + Penalty 5830.624377 = -18756332.107548 nChanged 164 SP:Iteration 92Q (13663.720000 sec): 3 clusters Score: Raw -18762205.030250 + Penalty 5830.624377 = -18756374.405873 nChanged 147 SP:Iteration 93Q (13664.600000 sec): 3 clusters Score: Raw -18762241.649569 + Penalty 5830.624377 = -18756411.025191 nChanged 120 SP:Iteration 94Q (13665.440000 sec): 3 clusters Score: Raw -18762271.500505 + Penalty 5830.624377 = -18756440.876128 nChanged 105 SP:Iteration 95Q (13666.230000 sec): 3 clusters Score: Raw -18762298.335695 + Penalty 5830.624377 = -18756467.711317 nChanged 93 SP:Iteration 96Q (13667.050000 sec): 3 clusters Score: Raw -18762323.693957 + Penalty 5830.624377 = -18756493.069580 nChanged 93 SP:Iteration 97Q (13667.820000 sec): 3 clusters Score: Raw -18762350.118286 + Penalty 5830.624377 = -18756519.493908 nChanged 92 SP:Iteration 98Q (13668.640000 sec): 3 clusters Score: Raw -18762374.234686 + Penalty 5830.624377 = -18756543.610308 nChanged 86 SP:Iteration 99Q (13669.420000 sec): 3 clusters Score: Raw -18762395.386244 + Penalty 5830.624377 = -18756564.761867 nChanged 76 SP:Iteration 100F (13670.230000 sec): 3 clusters Score: Raw -18762415.350823 + Penalty 5830.624377 = -18756584.726446 nChanged 71 SP:Iteration 101Q (13670.990000 sec): 3 clusters Score: Raw -18762432.719606 + Penalty 5830.624377 = -18756602.095229 nChanged 62 SP:Iteration 102Q (13671.750000 sec): 3 clusters Score: Raw -18762448.770982 + Penalty 5830.624377 = -18756618.146605 nChanged 64 SP:Iteration 103Q (13672.570000 sec): 3 clusters Score: Raw -18762467.038005 + Penalty 5830.624377 = -18756636.413628 nChanged 56 SP:Iteration 104Q (13673.250000 sec): 3 clusters Score: Raw -18762485.709537 + Penalty 5830.624377 = -18756655.085160 nChanged 59 SP:Iteration 105Q (13673.990000 sec): 3 clusters Score: Raw -18762502.019323 + Penalty 5830.624377 = -18756671.394946 nChanged 46 SP:Iteration 106Q (13674.740000 sec): 3 clusters Score: Raw -18762514.119061 + Penalty 5830.624377 = -18756683.494684 nChanged 40 SP:Iteration 107Q (13675.620000 sec): 3 clusters Score: Raw -18762524.069362 + Penalty 5830.624377 = -18756693.444985 nChanged 23 SP:Iteration 108Q (13676.460000 sec): 3 clusters Score: Raw -18762528.937460 + Penalty 5830.624377 = -18756698.313083 nChanged 20 SP:Iteration 109Q (13677.330000 sec): 3 clusters Score: Raw -18762533.069194 + Penalty 5830.624377 = -18756702.444817 nChanged 18 SP:Iteration 110Q (13678.160000 sec): 3 clusters Score: Raw -18762536.433460 + Penalty 5830.624377 = -18756705.809083 nChanged 15 SP:Iteration 111Q (13678.870000 sec): 3 clusters Score: Raw -18762539.050283 + Penalty 5830.624377 = -18756708.425906 nChanged 11 SP:Iteration 112Q (13679.580000 sec): 3 clusters Score: Raw -18762541.898645 + Penalty 5830.624377 = -18756711.274268 nChanged 16 SP:Iteration 113Q (13680.360000 sec): 3 clusters Score: Raw -18762544.890572 + Penalty 5830.624377 = -18756714.266195 nChanged 13 SP:Iteration 114Q (13681.010000 sec): 3 clusters Score: Raw -18762547.051410 + Penalty 5830.624377 = -18756716.427033 nChanged 9 SP:Iteration 115Q (13681.750000 sec): 3 clusters Score: Raw -18762548.867525 + Penalty 5830.624377 = -18756718.243148 nChanged 9 SP:Iteration 116Q (13682.570000 sec): 3 clusters Score: Raw -18762551.073135 + Penalty 5830.624377 = -18756720.448758 nChanged 9 SP:Iteration 117Q (13683.300000 sec): 3 clusters Score: Raw -18762552.993976 + Penalty 5830.624377 = -18756722.369599 nChanged 8 SP:Iteration 118Q (13684.120000 sec): 3 clusters Score: Raw -18762554.609511 + Penalty 5830.624377 = -18756723.985134 nChanged 8 SP:Iteration 119Q (13684.930000 sec): 3 clusters Score: Raw -18762555.934524 + Penalty 5830.624377 = -18756725.310147 nChanged 5 SP:Iteration 120F (13685.780000 sec): 3 clusters Score: Raw -18762556.975875 + Penalty 5830.624377 = -18756726.351498 nChanged 2 SP:Iteration 121Q (13686.570000 sec): 3 clusters Score: Raw -18762557.393093 + Penalty 5830.624377 = -18756726.768716 nChanged 2 SP:Iteration 122Q (13687.350000 sec): 3 clusters Score: Raw -18762557.643222 + Penalty 5830.624377 = -18756727.018845 nChanged 3 SP:Iteration 123Q (13688.110000 sec): 3 clusters Score: Raw -18762558.225967 + Penalty 5830.624377 = -18756727.601590 nChanged 6 SP:Iteration 124Q (13688.850000 sec): 3 clusters Score: Raw -18762560.037361 + Penalty 5830.624377 = -18756729.412984 nChanged 12 SP:Iteration 125Q (13689.520000 sec): 3 clusters Score: Raw -18762562.532416 + Penalty 5830.624377 = -18756731.908038 nChanged 12 SP:Iteration 126Q (13690.200000 sec): 3 clusters Score: Raw -18762564.501118 + Penalty 5830.624377 = -18756733.876741 nChanged 7 SP:Iteration 127Q (13690.930000 sec): 3 clusters Score: Raw -18762565.594562 + Penalty 5830.624377 = -18756734.970185 nChanged 8 SP:Iteration 128Q (13691.780000 sec): 3 clusters Score: Raw -18762567.419032 + Penalty 5830.624377 = -18756736.794655 nChanged 7 SP:Iteration 129Q (13692.570000 sec): 3 clusters Score: Raw -18762568.824807 + Penalty 5830.624377 = -18756738.200430 nChanged 9 SP:Iteration 130Q (13693.380000 sec): 3 clusters Score: Raw -18762570.259254 + Penalty 5830.624377 = -18756739.634877 nChanged 8 SP:Iteration 131Q (13694.120000 sec): 3 clusters Score: Raw -18762571.714633 + Penalty 5830.624377 = -18756741.090255 nChanged 3 SP:Iteration 132Q (13694.910000 sec): 3 clusters Score: Raw -18762572.200322 + Penalty 5830.624377 = -18756741.575945 nChanged 5 SP:Iteration 133Q (13695.660000 sec): 3 clusters Score: Raw -18762573.335723 + Penalty 5830.624377 = -18756742.711346 nChanged 6 SP:Iteration 134Q (13696.410000 sec): 3 clusters Score: Raw -18762574.256234 + Penalty 5830.624377 = -18756743.631856 nChanged 2 SP:Iteration 135Q (13697.100000 sec): 3 clusters Score: Raw -18762574.502236 + Penalty 5830.624377 = -18756743.877859 nChanged 3 SP:Iteration 136Q (13697.850000 sec): 3 clusters Score: Raw -18762575.617890 + Penalty 5830.624377 = -18756744.993513 nChanged 6 SP:Iteration 137Q (13698.590000 sec): 3 clusters Score: Raw -18762576.543952 + Penalty 5830.624377 = -18756745.919575 nChanged 3 SP:Iteration 138Q (13699.340000 sec): 3 clusters Score: Raw -18762577.142239 + Penalty 5830.624377 = -18756746.517862 nChanged 3 SP:Iteration 139Q (13700.110000 sec): 3 clusters Score: Raw -18762577.623649 + Penalty 5830.624377 = -18756746.999272 nChanged 2 SP:Iteration 140F (13700.960000 sec): 3 clusters Score: Raw -18762578.092938 + Penalty 5830.624377 = -18756747.468561 nChanged 4 SP:Iteration 141Q (13701.680000 sec): 3 clusters Score: Raw -18762578.983641 + Penalty 5830.624377 = -18756748.359264 nChanged 2 SP:Iteration 142Q (13702.400000 sec): 3 clusters Score: Raw -18762579.341446 + Penalty 5830.624377 = -18756748.717069 nChanged 1 SP:Iteration 143Q (13703.080000 sec): 3 clusters Score: Raw -18762579.426057 + Penalty 5830.624377 = -18756748.801679 nChanged 1 SP:Iteration 144Q (13703.850000 sec): 3 clusters Score: Raw -18762579.760401 + Penalty 5830.624377 = -18756749.136024 nChanged 2 SP:Iteration 145Q (13704.620000 sec): 3 clusters Score: Raw -18762580.057130 + Penalty 5830.624377 = -18756749.432753 nChanged 0 SP:Iteration 146F (13705.550000 sec): 3 clusters Score: Raw -18762580.057130 + Penalty 5830.624377 = -18756749.432753 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 37 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13705.720000 sec): 2 clusters Score: Raw -406937.755835 + Penalty 1970.761156 = -404966.994679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13705.910000 sec): 3 clusters Score: Raw -405785.292860 + Penalty 3941.522311 = -401843.770549 nChanged 905 SP:Iteration 1F (13706.090000 sec): 3 clusters Score: Raw -406362.474283 + Penalty 3941.522311 = -402420.951972 nChanged 228 SP:Iteration 2F (13706.340000 sec): 3 clusters Score: Raw -406561.062709 + Penalty 3941.522311 = -402619.540397 nChanged 151 SP:Iteration 3F (13706.530000 sec): 3 clusters Score: Raw -406691.645401 + Penalty 3941.522311 = -402750.123090 nChanged 111 SP:Iteration 4Q (13706.690000 sec): 3 clusters Score: Raw -406787.175722 + Penalty 3941.522311 = -402845.653411 nChanged 86 SP:Iteration 5Q (13706.890000 sec): 3 clusters Score: Raw -406846.183945 + Penalty 3941.522311 = -402904.661633 nChanged 74 SP:Iteration 6Q (13707.070000 sec): 3 clusters Score: Raw -406899.721560 + Penalty 3941.522311 = -402958.199248 nChanged 73 SP:Iteration 7Q (13707.270000 sec): 3 clusters Score: Raw -406956.391515 + Penalty 3941.522311 = -403014.869203 nChanged 62 SP:Iteration 8Q (13707.480000 sec): 3 clusters Score: Raw -406994.449034 + Penalty 3941.522311 = -403052.926723 nChanged 47 SP:Iteration 9Q (13707.650000 sec): 3 clusters Score: Raw -407024.925386 + Penalty 3941.522311 = -403083.403075 nChanged 41 SP:Iteration 10Q (13707.890000 sec): 3 clusters Score: Raw -407052.446601 + Penalty 3941.522311 = -403110.924290 nChanged 39 SP:Iteration 11Q (13708.050000 sec): 3 clusters Score: Raw -407073.026996 + Penalty 3941.522311 = -403131.504684 nChanged 36 SP:Iteration 12Q (13708.280000 sec): 3 clusters Score: Raw -407096.750827 + Penalty 3941.522311 = -403155.228515 nChanged 27 SP:Iteration 13Q (13708.450000 sec): 3 clusters Score: Raw -407111.104093 + Penalty 3941.522311 = -403169.581781 nChanged 20 SP:Iteration 14Q (13708.670000 sec): 3 clusters Score: Raw -407119.729780 + Penalty 3941.522311 = -403178.207468 nChanged 16 SP:Iteration 15Q (13708.850000 sec): 3 clusters Score: Raw -407130.456600 + Penalty 3941.522311 = -403188.934288 nChanged 15 SP:Iteration 16Q (13709.030000 sec): 3 clusters Score: Raw -407140.329310 + Penalty 3941.522311 = -403198.806999 nChanged 26 SP:Iteration 17Q (13709.230000 sec): 3 clusters Score: Raw -407157.033922 + Penalty 3941.522311 = -403215.511611 nChanged 31 SP:Iteration 18Q (13709.450000 sec): 3 clusters Score: Raw -407177.170616 + Penalty 3941.522311 = -403235.648305 nChanged 29 SP:Iteration 19Q (13709.590000 sec): 3 clusters Score: Raw -407197.603781 + Penalty 3941.522311 = -403256.081469 nChanged 29 SP:Iteration 20F (13709.830000 sec): 3 clusters Score: Raw -407216.534878 + Penalty 3941.522311 = -403275.012567 nChanged 32 SP:Iteration 21Q (13709.980000 sec): 3 clusters Score: Raw -407240.770870 + Penalty 3941.522311 = -403299.248559 nChanged 31 SP:Iteration 22Q (13710.210000 sec): 3 clusters Score: Raw -407267.451982 + Penalty 3941.522311 = -403325.929671 nChanged 36 SP:Iteration 23Q (13710.350000 sec): 3 clusters Score: Raw -407295.736297 + Penalty 3941.522311 = -403354.213986 nChanged 31 SP:Iteration 24Q (13710.580000 sec): 3 clusters Score: Raw -407316.167184 + Penalty 3941.522311 = -403374.644873 nChanged 27 SP:Iteration 25Q (13710.770000 sec): 3 clusters Score: Raw -407334.726949 + Penalty 3941.522311 = -403393.204638 nChanged 30 SP:Iteration 26Q (13710.930000 sec): 3 clusters Score: Raw -407359.571843 + Penalty 3941.522311 = -403418.049532 nChanged 34 SP:Iteration 27Q (13711.130000 sec): 3 clusters Score: Raw -407383.583991 + Penalty 3941.522311 = -403442.061679 nChanged 36 SP:Iteration 28Q (13711.310000 sec): 3 clusters Score: Raw -407415.533912 + Penalty 3941.522311 = -403474.011600 nChanged 42 SP:Iteration 29Q (13711.400000 sec): 3 clusters Score: Raw -407453.318048 + Penalty 3941.522311 = -403511.795737 nChanged 36 SP:Iteration 30Q (13711.590000 sec): 3 clusters Score: Raw -407492.122315 + Penalty 3941.522311 = -403550.600004 nChanged 43 SP:Iteration 31Q (13711.760000 sec): 3 clusters Score: Raw -407542.523543 + Penalty 3941.522311 = -403601.001232 nChanged 41 SP:Iteration 32Q (13711.940000 sec): 3 clusters Score: Raw -407586.527946 + Penalty 3941.522311 = -403645.005635 nChanged 40 SP:Iteration 33Q (13712.100000 sec): 3 clusters Score: Raw -407618.585859 + Penalty 3941.522311 = -403677.063548 nChanged 33 SP:Iteration 34Q (13712.240000 sec): 3 clusters Score: Raw -407641.690040 + Penalty 3941.522311 = -403700.167729 nChanged 22 SP:Iteration 35Q (13712.420000 sec): 3 clusters Score: Raw -407660.937531 + Penalty 3941.522311 = -403719.415219 nChanged 22 SP:Iteration 36Q (13712.640000 sec): 3 clusters Score: Raw -407676.111395 + Penalty 3941.522311 = -403734.589083 nChanged 16 SP:Iteration 37Q (13712.800000 sec): 3 clusters Score: Raw -407689.212965 + Penalty 3941.522311 = -403747.690653 nChanged 15 SP:Iteration 38Q (13713.020000 sec): 3 clusters Score: Raw -407698.916183 + Penalty 3941.522311 = -403757.393872 nChanged 16 SP:Iteration 39Q (13713.270000 sec): 3 clusters Score: Raw -407709.056823 + Penalty 3941.522311 = -403767.534511 nChanged 8 SP:Iteration 40F (13713.420000 sec): 3 clusters Score: Raw -407713.598938 + Penalty 3941.522311 = -403772.076627 nChanged 5 SP:Iteration 41Q (13713.570000 sec): 3 clusters Score: Raw -407715.983947 + Penalty 3941.522311 = -403774.461636 nChanged 6 SP:Iteration 42Q (13713.770000 sec): 3 clusters Score: Raw -407719.023327 + Penalty 3941.522311 = -403777.501016 nChanged 3 SP:Iteration 43Q (13713.930000 sec): 3 clusters Score: Raw -407721.266695 + Penalty 3941.522311 = -403779.744384 nChanged 8 SP:Iteration 44Q (13714.070000 sec): 3 clusters Score: Raw -407725.337601 + Penalty 3941.522311 = -403783.815289 nChanged 7 SP:Iteration 45Q (13714.240000 sec): 3 clusters Score: Raw -407729.033233 + Penalty 3941.522311 = -403787.510922 nChanged 6 SP:Iteration 46Q (13714.400000 sec): 3 clusters Score: Raw -407732.546489 + Penalty 3941.522311 = -403791.024177 nChanged 3 SP:Iteration 47Q (13714.520000 sec): 3 clusters Score: Raw -407735.539668 + Penalty 3941.522311 = -403794.017357 nChanged 8 SP:Iteration 48Q (13714.720000 sec): 3 clusters Score: Raw -407740.069411 + Penalty 3941.522311 = -403798.547100 nChanged 3 SP:Iteration 49Q (13714.920000 sec): 3 clusters Score: Raw -407741.772488 + Penalty 3941.522311 = -403800.250177 nChanged 1 SP:Iteration 50Q (13715.120000 sec): 3 clusters Score: Raw -407741.947573 + Penalty 3941.522311 = -403800.425261 nChanged 1 SP:Iteration 51Q (13715.260000 sec): 3 clusters Score: Raw -407742.634648 + Penalty 3941.522311 = -403801.112336 nChanged 0 SP:Iteration 52F (13715.460000 sec): 3 clusters Score: Raw -407742.634648 + Penalty 3941.522311 = -403801.112336 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 38 (7834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13715.560000 sec): 2 clusters Score: Raw -1197796.938721 + Penalty 2223.624672 = -1195573.314049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13715.780000 sec): 3 clusters Score: Raw -1193744.868478 + Penalty 4447.249343 = -1189297.619135 nChanged 3189 SP:Iteration 1F (13715.990000 sec): 3 clusters Score: Raw -1195380.126001 + Penalty 4447.249343 = -1190932.876658 nChanged 487 SP:Iteration 2F (13716.170000 sec): 3 clusters Score: Raw -1195609.598049 + Penalty 4447.249343 = -1191162.348706 nChanged 369 SP:Iteration 3Q (13716.430000 sec): 3 clusters Score: Raw -1195787.887884 + Penalty 4447.249343 = -1191340.638541 nChanged 297 SP:Iteration 4Q (13716.710000 sec): 3 clusters Score: Raw -1195918.554264 + Penalty 4447.249343 = -1191471.304921 nChanged 246 SP:Iteration 5Q (13716.960000 sec): 3 clusters Score: Raw -1196014.174971 + Penalty 4447.249343 = -1191566.925628 nChanged 203 SP:Iteration 6Q (13717.170000 sec): 3 clusters Score: Raw -1196105.232991 + Penalty 4447.249343 = -1191657.983648 nChanged 208 SP:Iteration 7Q (13717.420000 sec): 3 clusters Score: Raw -1196187.800079 + Penalty 4447.249343 = -1191740.550736 nChanged 180 SP:Iteration 8Q (13717.620000 sec): 3 clusters Score: Raw -1196266.353823 + Penalty 4447.249343 = -1191819.104480 nChanged 169 SP:Iteration 9Q (13717.870000 sec): 3 clusters Score: Raw -1196335.856521 + Penalty 4447.249343 = -1191888.607177 nChanged 158 SP:Iteration 10Q (13718.100000 sec): 3 clusters Score: Raw -1196405.237113 + Penalty 4447.249343 = -1191957.987770 nChanged 180 SP:Iteration 11Q (13718.300000 sec): 3 clusters Score: Raw -1196486.753109 + Penalty 4447.249343 = -1192039.503766 nChanged 198 SP:Iteration 12Q (13718.540000 sec): 3 clusters Score: Raw -1196575.470592 + Penalty 4447.249343 = -1192128.221248 nChanged 189 SP:Iteration 13Q (13718.770000 sec): 3 clusters Score: Raw -1196662.550893 + Penalty 4447.249343 = -1192215.301550 nChanged 171 SP:Iteration 14Q (13718.970000 sec): 3 clusters Score: Raw -1196738.001021 + Penalty 4447.249343 = -1192290.751678 nChanged 169 SP:Iteration 15Q (13719.170000 sec): 3 clusters Score: Raw -1196810.348785 + Penalty 4447.249343 = -1192363.099442 nChanged 147 SP:Iteration 16Q (13719.440000 sec): 3 clusters Score: Raw -1196880.422695 + Penalty 4447.249343 = -1192433.173352 nChanged 162 SP:Iteration 17Q (13719.670000 sec): 3 clusters Score: Raw -1196964.854290 + Penalty 4447.249343 = -1192517.604947 nChanged 163 SP:Iteration 18Q (13719.910000 sec): 3 clusters Score: Raw -1197051.658978 + Penalty 4447.249343 = -1192604.409635 nChanged 164 SP:Iteration 19Q (13720.110000 sec): 3 clusters Score: Raw -1197145.243650 + Penalty 4447.249343 = -1192697.994307 nChanged 156 SP:Iteration 20F (13720.360000 sec): 3 clusters Score: Raw -1197216.910317 + Penalty 4447.249343 = -1192769.660974 nChanged 131 SP:Iteration 21Q (13720.540000 sec): 3 clusters Score: Raw -1197279.758426 + Penalty 4447.249343 = -1192832.509083 nChanged 123 SP:Iteration 22Q (13720.780000 sec): 3 clusters Score: Raw -1197335.747678 + Penalty 4447.249343 = -1192888.498335 nChanged 104 SP:Iteration 23Q (13720.980000 sec): 3 clusters Score: Raw -1197395.250494 + Penalty 4447.249343 = -1192948.001151 nChanged 116 SP:Iteration 24Q (13721.190000 sec): 3 clusters Score: Raw -1197462.452653 + Penalty 4447.249343 = -1193015.203310 nChanged 109 SP:Iteration 25Q (13721.410000 sec): 3 clusters Score: Raw -1197529.348452 + Penalty 4447.249343 = -1193082.099108 nChanged 111 SP:Iteration 26Q (13721.630000 sec): 3 clusters Score: Raw -1197599.638885 + Penalty 4447.249343 = -1193152.389542 nChanged 99 SP:Iteration 27Q (13721.890000 sec): 3 clusters Score: Raw -1197663.796031 + Penalty 4447.249343 = -1193216.546688 nChanged 99 SP:Iteration 28Q (13722.110000 sec): 3 clusters Score: Raw -1197726.278834 + Penalty 4447.249343 = -1193279.029491 nChanged 82 SP:Iteration 29Q (13722.300000 sec): 3 clusters Score: Raw -1197775.939971 + Penalty 4447.249343 = -1193328.690628 nChanged 74 SP:Iteration 30Q (13722.550000 sec): 3 clusters Score: Raw -1197815.173834 + Penalty 4447.249343 = -1193367.924491 nChanged 57 SP:Iteration 31Q (13722.730000 sec): 3 clusters Score: Raw -1197847.587129 + Penalty 4447.249343 = -1193400.337786 nChanged 48 SP:Iteration 32Q (13722.960000 sec): 3 clusters Score: Raw -1197875.158041 + Penalty 4447.249343 = -1193427.908698 nChanged 49 SP:Iteration 33Q (13723.150000 sec): 3 clusters Score: Raw -1197900.909003 + Penalty 4447.249343 = -1193453.659660 nChanged 31 SP:Iteration 34Q (13723.370000 sec): 3 clusters Score: Raw -1197918.498894 + Penalty 4447.249343 = -1193471.249551 nChanged 32 SP:Iteration 35Q (13723.560000 sec): 3 clusters Score: Raw -1197936.655740 + Penalty 4447.249343 = -1193489.406397 nChanged 33 SP:Iteration 36Q (13723.760000 sec): 3 clusters Score: Raw -1197957.378867 + Penalty 4447.249343 = -1193510.129524 nChanged 26 SP:Iteration 37Q (13723.970000 sec): 3 clusters Score: Raw -1197971.662087 + Penalty 4447.249343 = -1193524.412744 nChanged 19 SP:Iteration 38Q (13724.170000 sec): 3 clusters Score: Raw -1197981.656641 + Penalty 4447.249343 = -1193534.407298 nChanged 20 SP:Iteration 39Q (13724.390000 sec): 3 clusters Score: Raw -1197992.197426 + Penalty 4447.249343 = -1193544.948083 nChanged 19 SP:Iteration 40F (13724.610000 sec): 3 clusters Score: Raw -1198002.008179 + Penalty 4447.249343 = -1193554.758836 nChanged 15 SP:Iteration 41Q (13724.810000 sec): 3 clusters Score: Raw -1198011.977771 + Penalty 4447.249343 = -1193564.728428 nChanged 10 SP:Iteration 42Q (13725.010000 sec): 3 clusters Score: Raw -1198017.051727 + Penalty 4447.249343 = -1193569.802384 nChanged 9 SP:Iteration 43Q (13725.250000 sec): 3 clusters Score: Raw -1198022.166541 + Penalty 4447.249343 = -1193574.917198 nChanged 10 SP:Iteration 44Q (13725.490000 sec): 3 clusters Score: Raw -1198027.915877 + Penalty 4447.249343 = -1193580.666534 nChanged 8 SP:Iteration 45Q (13725.700000 sec): 3 clusters Score: Raw -1198032.193735 + Penalty 4447.249343 = -1193584.944392 nChanged 8 SP:Iteration 46Q (13725.920000 sec): 3 clusters Score: Raw -1198036.581609 + Penalty 4447.249343 = -1193589.332266 nChanged 7 SP:Iteration 47Q (13726.160000 sec): 3 clusters Score: Raw -1198039.647468 + Penalty 4447.249343 = -1193592.398125 nChanged 8 SP:Iteration 48Q (13726.410000 sec): 3 clusters Score: Raw -1198044.285992 + Penalty 4447.249343 = -1193597.036649 nChanged 9 SP:Iteration 49Q (13726.640000 sec): 3 clusters Score: Raw -1198050.062815 + Penalty 4447.249343 = -1193602.813472 nChanged 8 SP:Iteration 50Q (13726.850000 sec): 3 clusters Score: Raw -1198054.870720 + Penalty 4447.249343 = -1193607.621377 nChanged 8 SP:Iteration 51Q (13727.060000 sec): 3 clusters Score: Raw -1198059.760283 + Penalty 4447.249343 = -1193612.510940 nChanged 12 SP:Iteration 52Q (13727.260000 sec): 3 clusters Score: Raw -1198066.272962 + Penalty 4447.249343 = -1193619.023619 nChanged 6 SP:Iteration 53Q (13727.520000 sec): 3 clusters Score: Raw -1198068.937995 + Penalty 4447.249343 = -1193621.688652 nChanged 5 SP:Iteration 54Q (13727.690000 sec): 3 clusters Score: Raw -1198071.814232 + Penalty 4447.249343 = -1193624.564889 nChanged 6 SP:Iteration 55Q (13727.970000 sec): 3 clusters Score: Raw -1198075.725091 + Penalty 4447.249343 = -1193628.475748 nChanged 7 SP:Iteration 56Q (13728.180000 sec): 3 clusters Score: Raw -1198079.783341 + Penalty 4447.249343 = -1193632.533997 nChanged 6 SP:Iteration 57Q (13728.420000 sec): 3 clusters Score: Raw -1198083.985307 + Penalty 4447.249343 = -1193636.735964 nChanged 6 SP:Iteration 58Q (13728.580000 sec): 3 clusters Score: Raw -1198085.877887 + Penalty 4447.249343 = -1193638.628544 nChanged 5 SP:Iteration 59Q (13728.780000 sec): 3 clusters Score: Raw -1198088.155595 + Penalty 4447.249343 = -1193640.906252 nChanged 4 SP:Iteration 60F (13729.000000 sec): 3 clusters Score: Raw -1198089.598326 + Penalty 4447.249343 = -1193642.348983 nChanged 1 SP:Iteration 61Q (13729.220000 sec): 3 clusters Score: Raw -1198090.076762 + Penalty 4447.249343 = -1193642.827419 nChanged 2 SP:Iteration 62Q (13729.460000 sec): 3 clusters Score: Raw -1198091.402658 + Penalty 4447.249343 = -1193644.153315 nChanged 3 SP:Iteration 63Q (13729.660000 sec): 3 clusters Score: Raw -1198093.384278 + Penalty 4447.249343 = -1193646.134935 nChanged 2 SP:Iteration 64Q (13729.860000 sec): 3 clusters Score: Raw -1198094.526590 + Penalty 4447.249343 = -1193647.277247 nChanged 2 SP:Iteration 65Q (13730.090000 sec): 3 clusters Score: Raw -1198095.942205 + Penalty 4447.249343 = -1193648.692862 nChanged 2 SP:Iteration 66Q (13730.280000 sec): 3 clusters Score: Raw -1198096.948035 + Penalty 4447.249343 = -1193649.698692 nChanged 2 SP:Iteration 67Q (13730.510000 sec): 3 clusters Score: Raw -1198098.393903 + Penalty 4447.249343 = -1193651.144560 nChanged 3 SP:Iteration 68Q (13730.720000 sec): 3 clusters Score: Raw -1198100.226010 + Penalty 4447.249343 = -1193652.976667 nChanged 5 SP:Iteration 69Q (13730.950000 sec): 3 clusters Score: Raw -1198104.876203 + Penalty 4447.249343 = -1193657.626860 nChanged 1 SP:Iteration 70Q (13731.200000 sec): 3 clusters Score: Raw -1198105.522265 + Penalty 4447.249343 = -1193658.272922 nChanged 0 SP:Iteration 71F (13731.410000 sec): 3 clusters Score: Raw -1198105.522265 + Penalty 4447.249343 = -1193658.272922 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 39 (45421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13731.680000 sec): 2 clusters Score: Raw -6607145.232144 + Penalty 2659.484998 = -6604485.747146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13732.100000 sec): 3 clusters Score: Raw -6579179.560712 + Penalty 5318.969997 = -6573860.590715 nChanged 20899 SP:Iteration 1F (13732.550000 sec): 3 clusters Score: Raw -6590686.016870 + Penalty 5318.969997 = -6585367.046873 nChanged 1980 SP:Iteration 2Q (13732.960000 sec): 3 clusters Score: Raw -6591305.098263 + Penalty 5318.969997 = -6585986.128266 nChanged 1891 SP:Iteration 3Q (13733.400000 sec): 3 clusters Score: Raw -6591896.282148 + Penalty 5318.969997 = -6586577.312151 nChanged 1832 SP:Iteration 4Q (13733.830000 sec): 3 clusters Score: Raw -6592486.635687 + Penalty 5318.969997 = -6587167.665690 nChanged 1865 SP:Iteration 5Q (13734.300000 sec): 3 clusters Score: Raw -6593161.418457 + Penalty 5318.969997 = -6587842.448460 nChanged 2028 SP:Iteration 6Q (13734.830000 sec): 3 clusters Score: Raw -6594008.138831 + Penalty 5318.969997 = -6588689.168834 nChanged 2306 SP:Iteration 7F (13735.270000 sec): 3 clusters Score: Raw -6595144.905843 + Penalty 5318.969997 = -6589825.935846 nChanged 2672 SP:Iteration 8F (13735.640000 sec): 3 clusters Score: Raw -6596689.916613 + Penalty 5318.969997 = -6591370.946617 nChanged 2853 SP:Iteration 9F (13736.010000 sec): 3 clusters Score: Raw -6598559.961184 + Penalty 5318.969997 = -6593240.991187 nChanged 2840 SP:Iteration 10F (13736.470000 sec): 3 clusters Score: Raw -6600564.299437 + Penalty 5318.969997 = -6595245.329440 nChanged 2539 SP:Iteration 11F (13736.860000 sec): 3 clusters Score: Raw -6602446.367066 + Penalty 5318.969997 = -6597127.397069 nChanged 2029 SP:Iteration 12Q (13737.380000 sec): 3 clusters Score: Raw -6603978.377366 + Penalty 5318.969997 = -6598659.407369 nChanged 1521 SP:Iteration 13Q (13737.820000 sec): 3 clusters Score: Raw -6605199.737591 + Penalty 5318.969997 = -6599880.767595 nChanged 1092 SP:Iteration 14Q (13738.290000 sec): 3 clusters Score: Raw -6606131.630450 + Penalty 5318.969997 = -6600812.660453 nChanged 676 SP:Iteration 15Q (13738.720000 sec): 3 clusters Score: Raw -6606708.414914 + Penalty 5318.969997 = -6601389.444917 nChanged 374 SP:Iteration 16Q (13739.130000 sec): 3 clusters Score: Raw -6607020.503159 + Penalty 5318.969997 = -6601701.533162 nChanged 204 SP:Iteration 17Q (13739.570000 sec): 3 clusters Score: Raw -6607196.915023 + Penalty 5318.969997 = -6601877.945026 nChanged 113 SP:Iteration 18Q (13740.000000 sec): 3 clusters Score: Raw -6607308.058243 + Penalty 5318.969997 = -6601989.088246 nChanged 57 SP:Iteration 19Q (13740.440000 sec): 3 clusters Score: Raw -6607362.539226 + Penalty 5318.969997 = -6602043.569229 nChanged 34 SP:Iteration 20F (13740.920000 sec): 3 clusters Score: Raw -6607401.411781 + Penalty 5318.969997 = -6602082.441784 nChanged 38 SP:Iteration 21Q (13741.380000 sec): 3 clusters Score: Raw -6607435.436181 + Penalty 5318.969997 = -6602116.466184 nChanged 16 SP:Iteration 22Q (13741.750000 sec): 3 clusters Score: Raw -6607447.805841 + Penalty 5318.969997 = -6602128.835845 nChanged 10 SP:Iteration 23Q (13742.210000 sec): 3 clusters Score: Raw -6607456.027443 + Penalty 5318.969997 = -6602137.057446 nChanged 6 SP:Iteration 24Q (13742.570000 sec): 3 clusters Score: Raw -6607461.947749 + Penalty 5318.969997 = -6602142.977752 nChanged 3 SP:Iteration 25Q (13743.060000 sec): 3 clusters Score: Raw -6607463.304587 + Penalty 5318.969997 = -6602144.334590 nChanged 2 SP:Iteration 26Q (13743.460000 sec): 3 clusters Score: Raw -6607464.343006 + Penalty 5318.969997 = -6602145.373010 nChanged 4 SP:Iteration 27Q (13743.920000 sec): 3 clusters Score: Raw -6607466.870222 + Penalty 5318.969997 = -6602147.900225 nChanged 3 SP:Iteration 28Q (13744.360000 sec): 3 clusters Score: Raw -6607468.677391 + Penalty 5318.969997 = -6602149.707394 nChanged 1 SP:Iteration 29Q (13744.750000 sec): 3 clusters Score: Raw -6607469.502167 + Penalty 5318.969997 = -6602150.532170 nChanged 2 SP:Iteration 30Q (13745.170000 sec): 3 clusters Score: Raw -6607470.536491 + Penalty 5318.969997 = -6602151.566494 nChanged 0 SP:Iteration 31F (13745.610000 sec): 3 clusters Score: Raw -6607470.536491 + Penalty 5318.969997 = -6602151.566494 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 40 (9077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13745.730000 sec): 2 clusters Score: Raw -1326201.511692 + Penalty 2260.147757 = -1323941.363935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13745.990000 sec): 3 clusters Score: Raw -1321372.463575 + Penalty 4520.295514 = -1316852.168061 nChanged 3716 SP:Iteration 1F (13746.200000 sec): 3 clusters Score: Raw -1323264.043073 + Penalty 4520.295514 = -1318743.747559 nChanged 590 SP:Iteration 2F (13746.400000 sec): 3 clusters Score: Raw -1323533.258524 + Penalty 4520.295514 = -1319012.963010 nChanged 471 SP:Iteration 3F (13746.620000 sec): 3 clusters Score: Raw -1323727.671789 + Penalty 4520.295514 = -1319207.376275 nChanged 376 SP:Iteration 4Q (13746.860000 sec): 3 clusters Score: Raw -1323870.664861 + Penalty 4520.295514 = -1319350.369347 nChanged 299 SP:Iteration 5Q (13747.080000 sec): 3 clusters Score: Raw -1323985.096309 + Penalty 4520.295514 = -1319464.800795 nChanged 280 SP:Iteration 6Q (13747.320000 sec): 3 clusters Score: Raw -1324084.432632 + Penalty 4520.295514 = -1319564.137118 nChanged 236 SP:Iteration 7Q (13747.500000 sec): 3 clusters Score: Raw -1324171.636764 + Penalty 4520.295514 = -1319651.341249 nChanged 247 SP:Iteration 8Q (13747.740000 sec): 3 clusters Score: Raw -1324277.025335 + Penalty 4520.295514 = -1319756.729821 nChanged 300 SP:Iteration 9Q (13747.970000 sec): 3 clusters Score: Raw -1324404.766523 + Penalty 4520.295514 = -1319884.471009 nChanged 301 SP:Iteration 10Q (13748.190000 sec): 3 clusters Score: Raw -1324553.346782 + Penalty 4520.295514 = -1320033.051268 nChanged 359 SP:Iteration 11Q (13748.460000 sec): 3 clusters Score: Raw -1324747.786368 + Penalty 4520.295514 = -1320227.490854 nChanged 403 SP:Iteration 12Q (13748.660000 sec): 3 clusters Score: Raw -1325001.214530 + Penalty 4520.295514 = -1320480.919016 nChanged 425 SP:Iteration 13Q (13748.870000 sec): 3 clusters Score: Raw -1325307.880757 + Penalty 4520.295514 = -1320787.585243 nChanged 399 SP:Iteration 14Q (13749.120000 sec): 3 clusters Score: Raw -1325633.706261 + Penalty 4520.295514 = -1321113.410747 nChanged 330 SP:Iteration 15Q (13749.390000 sec): 3 clusters Score: Raw -1325918.622552 + Penalty 4520.295514 = -1321398.327038 nChanged 243 SP:Iteration 16Q (13749.650000 sec): 3 clusters Score: Raw -1326132.239166 + Penalty 4520.295514 = -1321611.943652 nChanged 169 SP:Iteration 17Q (13749.830000 sec): 3 clusters Score: Raw -1326278.129158 + Penalty 4520.295514 = -1321757.833644 nChanged 97 SP:Iteration 18Q (13750.030000 sec): 3 clusters Score: Raw -1326353.782845 + Penalty 4520.295514 = -1321833.487331 nChanged 59 SP:Iteration 19Q (13750.300000 sec): 3 clusters Score: Raw -1326400.754130 + Penalty 4520.295514 = -1321880.458615 nChanged 38 SP:Iteration 20F (13750.530000 sec): 3 clusters Score: Raw -1326432.555828 + Penalty 4520.295514 = -1321912.260314 nChanged 28 SP:Iteration 21Q (13750.820000 sec): 3 clusters Score: Raw -1326453.711471 + Penalty 4520.295514 = -1321933.415957 nChanged 15 SP:Iteration 22Q (13751.040000 sec): 3 clusters Score: Raw -1326466.096802 + Penalty 4520.295514 = -1321945.801288 nChanged 14 SP:Iteration 23Q (13751.250000 sec): 3 clusters Score: Raw -1326484.820086 + Penalty 4520.295514 = -1321964.524572 nChanged 11 SP:Iteration 24Q (13751.450000 sec): 3 clusters Score: Raw -1326496.809535 + Penalty 4520.295514 = -1321976.514021 nChanged 8 SP:Iteration 25Q (13751.650000 sec): 3 clusters Score: Raw -1326505.717838 + Penalty 4520.295514 = -1321985.422324 nChanged 9 SP:Iteration 26Q (13751.900000 sec): 3 clusters Score: Raw -1326516.254834 + Penalty 4520.295514 = -1321995.959320 nChanged 7 SP:Iteration 27Q (13752.170000 sec): 3 clusters Score: Raw -1326520.647257 + Penalty 4520.295514 = -1322000.351743 nChanged 5 SP:Iteration 28Q (13752.420000 sec): 3 clusters Score: Raw -1326525.119332 + Penalty 4520.295514 = -1322004.823818 nChanged 1 SP:Iteration 29Q (13752.640000 sec): 3 clusters Score: Raw -1326525.975856 + Penalty 4520.295514 = -1322005.680342 nChanged 1 SP:Iteration 30Q (13752.850000 sec): 3 clusters Score: Raw -1326528.980080 + Penalty 4520.295514 = -1322008.684566 nChanged 1 SP:Iteration 31Q (13753.100000 sec): 3 clusters Score: Raw -1326531.193627 + Penalty 4520.295514 = -1322010.898113 nChanged 4 SP:Iteration 32Q (13753.320000 sec): 3 clusters Score: Raw -1326535.853365 + Penalty 4520.295514 = -1322015.557851 nChanged 3 SP:Iteration 33Q (13753.580000 sec): 3 clusters Score: Raw -1326538.629045 + Penalty 4520.295514 = -1322018.333531 nChanged 0 SP:Iteration 34F (13753.800000 sec): 3 clusters Score: Raw -1326538.629045 + Penalty 4520.295514 = -1322018.333531 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 41 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13753.890000 sec): 2 clusters Score: Raw -38839.326722 + Penalty 1429.767393 = -37409.559329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13754.060000 sec): 3 clusters Score: Raw -38972.478040 + Penalty 2859.534787 = -36112.943253 nChanged 41 SP:Iteration 1F (13754.240000 sec): 3 clusters Score: Raw -39116.641708 + Penalty 2859.534787 = -36257.106921 nChanged 10 SP:Iteration 2Q (13754.400000 sec): 3 clusters Score: Raw -39161.069102 + Penalty 2859.534787 = -36301.534315 nChanged 7 SP:Iteration 3Q (13754.580000 sec): 3 clusters Score: Raw -39186.396975 + Penalty 2859.534787 = -36326.862188 nChanged 1 SP:Iteration 4Q (13754.720000 sec): 3 clusters Score: Raw -39191.692080 + Penalty 2859.534787 = -36332.157293 nChanged 0 SP:Iteration 5F (13754.880000 sec): 3 clusters Score: Raw -39191.692080 + Penalty 2859.534787 = -36332.157293 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 42 (2152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13754.980000 sec): 2 clusters Score: Raw -301694.480073 + Penalty 1903.189924 = -299791.290149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13755.180000 sec): 3 clusters Score: Raw -300852.276263 + Penalty 3806.379849 = -297045.896414 nChanged 699 SP:Iteration 1F (13755.320000 sec): 3 clusters Score: Raw -301346.432152 + Penalty 3806.379849 = -297540.052303 nChanged 161 SP:Iteration 2F (13755.560000 sec): 3 clusters Score: Raw -301477.920406 + Penalty 3806.379849 = -297671.540558 nChanged 95 SP:Iteration 3Q (13755.720000 sec): 3 clusters Score: Raw -301558.307095 + Penalty 3806.379849 = -297751.927246 nChanged 62 SP:Iteration 4Q (13755.900000 sec): 3 clusters Score: Raw -301606.680352 + Penalty 3806.379849 = -297800.300503 nChanged 45 SP:Iteration 5Q (13756.100000 sec): 3 clusters Score: Raw -301640.950875 + Penalty 3806.379849 = -297834.571026 nChanged 44 SP:Iteration 6Q (13756.310000 sec): 3 clusters Score: Raw -301670.674372 + Penalty 3806.379849 = -297864.294523 nChanged 29 SP:Iteration 7Q (13756.440000 sec): 3 clusters Score: Raw -301691.929120 + Penalty 3806.379849 = -297885.549271 nChanged 18 SP:Iteration 8Q (13756.630000 sec): 3 clusters Score: Raw -301706.163499 + Penalty 3806.379849 = -297899.783650 nChanged 17 SP:Iteration 9Q (13756.840000 sec): 3 clusters Score: Raw -301720.108344 + Penalty 3806.379849 = -297913.728496 nChanged 16 SP:Iteration 10Q (13757.040000 sec): 3 clusters Score: Raw -301733.320009 + Penalty 3806.379849 = -297926.940160 nChanged 22 SP:Iteration 11Q (13757.230000 sec): 3 clusters Score: Raw -301750.639850 + Penalty 3806.379849 = -297944.260001 nChanged 19 SP:Iteration 12Q (13757.440000 sec): 3 clusters Score: Raw -301762.642765 + Penalty 3806.379849 = -297956.262917 nChanged 10 SP:Iteration 13Q (13757.610000 sec): 3 clusters Score: Raw -301769.182354 + Penalty 3806.379849 = -297962.802505 nChanged 9 SP:Iteration 14Q (13757.800000 sec): 3 clusters Score: Raw -301773.396541 + Penalty 3806.379849 = -297967.016692 nChanged 9 SP:Iteration 15Q (13757.950000 sec): 3 clusters Score: Raw -301777.928844 + Penalty 3806.379849 = -297971.548995 nChanged 6 SP:Iteration 16Q (13758.130000 sec): 3 clusters Score: Raw -301780.524415 + Penalty 3806.379849 = -297974.144566 nChanged 5 SP:Iteration 17Q (13758.370000 sec): 3 clusters Score: Raw -301783.137718 + Penalty 3806.379849 = -297976.757869 nChanged 6 SP:Iteration 18Q (13758.540000 sec): 3 clusters Score: Raw -301787.525257 + Penalty 3806.379849 = -297981.145408 nChanged 11 SP:Iteration 19Q (13758.740000 sec): 3 clusters Score: Raw -301793.874463 + Penalty 3806.379849 = -297987.494614 nChanged 8 SP:Iteration 20F (13758.930000 sec): 3 clusters Score: Raw -301799.259604 + Penalty 3806.379849 = -297992.879755 nChanged 9 SP:Iteration 21Q (13759.140000 sec): 3 clusters Score: Raw -301805.082046 + Penalty 3806.379849 = -297998.702197 nChanged 8 SP:Iteration 22Q (13759.340000 sec): 3 clusters Score: Raw -301809.137940 + Penalty 3806.379849 = -298002.758091 nChanged 2 SP:Iteration 23Q (13759.520000 sec): 3 clusters Score: Raw -301810.032986 + Penalty 3806.379849 = -298003.653137 nChanged 1 SP:Iteration 24Q (13759.730000 sec): 3 clusters Score: Raw -301810.304000 + Penalty 3806.379849 = -298003.924151 nChanged 1 SP:Iteration 25Q (13759.920000 sec): 3 clusters Score: Raw -301811.057433 + Penalty 3806.379849 = -298004.677584 nChanged 0 SP:Iteration 26F (13760.130000 sec): 3 clusters Score: Raw -301811.057433 + Penalty 3806.379849 = -298004.677584 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 43 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13760.220000 sec): 2 clusters Score: Raw -64413.993755 + Penalty 1526.930788 = -62887.062967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13760.410000 sec): 3 clusters Score: Raw -64412.720050 + Penalty 3053.861577 = -61358.858474 nChanged 72 SP:Iteration 1F (13760.620000 sec): 3 clusters Score: Raw -64560.673194 + Penalty 3053.861577 = -61506.811617 nChanged 17 SP:Iteration 2Q (13760.790000 sec): 3 clusters Score: Raw -64602.771228 + Penalty 3053.861577 = -61548.909651 nChanged 8 SP:Iteration 3Q (13760.980000 sec): 3 clusters Score: Raw -64637.077907 + Penalty 3053.861577 = -61583.216330 nChanged 8 SP:Iteration 4Q (13761.160000 sec): 3 clusters Score: Raw -64655.599324 + Penalty 3053.861577 = -61601.737747 nChanged 5 SP:Iteration 5Q (13761.350000 sec): 3 clusters Score: Raw -64674.553828 + Penalty 3053.861577 = -61620.692252 nChanged 2 SP:Iteration 6Q (13761.560000 sec): 3 clusters Score: Raw -64676.697538 + Penalty 3053.861577 = -61622.835961 nChanged 1 SP:Iteration 7Q (13761.740000 sec): 3 clusters Score: Raw -64677.729970 + Penalty 3053.861577 = -61623.868393 nChanged 2 SP:Iteration 8Q (13761.900000 sec): 3 clusters Score: Raw -64681.285725 + Penalty 3053.861577 = -61627.424148 nChanged 1 SP:Iteration 9Q (13762.140000 sec): 3 clusters Score: Raw -64682.655308 + Penalty 3053.861577 = -61628.793732 nChanged 0 SP:Iteration 10F (13762.280000 sec): 3 clusters Score: Raw -64682.655308 + Penalty 3053.861577 = -61628.793732 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 44 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13762.370000 sec): 2 clusters Score: Raw -44421.220632 + Penalty 1465.204569 = -42956.016063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13762.550000 sec): 3 clusters Score: Raw -44560.895587 + Penalty 2930.409137 = -41630.486450 nChanged 63 SP:Iteration 1F (13762.780000 sec): 3 clusters Score: Raw -44849.665631 + Penalty 2930.409137 = -41919.256494 nChanged 25 SP:Iteration 2F (13762.960000 sec): 3 clusters Score: Raw -44999.544198 + Penalty 2930.409137 = -42069.135061 nChanged 17 SP:Iteration 3Q (13763.160000 sec): 3 clusters Score: Raw -45120.401585 + Penalty 2930.409137 = -42189.992448 nChanged 8 SP:Iteration 4Q (13763.320000 sec): 3 clusters Score: Raw -45188.796358 + Penalty 2930.409137 = -42258.387221 nChanged 4 SP:Iteration 5Q (13763.560000 sec): 3 clusters Score: Raw -45223.049277 + Penalty 2930.409137 = -42292.640140 nChanged 5 SP:Iteration 6Q (13763.720000 sec): 3 clusters Score: Raw -45254.158741 + Penalty 2930.409137 = -42323.749603 nChanged 3 SP:Iteration 7Q (13763.880000 sec): 3 clusters Score: Raw -45264.006762 + Penalty 2930.409137 = -42333.597624 nChanged 2 SP:Iteration 8Q (13764.070000 sec): 3 clusters Score: Raw -45277.553299 + Penalty 2930.409137 = -42347.144161 nChanged 2 SP:Iteration 9Q (13764.240000 sec): 3 clusters Score: Raw -45289.825356 + Penalty 2930.409137 = -42359.416219 nChanged 1 SP:Iteration 10Q (13764.470000 sec): 3 clusters Score: Raw -45298.839006 + Penalty 2930.409137 = -42368.429869 nChanged 1 SP:Iteration 11Q (13764.640000 sec): 3 clusters Score: Raw -45301.541702 + Penalty 2930.409137 = -42371.132564 nChanged 1 SP:Iteration 12Q (13764.820000 sec): 3 clusters Score: Raw -45305.534828 + Penalty 2930.409137 = -42375.125691 nChanged 0 SP:Iteration 13F (13765.010000 sec): 3 clusters Score: Raw -45305.534828 + Penalty 2930.409137 = -42375.125691 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 45 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13765.090000 sec): 2 clusters Score: Raw -38703.087598 + Penalty 1421.868637 = -37281.218961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13765.240000 sec): 3 clusters Score: Raw -38910.464991 + Penalty 2843.737273 = -36066.727718 nChanged 48 SP:Iteration 1F (13765.420000 sec): 3 clusters Score: Raw -39076.493232 + Penalty 2843.737273 = -36232.755959 nChanged 13 SP:Iteration 2Q (13765.620000 sec): 3 clusters Score: Raw -39153.733316 + Penalty 2843.737273 = -36309.996042 nChanged 7 SP:Iteration 3Q (13765.820000 sec): 3 clusters Score: Raw -39179.534299 + Penalty 2843.737273 = -36335.797026 nChanged 6 SP:Iteration 4Q (13766.050000 sec): 3 clusters Score: Raw -39201.706366 + Penalty 2843.737273 = -36357.969092 nChanged 5 SP:Iteration 5Q (13766.200000 sec): 3 clusters Score: Raw -39215.244988 + Penalty 2843.737273 = -36371.507715 nChanged 2 SP:Iteration 6Q (13766.380000 sec): 3 clusters Score: Raw -39218.428760 + Penalty 2843.737273 = -36374.691487 nChanged 2 SP:Iteration 7Q (13766.550000 sec): 3 clusters Score: Raw -39224.716573 + Penalty 2843.737273 = -36380.979299 nChanged 0 SP:Iteration 8F (13766.760000 sec): 3 clusters Score: Raw -39224.716573 + Penalty 2843.737273 = -36380.979299 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 46 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13766.800000 sec): 2 clusters Score: Raw -61964.473361 + Penalty 1541.718313 = -60422.755048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13767.060000 sec): 3 clusters Score: Raw -62089.665847 + Penalty 3083.436626 = -59006.229221 nChanged 100 SP:Iteration 1F (13767.210000 sec): 3 clusters Score: Raw -62265.804788 + Penalty 3083.436626 = -59182.368162 nChanged 20 SP:Iteration 2Q (13767.380000 sec): 3 clusters Score: Raw -62307.841403 + Penalty 3083.436626 = -59224.404777 nChanged 11 SP:Iteration 3Q (13767.570000 sec): 3 clusters Score: Raw -62324.994988 + Penalty 3083.436626 = -59241.558362 nChanged 1 SP:Iteration 4Q (13767.810000 sec): 3 clusters Score: Raw -62327.434281 + Penalty 3083.436626 = -59243.997655 nChanged 2 SP:Iteration 5Q (13767.980000 sec): 3 clusters Score: Raw -62331.413311 + Penalty 3083.436626 = -59247.976685 nChanged 3 SP:Iteration 6Q (13768.160000 sec): 3 clusters Score: Raw -62338.051267 + Penalty 3083.436626 = -59254.614641 nChanged 1 SP:Iteration 7Q (13768.340000 sec): 3 clusters Score: Raw -62339.318179 + Penalty 3083.436626 = -59255.881553 nChanged 2 SP:Iteration 8Q (13768.480000 sec): 3 clusters Score: Raw -62342.104581 + Penalty 3083.436626 = -59258.667955 nChanged 0 SP:Iteration 9F (13768.630000 sec): 3 clusters Score: Raw -62342.104581 + Penalty 3083.436626 = -59258.667955 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 47 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13768.740000 sec): 2 clusters Score: Raw -73266.875740 + Penalty 1563.503303 = -71703.372437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13768.930000 sec): 3 clusters Score: Raw -73265.744380 + Penalty 3127.006606 = -70138.737774 nChanged 86 SP:Iteration 1F (13769.120000 sec): 3 clusters Score: Raw -73432.929332 + Penalty 3127.006606 = -70305.922726 nChanged 22 SP:Iteration 2Q (13769.310000 sec): 3 clusters Score: Raw -73478.661276 + Penalty 3127.006606 = -70351.654670 nChanged 9 SP:Iteration 3Q (13769.490000 sec): 3 clusters Score: Raw -73495.208919 + Penalty 3127.006606 = -70368.202313 nChanged 3 SP:Iteration 4Q (13769.640000 sec): 3 clusters Score: Raw -73499.348365 + Penalty 3127.006606 = -70372.341759 nChanged 0 SP:Iteration 5F (13769.820000 sec): 3 clusters Score: Raw -73499.348365 + Penalty 3127.006606 = -70372.341759 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 48 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13769.850000 sec): 2 clusters Score: Raw -34254.769725 + Penalty 1394.756342 = -32860.013384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13769.990000 sec): 3 clusters Score: Raw -34538.485655 + Penalty 2789.512683 = -31748.972972 nChanged 32 SP:Iteration 1F (13770.150000 sec): 3 clusters Score: Raw -34650.827450 + Penalty 2789.512683 = -31861.314767 nChanged 14 SP:Iteration 2F (13770.320000 sec): 3 clusters Score: Raw -34702.815163 + Penalty 2789.512683 = -31913.302480 nChanged 11 SP:Iteration 3Q (13770.530000 sec): 3 clusters Score: Raw -34794.082658 + Penalty 2789.512683 = -32004.569975 nChanged 11 SP:Iteration 4Q (13770.710000 sec): 3 clusters Score: Raw -34901.085466 + Penalty 2789.512683 = -32111.572782 nChanged 8 SP:Iteration 5Q (13770.930000 sec): 3 clusters Score: Raw -34978.118653 + Penalty 2789.512683 = -32188.605970 nChanged 10 SP:Iteration 6Q (13771.070000 sec): 3 clusters Score: Raw -35029.069976 + Penalty 2789.512683 = -32239.557292 nChanged 10 SP:Iteration 7Q (13771.310000 sec): 3 clusters Score: Raw -35101.236142 + Penalty 2789.512683 = -32311.723458 nChanged 4 SP:Iteration 8Q (13771.480000 sec): 3 clusters Score: Raw -35127.721021 + Penalty 2789.512683 = -32338.208338 nChanged 2 SP:Iteration 9Q (13771.630000 sec): 3 clusters Score: Raw -35142.095558 + Penalty 2789.512683 = -32352.582875 nChanged 1 SP:Iteration 10Q (13771.830000 sec): 3 clusters Score: Raw -35148.603114 + Penalty 2789.512683 = -32359.090431 nChanged 1 SP:Iteration 11Q (13772.030000 sec): 3 clusters Score: Raw -35154.740762 + Penalty 2789.512683 = -32365.228078 nChanged 0 SP:Iteration 12F (13772.240000 sec): 3 clusters Score: Raw -35154.740762 + Penalty 2789.512683 = -32365.228078 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 49 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13772.330000 sec): 2 clusters Score: Raw -32144.878936 + Penalty 1365.322221 = -30779.556715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13772.490000 sec): 3 clusters Score: Raw -32325.051198 + Penalty 2730.644442 = -29594.406757 nChanged 19 SP:Iteration 1F (13772.690000 sec): 3 clusters Score: Raw -32396.633276 + Penalty 2730.644442 = -29665.988834 nChanged 2 SP:Iteration 2Q (13772.900000 sec): 3 clusters Score: Raw -32403.358011 + Penalty 2730.644442 = -29672.713569 nChanged 1 SP:Iteration 3Q (13773.120000 sec): 3 clusters Score: Raw -32405.464011 + Penalty 2730.644442 = -29674.819569 nChanged 0 SP:Iteration 4F (13773.270000 sec): 3 clusters Score: Raw -32405.464011 + Penalty 2730.644442 = -29674.819569 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 50 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13773.370000 sec): 2 clusters Score: Raw -24313.807338 + Penalty 1320.106475 = -22993.700863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13773.530000 sec): 3 clusters Score: Raw -24514.586559 + Penalty 2640.212950 = -21874.373610 nChanged 16 SP:Iteration 1F (13773.730000 sec): 3 clusters Score: Raw -24629.656339 + Penalty 2640.212950 = -21989.443389 nChanged 6 SP:Iteration 2Q (13773.850000 sec): 3 clusters Score: Raw -24661.204264 + Penalty 2640.212950 = -22020.991314 nChanged 2 SP:Iteration 3Q (13774.000000 sec): 3 clusters Score: Raw -24675.102249 + Penalty 2640.212950 = -22034.889299 nChanged 1 SP:Iteration 4Q (13774.220000 sec): 3 clusters Score: Raw -24680.009842 + Penalty 2640.212950 = -22039.796892 nChanged 1 SP:Iteration 5Q (13774.390000 sec): 3 clusters Score: Raw -24691.400416 + Penalty 2640.212950 = -22051.187466 nChanged 2 SP:Iteration 6Q (13774.550000 sec): 3 clusters Score: Raw -24702.160141 + Penalty 2640.212950 = -22061.947191 nChanged 2 SP:Iteration 7Q (13774.730000 sec): 3 clusters Score: Raw -24718.489800 + Penalty 2640.212950 = -22078.276850 nChanged 0 SP:Iteration 8F (13774.950000 sec): 3 clusters Score: Raw -24718.489800 + Penalty 2640.212950 = -22078.276850 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 51 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13775.010000 sec): 2 clusters Score: Raw -72897.033310 + Penalty 1576.314700 = -71320.718610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13775.250000 sec): 3 clusters Score: Raw -72932.233352 + Penalty 3152.629400 = -69779.603952 nChanged 120 SP:Iteration 1F (13775.390000 sec): 3 clusters Score: Raw -73173.807194 + Penalty 3152.629400 = -70021.177794 nChanged 29 SP:Iteration 2F (13775.580000 sec): 3 clusters Score: Raw -73253.777716 + Penalty 3152.629400 = -70101.148317 nChanged 28 SP:Iteration 3Q (13775.810000 sec): 3 clusters Score: Raw -73370.145782 + Penalty 3152.629400 = -70217.516382 nChanged 32 SP:Iteration 4F (13776.000000 sec): 3 clusters Score: Raw -73560.300709 + Penalty 3152.629400 = -70407.671310 nChanged 31 SP:Iteration 5F (13776.160000 sec): 3 clusters Score: Raw -73721.254165 + Penalty 3152.629400 = -70568.624765 nChanged 26 SP:Iteration 6Q (13776.350000 sec): 3 clusters Score: Raw -73875.974089 + Penalty 3152.629400 = -70723.344690 nChanged 21 SP:Iteration 7Q (13776.550000 sec): 3 clusters Score: Raw -74055.706624 + Penalty 3152.629400 = -70903.077225 nChanged 16 SP:Iteration 8Q (13776.780000 sec): 3 clusters Score: Raw -74141.641028 + Penalty 3152.629400 = -70989.011628 nChanged 15 SP:Iteration 9Q (13776.940000 sec): 3 clusters Score: Raw -74234.270298 + Penalty 3152.629400 = -71081.640899 nChanged 15 SP:Iteration 10Q (13777.120000 sec): 3 clusters Score: Raw -74338.689436 + Penalty 3152.629400 = -71186.060037 nChanged 14 SP:Iteration 11Q (13777.310000 sec): 3 clusters Score: Raw -74420.454046 + Penalty 3152.629400 = -71267.824646 nChanged 15 SP:Iteration 12Q (13777.530000 sec): 3 clusters Score: Raw -74534.564797 + Penalty 3152.629400 = -71381.935397 nChanged 17 SP:Iteration 13Q (13777.740000 sec): 3 clusters Score: Raw -74693.290623 + Penalty 3152.629400 = -71540.661224 nChanged 14 SP:Iteration 14Q (13777.920000 sec): 3 clusters Score: Raw -74821.772683 + Penalty 3152.629400 = -71669.143284 nChanged 12 SP:Iteration 15Q (13778.110000 sec): 3 clusters Score: Raw -74980.076686 + Penalty 3152.629400 = -71827.447286 nChanged 16 SP:Iteration 16Q (13778.330000 sec): 3 clusters Score: Raw -75154.300732 + Penalty 3152.629400 = -72001.671332 nChanged 6 SP:Iteration 17Q (13778.440000 sec): 3 clusters Score: Raw -75275.342109 + Penalty 3152.629400 = -72122.712709 nChanged 4 SP:Iteration 18Q (13778.660000 sec): 3 clusters Score: Raw -75468.699352 + Penalty 3152.629400 = -72316.069953 nChanged 6 SP:Iteration 19Q (13778.840000 sec): 3 clusters Score: Raw -75730.284182 + Penalty 3152.629400 = -72577.654782 nChanged 5 SP:Iteration 20F (13779.020000 sec): 3 clusters Score: Raw -75830.214701 + Penalty 3152.629400 = -72677.585302 nChanged 13 SP:Iteration 21Q (13779.210000 sec): 3 clusters Score: Raw -76050.798160 + Penalty 3152.629400 = -72898.168761 nChanged 6 SP:Iteration 22Q (13779.370000 sec): 3 clusters Score: Raw -76282.455167 + Penalty 3152.629400 = -73129.825768 nChanged 1 SP:Iteration 23Q (13779.530000 sec): 3 clusters Score: Raw -76429.193524 + Penalty 3152.629400 = -73276.564125 nChanged 0 SP:Iteration 24F (13779.690000 sec): 3 clusters Score: Raw -76429.193524 + Penalty 3152.629400 = -73276.564125 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 52 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13779.780000 sec): 2 clusters Score: Raw -22007.681116 + Penalty 1282.280031 = -20725.401085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13780.000000 sec): 3 clusters Score: Raw -22286.326506 + Penalty 2564.560062 = -19721.766444 nChanged 7 SP:Iteration 1Q (13780.150000 sec): 3 clusters Score: Raw -22483.650288 + Penalty 2564.560062 = -19919.090227 nChanged 8 SP:Iteration 2Q (13780.330000 sec): 3 clusters Score: Raw -22542.104851 + Penalty 2564.560062 = -19977.544789 nChanged 2 SP:Iteration 3Q (13780.560000 sec): 3 clusters Score: Raw -22551.745497 + Penalty 2564.560062 = -19987.185435 nChanged 1 SP:Iteration 4Q (13780.720000 sec): 3 clusters Score: Raw -22557.823992 + Penalty 2564.560062 = -19993.263931 nChanged 1 SP:Iteration 5Q (13780.930000 sec): 3 clusters Score: Raw -22563.458860 + Penalty 2564.560062 = -19998.898798 nChanged 1 SP:Iteration 6Q (13781.060000 sec): 3 clusters Score: Raw -22570.266898 + Penalty 2564.560062 = -20005.706836 nChanged 0 SP:Iteration 7F (13781.200000 sec): 3 clusters Score: Raw -22570.266898 + Penalty 2564.560062 = -20005.706836 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 53 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13781.250000 sec): 2 clusters Score: Raw -33524.864976 + Penalty 1383.772997 = -32141.091980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13781.440000 sec): 3 clusters Score: Raw -33683.753322 + Penalty 2767.545994 = -30916.207328 nChanged 28 SP:Iteration 1F (13781.600000 sec): 3 clusters Score: Raw -33787.250607 + Penalty 2767.545994 = -31019.704614 nChanged 4 SP:Iteration 2Q (13781.760000 sec): 3 clusters Score: Raw -33800.868069 + Penalty 2767.545994 = -31033.322076 nChanged 3 SP:Iteration 3Q (13781.920000 sec): 3 clusters Score: Raw -33813.578581 + Penalty 2767.545994 = -31046.032587 nChanged 3 SP:Iteration 4Q (13782.020000 sec): 3 clusters Score: Raw -33821.672139 + Penalty 2767.545994 = -31054.126145 nChanged 0 SP:Iteration 5F (13782.200000 sec): 3 clusters Score: Raw -33821.672139 + Penalty 2767.545994 = -31054.126145 nChanged 0 Iteration 168F (13853.750000 sec): 56 clusters Score: Raw -87590478.069678 + Penalty 181853.037770 = -87408625.031908 nChanged 206 Iteration 169F (13923.340000 sec): 56 clusters Score: Raw -87590737.155950 + Penalty 181853.037770 = -87408884.118180 nChanged 134 Iteration 170Q (13958.010000 sec): 56 clusters Score: Raw -87590848.624389 + Penalty 181853.037770 = -87408995.586619 nChanged 96 Iteration 171Q (13992.270000 sec): 56 clusters Score: Raw -87590898.316925 + Penalty 181853.037770 = -87409045.279155 nChanged 67 Iteration 172Q (14027.430000 sec): 56 clusters Score: Raw -87590920.944293 + Penalty 181853.037770 = -87409067.906523 nChanged 53 Iteration 173Q (14064.290000 sec): 56 clusters Score: Raw -87590936.034263 + Penalty 181853.037770 = -87409082.996493 nChanged 39 Iteration 174Q (14101.820000 sec): 56 clusters Score: Raw -87590942.306891 + Penalty 181853.037770 = -87409089.269121 nChanged 47 Iteration 175Q (14137.380000 sec): 56 clusters Score: Raw -87590950.922229 + Penalty 181853.037770 = -87409097.884459 nChanged 36 Iteration 176Q (14174.710000 sec): 56 clusters Score: Raw -87590961.020104 + Penalty 181853.037770 = -87409107.982334 nChanged 41 Iteration 177Q (14209.870000 sec): 56 clusters Score: Raw -87590970.150994 + Penalty 181853.037770 = -87409117.113224 nChanged 51 Iteration 178Q (14242.810000 sec): 56 clusters Score: Raw -87590977.302371 + Penalty 181853.037770 = -87409124.264601 nChanged 45 Writing temp clu file Because OldScore, -87409117.113224, is greater than current (better) Score,-87409124.264601 Compute initial score before splitting: Score: Raw -87590977.302371 + Penalty 181853.037770 = -87409124.264601 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 1 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14242.990000 sec): 2 clusters Score: Raw -20964.649001 + Penalty 1275.132562 = -19689.516439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14243.170000 sec): 3 clusters Score: Raw -21250.250626 + Penalty 2550.265124 = -18699.985502 nChanged 12 SP:Iteration 1F (14243.370000 sec): 3 clusters Score: Raw -21311.838157 + Penalty 2550.265124 = -18761.573033 nChanged 6 SP:Iteration 2Q (14243.490000 sec): 3 clusters Score: Raw -21345.066630 + Penalty 2550.265124 = -18794.801506 nChanged 2 SP:Iteration 3Q (14243.730000 sec): 3 clusters Score: Raw -21357.175054 + Penalty 2550.265124 = -18806.909930 nChanged 1 SP:Iteration 4Q (14243.870000 sec): 3 clusters Score: Raw -21363.601863 + Penalty 2550.265124 = -18813.336739 nChanged 1 SP:Iteration 5Q (14244.100000 sec): 3 clusters Score: Raw -21369.110338 + Penalty 2550.265124 = -18818.845214 nChanged 2 SP:Iteration 6Q (14244.240000 sec): 3 clusters Score: Raw -21379.608410 + Penalty 2550.265124 = -18829.343286 nChanged 0 SP:Iteration 7F (14244.450000 sec): 3 clusters Score: Raw -21379.608410 + Penalty 2550.265124 = -18829.343286 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 2 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14244.530000 sec): 2 clusters Score: Raw -235682.161754 + Penalty 1836.713639 = -233845.448115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14244.710000 sec): 3 clusters Score: Raw -235136.374991 + Penalty 3673.427277 = -231462.947714 nChanged 505 SP:Iteration 1F (14244.870000 sec): 3 clusters Score: Raw -235585.709410 + Penalty 3673.427277 = -231912.282133 nChanged 124 SP:Iteration 2F (14245.040000 sec): 3 clusters Score: Raw -235712.812516 + Penalty 3673.427277 = -232039.385239 nChanged 60 SP:Iteration 3Q (14245.200000 sec): 3 clusters Score: Raw -235781.998146 + Penalty 3673.427277 = -232108.570869 nChanged 54 SP:Iteration 4Q (14245.370000 sec): 3 clusters Score: Raw -235833.696520 + Penalty 3673.427277 = -232160.269243 nChanged 36 SP:Iteration 5Q (14245.560000 sec): 3 clusters Score: Raw -235867.393639 + Penalty 3673.427277 = -232193.966362 nChanged 26 SP:Iteration 6Q (14245.760000 sec): 3 clusters Score: Raw -235884.594455 + Penalty 3673.427277 = -232211.167178 nChanged 24 SP:Iteration 7Q (14245.920000 sec): 3 clusters Score: Raw -235904.058027 + Penalty 3673.427277 = -232230.630750 nChanged 16 SP:Iteration 8Q (14246.090000 sec): 3 clusters Score: Raw -235916.250023 + Penalty 3673.427277 = -232242.822746 nChanged 11 SP:Iteration 9Q (14246.290000 sec): 3 clusters Score: Raw -235926.849053 + Penalty 3673.427277 = -232253.421776 nChanged 9 SP:Iteration 10Q (14246.500000 sec): 3 clusters Score: Raw -235936.468619 + Penalty 3673.427277 = -232263.041342 nChanged 7 SP:Iteration 11Q (14246.690000 sec): 3 clusters Score: Raw -235945.711242 + Penalty 3673.427277 = -232272.283965 nChanged 6 SP:Iteration 12Q (14246.920000 sec): 3 clusters Score: Raw -235949.983558 + Penalty 3673.427277 = -232276.556281 nChanged 5 SP:Iteration 13Q (14247.070000 sec): 3 clusters Score: Raw -235956.689190 + Penalty 3673.427277 = -232283.261913 nChanged 9 SP:Iteration 14Q (14247.290000 sec): 3 clusters Score: Raw -235962.844532 + Penalty 3673.427277 = -232289.417255 nChanged 7 SP:Iteration 15Q (14247.480000 sec): 3 clusters Score: Raw -235968.741083 + Penalty 3673.427277 = -232295.313806 nChanged 5 SP:Iteration 16Q (14247.670000 sec): 3 clusters Score: Raw -235972.899886 + Penalty 3673.427277 = -232299.472609 nChanged 5 SP:Iteration 17Q (14247.880000 sec): 3 clusters Score: Raw -235977.077103 + Penalty 3673.427277 = -232303.649826 nChanged 3 SP:Iteration 18Q (14248.080000 sec): 3 clusters Score: Raw -235978.269535 + Penalty 3673.427277 = -232304.842258 nChanged 1 SP:Iteration 19Q (14248.300000 sec): 3 clusters Score: Raw -235979.108618 + Penalty 3673.427277 = -232305.681341 nChanged 2 SP:Iteration 20F (14248.440000 sec): 3 clusters Score: Raw -235981.040232 + Penalty 3673.427277 = -232307.612955 nChanged 4 SP:Iteration 21Q (14248.660000 sec): 3 clusters Score: Raw -235983.373591 + Penalty 3673.427277 = -232309.946314 nChanged 1 SP:Iteration 22Q (14248.850000 sec): 3 clusters Score: Raw -235983.916306 + Penalty 3673.427277 = -232310.489029 nChanged 1 SP:Iteration 23Q (14249.000000 sec): 3 clusters Score: Raw -235984.528405 + Penalty 3673.427277 = -232311.101128 nChanged 1 SP:Iteration 24Q (14249.190000 sec): 3 clusters Score: Raw -235985.121342 + Penalty 3673.427277 = -232311.694065 nChanged 0 SP:Iteration 25F (14249.360000 sec): 3 clusters Score: Raw -235985.121342 + Penalty 3673.427277 = -232311.694065 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 3 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14249.460000 sec): 2 clusters Score: Raw -50114.254663 + Penalty 1485.262431 = -48628.992231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14249.620000 sec): 3 clusters Score: Raw -50199.182231 + Penalty 2970.524863 = -47228.657368 nChanged 62 SP:Iteration 1F (14249.810000 sec): 3 clusters Score: Raw -50373.175087 + Penalty 2970.524863 = -47402.650224 nChanged 17 SP:Iteration 2Q (14249.980000 sec): 3 clusters Score: Raw -50434.639191 + Penalty 2970.524863 = -47464.114328 nChanged 10 SP:Iteration 3Q (14250.150000 sec): 3 clusters Score: Raw -50469.088107 + Penalty 2970.524863 = -47498.563244 nChanged 8 SP:Iteration 4Q (14250.330000 sec): 3 clusters Score: Raw -50498.276884 + Penalty 2970.524863 = -47527.752021 nChanged 8 SP:Iteration 5Q (14250.500000 sec): 3 clusters Score: Raw -50536.229423 + Penalty 2970.524863 = -47565.704560 nChanged 13 SP:Iteration 6Q (14250.730000 sec): 3 clusters Score: Raw -50599.854212 + Penalty 2970.524863 = -47629.329349 nChanged 13 SP:Iteration 7Q (14250.890000 sec): 3 clusters Score: Raw -50676.089817 + Penalty 2970.524863 = -47705.564955 nChanged 18 SP:Iteration 8Q (14251.050000 sec): 3 clusters Score: Raw -50743.770385 + Penalty 2970.524863 = -47773.245522 nChanged 10 SP:Iteration 9Q (14251.230000 sec): 3 clusters Score: Raw -50783.579432 + Penalty 2970.524863 = -47813.054570 nChanged 7 SP:Iteration 10Q (14251.450000 sec): 3 clusters Score: Raw -50847.141032 + Penalty 2970.524863 = -47876.616169 nChanged 6 SP:Iteration 11Q (14251.610000 sec): 3 clusters Score: Raw -50920.529838 + Penalty 2970.524863 = -47950.004975 nChanged 6 SP:Iteration 12Q (14251.770000 sec): 3 clusters Score: Raw -51037.315032 + Penalty 2970.524863 = -48066.790169 nChanged 10 SP:Iteration 13Q (14251.950000 sec): 3 clusters Score: Raw -51153.507341 + Penalty 2970.524863 = -48182.982478 nChanged 10 SP:Iteration 14Q (14252.110000 sec): 3 clusters Score: Raw -51341.409994 + Penalty 2970.524863 = -48370.885131 nChanged 4 SP:Iteration 15Q (14252.290000 sec): 3 clusters Score: Raw -51367.026045 + Penalty 2970.524863 = -48396.501182 nChanged 4 SP:Iteration 16Q (14252.490000 sec): 3 clusters Score: Raw -51383.739694 + Penalty 2970.524863 = -48413.214831 nChanged 0 SP:Iteration 17F (14252.630000 sec): 3 clusters Score: Raw -51384.494377 + Penalty 2970.524863 = -48413.969514 nChanged 1 SP:Iteration 18Q (14252.820000 sec): 3 clusters Score: Raw -51387.289382 + Penalty 2970.524863 = -48416.764519 nChanged 1 SP:Iteration 19Q (14253.010000 sec): 3 clusters Score: Raw -51392.266246 + Penalty 2970.524863 = -48421.741383 nChanged 1 SP:Iteration 20F (14253.220000 sec): 3 clusters Score: Raw -51395.567384 + Penalty 2970.524863 = -48425.042521 nChanged 3 SP:Iteration 21Q (14253.390000 sec): 3 clusters Score: Raw -51407.762928 + Penalty 2970.524863 = -48437.238065 nChanged 0 SP:Iteration 22F (14253.570000 sec): 3 clusters Score: Raw -51407.762928 + Penalty 2970.524863 = -48437.238065 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 4 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14253.630000 sec): 2 clusters Score: Raw -115773.188918 + Penalty 1676.870047 = -114096.318871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14253.850000 sec): 3 clusters Score: Raw -115604.415133 + Penalty 3353.740093 = -112250.675039 nChanged 209 SP:Iteration 1F (14254.030000 sec): 3 clusters Score: Raw -115870.545024 + Penalty 3353.740093 = -112516.804931 nChanged 69 SP:Iteration 2F (14254.230000 sec): 3 clusters Score: Raw -116015.125221 + Penalty 3353.740093 = -112661.385128 nChanged 50 SP:Iteration 3F (14254.400000 sec): 3 clusters Score: Raw -116091.798739 + Penalty 3353.740093 = -112738.058646 nChanged 28 SP:Iteration 4Q (14254.610000 sec): 3 clusters Score: Raw -116161.472669 + Penalty 3353.740093 = -112807.732575 nChanged 26 SP:Iteration 5Q (14254.810000 sec): 3 clusters Score: Raw -116217.902882 + Penalty 3353.740093 = -112864.162789 nChanged 29 SP:Iteration 6Q (14255.000000 sec): 3 clusters Score: Raw -116279.074837 + Penalty 3353.740093 = -112925.334743 nChanged 22 SP:Iteration 7Q (14255.140000 sec): 3 clusters Score: Raw -116320.194034 + Penalty 3353.740093 = -112966.453941 nChanged 18 SP:Iteration 8Q (14255.350000 sec): 3 clusters Score: Raw -116353.791069 + Penalty 3353.740093 = -113000.050976 nChanged 12 SP:Iteration 9Q (14255.510000 sec): 3 clusters Score: Raw -116385.481296 + Penalty 3353.740093 = -113031.741202 nChanged 11 SP:Iteration 10Q (14255.710000 sec): 3 clusters Score: Raw -116400.654919 + Penalty 3353.740093 = -113046.914826 nChanged 4 SP:Iteration 11Q (14255.890000 sec): 3 clusters Score: Raw -116405.998320 + Penalty 3353.740093 = -113052.258227 nChanged 7 SP:Iteration 12Q (14256.090000 sec): 3 clusters Score: Raw -116416.014030 + Penalty 3353.740093 = -113062.273937 nChanged 4 SP:Iteration 13Q (14256.290000 sec): 3 clusters Score: Raw -116421.077070 + Penalty 3353.740093 = -113067.336977 nChanged 2 SP:Iteration 14Q (14256.470000 sec): 3 clusters Score: Raw -116423.986772 + Penalty 3353.740093 = -113070.246679 nChanged 1 SP:Iteration 15Q (14256.570000 sec): 3 clusters Score: Raw -116424.377406 + Penalty 3353.740093 = -113070.637312 nChanged 0 SP:Iteration 16F (14256.750000 sec): 3 clusters Score: Raw -116424.377406 + Penalty 3353.740093 = -113070.637312 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 5 (13730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14256.860000 sec): 2 clusters Score: Raw -1950460.802941 + Penalty 2362.779948 = -1948098.022994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14257.130000 sec): 3 clusters Score: Raw -1942792.617970 + Penalty 4725.559895 = -1938067.058075 nChanged 5865 SP:Iteration 1F (14257.400000 sec): 3 clusters Score: Raw -1945863.491589 + Penalty 4725.559895 = -1941137.931693 nChanged 851 SP:Iteration 2F (14257.640000 sec): 3 clusters Score: Raw -1946296.928966 + Penalty 4725.559895 = -1941571.369071 nChanged 720 SP:Iteration 3F (14257.880000 sec): 3 clusters Score: Raw -1946679.098625 + Penalty 4725.559895 = -1941953.538730 nChanged 619 SP:Iteration 4Q (14258.200000 sec): 3 clusters Score: Raw -1946996.358822 + Penalty 4725.559895 = -1942270.798926 nChanged 561 SP:Iteration 5Q (14258.430000 sec): 3 clusters Score: Raw -1947261.924510 + Penalty 4725.559895 = -1942536.364615 nChanged 539 SP:Iteration 6Q (14258.720000 sec): 3 clusters Score: Raw -1947491.730946 + Penalty 4725.559895 = -1942766.171050 nChanged 487 SP:Iteration 7Q (14258.980000 sec): 3 clusters Score: Raw -1947675.127189 + Penalty 4725.559895 = -1942949.567294 nChanged 469 SP:Iteration 8Q (14259.260000 sec): 3 clusters Score: Raw -1947850.931786 + Penalty 4725.559895 = -1943125.371890 nChanged 466 SP:Iteration 9Q (14259.530000 sec): 3 clusters Score: Raw -1948033.599318 + Penalty 4725.559895 = -1943308.039423 nChanged 478 SP:Iteration 10Q (14259.770000 sec): 3 clusters Score: Raw -1948219.645396 + Penalty 4725.559895 = -1943494.085501 nChanged 475 SP:Iteration 11Q (14260.040000 sec): 3 clusters Score: Raw -1948408.210541 + Penalty 4725.559895 = -1943682.650645 nChanged 460 SP:Iteration 12Q (14260.270000 sec): 3 clusters Score: Raw -1948594.392422 + Penalty 4725.559895 = -1943868.832526 nChanged 431 SP:Iteration 13Q (14260.540000 sec): 3 clusters Score: Raw -1948769.373155 + Penalty 4725.559895 = -1944043.813259 nChanged 420 SP:Iteration 14Q (14260.810000 sec): 3 clusters Score: Raw -1948969.854854 + Penalty 4725.559895 = -1944244.294959 nChanged 425 SP:Iteration 15Q (14261.030000 sec): 3 clusters Score: Raw -1949196.426302 + Penalty 4725.559895 = -1944470.866407 nChanged 421 SP:Iteration 16Q (14261.310000 sec): 3 clusters Score: Raw -1949436.111412 + Penalty 4725.559895 = -1944710.551517 nChanged 394 SP:Iteration 17Q (14261.560000 sec): 3 clusters Score: Raw -1949652.262878 + Penalty 4725.559895 = -1944926.702982 nChanged 345 SP:Iteration 18Q (14261.870000 sec): 3 clusters Score: Raw -1949829.463746 + Penalty 4725.559895 = -1945103.903851 nChanged 284 SP:Iteration 19Q (14262.140000 sec): 3 clusters Score: Raw -1949959.666525 + Penalty 4725.559895 = -1945234.106630 nChanged 220 SP:Iteration 20F (14262.390000 sec): 3 clusters Score: Raw -1950059.861207 + Penalty 4725.559895 = -1945334.301312 nChanged 214 SP:Iteration 21Q (14262.660000 sec): 3 clusters Score: Raw -1950154.993943 + Penalty 4725.559895 = -1945429.434047 nChanged 211 SP:Iteration 22Q (14262.940000 sec): 3 clusters Score: Raw -1950245.619335 + Penalty 4725.559895 = -1945520.059439 nChanged 208 SP:Iteration 23Q (14263.230000 sec): 3 clusters Score: Raw -1950339.318931 + Penalty 4725.559895 = -1945613.759036 nChanged 187 SP:Iteration 24Q (14263.510000 sec): 3 clusters Score: Raw -1950421.699363 + Penalty 4725.559895 = -1945696.139468 nChanged 164 SP:Iteration 25Q (14263.770000 sec): 3 clusters Score: Raw -1950497.908809 + Penalty 4725.559895 = -1945772.348913 nChanged 167 SP:Iteration 26Q (14264.020000 sec): 3 clusters Score: Raw -1950580.452669 + Penalty 4725.559895 = -1945854.892774 nChanged 141 SP:Iteration 27Q (14264.300000 sec): 3 clusters Score: Raw -1950650.808416 + Penalty 4725.559895 = -1945925.248520 nChanged 124 SP:Iteration 28Q (14264.560000 sec): 3 clusters Score: Raw -1950706.097970 + Penalty 4725.559895 = -1945980.538074 nChanged 78 SP:Iteration 29Q (14264.800000 sec): 3 clusters Score: Raw -1950739.621852 + Penalty 4725.559895 = -1946014.061957 nChanged 82 SP:Iteration 30Q (14265.080000 sec): 3 clusters Score: Raw -1950785.846185 + Penalty 4725.559895 = -1946060.286289 nChanged 78 SP:Iteration 31Q (14265.320000 sec): 3 clusters Score: Raw -1950823.905674 + Penalty 4725.559895 = -1946098.345778 nChanged 72 SP:Iteration 32Q (14265.540000 sec): 3 clusters Score: Raw -1950865.884718 + Penalty 4725.559895 = -1946140.324823 nChanged 63 SP:Iteration 33Q (14265.800000 sec): 3 clusters Score: Raw -1950911.005335 + Penalty 4725.559895 = -1946185.445439 nChanged 54 SP:Iteration 34Q (14266.000000 sec): 3 clusters Score: Raw -1950953.502922 + Penalty 4725.559895 = -1946227.943027 nChanged 52 SP:Iteration 35Q (14266.220000 sec): 3 clusters Score: Raw -1951013.784208 + Penalty 4725.559895 = -1946288.224312 nChanged 42 SP:Iteration 36Q (14266.490000 sec): 3 clusters Score: Raw -1951076.943111 + Penalty 4725.559895 = -1946351.383215 nChanged 47 SP:Iteration 37Q (14266.680000 sec): 3 clusters Score: Raw -1951138.764482 + Penalty 4725.559895 = -1946413.204587 nChanged 38 SP:Iteration 38Q (14266.950000 sec): 3 clusters Score: Raw -1951173.207713 + Penalty 4725.559895 = -1946447.647818 nChanged 33 SP:Iteration 39Q (14267.160000 sec): 3 clusters Score: Raw -1951204.195787 + Penalty 4725.559895 = -1946478.635892 nChanged 30 SP:Iteration 40F (14267.430000 sec): 3 clusters Score: Raw -1951225.107023 + Penalty 4725.559895 = -1946499.547128 nChanged 27 SP:Iteration 41Q (14267.630000 sec): 3 clusters Score: Raw -1951249.677643 + Penalty 4725.559895 = -1946524.117747 nChanged 24 SP:Iteration 42Q (14267.870000 sec): 3 clusters Score: Raw -1951267.463720 + Penalty 4725.559895 = -1946541.903824 nChanged 17 SP:Iteration 43Q (14268.120000 sec): 3 clusters Score: Raw -1951274.262421 + Penalty 4725.559895 = -1946548.702526 nChanged 7 SP:Iteration 44Q (14268.330000 sec): 3 clusters Score: Raw -1951277.049199 + Penalty 4725.559895 = -1946551.489304 nChanged 4 SP:Iteration 45Q (14268.590000 sec): 3 clusters Score: Raw -1951278.379319 + Penalty 4725.559895 = -1946552.819424 nChanged 4 SP:Iteration 46Q (14268.800000 sec): 3 clusters Score: Raw -1951279.884686 + Penalty 4725.559895 = -1946554.324791 nChanged 2 SP:Iteration 47Q (14269.070000 sec): 3 clusters Score: Raw -1951280.311690 + Penalty 4725.559895 = -1946554.751795 nChanged 0 SP:Iteration 48F (14269.300000 sec): 3 clusters Score: Raw -1951280.311690 + Penalty 4725.559895 = -1946554.751795 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 6 (7697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14269.450000 sec): 2 clusters Score: Raw -1076182.870164 + Penalty 2219.249309 = -1073963.620856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14269.680000 sec): 3 clusters Score: Raw -1072185.403522 + Penalty 4438.498617 = -1067746.904905 nChanged 3134 SP:Iteration 1F (14269.880000 sec): 3 clusters Score: Raw -1073934.793970 + Penalty 4438.498617 = -1069496.295353 nChanged 518 SP:Iteration 2F (14270.110000 sec): 3 clusters Score: Raw -1074185.814274 + Penalty 4438.498617 = -1069747.315657 nChanged 397 SP:Iteration 3F (14270.350000 sec): 3 clusters Score: Raw -1074386.716956 + Penalty 4438.498617 = -1069948.218339 nChanged 340 SP:Iteration 4Q (14270.600000 sec): 3 clusters Score: Raw -1074552.443762 + Penalty 4438.498617 = -1070113.945145 nChanged 280 SP:Iteration 5Q (14270.800000 sec): 3 clusters Score: Raw -1074682.272327 + Penalty 4438.498617 = -1070243.773710 nChanged 231 SP:Iteration 6Q (14271.050000 sec): 3 clusters Score: Raw -1074793.235584 + Penalty 4438.498617 = -1070354.736967 nChanged 226 SP:Iteration 7Q (14271.250000 sec): 3 clusters Score: Raw -1074903.357036 + Penalty 4438.498617 = -1070464.858419 nChanged 196 SP:Iteration 8Q (14271.520000 sec): 3 clusters Score: Raw -1075001.475277 + Penalty 4438.498617 = -1070562.976660 nChanged 204 SP:Iteration 9Q (14271.730000 sec): 3 clusters Score: Raw -1075101.075268 + Penalty 4438.498617 = -1070662.576651 nChanged 204 SP:Iteration 10Q (14271.970000 sec): 3 clusters Score: Raw -1075215.394742 + Penalty 4438.498617 = -1070776.896124 nChanged 205 SP:Iteration 11Q (14272.190000 sec): 3 clusters Score: Raw -1075320.441410 + Penalty 4438.498617 = -1070881.942793 nChanged 192 SP:Iteration 12Q (14272.420000 sec): 3 clusters Score: Raw -1075412.016311 + Penalty 4438.498617 = -1070973.517694 nChanged 186 SP:Iteration 13Q (14272.620000 sec): 3 clusters Score: Raw -1075503.512055 + Penalty 4438.498617 = -1071065.013438 nChanged 171 SP:Iteration 14Q (14272.840000 sec): 3 clusters Score: Raw -1075567.214073 + Penalty 4438.498617 = -1071128.715456 nChanged 140 SP:Iteration 15Q (14273.030000 sec): 3 clusters Score: Raw -1075621.547788 + Penalty 4438.498617 = -1071183.049171 nChanged 127 SP:Iteration 16Q (14273.230000 sec): 3 clusters Score: Raw -1075665.038124 + Penalty 4438.498617 = -1071226.539507 nChanged 110 SP:Iteration 17Q (14273.490000 sec): 3 clusters Score: Raw -1075705.020926 + Penalty 4438.498617 = -1071266.522309 nChanged 102 SP:Iteration 18Q (14273.680000 sec): 3 clusters Score: Raw -1075737.464212 + Penalty 4438.498617 = -1071298.965595 nChanged 80 SP:Iteration 19Q (14273.860000 sec): 3 clusters Score: Raw -1075765.889486 + Penalty 4438.498617 = -1071327.390869 nChanged 99 SP:Iteration 20F (14274.080000 sec): 3 clusters Score: Raw -1075801.241968 + Penalty 4438.498617 = -1071362.743351 nChanged 90 SP:Iteration 21Q (14274.310000 sec): 3 clusters Score: Raw -1075831.045492 + Penalty 4438.498617 = -1071392.546875 nChanged 74 SP:Iteration 22Q (14274.550000 sec): 3 clusters Score: Raw -1075857.571525 + Penalty 4438.498617 = -1071419.072908 nChanged 62 SP:Iteration 23Q (14274.740000 sec): 3 clusters Score: Raw -1075878.403265 + Penalty 4438.498617 = -1071439.904648 nChanged 66 SP:Iteration 24Q (14274.990000 sec): 3 clusters Score: Raw -1075901.906448 + Penalty 4438.498617 = -1071463.407831 nChanged 67 SP:Iteration 25Q (14275.180000 sec): 3 clusters Score: Raw -1075926.109001 + Penalty 4438.498617 = -1071487.610384 nChanged 76 SP:Iteration 26Q (14275.430000 sec): 3 clusters Score: Raw -1075958.265940 + Penalty 4438.498617 = -1071519.767323 nChanged 88 SP:Iteration 27Q (14275.650000 sec): 3 clusters Score: Raw -1075993.603807 + Penalty 4438.498617 = -1071555.105190 nChanged 90 SP:Iteration 28Q (14275.880000 sec): 3 clusters Score: Raw -1076026.453898 + Penalty 4438.498617 = -1071587.955281 nChanged 74 SP:Iteration 29Q (14276.060000 sec): 3 clusters Score: Raw -1076052.311384 + Penalty 4438.498617 = -1071613.812767 nChanged 62 SP:Iteration 30Q (14276.310000 sec): 3 clusters Score: Raw -1076077.127546 + Penalty 4438.498617 = -1071638.628929 nChanged 70 SP:Iteration 31Q (14276.490000 sec): 3 clusters Score: Raw -1076100.577643 + Penalty 4438.498617 = -1071662.079026 nChanged 69 SP:Iteration 32Q (14276.720000 sec): 3 clusters Score: Raw -1076123.123969 + Penalty 4438.498617 = -1071684.625352 nChanged 56 SP:Iteration 33Q (14276.930000 sec): 3 clusters Score: Raw -1076138.456919 + Penalty 4438.498617 = -1071699.958302 nChanged 36 SP:Iteration 34Q (14277.180000 sec): 3 clusters Score: Raw -1076148.835170 + Penalty 4438.498617 = -1071710.336553 nChanged 41 SP:Iteration 35Q (14277.390000 sec): 3 clusters Score: Raw -1076161.680670 + Penalty 4438.498617 = -1071723.182053 nChanged 46 SP:Iteration 36Q (14277.570000 sec): 3 clusters Score: Raw -1076174.624536 + Penalty 4438.498617 = -1071736.125919 nChanged 35 SP:Iteration 37Q (14277.800000 sec): 3 clusters Score: Raw -1076183.151877 + Penalty 4438.498617 = -1071744.653260 nChanged 38 SP:Iteration 38Q (14278.010000 sec): 3 clusters Score: Raw -1076195.023225 + Penalty 4438.498617 = -1071756.524608 nChanged 40 SP:Iteration 39Q (14278.260000 sec): 3 clusters Score: Raw -1076208.128566 + Penalty 4438.498617 = -1071769.629949 nChanged 30 SP:Iteration 40F (14278.540000 sec): 3 clusters Score: Raw -1076217.457105 + Penalty 4438.498617 = -1071778.958488 nChanged 35 SP:Iteration 41Q (14278.710000 sec): 3 clusters Score: Raw -1076227.145825 + Penalty 4438.498617 = -1071788.647208 nChanged 32 SP:Iteration 42Q (14279.030000 sec): 3 clusters Score: Raw -1076234.641787 + Penalty 4438.498617 = -1071796.143170 nChanged 25 SP:Iteration 43Q (14279.270000 sec): 3 clusters Score: Raw -1076240.960741 + Penalty 4438.498617 = -1071802.462124 nChanged 16 SP:Iteration 44Q (14279.440000 sec): 3 clusters Score: Raw -1076245.054988 + Penalty 4438.498617 = -1071806.556370 nChanged 15 SP:Iteration 45Q (14279.710000 sec): 3 clusters Score: Raw -1076247.742891 + Penalty 4438.498617 = -1071809.244274 nChanged 9 SP:Iteration 46Q (14279.960000 sec): 3 clusters Score: Raw -1076249.247545 + Penalty 4438.498617 = -1071810.748927 nChanged 9 SP:Iteration 47Q (14280.170000 sec): 3 clusters Score: Raw -1076250.657374 + Penalty 4438.498617 = -1071812.158757 nChanged 6 SP:Iteration 48Q (14280.430000 sec): 3 clusters Score: Raw -1076252.622355 + Penalty 4438.498617 = -1071814.123738 nChanged 8 SP:Iteration 49Q (14280.620000 sec): 3 clusters Score: Raw -1076255.225778 + Penalty 4438.498617 = -1071816.727161 nChanged 10 SP:Iteration 50Q (14280.840000 sec): 3 clusters Score: Raw -1076257.176220 + Penalty 4438.498617 = -1071818.677603 nChanged 6 SP:Iteration 51Q (14281.060000 sec): 3 clusters Score: Raw -1076258.601834 + Penalty 4438.498617 = -1071820.103217 nChanged 11 SP:Iteration 52Q (14281.260000 sec): 3 clusters Score: Raw -1076261.478195 + Penalty 4438.498617 = -1071822.979578 nChanged 17 SP:Iteration 53Q (14281.520000 sec): 3 clusters Score: Raw -1076267.149299 + Penalty 4438.498617 = -1071828.650682 nChanged 15 SP:Iteration 54Q (14281.690000 sec): 3 clusters Score: Raw -1076270.525718 + Penalty 4438.498617 = -1071832.027101 nChanged 11 SP:Iteration 55Q (14281.880000 sec): 3 clusters Score: Raw -1076273.004202 + Penalty 4438.498617 = -1071834.505585 nChanged 10 SP:Iteration 56Q (14282.070000 sec): 3 clusters Score: Raw -1076274.641686 + Penalty 4438.498617 = -1071836.143069 nChanged 8 SP:Iteration 57Q (14282.310000 sec): 3 clusters Score: Raw -1076276.152895 + Penalty 4438.498617 = -1071837.654278 nChanged 9 SP:Iteration 58Q (14282.470000 sec): 3 clusters Score: Raw -1076277.743901 + Penalty 4438.498617 = -1071839.245284 nChanged 10 SP:Iteration 59Q (14282.730000 sec): 3 clusters Score: Raw -1076279.694202 + Penalty 4438.498617 = -1071841.195585 nChanged 12 SP:Iteration 60F (14282.930000 sec): 3 clusters Score: Raw -1076283.180813 + Penalty 4438.498617 = -1071844.682196 nChanged 12 SP:Iteration 61Q (14283.130000 sec): 3 clusters Score: Raw -1076286.420233 + Penalty 4438.498617 = -1071847.921616 nChanged 14 SP:Iteration 62Q (14283.340000 sec): 3 clusters Score: Raw -1076288.986274 + Penalty 4438.498617 = -1071850.487657 nChanged 11 SP:Iteration 63Q (14283.550000 sec): 3 clusters Score: Raw -1076291.479263 + Penalty 4438.498617 = -1071852.980646 nChanged 12 SP:Iteration 64Q (14283.790000 sec): 3 clusters Score: Raw -1076294.151535 + Penalty 4438.498617 = -1071855.652918 nChanged 9 SP:Iteration 65Q (14284.040000 sec): 3 clusters Score: Raw -1076296.440056 + Penalty 4438.498617 = -1071857.941439 nChanged 10 SP:Iteration 66Q (14284.250000 sec): 3 clusters Score: Raw -1076299.594879 + Penalty 4438.498617 = -1071861.096262 nChanged 12 SP:Iteration 67Q (14284.460000 sec): 3 clusters Score: Raw -1076304.135896 + Penalty 4438.498617 = -1071865.637279 nChanged 19 SP:Iteration 68Q (14284.690000 sec): 3 clusters Score: Raw -1076308.181568 + Penalty 4438.498617 = -1071869.682951 nChanged 15 SP:Iteration 69Q (14284.890000 sec): 3 clusters Score: Raw -1076311.172033 + Penalty 4438.498617 = -1071872.673416 nChanged 10 SP:Iteration 70Q (14285.100000 sec): 3 clusters Score: Raw -1076314.163207 + Penalty 4438.498617 = -1071875.664590 nChanged 7 SP:Iteration 71Q (14285.310000 sec): 3 clusters Score: Raw -1076315.878592 + Penalty 4438.498617 = -1071877.379975 nChanged 11 SP:Iteration 72Q (14285.520000 sec): 3 clusters Score: Raw -1076318.563386 + Penalty 4438.498617 = -1071880.064769 nChanged 8 SP:Iteration 73Q (14285.710000 sec): 3 clusters Score: Raw -1076319.969865 + Penalty 4438.498617 = -1071881.471248 nChanged 7 SP:Iteration 74Q (14285.890000 sec): 3 clusters Score: Raw -1076321.682085 + Penalty 4438.498617 = -1071883.183468 nChanged 11 SP:Iteration 75Q (14286.120000 sec): 3 clusters Score: Raw -1076324.690114 + Penalty 4438.498617 = -1071886.191497 nChanged 16 SP:Iteration 76Q (14286.310000 sec): 3 clusters Score: Raw -1076328.706261 + Penalty 4438.498617 = -1071890.207644 nChanged 8 SP:Iteration 77Q (14286.550000 sec): 3 clusters Score: Raw -1076330.856835 + Penalty 4438.498617 = -1071892.358218 nChanged 13 SP:Iteration 78Q (14286.730000 sec): 3 clusters Score: Raw -1076334.079313 + Penalty 4438.498617 = -1071895.580695 nChanged 20 SP:Iteration 79Q (14286.970000 sec): 3 clusters Score: Raw -1076338.413959 + Penalty 4438.498617 = -1071899.915342 nChanged 15 SP:Iteration 80F (14287.190000 sec): 3 clusters Score: Raw -1076341.852758 + Penalty 4438.498617 = -1071903.354141 nChanged 19 SP:Iteration 81Q (14287.390000 sec): 3 clusters Score: Raw -1076346.229593 + Penalty 4438.498617 = -1071907.730976 nChanged 12 SP:Iteration 82Q (14287.610000 sec): 3 clusters Score: Raw -1076349.085081 + Penalty 4438.498617 = -1071910.586464 nChanged 8 SP:Iteration 83Q (14287.890000 sec): 3 clusters Score: Raw -1076350.714845 + Penalty 4438.498617 = -1071912.216228 nChanged 8 SP:Iteration 84Q (14288.130000 sec): 3 clusters Score: Raw -1076352.708915 + Penalty 4438.498617 = -1071914.210298 nChanged 5 SP:Iteration 85Q (14288.310000 sec): 3 clusters Score: Raw -1076353.574664 + Penalty 4438.498617 = -1071915.076047 nChanged 7 SP:Iteration 86Q (14288.530000 sec): 3 clusters Score: Raw -1076355.109822 + Penalty 4438.498617 = -1071916.611205 nChanged 4 SP:Iteration 87Q (14288.790000 sec): 3 clusters Score: Raw -1076355.884039 + Penalty 4438.498617 = -1071917.385422 nChanged 2 SP:Iteration 88Q (14289.030000 sec): 3 clusters Score: Raw -1076356.217355 + Penalty 4438.498617 = -1071917.718738 nChanged 3 SP:Iteration 89Q (14289.270000 sec): 3 clusters Score: Raw -1076356.919326 + Penalty 4438.498617 = -1071918.420709 nChanged 6 SP:Iteration 90Q (14289.450000 sec): 3 clusters Score: Raw -1076358.079977 + Penalty 4438.498617 = -1071919.581360 nChanged 6 SP:Iteration 91Q (14289.700000 sec): 3 clusters Score: Raw -1076359.504020 + Penalty 4438.498617 = -1071921.005403 nChanged 5 SP:Iteration 92Q (14289.870000 sec): 3 clusters Score: Raw -1076360.356913 + Penalty 4438.498617 = -1071921.858296 nChanged 4 SP:Iteration 93Q (14290.090000 sec): 3 clusters Score: Raw -1076361.341478 + Penalty 4438.498617 = -1071922.842861 nChanged 9 SP:Iteration 94Q (14290.350000 sec): 3 clusters Score: Raw -1076363.405508 + Penalty 4438.498617 = -1071924.906891 nChanged 6 SP:Iteration 95Q (14290.570000 sec): 3 clusters Score: Raw -1076364.760076 + Penalty 4438.498617 = -1071926.261459 nChanged 5 SP:Iteration 96Q (14290.780000 sec): 3 clusters Score: Raw -1076365.363035 + Penalty 4438.498617 = -1071926.864418 nChanged 4 SP:Iteration 97Q (14291.050000 sec): 3 clusters Score: Raw -1076366.083003 + Penalty 4438.498617 = -1071927.584386 nChanged 3 SP:Iteration 98Q (14291.260000 sec): 3 clusters Score: Raw -1076366.706753 + Penalty 4438.498617 = -1071928.208136 nChanged 6 SP:Iteration 99Q (14291.460000 sec): 3 clusters Score: Raw -1076368.193509 + Penalty 4438.498617 = -1071929.694892 nChanged 9 SP:Iteration 100F (14291.680000 sec): 3 clusters Score: Raw -1076370.072620 + Penalty 4438.498617 = -1071931.574003 nChanged 6 SP:Iteration 101Q (14291.890000 sec): 3 clusters Score: Raw -1076371.070858 + Penalty 4438.498617 = -1071932.572241 nChanged 4 SP:Iteration 102Q (14292.130000 sec): 3 clusters Score: Raw -1076371.632565 + Penalty 4438.498617 = -1071933.133947 nChanged 4 SP:Iteration 103Q (14292.320000 sec): 3 clusters Score: Raw -1076372.750499 + Penalty 4438.498617 = -1071934.251882 nChanged 6 SP:Iteration 104Q (14292.540000 sec): 3 clusters Score: Raw -1076373.883986 + Penalty 4438.498617 = -1071935.385369 nChanged 8 SP:Iteration 105Q (14292.780000 sec): 3 clusters Score: Raw -1076374.842292 + Penalty 4438.498617 = -1071936.343675 nChanged 5 SP:Iteration 106Q (14293.000000 sec): 3 clusters Score: Raw -1076375.917377 + Penalty 4438.498617 = -1071937.418760 nChanged 8 SP:Iteration 107Q (14293.230000 sec): 3 clusters Score: Raw -1076377.892505 + Penalty 4438.498617 = -1071939.393887 nChanged 8 SP:Iteration 108Q (14293.440000 sec): 3 clusters Score: Raw -1076379.469892 + Penalty 4438.498617 = -1071940.971275 nChanged 5 SP:Iteration 109Q (14293.670000 sec): 3 clusters Score: Raw -1076380.461911 + Penalty 4438.498617 = -1071941.963294 nChanged 7 SP:Iteration 110Q (14293.850000 sec): 3 clusters Score: Raw -1076381.844667 + Penalty 4438.498617 = -1071943.346049 nChanged 5 SP:Iteration 111Q (14294.070000 sec): 3 clusters Score: Raw -1076383.344260 + Penalty 4438.498617 = -1071944.845643 nChanged 5 SP:Iteration 112Q (14294.340000 sec): 3 clusters Score: Raw -1076384.164391 + Penalty 4438.498617 = -1071945.665774 nChanged 3 SP:Iteration 113Q (14294.550000 sec): 3 clusters Score: Raw -1076384.691560 + Penalty 4438.498617 = -1071946.192943 nChanged 2 SP:Iteration 114Q (14294.760000 sec): 3 clusters Score: Raw -1076385.075051 + Penalty 4438.498617 = -1071946.576434 nChanged 1 SP:Iteration 115Q (14294.990000 sec): 3 clusters Score: Raw -1076385.250658 + Penalty 4438.498617 = -1071946.752041 nChanged 3 SP:Iteration 116Q (14295.220000 sec): 3 clusters Score: Raw -1076385.819436 + Penalty 4438.498617 = -1071947.320819 nChanged 2 SP:Iteration 117Q (14295.430000 sec): 3 clusters Score: Raw -1076386.143573 + Penalty 4438.498617 = -1071947.644956 nChanged 2 SP:Iteration 118Q (14295.700000 sec): 3 clusters Score: Raw -1076386.421932 + Penalty 4438.498617 = -1071947.923315 nChanged 2 SP:Iteration 119Q (14295.910000 sec): 3 clusters Score: Raw -1076386.734384 + Penalty 4438.498617 = -1071948.235767 nChanged 1 SP:Iteration 120F (14296.170000 sec): 3 clusters Score: Raw -1076387.027693 + Penalty 4438.498617 = -1071948.529076 nChanged 3 SP:Iteration 121Q (14296.390000 sec): 3 clusters Score: Raw -1076387.522105 + Penalty 4438.498617 = -1071949.023488 nChanged 4 SP:Iteration 122Q (14296.590000 sec): 3 clusters Score: Raw -1076388.231983 + Penalty 4438.498617 = -1071949.733366 nChanged 2 SP:Iteration 123Q (14296.850000 sec): 3 clusters Score: Raw -1076388.741043 + Penalty 4438.498617 = -1071950.242426 nChanged 5 SP:Iteration 124Q (14297.120000 sec): 3 clusters Score: Raw -1076389.545776 + Penalty 4438.498617 = -1071951.047158 nChanged 1 SP:Iteration 125Q (14297.330000 sec): 3 clusters Score: Raw -1076389.736220 + Penalty 4438.498617 = -1071951.237603 nChanged 3 SP:Iteration 126Q (14297.490000 sec): 3 clusters Score: Raw -1076390.307639 + Penalty 4438.498617 = -1071951.809022 nChanged 4 SP:Iteration 127Q (14297.680000 sec): 3 clusters Score: Raw -1076390.646751 + Penalty 4438.498617 = -1071952.148134 nChanged 0 SP:Iteration 128F (14297.930000 sec): 3 clusters Score: Raw -1076390.646751 + Penalty 4438.498617 = -1071952.148134 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 7 (7235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14298.040000 sec): 2 clusters Score: Raw -1056524.673025 + Penalty 2203.898038 = -1054320.774987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14298.290000 sec): 3 clusters Score: Raw -1052843.343544 + Penalty 4407.796077 = -1048435.547467 nChanged 2915 SP:Iteration 1F (14298.470000 sec): 3 clusters Score: Raw -1054337.792971 + Penalty 4407.796077 = -1049929.996894 nChanged 478 SP:Iteration 2F (14298.710000 sec): 3 clusters Score: Raw -1054595.078538 + Penalty 4407.796077 = -1050187.282461 nChanged 386 SP:Iteration 3F (14298.920000 sec): 3 clusters Score: Raw -1054790.225952 + Penalty 4407.796077 = -1050382.429875 nChanged 311 SP:Iteration 4Q (14299.150000 sec): 3 clusters Score: Raw -1054948.069006 + Penalty 4407.796077 = -1050540.272929 nChanged 275 SP:Iteration 5Q (14299.400000 sec): 3 clusters Score: Raw -1055069.830537 + Penalty 4407.796077 = -1050662.034460 nChanged 241 SP:Iteration 6Q (14299.630000 sec): 3 clusters Score: Raw -1055174.540734 + Penalty 4407.796077 = -1050766.744657 nChanged 209 SP:Iteration 7Q (14299.860000 sec): 3 clusters Score: Raw -1055264.643286 + Penalty 4407.796077 = -1050856.847209 nChanged 193 SP:Iteration 8Q (14300.000000 sec): 3 clusters Score: Raw -1055352.736265 + Penalty 4407.796077 = -1050944.940188 nChanged 173 SP:Iteration 9Q (14300.190000 sec): 3 clusters Score: Raw -1055428.734642 + Penalty 4407.796077 = -1051020.938565 nChanged 190 SP:Iteration 10Q (14300.400000 sec): 3 clusters Score: Raw -1055521.799057 + Penalty 4407.796077 = -1051114.002980 nChanged 212 SP:Iteration 11Q (14300.620000 sec): 3 clusters Score: Raw -1055624.422751 + Penalty 4407.796077 = -1051216.626674 nChanged 201 SP:Iteration 12Q (14300.830000 sec): 3 clusters Score: Raw -1055729.721719 + Penalty 4407.796077 = -1051321.925642 nChanged 195 SP:Iteration 13Q (14301.070000 sec): 3 clusters Score: Raw -1055841.242973 + Penalty 4407.796077 = -1051433.446896 nChanged 205 SP:Iteration 14Q (14301.290000 sec): 3 clusters Score: Raw -1055962.629111 + Penalty 4407.796077 = -1051554.833034 nChanged 187 SP:Iteration 15Q (14301.530000 sec): 3 clusters Score: Raw -1056067.451570 + Penalty 4407.796077 = -1051659.655494 nChanged 174 SP:Iteration 16Q (14301.750000 sec): 3 clusters Score: Raw -1056174.206684 + Penalty 4407.796077 = -1051766.410607 nChanged 157 SP:Iteration 17Q (14301.970000 sec): 3 clusters Score: Raw -1056256.435319 + Penalty 4407.796077 = -1051848.639242 nChanged 137 SP:Iteration 18Q (14302.220000 sec): 3 clusters Score: Raw -1056334.874409 + Penalty 4407.796077 = -1051927.078332 nChanged 130 SP:Iteration 19Q (14302.410000 sec): 3 clusters Score: Raw -1056406.369397 + Penalty 4407.796077 = -1051998.573320 nChanged 92 SP:Iteration 20F (14302.660000 sec): 3 clusters Score: Raw -1056458.867920 + Penalty 4407.796077 = -1052051.071843 nChanged 89 SP:Iteration 21Q (14302.890000 sec): 3 clusters Score: Raw -1056519.212044 + Penalty 4407.796077 = -1052111.415967 nChanged 89 SP:Iteration 22Q (14303.140000 sec): 3 clusters Score: Raw -1056578.893529 + Penalty 4407.796077 = -1052171.097452 nChanged 68 SP:Iteration 23Q (14303.330000 sec): 3 clusters Score: Raw -1056621.721088 + Penalty 4407.796077 = -1052213.925011 nChanged 57 SP:Iteration 24Q (14303.510000 sec): 3 clusters Score: Raw -1056656.299389 + Penalty 4407.796077 = -1052248.503312 nChanged 46 SP:Iteration 25Q (14303.710000 sec): 3 clusters Score: Raw -1056683.451608 + Penalty 4407.796077 = -1052275.655531 nChanged 32 SP:Iteration 26Q (14303.920000 sec): 3 clusters Score: Raw -1056701.171415 + Penalty 4407.796077 = -1052293.375338 nChanged 27 SP:Iteration 27Q (14304.100000 sec): 3 clusters Score: Raw -1056716.544807 + Penalty 4407.796077 = -1052308.748731 nChanged 21 SP:Iteration 28Q (14304.370000 sec): 3 clusters Score: Raw -1056732.646947 + Penalty 4407.796077 = -1052324.850870 nChanged 20 SP:Iteration 29Q (14304.540000 sec): 3 clusters Score: Raw -1056746.390148 + Penalty 4407.796077 = -1052338.594071 nChanged 16 SP:Iteration 30Q (14304.740000 sec): 3 clusters Score: Raw -1056758.195176 + Penalty 4407.796077 = -1052350.399099 nChanged 13 SP:Iteration 31Q (14304.950000 sec): 3 clusters Score: Raw -1056766.481994 + Penalty 4407.796077 = -1052358.685917 nChanged 12 SP:Iteration 32Q (14305.140000 sec): 3 clusters Score: Raw -1056773.481593 + Penalty 4407.796077 = -1052365.685516 nChanged 9 SP:Iteration 33Q (14305.400000 sec): 3 clusters Score: Raw -1056780.097478 + Penalty 4407.796077 = -1052372.301401 nChanged 10 SP:Iteration 34Q (14305.600000 sec): 3 clusters Score: Raw -1056785.609987 + Penalty 4407.796077 = -1052377.813910 nChanged 7 SP:Iteration 35Q (14305.780000 sec): 3 clusters Score: Raw -1056789.907865 + Penalty 4407.796077 = -1052382.111788 nChanged 8 SP:Iteration 36Q (14306.030000 sec): 3 clusters Score: Raw -1056793.782634 + Penalty 4407.796077 = -1052385.986557 nChanged 6 SP:Iteration 37Q (14306.200000 sec): 3 clusters Score: Raw -1056797.386265 + Penalty 4407.796077 = -1052389.590188 nChanged 7 SP:Iteration 38Q (14306.400000 sec): 3 clusters Score: Raw -1056802.571012 + Penalty 4407.796077 = -1052394.774935 nChanged 9 SP:Iteration 39Q (14306.620000 sec): 3 clusters Score: Raw -1056808.966039 + Penalty 4407.796077 = -1052401.169962 nChanged 8 SP:Iteration 40F (14306.780000 sec): 3 clusters Score: Raw -1056813.105189 + Penalty 4407.796077 = -1052405.309112 nChanged 7 SP:Iteration 41Q (14307.010000 sec): 3 clusters Score: Raw -1056817.170765 + Penalty 4407.796077 = -1052409.374688 nChanged 6 SP:Iteration 42Q (14307.220000 sec): 3 clusters Score: Raw -1056821.061945 + Penalty 4407.796077 = -1052413.265868 nChanged 7 SP:Iteration 43Q (14307.450000 sec): 3 clusters Score: Raw -1056827.402299 + Penalty 4407.796077 = -1052419.606222 nChanged 7 SP:Iteration 44Q (14307.640000 sec): 3 clusters Score: Raw -1056829.719762 + Penalty 4407.796077 = -1052421.923685 nChanged 3 SP:Iteration 45Q (14307.840000 sec): 3 clusters Score: Raw -1056831.373943 + Penalty 4407.796077 = -1052423.577866 nChanged 2 SP:Iteration 46Q (14308.040000 sec): 3 clusters Score: Raw -1056832.260971 + Penalty 4407.796077 = -1052424.464894 nChanged 2 SP:Iteration 47Q (14308.240000 sec): 3 clusters Score: Raw -1056833.797247 + Penalty 4407.796077 = -1052426.001170 nChanged 1 SP:Iteration 48Q (14308.420000 sec): 3 clusters Score: Raw -1056835.095387 + Penalty 4407.796077 = -1052427.299310 nChanged 1 SP:Iteration 49Q (14308.660000 sec): 3 clusters Score: Raw -1056835.519065 + Penalty 4407.796077 = -1052427.722988 nChanged 1 SP:Iteration 50Q (14308.910000 sec): 3 clusters Score: Raw -1056836.120577 + Penalty 4407.796077 = -1052428.324500 nChanged 0 SP:Iteration 51F (14309.100000 sec): 3 clusters Score: Raw -1056836.120577 + Penalty 4407.796077 = -1052428.324500 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 8 (177286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14310.030000 sec): 2 clusters Score: Raw -25624012.457224 + Penalty 2997.208843 = -25621015.248382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14311.280000 sec): 3 clusters Score: Raw -25508012.309117 + Penalty 5994.417685 = -25502017.891432 nChanged 85296 SP:Iteration 1F (14312.410000 sec): 3 clusters Score: Raw -25557992.928064 + Penalty 5994.417685 = -25551998.510379 nChanged 5440 SP:Iteration 2Q (14313.470000 sec): 3 clusters Score: Raw -25559254.559553 + Penalty 5994.417685 = -25553260.141868 nChanged 5599 SP:Iteration 3Q (14314.610000 sec): 3 clusters Score: Raw -25560758.788267 + Penalty 5994.417685 = -25554764.370582 nChanged 6196 SP:Iteration 4Q (14315.740000 sec): 3 clusters Score: Raw -25562748.093416 + Penalty 5994.417685 = -25556753.675731 nChanged 7050 SP:Iteration 5Q (14316.890000 sec): 3 clusters Score: Raw -25565397.017416 + Penalty 5994.417685 = -25559402.599731 nChanged 8035 SP:Iteration 6Q (14317.990000 sec): 3 clusters Score: Raw -25568830.431477 + Penalty 5994.417685 = -25562836.013792 nChanged 8943 SP:Iteration 7F (14319.110000 sec): 3 clusters Score: Raw -25573472.561645 + Penalty 5994.417685 = -25567478.143959 nChanged 10213 SP:Iteration 8F (14320.210000 sec): 3 clusters Score: Raw -25579725.843749 + Penalty 5994.417685 = -25573731.426063 nChanged 10828 SP:Iteration 9F (14321.430000 sec): 3 clusters Score: Raw -25587047.365861 + Penalty 5994.417685 = -25581052.948176 nChanged 10319 SP:Iteration 10F (14322.570000 sec): 3 clusters Score: Raw -25593909.753391 + Penalty 5994.417685 = -25587915.335705 nChanged 8466 SP:Iteration 11Q (14323.890000 sec): 3 clusters Score: Raw -25598869.354659 + Penalty 5994.417685 = -25592874.936973 nChanged 6413 SP:Iteration 12Q (14325.090000 sec): 3 clusters Score: Raw -25601936.478200 + Penalty 5994.417685 = -25595942.060514 nChanged 4762 SP:Iteration 13Q (14326.250000 sec): 3 clusters Score: Raw -25603901.956915 + Penalty 5994.417685 = -25597907.539230 nChanged 3696 SP:Iteration 14Q (14327.340000 sec): 3 clusters Score: Raw -25605320.538905 + Penalty 5994.417685 = -25599326.121219 nChanged 3269 SP:Iteration 15Q (14328.330000 sec): 3 clusters Score: Raw -25606561.981904 + Penalty 5994.417685 = -25600567.564219 nChanged 3020 SP:Iteration 16Q (14329.500000 sec): 3 clusters Score: Raw -25607691.373329 + Penalty 5994.417685 = -25601696.955643 nChanged 2992 SP:Iteration 17Q (14330.520000 sec): 3 clusters Score: Raw -25608836.354298 + Penalty 5994.417685 = -25602841.936612 nChanged 2942 SP:Iteration 18Q (14331.630000 sec): 3 clusters Score: Raw -25609957.809011 + Penalty 5994.417685 = -25603963.391326 nChanged 2801 SP:Iteration 19Q (14332.670000 sec): 3 clusters Score: Raw -25611060.891931 + Penalty 5994.417685 = -25605066.474246 nChanged 2843 SP:Iteration 20F (14333.690000 sec): 3 clusters Score: Raw -25612247.701906 + Penalty 5994.417685 = -25606253.284221 nChanged 2836 SP:Iteration 21Q (14334.800000 sec): 3 clusters Score: Raw -25613499.779620 + Penalty 5994.417685 = -25607505.361934 nChanged 2757 SP:Iteration 22Q (14335.960000 sec): 3 clusters Score: Raw -25614817.144813 + Penalty 5994.417685 = -25608822.727128 nChanged 2690 SP:Iteration 23Q (14337.000000 sec): 3 clusters Score: Raw -25616215.073760 + Penalty 5994.417685 = -25610220.656074 nChanged 2500 SP:Iteration 24Q (14338.070000 sec): 3 clusters Score: Raw -25617608.418253 + Penalty 5994.417685 = -25611614.000567 nChanged 2288 SP:Iteration 25Q (14339.130000 sec): 3 clusters Score: Raw -25618975.429909 + Penalty 5994.417685 = -25612981.012224 nChanged 1993 SP:Iteration 26Q (14340.240000 sec): 3 clusters Score: Raw -25620229.390188 + Penalty 5994.417685 = -25614234.972503 nChanged 1655 SP:Iteration 27Q (14341.270000 sec): 3 clusters Score: Raw -25621299.791548 + Penalty 5994.417685 = -25615305.373863 nChanged 1351 SP:Iteration 28Q (14342.210000 sec): 3 clusters Score: Raw -25622162.245504 + Penalty 5994.417685 = -25616167.827818 nChanged 1028 SP:Iteration 29Q (14343.190000 sec): 3 clusters Score: Raw -25622796.668606 + Penalty 5994.417685 = -25616802.250921 nChanged 736 SP:Iteration 30Q (14344.270000 sec): 3 clusters Score: Raw -25623229.506485 + Penalty 5994.417685 = -25617235.088800 nChanged 555 SP:Iteration 31Q (14345.300000 sec): 3 clusters Score: Raw -25623555.970349 + Penalty 5994.417685 = -25617561.552664 nChanged 446 SP:Iteration 32Q (14346.160000 sec): 3 clusters Score: Raw -25623808.275173 + Penalty 5994.417685 = -25617813.857488 nChanged 294 SP:Iteration 33Q (14347.100000 sec): 3 clusters Score: Raw -25623963.704635 + Penalty 5994.417685 = -25617969.286949 nChanged 214 SP:Iteration 34Q (14348.000000 sec): 3 clusters Score: Raw -25624079.839055 + Penalty 5994.417685 = -25618085.421370 nChanged 155 SP:Iteration 35Q (14349.010000 sec): 3 clusters Score: Raw -25624160.490350 + Penalty 5994.417685 = -25618166.072665 nChanged 112 SP:Iteration 36Q (14349.910000 sec): 3 clusters Score: Raw -25624212.123430 + Penalty 5994.417685 = -25618217.705745 nChanged 83 SP:Iteration 37Q (14350.810000 sec): 3 clusters Score: Raw -25624254.199062 + Penalty 5994.417685 = -25618259.781377 nChanged 66 SP:Iteration 38Q (14351.730000 sec): 3 clusters Score: Raw -25624290.572838 + Penalty 5994.417685 = -25618296.155152 nChanged 58 SP:Iteration 39Q (14352.710000 sec): 3 clusters Score: Raw -25624326.517020 + Penalty 5994.417685 = -25618332.099335 nChanged 54 SP:Iteration 40F (14353.860000 sec): 3 clusters Score: Raw -25624355.283931 + Penalty 5994.417685 = -25618360.866246 nChanged 43 SP:Iteration 41Q (14354.820000 sec): 3 clusters Score: Raw -25624375.833926 + Penalty 5994.417685 = -25618381.416241 nChanged 30 SP:Iteration 42Q (14355.760000 sec): 3 clusters Score: Raw -25624392.605562 + Penalty 5994.417685 = -25618398.187876 nChanged 22 SP:Iteration 43Q (14356.750000 sec): 3 clusters Score: Raw -25624404.867373 + Penalty 5994.417685 = -25618410.449687 nChanged 19 SP:Iteration 44Q (14357.580000 sec): 3 clusters Score: Raw -25624412.482166 + Penalty 5994.417685 = -25618418.064481 nChanged 15 SP:Iteration 45Q (14358.620000 sec): 3 clusters Score: Raw -25624419.781032 + Penalty 5994.417685 = -25618425.363346 nChanged 18 SP:Iteration 46Q (14359.530000 sec): 3 clusters Score: Raw -25624430.236616 + Penalty 5994.417685 = -25618435.818931 nChanged 16 SP:Iteration 47Q (14360.400000 sec): 3 clusters Score: Raw -25624439.467389 + Penalty 5994.417685 = -25618445.049704 nChanged 12 SP:Iteration 48Q (14361.390000 sec): 3 clusters Score: Raw -25624445.700881 + Penalty 5994.417685 = -25618451.283196 nChanged 7 SP:Iteration 49Q (14362.310000 sec): 3 clusters Score: Raw -25624450.148721 + Penalty 5994.417685 = -25618455.731036 nChanged 10 SP:Iteration 50Q (14363.110000 sec): 3 clusters Score: Raw -25624456.176818 + Penalty 5994.417685 = -25618461.759133 nChanged 10 SP:Iteration 51Q (14364.020000 sec): 3 clusters Score: Raw -25624460.642626 + Penalty 5994.417685 = -25618466.224940 nChanged 8 SP:Iteration 52Q (14364.990000 sec): 3 clusters Score: Raw -25624465.821441 + Penalty 5994.417685 = -25618471.403755 nChanged 9 SP:Iteration 53Q (14365.960000 sec): 3 clusters Score: Raw -25624470.912784 + Penalty 5994.417685 = -25618476.495099 nChanged 7 SP:Iteration 54Q (14366.870000 sec): 3 clusters Score: Raw -25624474.882163 + Penalty 5994.417685 = -25618480.464478 nChanged 9 SP:Iteration 55Q (14367.850000 sec): 3 clusters Score: Raw -25624480.276091 + Penalty 5994.417685 = -25618485.858406 nChanged 7 SP:Iteration 56Q (14368.810000 sec): 3 clusters Score: Raw -25624482.845803 + Penalty 5994.417685 = -25618488.428117 nChanged 6 SP:Iteration 57Q (14369.790000 sec): 3 clusters Score: Raw -25624487.083574 + Penalty 5994.417685 = -25618492.665889 nChanged 4 SP:Iteration 58Q (14370.730000 sec): 3 clusters Score: Raw -25624489.945368 + Penalty 5994.417685 = -25618495.527683 nChanged 2 SP:Iteration 59Q (14371.740000 sec): 3 clusters Score: Raw -25624491.095137 + Penalty 5994.417685 = -25618496.677452 nChanged 3 SP:Iteration 60F (14372.990000 sec): 3 clusters Score: Raw -25624492.391263 + Penalty 5994.417685 = -25618497.973578 nChanged 6 SP:Iteration 61Q (14374.020000 sec): 3 clusters Score: Raw -25624494.633720 + Penalty 5994.417685 = -25618500.216035 nChanged 2 SP:Iteration 62Q (14375.070000 sec): 3 clusters Score: Raw -25624495.314990 + Penalty 5994.417685 = -25618500.897305 nChanged 2 SP:Iteration 63Q (14376.030000 sec): 3 clusters Score: Raw -25624496.012709 + Penalty 5994.417685 = -25618501.595024 nChanged 3 SP:Iteration 64Q (14376.950000 sec): 3 clusters Score: Raw -25624497.077768 + Penalty 5994.417685 = -25618502.660082 nChanged 1 SP:Iteration 65Q (14377.940000 sec): 3 clusters Score: Raw -25624497.725118 + Penalty 5994.417685 = -25618503.307433 nChanged 1 SP:Iteration 66Q (14378.850000 sec): 3 clusters Score: Raw -25624497.950800 + Penalty 5994.417685 = -25618503.533115 nChanged 0 SP:Iteration 67F (14379.950000 sec): 3 clusters Score: Raw -25624497.950800 + Penalty 5994.417685 = -25618503.533115 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 9 (7200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14380.100000 sec): 2 clusters Score: Raw -1010969.468388 + Penalty 2202.695404 = -1008766.772984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14380.350000 sec): 3 clusters Score: Raw -1007270.993650 + Penalty 4405.390807 = -1002865.602843 nChanged 2937 SP:Iteration 1F (14380.520000 sec): 3 clusters Score: Raw -1009027.177901 + Penalty 4405.390807 = -1004621.787094 nChanged 603 SP:Iteration 2F (14380.780000 sec): 3 clusters Score: Raw -1009489.081381 + Penalty 4405.390807 = -1005083.690574 nChanged 500 SP:Iteration 3F (14380.970000 sec): 3 clusters Score: Raw -1009886.665922 + Penalty 4405.390807 = -1005481.275115 nChanged 431 SP:Iteration 4F (14381.200000 sec): 3 clusters Score: Raw -1010209.277263 + Penalty 4405.390807 = -1005803.886455 nChanged 391 SP:Iteration 5F (14381.410000 sec): 3 clusters Score: Raw -1010460.149678 + Penalty 4405.390807 = -1006054.758870 nChanged 303 SP:Iteration 6Q (14381.610000 sec): 3 clusters Score: Raw -1010640.443545 + Penalty 4405.390807 = -1006235.052738 nChanged 263 SP:Iteration 7Q (14381.790000 sec): 3 clusters Score: Raw -1010820.879030 + Penalty 4405.390807 = -1006415.488223 nChanged 244 SP:Iteration 8Q (14382.000000 sec): 3 clusters Score: Raw -1010965.409507 + Penalty 4405.390807 = -1006560.018700 nChanged 189 SP:Iteration 9Q (14382.190000 sec): 3 clusters Score: Raw -1011055.847496 + Penalty 4405.390807 = -1006650.456688 nChanged 154 SP:Iteration 10Q (14382.390000 sec): 3 clusters Score: Raw -1011128.155195 + Penalty 4405.390807 = -1006722.764388 nChanged 120 SP:Iteration 11Q (14382.610000 sec): 3 clusters Score: Raw -1011184.945877 + Penalty 4405.390807 = -1006779.555070 nChanged 114 SP:Iteration 12Q (14382.830000 sec): 3 clusters Score: Raw -1011241.084043 + Penalty 4405.390807 = -1006835.693236 nChanged 100 SP:Iteration 13Q (14383.060000 sec): 3 clusters Score: Raw -1011280.793313 + Penalty 4405.390807 = -1006875.402505 nChanged 79 SP:Iteration 14Q (14383.270000 sec): 3 clusters Score: Raw -1011309.837567 + Penalty 4405.390807 = -1006904.446760 nChanged 71 SP:Iteration 15Q (14383.530000 sec): 3 clusters Score: Raw -1011334.507858 + Penalty 4405.390807 = -1006929.117051 nChanged 59 SP:Iteration 16Q (14383.730000 sec): 3 clusters Score: Raw -1011351.609849 + Penalty 4405.390807 = -1006946.219042 nChanged 43 SP:Iteration 17Q (14383.930000 sec): 3 clusters Score: Raw -1011363.103076 + Penalty 4405.390807 = -1006957.712269 nChanged 30 SP:Iteration 18Q (14384.160000 sec): 3 clusters Score: Raw -1011370.558706 + Penalty 4405.390807 = -1006965.167898 nChanged 25 SP:Iteration 19Q (14384.370000 sec): 3 clusters Score: Raw -1011376.333422 + Penalty 4405.390807 = -1006970.942615 nChanged 25 SP:Iteration 20F (14384.600000 sec): 3 clusters Score: Raw -1011383.260917 + Penalty 4405.390807 = -1006977.870109 nChanged 26 SP:Iteration 21Q (14384.800000 sec): 3 clusters Score: Raw -1011389.782266 + Penalty 4405.390807 = -1006984.391459 nChanged 18 SP:Iteration 22Q (14385.040000 sec): 3 clusters Score: Raw -1011394.492243 + Penalty 4405.390807 = -1006989.101435 nChanged 16 SP:Iteration 23Q (14385.290000 sec): 3 clusters Score: Raw -1011397.004562 + Penalty 4405.390807 = -1006991.613755 nChanged 12 SP:Iteration 24Q (14385.520000 sec): 3 clusters Score: Raw -1011399.569505 + Penalty 4405.390807 = -1006994.178698 nChanged 7 SP:Iteration 25Q (14385.750000 sec): 3 clusters Score: Raw -1011400.608030 + Penalty 4405.390807 = -1006995.217222 nChanged 5 SP:Iteration 26Q (14385.980000 sec): 3 clusters Score: Raw -1011401.232434 + Penalty 4405.390807 = -1006995.841627 nChanged 4 SP:Iteration 27Q (14386.170000 sec): 3 clusters Score: Raw -1011402.085082 + Penalty 4405.390807 = -1006996.694274 nChanged 4 SP:Iteration 28Q (14386.420000 sec): 3 clusters Score: Raw -1011402.740909 + Penalty 4405.390807 = -1006997.350102 nChanged 1 SP:Iteration 29Q (14386.620000 sec): 3 clusters Score: Raw -1011403.015825 + Penalty 4405.390807 = -1006997.625018 nChanged 1 SP:Iteration 30Q (14386.860000 sec): 3 clusters Score: Raw -1011403.336173 + Penalty 4405.390807 = -1006997.945365 nChanged 2 SP:Iteration 31Q (14387.030000 sec): 3 clusters Score: Raw -1011403.565016 + Penalty 4405.390807 = -1006998.174209 nChanged 0 SP:Iteration 32F (14387.250000 sec): 3 clusters Score: Raw -1011403.565016 + Penalty 4405.390807 = -1006998.174209 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 10 (11192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14387.420000 sec): 2 clusters Score: Raw -1665437.209889 + Penalty 2312.092720 = -1663125.117169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14387.610000 sec): 3 clusters Score: Raw -1659386.342542 + Penalty 4624.185440 = -1654762.157101 nChanged 4652 SP:Iteration 1F (14387.870000 sec): 3 clusters Score: Raw -1661944.327933 + Penalty 4624.185440 = -1657320.142493 nChanged 774 SP:Iteration 2F (14388.100000 sec): 3 clusters Score: Raw -1662545.035832 + Penalty 4624.185440 = -1657920.850391 nChanged 810 SP:Iteration 3F (14388.310000 sec): 3 clusters Score: Raw -1663202.280753 + Penalty 4624.185440 = -1658578.095313 nChanged 813 SP:Iteration 4F (14388.550000 sec): 3 clusters Score: Raw -1663854.642521 + Penalty 4624.185440 = -1659230.457081 nChanged 841 SP:Iteration 5F (14388.780000 sec): 3 clusters Score: Raw -1664581.325288 + Penalty 4624.185440 = -1659957.139848 nChanged 797 SP:Iteration 6F (14389.030000 sec): 3 clusters Score: Raw -1665287.208220 + Penalty 4624.185440 = -1660663.022780 nChanged 615 SP:Iteration 7F (14389.310000 sec): 3 clusters Score: Raw -1665801.209092 + Penalty 4624.185440 = -1661177.023652 nChanged 461 SP:Iteration 8Q (14389.590000 sec): 3 clusters Score: Raw -1666156.112697 + Penalty 4624.185440 = -1661531.927257 nChanged 288 SP:Iteration 9Q (14389.810000 sec): 3 clusters Score: Raw -1666356.252803 + Penalty 4624.185440 = -1661732.067363 nChanged 199 SP:Iteration 10Q (14390.090000 sec): 3 clusters Score: Raw -1666484.753702 + Penalty 4624.185440 = -1661860.568262 nChanged 133 SP:Iteration 11Q (14390.330000 sec): 3 clusters Score: Raw -1666571.474164 + Penalty 4624.185440 = -1661947.288724 nChanged 98 SP:Iteration 12Q (14390.550000 sec): 3 clusters Score: Raw -1666630.017879 + Penalty 4624.185440 = -1662005.832439 nChanged 76 SP:Iteration 13Q (14390.780000 sec): 3 clusters Score: Raw -1666673.765702 + Penalty 4624.185440 = -1662049.580261 nChanged 54 SP:Iteration 14Q (14390.990000 sec): 3 clusters Score: Raw -1666703.894861 + Penalty 4624.185440 = -1662079.709421 nChanged 38 SP:Iteration 15Q (14391.250000 sec): 3 clusters Score: Raw -1666725.188016 + Penalty 4624.185440 = -1662101.002576 nChanged 39 SP:Iteration 16Q (14391.480000 sec): 3 clusters Score: Raw -1666744.748064 + Penalty 4624.185440 = -1662120.562624 nChanged 22 SP:Iteration 17Q (14391.680000 sec): 3 clusters Score: Raw -1666755.959993 + Penalty 4624.185440 = -1662131.774553 nChanged 23 SP:Iteration 18Q (14391.930000 sec): 3 clusters Score: Raw -1666769.172553 + Penalty 4624.185440 = -1662144.987113 nChanged 18 SP:Iteration 19Q (14392.160000 sec): 3 clusters Score: Raw -1666779.991931 + Penalty 4624.185440 = -1662155.806491 nChanged 23 SP:Iteration 20F (14392.400000 sec): 3 clusters Score: Raw -1666792.986807 + Penalty 4624.185440 = -1662168.801367 nChanged 20 SP:Iteration 21Q (14392.580000 sec): 3 clusters Score: Raw -1666804.879037 + Penalty 4624.185440 = -1662180.693597 nChanged 23 SP:Iteration 22Q (14392.820000 sec): 3 clusters Score: Raw -1666819.768498 + Penalty 4624.185440 = -1662195.583058 nChanged 21 SP:Iteration 23Q (14393.040000 sec): 3 clusters Score: Raw -1666832.639100 + Penalty 4624.185440 = -1662208.453660 nChanged 22 SP:Iteration 24Q (14393.260000 sec): 3 clusters Score: Raw -1666848.525044 + Penalty 4624.185440 = -1662224.339604 nChanged 20 SP:Iteration 25Q (14393.510000 sec): 3 clusters Score: Raw -1666863.961885 + Penalty 4624.185440 = -1662239.776445 nChanged 27 SP:Iteration 26Q (14393.720000 sec): 3 clusters Score: Raw -1666879.074504 + Penalty 4624.185440 = -1662254.889064 nChanged 20 SP:Iteration 27Q (14393.970000 sec): 3 clusters Score: Raw -1666889.979970 + Penalty 4624.185440 = -1662265.794530 nChanged 15 SP:Iteration 28Q (14394.150000 sec): 3 clusters Score: Raw -1666900.015371 + Penalty 4624.185440 = -1662275.829931 nChanged 17 SP:Iteration 29Q (14394.400000 sec): 3 clusters Score: Raw -1666916.439434 + Penalty 4624.185440 = -1662292.253994 nChanged 22 SP:Iteration 30Q (14394.640000 sec): 3 clusters Score: Raw -1666933.974693 + Penalty 4624.185440 = -1662309.789253 nChanged 21 SP:Iteration 31Q (14394.850000 sec): 3 clusters Score: Raw -1666953.877094 + Penalty 4624.185440 = -1662329.691654 nChanged 25 SP:Iteration 32Q (14395.080000 sec): 3 clusters Score: Raw -1666981.462233 + Penalty 4624.185440 = -1662357.276793 nChanged 22 SP:Iteration 33Q (14395.350000 sec): 3 clusters Score: Raw -1667004.580020 + Penalty 4624.185440 = -1662380.394580 nChanged 17 SP:Iteration 34Q (14395.570000 sec): 3 clusters Score: Raw -1667020.092799 + Penalty 4624.185440 = -1662395.907359 nChanged 18 SP:Iteration 35Q (14395.860000 sec): 3 clusters Score: Raw -1667035.758790 + Penalty 4624.185440 = -1662411.573350 nChanged 12 SP:Iteration 36Q (14396.040000 sec): 3 clusters Score: Raw -1667043.705380 + Penalty 4624.185440 = -1662419.519940 nChanged 7 SP:Iteration 37Q (14396.310000 sec): 3 clusters Score: Raw -1667048.735605 + Penalty 4624.185440 = -1662424.550165 nChanged 16 SP:Iteration 38Q (14396.520000 sec): 3 clusters Score: Raw -1667062.362125 + Penalty 4624.185440 = -1662438.176685 nChanged 15 SP:Iteration 39Q (14396.740000 sec): 3 clusters Score: Raw -1667076.113867 + Penalty 4624.185440 = -1662451.928427 nChanged 9 SP:Iteration 40F (14396.980000 sec): 3 clusters Score: Raw -1667083.556900 + Penalty 4624.185440 = -1662459.371460 nChanged 3 SP:Iteration 41Q (14397.230000 sec): 3 clusters Score: Raw -1667085.023162 + Penalty 4624.185440 = -1662460.837722 nChanged 2 SP:Iteration 42Q (14397.420000 sec): 3 clusters Score: Raw -1667085.575304 + Penalty 4624.185440 = -1662461.389864 nChanged 1 SP:Iteration 43Q (14397.640000 sec): 3 clusters Score: Raw -1667086.159864 + Penalty 4624.185440 = -1662461.974423 nChanged 1 SP:Iteration 44Q (14397.890000 sec): 3 clusters Score: Raw -1667086.594760 + Penalty 4624.185440 = -1662462.409319 nChanged 2 SP:Iteration 45Q (14398.130000 sec): 3 clusters Score: Raw -1667088.506620 + Penalty 4624.185440 = -1662464.321179 nChanged 1 SP:Iteration 46Q (14398.380000 sec): 3 clusters Score: Raw -1667088.839193 + Penalty 4624.185440 = -1662464.653753 nChanged 0 SP:Iteration 47F (14398.570000 sec): 3 clusters Score: Raw -1667088.839193 + Penalty 4624.185440 = -1662464.653753 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 11 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14398.720000 sec): 2 clusters Score: Raw -36924.506080 + Penalty 1397.427822 = -35527.078258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14398.910000 sec): 3 clusters Score: Raw -37122.508738 + Penalty 2794.855643 = -34327.653095 nChanged 34 SP:Iteration 1F (14399.080000 sec): 3 clusters Score: Raw -37223.917862 + Penalty 2794.855643 = -34429.062218 nChanged 10 SP:Iteration 2Q (14399.290000 sec): 3 clusters Score: Raw -37255.151754 + Penalty 2794.855643 = -34460.296111 nChanged 1 SP:Iteration 3Q (14399.460000 sec): 3 clusters Score: Raw -37257.486782 + Penalty 2794.855643 = -34462.631138 nChanged 2 SP:Iteration 4Q (14399.670000 sec): 3 clusters Score: Raw -37264.741548 + Penalty 2794.855643 = -34469.885905 nChanged 0 SP:Iteration 5F (14399.870000 sec): 3 clusters Score: Raw -37264.741548 + Penalty 2794.855643 = -34469.885905 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 12 (21571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14400.030000 sec): 2 clusters Score: Raw -3154290.598728 + Penalty 2474.818065 = -3151815.780664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14400.360000 sec): 3 clusters Score: Raw -3141703.896165 + Penalty 4949.636129 = -3136754.260036 nChanged 9514 SP:Iteration 1F (14400.660000 sec): 3 clusters Score: Raw -3146711.404965 + Penalty 4949.636129 = -3141761.768836 nChanged 1122 SP:Iteration 2F (14400.940000 sec): 3 clusters Score: Raw -3147146.570269 + Penalty 4949.636129 = -3142196.934140 nChanged 1017 SP:Iteration 3Q (14401.210000 sec): 3 clusters Score: Raw -3147566.239466 + Penalty 4949.636129 = -3142616.603337 nChanged 927 SP:Iteration 4Q (14401.510000 sec): 3 clusters Score: Raw -3148001.982499 + Penalty 4949.636129 = -3143052.346370 nChanged 989 SP:Iteration 5Q (14401.780000 sec): 3 clusters Score: Raw -3148550.821812 + Penalty 4949.636129 = -3143601.185683 nChanged 1110 SP:Iteration 6F (14402.090000 sec): 3 clusters Score: Raw -3149253.602911 + Penalty 4949.636129 = -3144303.966782 nChanged 1230 SP:Iteration 7F (14402.390000 sec): 3 clusters Score: Raw -3150165.615438 + Penalty 4949.636129 = -3145215.979309 nChanged 1229 SP:Iteration 8F (14402.740000 sec): 3 clusters Score: Raw -3151156.527668 + Penalty 4949.636129 = -3146206.891539 nChanged 1113 SP:Iteration 9F (14403.010000 sec): 3 clusters Score: Raw -3152111.655866 + Penalty 4949.636129 = -3147162.019737 nChanged 930 SP:Iteration 10Q (14403.310000 sec): 3 clusters Score: Raw -3152878.396152 + Penalty 4949.636129 = -3147928.760022 nChanged 710 SP:Iteration 11Q (14403.630000 sec): 3 clusters Score: Raw -3153462.786179 + Penalty 4949.636129 = -3148513.150050 nChanged 471 SP:Iteration 12Q (14403.950000 sec): 3 clusters Score: Raw -3153842.933970 + Penalty 4949.636129 = -3148893.297840 nChanged 339 SP:Iteration 13Q (14404.180000 sec): 3 clusters Score: Raw -3154114.038291 + Penalty 4949.636129 = -3149164.402162 nChanged 241 SP:Iteration 14Q (14404.450000 sec): 3 clusters Score: Raw -3154295.436164 + Penalty 4949.636129 = -3149345.800035 nChanged 169 SP:Iteration 15Q (14404.780000 sec): 3 clusters Score: Raw -3154432.676453 + Penalty 4949.636129 = -3149483.040324 nChanged 123 SP:Iteration 16Q (14405.100000 sec): 3 clusters Score: Raw -3154520.494891 + Penalty 4949.636129 = -3149570.858762 nChanged 86 SP:Iteration 17Q (14405.350000 sec): 3 clusters Score: Raw -3154588.500405 + Penalty 4949.636129 = -3149638.864276 nChanged 76 SP:Iteration 18Q (14405.600000 sec): 3 clusters Score: Raw -3154641.856677 + Penalty 4949.636129 = -3149692.220547 nChanged 50 SP:Iteration 19Q (14405.930000 sec): 3 clusters Score: Raw -3154675.191583 + Penalty 4949.636129 = -3149725.555454 nChanged 47 SP:Iteration 20F (14406.230000 sec): 3 clusters Score: Raw -3154699.269670 + Penalty 4949.636129 = -3149749.633541 nChanged 38 SP:Iteration 21Q (14406.480000 sec): 3 clusters Score: Raw -3154713.436620 + Penalty 4949.636129 = -3149763.800491 nChanged 24 SP:Iteration 22Q (14406.770000 sec): 3 clusters Score: Raw -3154722.527188 + Penalty 4949.636129 = -3149772.891059 nChanged 17 SP:Iteration 23Q (14407.060000 sec): 3 clusters Score: Raw -3154730.328474 + Penalty 4949.636129 = -3149780.692345 nChanged 16 SP:Iteration 24Q (14407.390000 sec): 3 clusters Score: Raw -3154737.015354 + Penalty 4949.636129 = -3149787.379225 nChanged 13 SP:Iteration 25Q (14407.690000 sec): 3 clusters Score: Raw -3154743.185803 + Penalty 4949.636129 = -3149793.549674 nChanged 18 SP:Iteration 26Q (14407.980000 sec): 3 clusters Score: Raw -3154749.888322 + Penalty 4949.636129 = -3149800.252193 nChanged 16 SP:Iteration 27Q (14408.270000 sec): 3 clusters Score: Raw -3154756.060470 + Penalty 4949.636129 = -3149806.424341 nChanged 12 SP:Iteration 28Q (14408.590000 sec): 3 clusters Score: Raw -3154760.195136 + Penalty 4949.636129 = -3149810.559007 nChanged 11 SP:Iteration 29Q (14408.840000 sec): 3 clusters Score: Raw -3154764.354429 + Penalty 4949.636129 = -3149814.718300 nChanged 10 SP:Iteration 30Q (14409.130000 sec): 3 clusters Score: Raw -3154768.066273 + Penalty 4949.636129 = -3149818.430144 nChanged 6 SP:Iteration 31Q (14409.430000 sec): 3 clusters Score: Raw -3154770.019426 + Penalty 4949.636129 = -3149820.383297 nChanged 4 SP:Iteration 32Q (14409.740000 sec): 3 clusters Score: Raw -3154771.905419 + Penalty 4949.636129 = -3149822.269290 nChanged 4 SP:Iteration 33Q (14409.980000 sec): 3 clusters Score: Raw -3154773.019093 + Penalty 4949.636129 = -3149823.382964 nChanged 1 SP:Iteration 34Q (14410.270000 sec): 3 clusters Score: Raw -3154773.128848 + Penalty 4949.636129 = -3149823.492719 nChanged 0 SP:Iteration 35F (14410.610000 sec): 3 clusters Score: Raw -3154773.128848 + Penalty 4949.636129 = -3149823.492719 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 13 (45401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14410.860000 sec): 2 clusters Score: Raw -6640575.526213 + Penalty 2659.375774 = -6637916.150439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14411.290000 sec): 3 clusters Score: Raw -6612694.879031 + Penalty 5318.751547 = -6607376.127483 nChanged 20766 SP:Iteration 1F (14411.690000 sec): 3 clusters Score: Raw -6624250.632162 + Penalty 5318.751547 = -6618931.880614 nChanged 1978 SP:Iteration 2Q (14412.130000 sec): 3 clusters Score: Raw -6624907.622378 + Penalty 5318.751547 = -6619588.870830 nChanged 1920 SP:Iteration 3Q (14412.610000 sec): 3 clusters Score: Raw -6625601.678125 + Penalty 5318.751547 = -6620282.926577 nChanged 1942 SP:Iteration 4Q (14413.110000 sec): 3 clusters Score: Raw -6626383.418100 + Penalty 5318.751547 = -6621064.666553 nChanged 1956 SP:Iteration 5Q (14413.570000 sec): 3 clusters Score: Raw -6627272.105982 + Penalty 5318.751547 = -6621953.354435 nChanged 2132 SP:Iteration 6Q (14414.010000 sec): 3 clusters Score: Raw -6628321.829491 + Penalty 5318.751547 = -6623003.077944 nChanged 2282 SP:Iteration 7F (14414.450000 sec): 3 clusters Score: Raw -6629610.779150 + Penalty 5318.751547 = -6624292.027603 nChanged 2356 SP:Iteration 8F (14414.880000 sec): 3 clusters Score: Raw -6631091.250656 + Penalty 5318.751547 = -6625772.499109 nChanged 2388 SP:Iteration 9F (14415.330000 sec): 3 clusters Score: Raw -6632676.981454 + Penalty 5318.751547 = -6627358.229906 nChanged 2279 SP:Iteration 10F (14415.770000 sec): 3 clusters Score: Raw -6634201.924896 + Penalty 5318.751547 = -6628883.173349 nChanged 1972 SP:Iteration 11Q (14416.250000 sec): 3 clusters Score: Raw -6635367.665613 + Penalty 5318.751547 = -6630048.914065 nChanged 1537 SP:Iteration 12Q (14416.710000 sec): 3 clusters Score: Raw -6636116.572000 + Penalty 5318.751547 = -6630797.820453 nChanged 1159 SP:Iteration 13Q (14417.090000 sec): 3 clusters Score: Raw -6636583.197504 + Penalty 5318.751547 = -6631264.445957 nChanged 841 SP:Iteration 14Q (14417.510000 sec): 3 clusters Score: Raw -6636877.410711 + Penalty 5318.751547 = -6631558.659163 nChanged 704 SP:Iteration 15Q (14417.960000 sec): 3 clusters Score: Raw -6637122.479245 + Penalty 5318.751547 = -6631803.727698 nChanged 663 SP:Iteration 16Q (14418.370000 sec): 3 clusters Score: Raw -6637363.665818 + Penalty 5318.751547 = -6632044.914271 nChanged 641 SP:Iteration 17Q (14418.760000 sec): 3 clusters Score: Raw -6637608.496730 + Penalty 5318.751547 = -6632289.745183 nChanged 656 SP:Iteration 18Q (14419.170000 sec): 3 clusters Score: Raw -6637859.665850 + Penalty 5318.751547 = -6632540.914302 nChanged 589 SP:Iteration 19Q (14419.620000 sec): 3 clusters Score: Raw -6638088.615733 + Penalty 5318.751547 = -6632769.864185 nChanged 588 SP:Iteration 20F (14420.040000 sec): 3 clusters Score: Raw -6638328.726273 + Penalty 5318.751547 = -6633009.974725 nChanged 572 SP:Iteration 21Q (14420.480000 sec): 3 clusters Score: Raw -6638563.476725 + Penalty 5318.751547 = -6633244.725177 nChanged 539 SP:Iteration 22Q (14420.840000 sec): 3 clusters Score: Raw -6638777.274175 + Penalty 5318.751547 = -6633458.522627 nChanged 518 SP:Iteration 23Q (14421.230000 sec): 3 clusters Score: Raw -6638978.475315 + Penalty 5318.751547 = -6633659.723768 nChanged 501 SP:Iteration 24Q (14421.570000 sec): 3 clusters Score: Raw -6639182.445028 + Penalty 5318.751547 = -6633863.693481 nChanged 455 SP:Iteration 25Q (14421.960000 sec): 3 clusters Score: Raw -6639375.652450 + Penalty 5318.751547 = -6634056.900902 nChanged 417 SP:Iteration 26Q (14422.310000 sec): 3 clusters Score: Raw -6639545.995798 + Penalty 5318.751547 = -6634227.244250 nChanged 360 SP:Iteration 27Q (14422.710000 sec): 3 clusters Score: Raw -6639687.953295 + Penalty 5318.751547 = -6634369.201748 nChanged 332 SP:Iteration 28Q (14423.100000 sec): 3 clusters Score: Raw -6639817.471102 + Penalty 5318.751547 = -6634498.719555 nChanged 284 SP:Iteration 29Q (14423.530000 sec): 3 clusters Score: Raw -6639924.848514 + Penalty 5318.751547 = -6634606.096966 nChanged 239 SP:Iteration 30Q (14423.920000 sec): 3 clusters Score: Raw -6640014.398729 + Penalty 5318.751547 = -6634695.647182 nChanged 225 SP:Iteration 31Q (14424.360000 sec): 3 clusters Score: Raw -6640098.834150 + Penalty 5318.751547 = -6634780.082602 nChanged 233 SP:Iteration 32Q (14424.760000 sec): 3 clusters Score: Raw -6640188.978109 + Penalty 5318.751547 = -6634870.226561 nChanged 214 SP:Iteration 33Q (14425.130000 sec): 3 clusters Score: Raw -6640273.006025 + Penalty 5318.751547 = -6634954.254478 nChanged 202 SP:Iteration 34Q (14425.520000 sec): 3 clusters Score: Raw -6640357.817655 + Penalty 5318.751547 = -6635039.066108 nChanged 182 SP:Iteration 35Q (14425.920000 sec): 3 clusters Score: Raw -6640427.603697 + Penalty 5318.751547 = -6635108.852150 nChanged 152 SP:Iteration 36Q (14426.280000 sec): 3 clusters Score: Raw -6640486.433063 + Penalty 5318.751547 = -6635167.681516 nChanged 135 SP:Iteration 37Q (14426.630000 sec): 3 clusters Score: Raw -6640541.277413 + Penalty 5318.751547 = -6635222.525866 nChanged 112 SP:Iteration 38Q (14426.980000 sec): 3 clusters Score: Raw -6640591.675567 + Penalty 5318.751547 = -6635272.924020 nChanged 106 SP:Iteration 39Q (14427.360000 sec): 3 clusters Score: Raw -6640638.904012 + Penalty 5318.751547 = -6635320.152464 nChanged 106 SP:Iteration 40F (14427.770000 sec): 3 clusters Score: Raw -6640685.381139 + Penalty 5318.751547 = -6635366.629591 nChanged 91 SP:Iteration 41Q (14428.180000 sec): 3 clusters Score: Raw -6640725.027446 + Penalty 5318.751547 = -6635406.275899 nChanged 71 SP:Iteration 42Q (14428.570000 sec): 3 clusters Score: Raw -6640755.982562 + Penalty 5318.751547 = -6635437.231014 nChanged 69 SP:Iteration 43Q (14429.010000 sec): 3 clusters Score: Raw -6640786.407069 + Penalty 5318.751547 = -6635467.655522 nChanged 64 SP:Iteration 44Q (14429.390000 sec): 3 clusters Score: Raw -6640811.488929 + Penalty 5318.751547 = -6635492.737381 nChanged 52 SP:Iteration 45Q (14429.770000 sec): 3 clusters Score: Raw -6640834.860986 + Penalty 5318.751547 = -6635516.109439 nChanged 44 SP:Iteration 46Q (14430.160000 sec): 3 clusters Score: Raw -6640857.603293 + Penalty 5318.751547 = -6635538.851745 nChanged 42 SP:Iteration 47Q (14430.550000 sec): 3 clusters Score: Raw -6640877.231259 + Penalty 5318.751547 = -6635558.479711 nChanged 36 SP:Iteration 48Q (14430.980000 sec): 3 clusters Score: Raw -6640893.070517 + Penalty 5318.751547 = -6635574.318970 nChanged 30 SP:Iteration 49Q (14431.360000 sec): 3 clusters Score: Raw -6640904.319223 + Penalty 5318.751547 = -6635585.567675 nChanged 27 SP:Iteration 50Q (14431.740000 sec): 3 clusters Score: Raw -6640915.528843 + Penalty 5318.751547 = -6635596.777295 nChanged 25 SP:Iteration 51Q (14432.150000 sec): 3 clusters Score: Raw -6640926.145058 + Penalty 5318.751547 = -6635607.393510 nChanged 20 SP:Iteration 52Q (14432.550000 sec): 3 clusters Score: Raw -6640932.649899 + Penalty 5318.751547 = -6635613.898352 nChanged 18 SP:Iteration 53Q (14432.970000 sec): 3 clusters Score: Raw -6640938.793611 + Penalty 5318.751547 = -6635620.042064 nChanged 17 SP:Iteration 54Q (14433.360000 sec): 3 clusters Score: Raw -6640945.517364 + Penalty 5318.751547 = -6635626.765816 nChanged 12 SP:Iteration 55Q (14433.790000 sec): 3 clusters Score: Raw -6640949.984226 + Penalty 5318.751547 = -6635631.232679 nChanged 7 SP:Iteration 56Q (14434.240000 sec): 3 clusters Score: Raw -6640952.057959 + Penalty 5318.751547 = -6635633.306411 nChanged 4 SP:Iteration 57Q (14434.600000 sec): 3 clusters Score: Raw -6640953.215592 + Penalty 5318.751547 = -6635634.464044 nChanged 4 SP:Iteration 58Q (14435.030000 sec): 3 clusters Score: Raw -6640954.676243 + Penalty 5318.751547 = -6635635.924695 nChanged 4 SP:Iteration 59Q (14435.370000 sec): 3 clusters Score: Raw -6640955.610609 + Penalty 5318.751547 = -6635636.859062 nChanged 3 SP:Iteration 60F (14435.840000 sec): 3 clusters Score: Raw -6640956.428856 + Penalty 5318.751547 = -6635637.677308 nChanged 2 SP:Iteration 61Q (14436.200000 sec): 3 clusters Score: Raw -6640956.863448 + Penalty 5318.751547 = -6635638.111901 nChanged 1 SP:Iteration 62Q (14436.560000 sec): 3 clusters Score: Raw -6640957.063709 + Penalty 5318.751547 = -6635638.312162 nChanged 1 SP:Iteration 63Q (14436.960000 sec): 3 clusters Score: Raw -6640957.296692 + Penalty 5318.751547 = -6635638.545144 nChanged 1 SP:Iteration 64Q (14437.290000 sec): 3 clusters Score: Raw -6640957.490712 + Penalty 5318.751547 = -6635638.739164 nChanged 0 SP:Iteration 65F (14437.690000 sec): 3 clusters Score: Raw -6640957.490712 + Penalty 5318.751547 = -6635638.739164 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 14 (10325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14437.860000 sec): 2 clusters Score: Raw -1424384.938551 + Penalty 2292.096208 = -1422092.842343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14438.080000 sec): 3 clusters Score: Raw -1418801.797090 + Penalty 4584.192415 = -1414217.604674 nChanged 4313 SP:Iteration 1F (14438.290000 sec): 3 clusters Score: Raw -1421130.481193 + Penalty 4584.192415 = -1416546.288778 nChanged 706 SP:Iteration 2F (14438.520000 sec): 3 clusters Score: Raw -1421493.156813 + Penalty 4584.192415 = -1416908.964397 nChanged 576 SP:Iteration 3F (14438.750000 sec): 3 clusters Score: Raw -1421778.484042 + Penalty 4584.192415 = -1417194.291627 nChanged 493 SP:Iteration 4Q (14438.940000 sec): 3 clusters Score: Raw -1422066.143190 + Penalty 4584.192415 = -1417481.950774 nChanged 479 SP:Iteration 5Q (14439.230000 sec): 3 clusters Score: Raw -1422360.480075 + Penalty 4584.192415 = -1417776.287660 nChanged 491 SP:Iteration 6Q (14439.470000 sec): 3 clusters Score: Raw -1422717.213551 + Penalty 4584.192415 = -1418133.021136 nChanged 540 SP:Iteration 7F (14439.700000 sec): 3 clusters Score: Raw -1423160.637596 + Penalty 4584.192415 = -1418576.445181 nChanged 584 SP:Iteration 8F (14439.930000 sec): 3 clusters Score: Raw -1423649.236716 + Penalty 4584.192415 = -1419065.044300 nChanged 558 SP:Iteration 9F (14440.170000 sec): 3 clusters Score: Raw -1424126.620649 + Penalty 4584.192415 = -1419542.428234 nChanged 553 SP:Iteration 10F (14440.390000 sec): 3 clusters Score: Raw -1424517.316233 + Penalty 4584.192415 = -1419933.123817 nChanged 447 SP:Iteration 11Q (14440.690000 sec): 3 clusters Score: Raw -1424764.319989 + Penalty 4584.192415 = -1420180.127574 nChanged 311 SP:Iteration 12Q (14440.900000 sec): 3 clusters Score: Raw -1424910.090166 + Penalty 4584.192415 = -1420325.897751 nChanged 227 SP:Iteration 13Q (14441.140000 sec): 3 clusters Score: Raw -1425001.474766 + Penalty 4584.192415 = -1420417.282351 nChanged 151 SP:Iteration 14Q (14441.340000 sec): 3 clusters Score: Raw -1425050.877010 + Penalty 4584.192415 = -1420466.684595 nChanged 129 SP:Iteration 15Q (14441.580000 sec): 3 clusters Score: Raw -1425083.529122 + Penalty 4584.192415 = -1420499.336706 nChanged 86 SP:Iteration 16Q (14441.830000 sec): 3 clusters Score: Raw -1425103.201422 + Penalty 4584.192415 = -1420519.009006 nChanged 72 SP:Iteration 17Q (14442.060000 sec): 3 clusters Score: Raw -1425121.511332 + Penalty 4584.192415 = -1420537.318917 nChanged 60 SP:Iteration 18Q (14442.350000 sec): 3 clusters Score: Raw -1425134.761380 + Penalty 4584.192415 = -1420550.568965 nChanged 56 SP:Iteration 19Q (14442.560000 sec): 3 clusters Score: Raw -1425147.205254 + Penalty 4584.192415 = -1420563.012839 nChanged 46 SP:Iteration 20F (14442.800000 sec): 3 clusters Score: Raw -1425157.029267 + Penalty 4584.192415 = -1420572.836852 nChanged 49 SP:Iteration 21Q (14443.040000 sec): 3 clusters Score: Raw -1425167.029486 + Penalty 4584.192415 = -1420582.837071 nChanged 48 SP:Iteration 22Q (14443.260000 sec): 3 clusters Score: Raw -1425176.026226 + Penalty 4584.192415 = -1420591.833811 nChanged 38 SP:Iteration 23Q (14443.510000 sec): 3 clusters Score: Raw -1425182.436638 + Penalty 4584.192415 = -1420598.244222 nChanged 30 SP:Iteration 24Q (14443.740000 sec): 3 clusters Score: Raw -1425188.789690 + Penalty 4584.192415 = -1420604.597275 nChanged 31 SP:Iteration 25Q (14444.010000 sec): 3 clusters Score: Raw -1425196.560043 + Penalty 4584.192415 = -1420612.367628 nChanged 30 SP:Iteration 26Q (14444.210000 sec): 3 clusters Score: Raw -1425201.471572 + Penalty 4584.192415 = -1420617.279156 nChanged 13 SP:Iteration 27Q (14444.470000 sec): 3 clusters Score: Raw -1425203.604169 + Penalty 4584.192415 = -1420619.411754 nChanged 16 SP:Iteration 28Q (14444.710000 sec): 3 clusters Score: Raw -1425206.098581 + Penalty 4584.192415 = -1420621.906166 nChanged 17 SP:Iteration 29Q (14444.930000 sec): 3 clusters Score: Raw -1425208.446321 + Penalty 4584.192415 = -1420624.253905 nChanged 13 SP:Iteration 30Q (14445.200000 sec): 3 clusters Score: Raw -1425210.130022 + Penalty 4584.192415 = -1420625.937607 nChanged 10 SP:Iteration 31Q (14445.440000 sec): 3 clusters Score: Raw -1425211.489422 + Penalty 4584.192415 = -1420627.297006 nChanged 9 SP:Iteration 32Q (14445.690000 sec): 3 clusters Score: Raw -1425212.564211 + Penalty 4584.192415 = -1420628.371796 nChanged 8 SP:Iteration 33Q (14445.900000 sec): 3 clusters Score: Raw -1425213.934797 + Penalty 4584.192415 = -1420629.742381 nChanged 12 SP:Iteration 34Q (14446.190000 sec): 3 clusters Score: Raw -1425215.839836 + Penalty 4584.192415 = -1420631.647421 nChanged 13 SP:Iteration 35Q (14446.390000 sec): 3 clusters Score: Raw -1425218.691863 + Penalty 4584.192415 = -1420634.499448 nChanged 17 SP:Iteration 36Q (14446.680000 sec): 3 clusters Score: Raw -1425221.297706 + Penalty 4584.192415 = -1420637.105291 nChanged 12 SP:Iteration 37Q (14446.930000 sec): 3 clusters Score: Raw -1425222.960189 + Penalty 4584.192415 = -1420638.767774 nChanged 11 SP:Iteration 38Q (14447.170000 sec): 3 clusters Score: Raw -1425224.441476 + Penalty 4584.192415 = -1420640.249061 nChanged 5 SP:Iteration 39Q (14447.430000 sec): 3 clusters Score: Raw -1425225.470802 + Penalty 4584.192415 = -1420641.278387 nChanged 6 SP:Iteration 40F (14447.610000 sec): 3 clusters Score: Raw -1425226.046086 + Penalty 4584.192415 = -1420641.853670 nChanged 6 SP:Iteration 41Q (14447.840000 sec): 3 clusters Score: Raw -1425226.728323 + Penalty 4584.192415 = -1420642.535908 nChanged 5 SP:Iteration 42Q (14448.080000 sec): 3 clusters Score: Raw -1425227.388322 + Penalty 4584.192415 = -1420643.195907 nChanged 5 SP:Iteration 43Q (14448.350000 sec): 3 clusters Score: Raw -1425227.969343 + Penalty 4584.192415 = -1420643.776928 nChanged 2 SP:Iteration 44Q (14448.520000 sec): 3 clusters Score: Raw -1425228.189805 + Penalty 4584.192415 = -1420643.997390 nChanged 1 SP:Iteration 45Q (14448.790000 sec): 3 clusters Score: Raw -1425228.388334 + Penalty 4584.192415 = -1420644.195919 nChanged 1 SP:Iteration 46Q (14448.990000 sec): 3 clusters Score: Raw -1425228.524662 + Penalty 4584.192415 = -1420644.332247 nChanged 2 SP:Iteration 47Q (14449.200000 sec): 3 clusters Score: Raw -1425228.760957 + Penalty 4584.192415 = -1420644.568542 nChanged 1 SP:Iteration 48Q (14449.440000 sec): 3 clusters Score: Raw -1425228.907057 + Penalty 4584.192415 = -1420644.714642 nChanged 4 SP:Iteration 49Q (14449.640000 sec): 3 clusters Score: Raw -1425229.380681 + Penalty 4584.192415 = -1420645.188266 nChanged 3 SP:Iteration 50Q (14449.890000 sec): 3 clusters Score: Raw -1425230.155599 + Penalty 4584.192415 = -1420645.963184 nChanged 5 SP:Iteration 51Q (14450.090000 sec): 3 clusters Score: Raw -1425230.955302 + Penalty 4584.192415 = -1420646.762887 nChanged 4 SP:Iteration 52Q (14450.270000 sec): 3 clusters Score: Raw -1425231.442872 + Penalty 4584.192415 = -1420647.250457 nChanged 3 SP:Iteration 53Q (14450.530000 sec): 3 clusters Score: Raw -1425231.924921 + Penalty 4584.192415 = -1420647.732506 nChanged 2 SP:Iteration 54Q (14450.720000 sec): 3 clusters Score: Raw -1425232.238175 + Penalty 4584.192415 = -1420648.045759 nChanged 3 SP:Iteration 55Q (14450.920000 sec): 3 clusters Score: Raw -1425233.114826 + Penalty 4584.192415 = -1420648.922411 nChanged 7 SP:Iteration 56Q (14451.160000 sec): 3 clusters Score: Raw -1425234.289648 + Penalty 4584.192415 = -1420650.097233 nChanged 2 SP:Iteration 57Q (14451.390000 sec): 3 clusters Score: Raw -1425234.600199 + Penalty 4584.192415 = -1420650.407784 nChanged 2 SP:Iteration 58Q (14451.600000 sec): 3 clusters Score: Raw -1425234.768809 + Penalty 4584.192415 = -1420650.576393 nChanged 3 SP:Iteration 59Q (14451.840000 sec): 3 clusters Score: Raw -1425235.190897 + Penalty 4584.192415 = -1420650.998481 nChanged 5 SP:Iteration 60F (14452.100000 sec): 3 clusters Score: Raw -1425235.933004 + Penalty 4584.192415 = -1420651.740589 nChanged 3 SP:Iteration 61Q (14452.350000 sec): 3 clusters Score: Raw -1425236.263602 + Penalty 4584.192415 = -1420652.071186 nChanged 4 SP:Iteration 62Q (14452.600000 sec): 3 clusters Score: Raw -1425236.766034 + Penalty 4584.192415 = -1420652.573619 nChanged 3 SP:Iteration 63Q (14452.810000 sec): 3 clusters Score: Raw -1425237.455371 + Penalty 4584.192415 = -1420653.262956 nChanged 3 SP:Iteration 64Q (14453.090000 sec): 3 clusters Score: Raw -1425238.026429 + Penalty 4584.192415 = -1420653.834014 nChanged 5 SP:Iteration 65Q (14453.290000 sec): 3 clusters Score: Raw -1425238.907861 + Penalty 4584.192415 = -1420654.715446 nChanged 7 SP:Iteration 66Q (14453.570000 sec): 3 clusters Score: Raw -1425240.179731 + Penalty 4584.192415 = -1420655.987315 nChanged 6 SP:Iteration 67Q (14453.760000 sec): 3 clusters Score: Raw -1425241.127495 + Penalty 4584.192415 = -1420656.935079 nChanged 7 SP:Iteration 68Q (14453.950000 sec): 3 clusters Score: Raw -1425242.161792 + Penalty 4584.192415 = -1420657.969377 nChanged 7 SP:Iteration 69Q (14454.190000 sec): 3 clusters Score: Raw -1425243.399270 + Penalty 4584.192415 = -1420659.206855 nChanged 0 SP:Iteration 70F (14454.440000 sec): 3 clusters Score: Raw -1425243.399270 + Penalty 4584.192415 = -1420659.206855 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 15 (12906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14454.570000 sec): 2 clusters Score: Raw -1851582.273897 + Penalty 2347.431004 = -1849234.842892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14454.810000 sec): 3 clusters Score: Raw -1844365.869306 + Penalty 4694.862009 = -1839671.007297 nChanged 5524 SP:Iteration 1F (14455.100000 sec): 3 clusters Score: Raw -1847269.607698 + Penalty 4694.862009 = -1842574.745689 nChanged 866 SP:Iteration 2F (14455.360000 sec): 3 clusters Score: Raw -1847664.713827 + Penalty 4694.862009 = -1842969.851818 nChanged 688 SP:Iteration 3F (14455.610000 sec): 3 clusters Score: Raw -1847969.112886 + Penalty 4694.862009 = -1843274.250877 nChanged 592 SP:Iteration 4Q (14455.840000 sec): 3 clusters Score: Raw -1848209.026090 + Penalty 4694.862009 = -1843514.164081 nChanged 493 SP:Iteration 5Q (14456.120000 sec): 3 clusters Score: Raw -1848396.103364 + Penalty 4694.862009 = -1843701.241355 nChanged 438 SP:Iteration 6Q (14456.400000 sec): 3 clusters Score: Raw -1848552.425658 + Penalty 4694.862009 = -1843857.563649 nChanged 394 SP:Iteration 7Q (14456.650000 sec): 3 clusters Score: Raw -1848693.429197 + Penalty 4694.862009 = -1843998.567188 nChanged 377 SP:Iteration 8Q (14456.900000 sec): 3 clusters Score: Raw -1848854.755911 + Penalty 4694.862009 = -1844159.893902 nChanged 391 SP:Iteration 9Q (14457.100000 sec): 3 clusters Score: Raw -1849029.015537 + Penalty 4694.862009 = -1844334.153528 nChanged 409 SP:Iteration 10Q (14457.410000 sec): 3 clusters Score: Raw -1849244.308815 + Penalty 4694.862009 = -1844549.446807 nChanged 480 SP:Iteration 11Q (14457.670000 sec): 3 clusters Score: Raw -1849563.237764 + Penalty 4694.862009 = -1844868.375755 nChanged 556 SP:Iteration 12Q (14457.910000 sec): 3 clusters Score: Raw -1850005.414079 + Penalty 4694.862009 = -1845310.552070 nChanged 599 SP:Iteration 13Q (14458.190000 sec): 3 clusters Score: Raw -1850576.444744 + Penalty 4694.862009 = -1845881.582735 nChanged 636 SP:Iteration 14Q (14458.440000 sec): 3 clusters Score: Raw -1851231.829722 + Penalty 4694.862009 = -1846536.967713 nChanged 585 SP:Iteration 15Q (14458.700000 sec): 3 clusters Score: Raw -1851799.976835 + Penalty 4694.862009 = -1847105.114826 nChanged 476 SP:Iteration 16Q (14458.960000 sec): 3 clusters Score: Raw -1852185.910666 + Penalty 4694.862009 = -1847491.048657 nChanged 357 SP:Iteration 17Q (14459.220000 sec): 3 clusters Score: Raw -1852431.641750 + Penalty 4694.862009 = -1847736.779741 nChanged 260 SP:Iteration 18Q (14459.460000 sec): 3 clusters Score: Raw -1852567.633322 + Penalty 4694.862009 = -1847872.771313 nChanged 190 SP:Iteration 19Q (14459.690000 sec): 3 clusters Score: Raw -1852639.987998 + Penalty 4694.862009 = -1847945.125989 nChanged 123 SP:Iteration 20F (14459.940000 sec): 3 clusters Score: Raw -1852677.318040 + Penalty 4694.862009 = -1847982.456031 nChanged 86 SP:Iteration 21Q (14460.200000 sec): 3 clusters Score: Raw -1852700.561808 + Penalty 4694.862009 = -1848005.699799 nChanged 46 SP:Iteration 22Q (14460.490000 sec): 3 clusters Score: Raw -1852710.713022 + Penalty 4694.862009 = -1848015.851014 nChanged 41 SP:Iteration 23Q (14460.730000 sec): 3 clusters Score: Raw -1852717.900604 + Penalty 4694.862009 = -1848023.038595 nChanged 29 SP:Iteration 24Q (14460.950000 sec): 3 clusters Score: Raw -1852722.211547 + Penalty 4694.862009 = -1848027.349538 nChanged 22 SP:Iteration 25Q (14461.210000 sec): 3 clusters Score: Raw -1852725.279401 + Penalty 4694.862009 = -1848030.417392 nChanged 20 SP:Iteration 26Q (14461.500000 sec): 3 clusters Score: Raw -1852728.220073 + Penalty 4694.862009 = -1848033.358064 nChanged 20 SP:Iteration 27Q (14461.730000 sec): 3 clusters Score: Raw -1852731.119378 + Penalty 4694.862009 = -1848036.257369 nChanged 9 SP:Iteration 28Q (14461.980000 sec): 3 clusters Score: Raw -1852732.209525 + Penalty 4694.862009 = -1848037.347516 nChanged 9 SP:Iteration 29Q (14462.210000 sec): 3 clusters Score: Raw -1852733.495699 + Penalty 4694.862009 = -1848038.633690 nChanged 8 SP:Iteration 30Q (14462.480000 sec): 3 clusters Score: Raw -1852734.245786 + Penalty 4694.862009 = -1848039.383777 nChanged 6 SP:Iteration 31Q (14462.710000 sec): 3 clusters Score: Raw -1852734.802216 + Penalty 4694.862009 = -1848039.940207 nChanged 2 SP:Iteration 32Q (14462.980000 sec): 3 clusters Score: Raw -1852735.099395 + Penalty 4694.862009 = -1848040.237386 nChanged 2 SP:Iteration 33Q (14463.270000 sec): 3 clusters Score: Raw -1852735.321158 + Penalty 4694.862009 = -1848040.459149 nChanged 3 SP:Iteration 34Q (14463.490000 sec): 3 clusters Score: Raw -1852735.625457 + Penalty 4694.862009 = -1848040.763448 nChanged 2 SP:Iteration 35Q (14463.780000 sec): 3 clusters Score: Raw -1852735.763956 + Penalty 4694.862009 = -1848040.901947 nChanged 1 SP:Iteration 36Q (14464.010000 sec): 3 clusters Score: Raw -1852735.934287 + Penalty 4694.862009 = -1848041.072278 nChanged 1 SP:Iteration 37Q (14464.270000 sec): 3 clusters Score: Raw -1852736.016377 + Penalty 4694.862009 = -1848041.154368 nChanged 1 SP:Iteration 38Q (14464.580000 sec): 3 clusters Score: Raw -1852736.200127 + Penalty 4694.862009 = -1848041.338118 nChanged 1 SP:Iteration 39Q (14464.810000 sec): 3 clusters Score: Raw -1852736.301160 + Penalty 4694.862009 = -1848041.439151 nChanged 0 SP:Iteration 40F (14465.060000 sec): 3 clusters Score: Raw -1852736.301160 + Penalty 4694.862009 = -1848041.439151 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 16 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14465.160000 sec): 2 clusters Score: Raw -120989.578222 + Penalty 1674.563053 = -119315.015169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14465.330000 sec): 3 clusters Score: Raw -120807.562814 + Penalty 3349.126107 = -117458.436707 nChanged 214 SP:Iteration 1F (14465.560000 sec): 3 clusters Score: Raw -121061.457777 + Penalty 3349.126107 = -117712.331670 nChanged 46 SP:Iteration 2F (14465.760000 sec): 3 clusters Score: Raw -121146.227573 + Penalty 3349.126107 = -117797.101466 nChanged 32 SP:Iteration 3Q (14465.920000 sec): 3 clusters Score: Raw -121190.501971 + Penalty 3349.126107 = -117841.375864 nChanged 19 SP:Iteration 4Q (14466.060000 sec): 3 clusters Score: Raw -121217.785393 + Penalty 3349.126107 = -117868.659286 nChanged 7 SP:Iteration 5Q (14466.260000 sec): 3 clusters Score: Raw -121224.232770 + Penalty 3349.126107 = -117875.106663 nChanged 4 SP:Iteration 6Q (14466.390000 sec): 3 clusters Score: Raw -121230.151559 + Penalty 3349.126107 = -117881.025452 nChanged 3 SP:Iteration 7Q (14466.580000 sec): 3 clusters Score: Raw -121234.586503 + Penalty 3349.126107 = -117885.460396 nChanged 4 SP:Iteration 8Q (14466.740000 sec): 3 clusters Score: Raw -121239.322636 + Penalty 3349.126107 = -117890.196529 nChanged 1 SP:Iteration 9Q (14466.940000 sec): 3 clusters Score: Raw -121241.341976 + Penalty 3349.126107 = -117892.215870 nChanged 3 SP:Iteration 10Q (14467.160000 sec): 3 clusters Score: Raw -121245.597016 + Penalty 3349.126107 = -117896.470910 nChanged 2 SP:Iteration 11Q (14467.330000 sec): 3 clusters Score: Raw -121247.422898 + Penalty 3349.126107 = -117898.296791 nChanged 0 SP:Iteration 12F (14467.510000 sec): 3 clusters Score: Raw -121247.422898 + Penalty 3349.126107 = -117898.296791 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 17 (4018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14467.620000 sec): 2 clusters Score: Raw -595646.685050 + Penalty 2058.037807 = -593588.647243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14467.810000 sec): 3 clusters Score: Raw -593754.710693 + Penalty 4116.075615 = -589638.635079 nChanged 1516 SP:Iteration 1F (14468.030000 sec): 3 clusters Score: Raw -594596.611289 + Penalty 4116.075615 = -590480.535675 nChanged 278 SP:Iteration 2F (14468.220000 sec): 3 clusters Score: Raw -594771.753572 + Penalty 4116.075615 = -590655.677958 nChanged 215 SP:Iteration 3F (14468.430000 sec): 3 clusters Score: Raw -594902.795790 + Penalty 4116.075615 = -590786.720175 nChanged 141 SP:Iteration 4Q (14468.620000 sec): 3 clusters Score: Raw -594978.604555 + Penalty 4116.075615 = -590862.528940 nChanged 117 SP:Iteration 5Q (14468.830000 sec): 3 clusters Score: Raw -595045.504509 + Penalty 4116.075615 = -590929.428895 nChanged 98 SP:Iteration 6Q (14469.040000 sec): 3 clusters Score: Raw -595099.165344 + Penalty 4116.075615 = -590983.089729 nChanged 102 SP:Iteration 7Q (14469.260000 sec): 3 clusters Score: Raw -595146.102435 + Penalty 4116.075615 = -591030.026820 nChanged 87 SP:Iteration 8Q (14469.480000 sec): 3 clusters Score: Raw -595193.203897 + Penalty 4116.075615 = -591077.128283 nChanged 85 SP:Iteration 9Q (14469.700000 sec): 3 clusters Score: Raw -595241.848246 + Penalty 4116.075615 = -591125.772631 nChanged 89 SP:Iteration 10Q (14469.870000 sec): 3 clusters Score: Raw -595295.849830 + Penalty 4116.075615 = -591179.774215 nChanged 98 SP:Iteration 11Q (14470.080000 sec): 3 clusters Score: Raw -595348.864229 + Penalty 4116.075615 = -591232.788615 nChanged 93 SP:Iteration 12Q (14470.270000 sec): 3 clusters Score: Raw -595404.890938 + Penalty 4116.075615 = -591288.815324 nChanged 72 SP:Iteration 13Q (14470.470000 sec): 3 clusters Score: Raw -595442.803150 + Penalty 4116.075615 = -591326.727536 nChanged 71 SP:Iteration 14Q (14470.670000 sec): 3 clusters Score: Raw -595484.161232 + Penalty 4116.075615 = -591368.085617 nChanged 70 SP:Iteration 15Q (14470.850000 sec): 3 clusters Score: Raw -595521.498123 + Penalty 4116.075615 = -591405.422509 nChanged 60 SP:Iteration 16Q (14471.010000 sec): 3 clusters Score: Raw -595558.876028 + Penalty 4116.075615 = -591442.800414 nChanged 68 SP:Iteration 17Q (14471.190000 sec): 3 clusters Score: Raw -595605.324202 + Penalty 4116.075615 = -591489.248587 nChanged 77 SP:Iteration 18Q (14471.390000 sec): 3 clusters Score: Raw -595664.755174 + Penalty 4116.075615 = -591548.679559 nChanged 76 SP:Iteration 19Q (14471.580000 sec): 3 clusters Score: Raw -595715.611854 + Penalty 4116.075615 = -591599.536239 nChanged 46 SP:Iteration 20F (14471.790000 sec): 3 clusters Score: Raw -595745.725849 + Penalty 4116.075615 = -591629.650234 nChanged 51 SP:Iteration 21Q (14472.000000 sec): 3 clusters Score: Raw -595775.473065 + Penalty 4116.075615 = -591659.397450 nChanged 45 SP:Iteration 22Q (14472.200000 sec): 3 clusters Score: Raw -595802.256831 + Penalty 4116.075615 = -591686.181216 nChanged 38 SP:Iteration 23Q (14472.360000 sec): 3 clusters Score: Raw -595831.057664 + Penalty 4116.075615 = -591714.982049 nChanged 39 SP:Iteration 24Q (14472.530000 sec): 3 clusters Score: Raw -595862.479242 + Penalty 4116.075615 = -591746.403627 nChanged 37 SP:Iteration 25Q (14472.740000 sec): 3 clusters Score: Raw -595891.449775 + Penalty 4116.075615 = -591775.374160 nChanged 41 SP:Iteration 26Q (14472.940000 sec): 3 clusters Score: Raw -595923.575161 + Penalty 4116.075615 = -591807.499547 nChanged 28 SP:Iteration 27Q (14473.150000 sec): 3 clusters Score: Raw -595940.998914 + Penalty 4116.075615 = -591824.923299 nChanged 20 SP:Iteration 28Q (14473.380000 sec): 3 clusters Score: Raw -595954.075865 + Penalty 4116.075615 = -591838.000250 nChanged 17 SP:Iteration 29Q (14473.610000 sec): 3 clusters Score: Raw -595964.151919 + Penalty 4116.075615 = -591848.076304 nChanged 13 SP:Iteration 30Q (14473.810000 sec): 3 clusters Score: Raw -595973.848155 + Penalty 4116.075615 = -591857.772540 nChanged 10 SP:Iteration 31Q (14474.060000 sec): 3 clusters Score: Raw -595980.285056 + Penalty 4116.075615 = -591864.209441 nChanged 8 SP:Iteration 32Q (14474.260000 sec): 3 clusters Score: Raw -595984.704888 + Penalty 4116.075615 = -591868.629274 nChanged 8 SP:Iteration 33Q (14474.440000 sec): 3 clusters Score: Raw -595990.449558 + Penalty 4116.075615 = -591874.373943 nChanged 7 SP:Iteration 34Q (14474.610000 sec): 3 clusters Score: Raw -595996.268750 + Penalty 4116.075615 = -591880.193135 nChanged 8 SP:Iteration 35Q (14474.800000 sec): 3 clusters Score: Raw -595999.224966 + Penalty 4116.075615 = -591883.149352 nChanged 6 SP:Iteration 36Q (14474.990000 sec): 3 clusters Score: Raw -596002.845702 + Penalty 4116.075615 = -591886.770088 nChanged 6 SP:Iteration 37Q (14475.160000 sec): 3 clusters Score: Raw -596006.151537 + Penalty 4116.075615 = -591890.075922 nChanged 6 SP:Iteration 38Q (14475.350000 sec): 3 clusters Score: Raw -596010.291671 + Penalty 4116.075615 = -591894.216057 nChanged 6 SP:Iteration 39Q (14475.570000 sec): 3 clusters Score: Raw -596013.309453 + Penalty 4116.075615 = -591897.233839 nChanged 4 SP:Iteration 40F (14475.800000 sec): 3 clusters Score: Raw -596015.975483 + Penalty 4116.075615 = -591899.899869 nChanged 6 SP:Iteration 41Q (14475.970000 sec): 3 clusters Score: Raw -596019.640965 + Penalty 4116.075615 = -591903.565350 nChanged 10 SP:Iteration 42Q (14476.150000 sec): 3 clusters Score: Raw -596027.052090 + Penalty 4116.075615 = -591910.976475 nChanged 6 SP:Iteration 43Q (14476.370000 sec): 3 clusters Score: Raw -596031.112864 + Penalty 4116.075615 = -591915.037250 nChanged 5 SP:Iteration 44Q (14476.550000 sec): 3 clusters Score: Raw -596034.150566 + Penalty 4116.075615 = -591918.074952 nChanged 1 SP:Iteration 45Q (14476.780000 sec): 3 clusters Score: Raw -596034.792013 + Penalty 4116.075615 = -591918.716398 nChanged 2 SP:Iteration 46Q (14476.960000 sec): 3 clusters Score: Raw -596035.622143 + Penalty 4116.075615 = -591919.546528 nChanged 4 SP:Iteration 47Q (14477.190000 sec): 3 clusters Score: Raw -596038.452790 + Penalty 4116.075615 = -591922.377175 nChanged 2 SP:Iteration 48Q (14477.360000 sec): 3 clusters Score: Raw -596039.829160 + Penalty 4116.075615 = -591923.753545 nChanged 2 SP:Iteration 49Q (14477.580000 sec): 3 clusters Score: Raw -596040.584867 + Penalty 4116.075615 = -591924.509253 nChanged 1 SP:Iteration 50Q (14477.820000 sec): 3 clusters Score: Raw -596041.385650 + Penalty 4116.075615 = -591925.310036 nChanged 2 SP:Iteration 51Q (14477.980000 sec): 3 clusters Score: Raw -596042.059884 + Penalty 4116.075615 = -591925.984270 nChanged 3 SP:Iteration 52Q (14478.160000 sec): 3 clusters Score: Raw -596043.463934 + Penalty 4116.075615 = -591927.388320 nChanged 5 SP:Iteration 53Q (14478.390000 sec): 3 clusters Score: Raw -596047.009866 + Penalty 4116.075615 = -591930.934251 nChanged 7 SP:Iteration 54Q (14478.580000 sec): 3 clusters Score: Raw -596051.026108 + Penalty 4116.075615 = -591934.950494 nChanged 3 SP:Iteration 55Q (14478.850000 sec): 3 clusters Score: Raw -596052.638646 + Penalty 4116.075615 = -591936.563032 nChanged 5 SP:Iteration 56Q (14479.000000 sec): 3 clusters Score: Raw -596054.911449 + Penalty 4116.075615 = -591938.835834 nChanged 4 SP:Iteration 57Q (14479.200000 sec): 3 clusters Score: Raw -596057.060235 + Penalty 4116.075615 = -591940.984621 nChanged 3 SP:Iteration 58Q (14479.410000 sec): 3 clusters Score: Raw -596058.943093 + Penalty 4116.075615 = -591942.867479 nChanged 0 SP:Iteration 59F (14479.610000 sec): 3 clusters Score: Raw -596058.943093 + Penalty 4116.075615 = -591942.867479 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 18 (2823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14479.720000 sec): 2 clusters Score: Raw -391550.783596 + Penalty 1970.497746 = -389580.285850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14479.930000 sec): 3 clusters Score: Raw -390343.060490 + Penalty 3940.995492 = -386402.064998 nChanged 962 SP:Iteration 1F (14480.120000 sec): 3 clusters Score: Raw -390972.608838 + Penalty 3940.995492 = -387031.613346 nChanged 226 SP:Iteration 2F (14480.310000 sec): 3 clusters Score: Raw -391153.160068 + Penalty 3940.995492 = -387212.164576 nChanged 139 SP:Iteration 3Q (14480.480000 sec): 3 clusters Score: Raw -391273.096067 + Penalty 3940.995492 = -387332.100574 nChanged 111 SP:Iteration 4Q (14480.700000 sec): 3 clusters Score: Raw -391354.404382 + Penalty 3940.995492 = -387413.408889 nChanged 79 SP:Iteration 5Q (14480.870000 sec): 3 clusters Score: Raw -391415.361437 + Penalty 3940.995492 = -387474.365945 nChanged 65 SP:Iteration 6Q (14481.100000 sec): 3 clusters Score: Raw -391460.912512 + Penalty 3940.995492 = -387519.917020 nChanged 55 SP:Iteration 7Q (14481.280000 sec): 3 clusters Score: Raw -391494.039563 + Penalty 3940.995492 = -387553.044071 nChanged 37 SP:Iteration 8Q (14481.500000 sec): 3 clusters Score: Raw -391511.822754 + Penalty 3940.995492 = -387570.827261 nChanged 25 SP:Iteration 9Q (14481.660000 sec): 3 clusters Score: Raw -391527.297958 + Penalty 3940.995492 = -387586.302465 nChanged 22 SP:Iteration 10Q (14481.820000 sec): 3 clusters Score: Raw -391541.227658 + Penalty 3940.995492 = -387600.232166 nChanged 15 SP:Iteration 11Q (14482.010000 sec): 3 clusters Score: Raw -391549.297957 + Penalty 3940.995492 = -387608.302465 nChanged 10 SP:Iteration 12Q (14482.180000 sec): 3 clusters Score: Raw -391554.867414 + Penalty 3940.995492 = -387613.871922 nChanged 15 SP:Iteration 13Q (14482.370000 sec): 3 clusters Score: Raw -391564.674010 + Penalty 3940.995492 = -387623.678518 nChanged 18 SP:Iteration 14Q (14482.540000 sec): 3 clusters Score: Raw -391572.693689 + Penalty 3940.995492 = -387631.698197 nChanged 12 SP:Iteration 15Q (14482.740000 sec): 3 clusters Score: Raw -391582.119858 + Penalty 3940.995492 = -387641.124366 nChanged 11 SP:Iteration 16Q (14482.900000 sec): 3 clusters Score: Raw -391589.985459 + Penalty 3940.995492 = -387648.989966 nChanged 10 SP:Iteration 17Q (14483.120000 sec): 3 clusters Score: Raw -391596.796994 + Penalty 3940.995492 = -387655.801502 nChanged 17 SP:Iteration 18Q (14483.270000 sec): 3 clusters Score: Raw -391607.559634 + Penalty 3940.995492 = -387666.564142 nChanged 15 SP:Iteration 19Q (14483.490000 sec): 3 clusters Score: Raw -391617.064365 + Penalty 3940.995492 = -387676.068873 nChanged 14 SP:Iteration 20F (14483.660000 sec): 3 clusters Score: Raw -391627.197723 + Penalty 3940.995492 = -387686.202231 nChanged 16 SP:Iteration 21Q (14483.810000 sec): 3 clusters Score: Raw -391635.778699 + Penalty 3940.995492 = -387694.783206 nChanged 12 SP:Iteration 22Q (14483.990000 sec): 3 clusters Score: Raw -391641.838471 + Penalty 3940.995492 = -387700.842978 nChanged 13 SP:Iteration 23Q (14484.230000 sec): 3 clusters Score: Raw -391649.843755 + Penalty 3940.995492 = -387708.848263 nChanged 13 SP:Iteration 24Q (14484.410000 sec): 3 clusters Score: Raw -391657.342111 + Penalty 3940.995492 = -387716.346619 nChanged 13 SP:Iteration 25Q (14484.600000 sec): 3 clusters Score: Raw -391666.271556 + Penalty 3940.995492 = -387725.276064 nChanged 13 SP:Iteration 26Q (14484.780000 sec): 3 clusters Score: Raw -391674.275017 + Penalty 3940.995492 = -387733.279524 nChanged 9 SP:Iteration 27Q (14484.960000 sec): 3 clusters Score: Raw -391678.607310 + Penalty 3940.995492 = -387737.611818 nChanged 6 SP:Iteration 28Q (14485.150000 sec): 3 clusters Score: Raw -391681.996520 + Penalty 3940.995492 = -387741.001027 nChanged 8 SP:Iteration 29Q (14485.300000 sec): 3 clusters Score: Raw -391688.075049 + Penalty 3940.995492 = -387747.079556 nChanged 11 SP:Iteration 30Q (14485.460000 sec): 3 clusters Score: Raw -391695.356661 + Penalty 3940.995492 = -387754.361169 nChanged 9 SP:Iteration 31Q (14485.660000 sec): 3 clusters Score: Raw -391700.801229 + Penalty 3940.995492 = -387759.805737 nChanged 13 SP:Iteration 32Q (14485.840000 sec): 3 clusters Score: Raw -391706.849590 + Penalty 3940.995492 = -387765.854098 nChanged 9 SP:Iteration 33Q (14486.050000 sec): 3 clusters Score: Raw -391710.975458 + Penalty 3940.995492 = -387769.979966 nChanged 9 SP:Iteration 34Q (14486.300000 sec): 3 clusters Score: Raw -391715.427572 + Penalty 3940.995492 = -387774.432079 nChanged 7 SP:Iteration 35Q (14486.430000 sec): 3 clusters Score: Raw -391719.441400 + Penalty 3940.995492 = -387778.445908 nChanged 7 SP:Iteration 36Q (14486.650000 sec): 3 clusters Score: Raw -391724.458821 + Penalty 3940.995492 = -387783.463329 nChanged 7 SP:Iteration 37Q (14486.820000 sec): 3 clusters Score: Raw -391729.320934 + Penalty 3940.995492 = -387788.325442 nChanged 8 SP:Iteration 38Q (14487.040000 sec): 3 clusters Score: Raw -391735.837416 + Penalty 3940.995492 = -387794.841924 nChanged 19 SP:Iteration 39Q (14487.200000 sec): 3 clusters Score: Raw -391754.061844 + Penalty 3940.995492 = -387813.066352 nChanged 25 SP:Iteration 40F (14487.450000 sec): 3 clusters Score: Raw -391782.603872 + Penalty 3940.995492 = -387841.608380 nChanged 28 SP:Iteration 41Q (14487.660000 sec): 3 clusters Score: Raw -391801.597554 + Penalty 3940.995492 = -387860.602061 nChanged 21 SP:Iteration 42Q (14487.820000 sec): 3 clusters Score: Raw -391827.081152 + Penalty 3940.995492 = -387886.085660 nChanged 32 SP:Iteration 43Q (14487.990000 sec): 3 clusters Score: Raw -391857.562519 + Penalty 3940.995492 = -387916.567027 nChanged 36 SP:Iteration 44Q (14488.210000 sec): 3 clusters Score: Raw -391898.517788 + Penalty 3940.995492 = -387957.522296 nChanged 43 SP:Iteration 45Q (14488.400000 sec): 3 clusters Score: Raw -391952.736442 + Penalty 3940.995492 = -388011.740949 nChanged 37 SP:Iteration 46Q (14488.620000 sec): 3 clusters Score: Raw -392020.526022 + Penalty 3940.995492 = -388079.530530 nChanged 43 SP:Iteration 47Q (14488.810000 sec): 3 clusters Score: Raw -392073.174047 + Penalty 3940.995492 = -388132.178555 nChanged 44 SP:Iteration 48Q (14489.010000 sec): 3 clusters Score: Raw -392112.331989 + Penalty 3940.995492 = -388171.336496 nChanged 44 SP:Iteration 49Q (14489.180000 sec): 3 clusters Score: Raw -392159.626485 + Penalty 3940.995492 = -388218.630993 nChanged 55 SP:Iteration 50Q (14489.380000 sec): 3 clusters Score: Raw -392210.773096 + Penalty 3940.995492 = -388269.777604 nChanged 40 SP:Iteration 51Q (14489.590000 sec): 3 clusters Score: Raw -392254.273634 + Penalty 3940.995492 = -388313.278141 nChanged 44 SP:Iteration 52Q (14489.800000 sec): 3 clusters Score: Raw -392293.791951 + Penalty 3940.995492 = -388352.796459 nChanged 37 SP:Iteration 53Q (14489.980000 sec): 3 clusters Score: Raw -392325.503915 + Penalty 3940.995492 = -388384.508422 nChanged 39 SP:Iteration 54Q (14490.180000 sec): 3 clusters Score: Raw -392368.561857 + Penalty 3940.995492 = -388427.566365 nChanged 51 SP:Iteration 55Q (14490.390000 sec): 3 clusters Score: Raw -392433.004119 + Penalty 3940.995492 = -388492.008626 nChanged 47 SP:Iteration 56Q (14490.610000 sec): 3 clusters Score: Raw -392474.715219 + Penalty 3940.995492 = -388533.719726 nChanged 35 SP:Iteration 57Q (14490.800000 sec): 3 clusters Score: Raw -392514.971986 + Penalty 3940.995492 = -388573.976494 nChanged 38 SP:Iteration 58Q (14490.970000 sec): 3 clusters Score: Raw -392548.943243 + Penalty 3940.995492 = -388607.947751 nChanged 26 SP:Iteration 59Q (14491.200000 sec): 3 clusters Score: Raw -392576.447545 + Penalty 3940.995492 = -388635.452053 nChanged 22 SP:Iteration 60F (14491.390000 sec): 3 clusters Score: Raw -392601.552492 + Penalty 3940.995492 = -388660.557000 nChanged 13 SP:Iteration 61Q (14491.580000 sec): 3 clusters Score: Raw -392613.808372 + Penalty 3940.995492 = -388672.812879 nChanged 8 SP:Iteration 62Q (14491.810000 sec): 3 clusters Score: Raw -392620.043285 + Penalty 3940.995492 = -388679.047793 nChanged 4 SP:Iteration 63Q (14491.950000 sec): 3 clusters Score: Raw -392623.360328 + Penalty 3940.995492 = -388682.364836 nChanged 3 SP:Iteration 64Q (14492.140000 sec): 3 clusters Score: Raw -392625.002709 + Penalty 3940.995492 = -388684.007216 nChanged 0 SP:Iteration 65F (14492.300000 sec): 3 clusters Score: Raw -392625.002709 + Penalty 3940.995492 = -388684.007216 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 19 (807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14492.410000 sec): 2 clusters Score: Raw -104733.783220 + Penalty 1659.944270 = -103073.838951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14492.560000 sec): 3 clusters Score: Raw -104634.870801 + Penalty 3319.888539 = -101314.982262 nChanged 194 SP:Iteration 1F (14492.760000 sec): 3 clusters Score: Raw -104954.022511 + Penalty 3319.888539 = -101634.133972 nChanged 61 SP:Iteration 2F (14492.890000 sec): 3 clusters Score: Raw -105081.578505 + Penalty 3319.888539 = -101761.689966 nChanged 44 SP:Iteration 3F (14493.080000 sec): 3 clusters Score: Raw -105178.661721 + Penalty 3319.888539 = -101858.773182 nChanged 26 SP:Iteration 4Q (14493.250000 sec): 3 clusters Score: Raw -105233.339595 + Penalty 3319.888539 = -101913.451055 nChanged 19 SP:Iteration 5Q (14493.420000 sec): 3 clusters Score: Raw -105276.289481 + Penalty 3319.888539 = -101956.400941 nChanged 18 SP:Iteration 6Q (14493.600000 sec): 3 clusters Score: Raw -105314.472449 + Penalty 3319.888539 = -101994.583910 nChanged 15 SP:Iteration 7Q (14493.790000 sec): 3 clusters Score: Raw -105338.943428 + Penalty 3319.888539 = -102019.054888 nChanged 7 SP:Iteration 8Q (14493.940000 sec): 3 clusters Score: Raw -105348.464470 + Penalty 3319.888539 = -102028.575931 nChanged 3 SP:Iteration 9Q (14494.110000 sec): 3 clusters Score: Raw -105355.539380 + Penalty 3319.888539 = -102035.650840 nChanged 7 SP:Iteration 10Q (14494.290000 sec): 3 clusters Score: Raw -105364.343838 + Penalty 3319.888539 = -102044.455299 nChanged 6 SP:Iteration 11Q (14494.460000 sec): 3 clusters Score: Raw -105378.788828 + Penalty 3319.888539 = -102058.900289 nChanged 7 SP:Iteration 12Q (14494.630000 sec): 3 clusters Score: Raw -105391.464490 + Penalty 3319.888539 = -102071.575950 nChanged 6 SP:Iteration 13Q (14494.810000 sec): 3 clusters Score: Raw -105398.314163 + Penalty 3319.888539 = -102078.425623 nChanged 3 SP:Iteration 14Q (14495.010000 sec): 3 clusters Score: Raw -105401.306596 + Penalty 3319.888539 = -102081.418056 nChanged 3 SP:Iteration 15Q (14495.170000 sec): 3 clusters Score: Raw -105404.767620 + Penalty 3319.888539 = -102084.879081 nChanged 3 SP:Iteration 16Q (14495.370000 sec): 3 clusters Score: Raw -105407.153592 + Penalty 3319.888539 = -102087.265053 nChanged 1 SP:Iteration 17Q (14495.570000 sec): 3 clusters Score: Raw -105408.033258 + Penalty 3319.888539 = -102088.144719 nChanged 0 SP:Iteration 18F (14495.790000 sec): 3 clusters Score: Raw -105408.033258 + Penalty 3319.888539 = -102088.144719 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 20 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14495.870000 sec): 2 clusters Score: Raw -135498.943952 + Penalty 1717.303874 = -133781.640077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14496.090000 sec): 3 clusters Score: Raw -135296.276381 + Penalty 3434.607748 = -131861.668632 nChanged 281 SP:Iteration 1F (14496.280000 sec): 3 clusters Score: Raw -135646.311946 + Penalty 3434.607748 = -132211.704197 nChanged 77 SP:Iteration 2F (14496.450000 sec): 3 clusters Score: Raw -135779.673754 + Penalty 3434.607748 = -132345.066006 nChanged 43 SP:Iteration 3Q (14496.660000 sec): 3 clusters Score: Raw -135887.639174 + Penalty 3434.607748 = -132453.031425 nChanged 46 SP:Iteration 4Q (14496.780000 sec): 3 clusters Score: Raw -135999.924535 + Penalty 3434.607748 = -132565.316787 nChanged 45 SP:Iteration 5Q (14497.000000 sec): 3 clusters Score: Raw -136118.686814 + Penalty 3434.607748 = -132684.079066 nChanged 41 SP:Iteration 6Q (14497.190000 sec): 3 clusters Score: Raw -136235.196582 + Penalty 3434.607748 = -132800.588833 nChanged 41 SP:Iteration 7Q (14497.340000 sec): 3 clusters Score: Raw -136353.485263 + Penalty 3434.607748 = -132918.877515 nChanged 46 SP:Iteration 8Q (14497.560000 sec): 3 clusters Score: Raw -136530.689265 + Penalty 3434.607748 = -133096.081517 nChanged 50 SP:Iteration 9Q (14497.700000 sec): 3 clusters Score: Raw -136764.843556 + Penalty 3434.607748 = -133330.235808 nChanged 35 SP:Iteration 10Q (14497.910000 sec): 3 clusters Score: Raw -136918.468549 + Penalty 3434.607748 = -133483.860801 nChanged 15 SP:Iteration 11Q (14498.100000 sec): 3 clusters Score: Raw -136978.580606 + Penalty 3434.607748 = -133543.972857 nChanged 6 SP:Iteration 12Q (14498.270000 sec): 3 clusters Score: Raw -137025.274713 + Penalty 3434.607748 = -133590.666964 nChanged 8 SP:Iteration 13Q (14498.460000 sec): 3 clusters Score: Raw -137043.450302 + Penalty 3434.607748 = -133608.842553 nChanged 3 SP:Iteration 14Q (14498.660000 sec): 3 clusters Score: Raw -137050.796663 + Penalty 3434.607748 = -133616.188914 nChanged 2 SP:Iteration 15Q (14498.870000 sec): 3 clusters Score: Raw -137053.301963 + Penalty 3434.607748 = -133618.694214 nChanged 2 SP:Iteration 16Q (14499.090000 sec): 3 clusters Score: Raw -137059.411563 + Penalty 3434.607748 = -133624.803815 nChanged 3 SP:Iteration 17Q (14499.260000 sec): 3 clusters Score: Raw -137065.473970 + Penalty 3434.607748 = -133630.866222 nChanged 3 SP:Iteration 18Q (14499.410000 sec): 3 clusters Score: Raw -137073.784961 + Penalty 3434.607748 = -133639.177213 nChanged 2 SP:Iteration 19Q (14499.590000 sec): 3 clusters Score: Raw -137077.463955 + Penalty 3434.607748 = -133642.856207 nChanged 1 SP:Iteration 20F (14499.760000 sec): 3 clusters Score: Raw -137078.494998 + Penalty 3434.607748 = -133643.887249 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 21 (3385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14499.890000 sec): 2 clusters Score: Raw -488325.911116 + Penalty 2015.523078 = -486310.388038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14500.130000 sec): 3 clusters Score: Raw -486861.925349 + Penalty 4031.046156 = -482830.879193 nChanged 1217 SP:Iteration 1F (14500.300000 sec): 3 clusters Score: Raw -487666.537297 + Penalty 4031.046156 = -483635.491141 nChanged 296 SP:Iteration 2F (14500.530000 sec): 3 clusters Score: Raw -487864.292755 + Penalty 4031.046156 = -483833.246599 nChanged 157 SP:Iteration 3Q (14500.730000 sec): 3 clusters Score: Raw -487970.576165 + Penalty 4031.046156 = -483939.530009 nChanged 116 SP:Iteration 4Q (14500.960000 sec): 3 clusters Score: Raw -488049.197888 + Penalty 4031.046156 = -484018.151732 nChanged 111 SP:Iteration 5Q (14501.170000 sec): 3 clusters Score: Raw -488141.693044 + Penalty 4031.046156 = -484110.646888 nChanged 111 SP:Iteration 6Q (14501.370000 sec): 3 clusters Score: Raw -488231.678170 + Penalty 4031.046156 = -484200.632014 nChanged 106 SP:Iteration 7Q (14501.580000 sec): 3 clusters Score: Raw -488316.646568 + Penalty 4031.046156 = -484285.600412 nChanged 104 SP:Iteration 8Q (14501.760000 sec): 3 clusters Score: Raw -488393.027247 + Penalty 4031.046156 = -484361.981091 nChanged 82 SP:Iteration 9Q (14501.940000 sec): 3 clusters Score: Raw -488448.491032 + Penalty 4031.046156 = -484417.444876 nChanged 69 SP:Iteration 10Q (14502.160000 sec): 3 clusters Score: Raw -488490.449925 + Penalty 4031.046156 = -484459.403769 nChanged 52 SP:Iteration 11Q (14502.340000 sec): 3 clusters Score: Raw -488519.702835 + Penalty 4031.046156 = -484488.656679 nChanged 40 SP:Iteration 12Q (14502.530000 sec): 3 clusters Score: Raw -488542.947600 + Penalty 4031.046156 = -484511.901444 nChanged 36 SP:Iteration 13Q (14502.710000 sec): 3 clusters Score: Raw -488561.477855 + Penalty 4031.046156 = -484530.431699 nChanged 25 SP:Iteration 14Q (14502.890000 sec): 3 clusters Score: Raw -488574.321850 + Penalty 4031.046156 = -484543.275694 nChanged 25 SP:Iteration 15Q (14503.130000 sec): 3 clusters Score: Raw -488587.647945 + Penalty 4031.046156 = -484556.601789 nChanged 27 SP:Iteration 16Q (14503.330000 sec): 3 clusters Score: Raw -488601.200820 + Penalty 4031.046156 = -484570.154664 nChanged 23 SP:Iteration 17Q (14503.570000 sec): 3 clusters Score: Raw -488609.992189 + Penalty 4031.046156 = -484578.946033 nChanged 17 SP:Iteration 18Q (14503.750000 sec): 3 clusters Score: Raw -488617.182944 + Penalty 4031.046156 = -484586.136788 nChanged 20 SP:Iteration 19Q (14503.930000 sec): 3 clusters Score: Raw -488625.939419 + Penalty 4031.046156 = -484594.893263 nChanged 24 SP:Iteration 20F (14504.130000 sec): 3 clusters Score: Raw -488636.685875 + Penalty 4031.046156 = -484605.639719 nChanged 20 SP:Iteration 21Q (14504.320000 sec): 3 clusters Score: Raw -488648.146696 + Penalty 4031.046156 = -484617.100540 nChanged 21 SP:Iteration 22Q (14504.530000 sec): 3 clusters Score: Raw -488660.461623 + Penalty 4031.046156 = -484629.415467 nChanged 24 SP:Iteration 23Q (14504.710000 sec): 3 clusters Score: Raw -488674.039900 + Penalty 4031.046156 = -484642.993744 nChanged 30 SP:Iteration 24Q (14504.910000 sec): 3 clusters Score: Raw -488690.298605 + Penalty 4031.046156 = -484659.252449 nChanged 22 SP:Iteration 25Q (14505.090000 sec): 3 clusters Score: Raw -488701.376421 + Penalty 4031.046156 = -484670.330265 nChanged 15 SP:Iteration 26Q (14505.280000 sec): 3 clusters Score: Raw -488708.401769 + Penalty 4031.046156 = -484677.355613 nChanged 18 SP:Iteration 27Q (14505.480000 sec): 3 clusters Score: Raw -488721.476139 + Penalty 4031.046156 = -484690.429983 nChanged 20 SP:Iteration 28Q (14505.690000 sec): 3 clusters Score: Raw -488734.272340 + Penalty 4031.046156 = -484703.226184 nChanged 21 SP:Iteration 29Q (14505.840000 sec): 3 clusters Score: Raw -488745.863989 + Penalty 4031.046156 = -484714.817833 nChanged 17 SP:Iteration 30Q (14506.060000 sec): 3 clusters Score: Raw -488754.165115 + Penalty 4031.046156 = -484723.118959 nChanged 13 SP:Iteration 31Q (14506.260000 sec): 3 clusters Score: Raw -488759.365532 + Penalty 4031.046156 = -484728.319376 nChanged 12 SP:Iteration 32Q (14506.450000 sec): 3 clusters Score: Raw -488765.563706 + Penalty 4031.046156 = -484734.517551 nChanged 11 SP:Iteration 33Q (14506.630000 sec): 3 clusters Score: Raw -488771.267987 + Penalty 4031.046156 = -484740.221831 nChanged 13 SP:Iteration 34Q (14506.870000 sec): 3 clusters Score: Raw -488778.140258 + Penalty 4031.046156 = -484747.094102 nChanged 10 SP:Iteration 35Q (14507.040000 sec): 3 clusters Score: Raw -488782.834368 + Penalty 4031.046156 = -484751.788212 nChanged 10 SP:Iteration 36Q (14507.250000 sec): 3 clusters Score: Raw -488786.297687 + Penalty 4031.046156 = -484755.251531 nChanged 6 SP:Iteration 37Q (14507.430000 sec): 3 clusters Score: Raw -488788.794655 + Penalty 4031.046156 = -484757.748499 nChanged 5 SP:Iteration 38Q (14507.610000 sec): 3 clusters Score: Raw -488792.287721 + Penalty 4031.046156 = -484761.241565 nChanged 7 SP:Iteration 39Q (14507.790000 sec): 3 clusters Score: Raw -488794.542855 + Penalty 4031.046156 = -484763.496700 nChanged 5 SP:Iteration 40F (14507.980000 sec): 3 clusters Score: Raw -488796.053800 + Penalty 4031.046156 = -484765.007644 nChanged 1 SP:Iteration 41Q (14508.180000 sec): 3 clusters Score: Raw -488796.368822 + Penalty 4031.046156 = -484765.322666 nChanged 0 SP:Iteration 42F (14508.320000 sec): 3 clusters Score: Raw -488796.368822 + Penalty 4031.046156 = -484765.322666 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 22 (2311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14508.420000 sec): 2 clusters Score: Raw -339372.272570 + Penalty 1920.868031 = -337451.404539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14508.660000 sec): 3 clusters Score: Raw -338434.328990 + Penalty 3841.736063 = -334592.592928 nChanged 765 SP:Iteration 1F (14508.820000 sec): 3 clusters Score: Raw -338946.759438 + Penalty 3841.736063 = -335105.023375 nChanged 177 SP:Iteration 2F (14509.040000 sec): 3 clusters Score: Raw -339074.218737 + Penalty 3841.736063 = -335232.482674 nChanged 101 SP:Iteration 3Q (14509.230000 sec): 3 clusters Score: Raw -339148.982254 + Penalty 3841.736063 = -335307.246192 nChanged 68 SP:Iteration 4Q (14509.440000 sec): 3 clusters Score: Raw -339194.255326 + Penalty 3841.736063 = -335352.519264 nChanged 45 SP:Iteration 5Q (14509.620000 sec): 3 clusters Score: Raw -339222.993133 + Penalty 3841.736063 = -335381.257070 nChanged 36 SP:Iteration 6Q (14509.800000 sec): 3 clusters Score: Raw -339246.704917 + Penalty 3841.736063 = -335404.968854 nChanged 25 SP:Iteration 7Q (14509.940000 sec): 3 clusters Score: Raw -339260.814421 + Penalty 3841.736063 = -335419.078358 nChanged 22 SP:Iteration 8Q (14510.160000 sec): 3 clusters Score: Raw -339275.742121 + Penalty 3841.736063 = -335434.006058 nChanged 23 SP:Iteration 9Q (14510.320000 sec): 3 clusters Score: Raw -339291.854913 + Penalty 3841.736063 = -335450.118851 nChanged 22 SP:Iteration 10Q (14510.530000 sec): 3 clusters Score: Raw -339306.754754 + Penalty 3841.736063 = -335465.018691 nChanged 31 SP:Iteration 11Q (14510.720000 sec): 3 clusters Score: Raw -339323.638041 + Penalty 3841.736063 = -335481.901979 nChanged 18 SP:Iteration 12Q (14510.910000 sec): 3 clusters Score: Raw -339334.182927 + Penalty 3841.736063 = -335492.446865 nChanged 10 SP:Iteration 13Q (14511.080000 sec): 3 clusters Score: Raw -339342.308025 + Penalty 3841.736063 = -335500.571962 nChanged 12 SP:Iteration 14Q (14511.240000 sec): 3 clusters Score: Raw -339349.929319 + Penalty 3841.736063 = -335508.193256 nChanged 14 SP:Iteration 15Q (14511.440000 sec): 3 clusters Score: Raw -339357.498460 + Penalty 3841.736063 = -335515.762397 nChanged 12 SP:Iteration 16Q (14511.650000 sec): 3 clusters Score: Raw -339363.576805 + Penalty 3841.736063 = -335521.840742 nChanged 8 SP:Iteration 17Q (14511.790000 sec): 3 clusters Score: Raw -339367.642784 + Penalty 3841.736063 = -335525.906722 nChanged 7 SP:Iteration 18Q (14512.010000 sec): 3 clusters Score: Raw -339373.713585 + Penalty 3841.736063 = -335531.977522 nChanged 13 SP:Iteration 19Q (14512.150000 sec): 3 clusters Score: Raw -339381.754549 + Penalty 3841.736063 = -335540.018486 nChanged 13 SP:Iteration 20F (14512.350000 sec): 3 clusters Score: Raw -339390.145000 + Penalty 3841.736063 = -335548.408937 nChanged 9 SP:Iteration 21Q (14512.530000 sec): 3 clusters Score: Raw -339395.534474 + Penalty 3841.736063 = -335553.798411 nChanged 8 SP:Iteration 22Q (14512.730000 sec): 3 clusters Score: Raw -339401.283198 + Penalty 3841.736063 = -335559.547135 nChanged 7 SP:Iteration 23Q (14512.930000 sec): 3 clusters Score: Raw -339405.031871 + Penalty 3841.736063 = -335563.295808 nChanged 7 SP:Iteration 24Q (14513.110000 sec): 3 clusters Score: Raw -339407.679693 + Penalty 3841.736063 = -335565.943631 nChanged 7 SP:Iteration 25Q (14513.270000 sec): 3 clusters Score: Raw -339410.666681 + Penalty 3841.736063 = -335568.930618 nChanged 5 SP:Iteration 26Q (14513.450000 sec): 3 clusters Score: Raw -339413.404529 + Penalty 3841.736063 = -335571.668466 nChanged 6 SP:Iteration 27Q (14513.650000 sec): 3 clusters Score: Raw -339418.387981 + Penalty 3841.736063 = -335576.651918 nChanged 6 SP:Iteration 28Q (14513.810000 sec): 3 clusters Score: Raw -339424.861242 + Penalty 3841.736063 = -335583.125179 nChanged 12 SP:Iteration 29Q (14514.010000 sec): 3 clusters Score: Raw -339434.292741 + Penalty 3841.736063 = -335592.556679 nChanged 7 SP:Iteration 30Q (14514.190000 sec): 3 clusters Score: Raw -339437.359885 + Penalty 3841.736063 = -335595.623823 nChanged 6 SP:Iteration 31Q (14514.410000 sec): 3 clusters Score: Raw -339439.706148 + Penalty 3841.736063 = -335597.970085 nChanged 5 SP:Iteration 32Q (14514.550000 sec): 3 clusters Score: Raw -339442.300492 + Penalty 3841.736063 = -335600.564429 nChanged 4 SP:Iteration 33Q (14514.660000 sec): 3 clusters Score: Raw -339443.315706 + Penalty 3841.736063 = -335601.579644 nChanged 3 SP:Iteration 34Q (14514.860000 sec): 3 clusters Score: Raw -339444.698520 + Penalty 3841.736063 = -335602.962457 nChanged 1 SP:Iteration 35Q (14515.050000 sec): 3 clusters Score: Raw -339444.925398 + Penalty 3841.736063 = -335603.189335 nChanged 0 SP:Iteration 36F (14515.190000 sec): 3 clusters Score: Raw -339444.925398 + Penalty 3841.736063 = -335603.189335 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 23 (5582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14515.280000 sec): 2 clusters Score: Raw -822451.981532 + Penalty 2139.570999 = -820312.410533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14515.460000 sec): 3 clusters Score: Raw -819773.345597 + Penalty 4279.141997 = -815494.203600 nChanged 2120 SP:Iteration 1F (14515.670000 sec): 3 clusters Score: Raw -820938.713507 + Penalty 4279.141997 = -816659.571510 nChanged 378 SP:Iteration 2F (14515.860000 sec): 3 clusters Score: Raw -821133.923050 + Penalty 4279.141997 = -816854.781053 nChanged 254 SP:Iteration 3Q (14516.090000 sec): 3 clusters Score: Raw -821272.194011 + Penalty 4279.141997 = -816993.052013 nChanged 219 SP:Iteration 4Q (14516.310000 sec): 3 clusters Score: Raw -821389.650117 + Penalty 4279.141997 = -817110.508120 nChanged 206 SP:Iteration 5Q (14516.470000 sec): 3 clusters Score: Raw -821500.482775 + Penalty 4279.141997 = -817221.340777 nChanged 176 SP:Iteration 6Q (14516.690000 sec): 3 clusters Score: Raw -821598.915714 + Penalty 4279.141997 = -817319.773717 nChanged 174 SP:Iteration 7Q (14516.900000 sec): 3 clusters Score: Raw -821698.606494 + Penalty 4279.141997 = -817419.464497 nChanged 187 SP:Iteration 8Q (14517.080000 sec): 3 clusters Score: Raw -821810.709005 + Penalty 4279.141997 = -817531.567007 nChanged 160 SP:Iteration 9Q (14517.280000 sec): 3 clusters Score: Raw -821903.750984 + Penalty 4279.141997 = -817624.608986 nChanged 158 SP:Iteration 10Q (14517.550000 sec): 3 clusters Score: Raw -821977.934937 + Penalty 4279.141997 = -817698.792939 nChanged 146 SP:Iteration 11Q (14517.760000 sec): 3 clusters Score: Raw -822051.081237 + Penalty 4279.141997 = -817771.939240 nChanged 145 SP:Iteration 12Q (14517.990000 sec): 3 clusters Score: Raw -822121.037928 + Penalty 4279.141997 = -817841.895930 nChanged 120 SP:Iteration 13Q (14518.230000 sec): 3 clusters Score: Raw -822176.251695 + Penalty 4279.141997 = -817897.109698 nChanged 110 SP:Iteration 14Q (14518.400000 sec): 3 clusters Score: Raw -822230.627794 + Penalty 4279.141997 = -817951.485797 nChanged 87 SP:Iteration 15Q (14518.600000 sec): 3 clusters Score: Raw -822270.969239 + Penalty 4279.141997 = -817991.827241 nChanged 75 SP:Iteration 16Q (14518.810000 sec): 3 clusters Score: Raw -822306.611098 + Penalty 4279.141997 = -818027.469101 nChanged 56 SP:Iteration 17Q (14519.040000 sec): 3 clusters Score: Raw -822330.532985 + Penalty 4279.141997 = -818051.390987 nChanged 61 SP:Iteration 18Q (14519.240000 sec): 3 clusters Score: Raw -822356.836552 + Penalty 4279.141997 = -818077.694554 nChanged 65 SP:Iteration 19Q (14519.480000 sec): 3 clusters Score: Raw -822386.576567 + Penalty 4279.141997 = -818107.434570 nChanged 63 SP:Iteration 20F (14519.670000 sec): 3 clusters Score: Raw -822414.417015 + Penalty 4279.141997 = -818135.275018 nChanged 50 SP:Iteration 21Q (14519.890000 sec): 3 clusters Score: Raw -822435.293727 + Penalty 4279.141997 = -818156.151730 nChanged 41 SP:Iteration 22Q (14520.120000 sec): 3 clusters Score: Raw -822452.006200 + Penalty 4279.141997 = -818172.864202 nChanged 29 SP:Iteration 23Q (14520.320000 sec): 3 clusters Score: Raw -822464.323016 + Penalty 4279.141997 = -818185.181018 nChanged 34 SP:Iteration 24Q (14520.540000 sec): 3 clusters Score: Raw -822476.077746 + Penalty 4279.141997 = -818196.935749 nChanged 25 SP:Iteration 25Q (14520.770000 sec): 3 clusters Score: Raw -822485.574721 + Penalty 4279.141997 = -818206.432724 nChanged 22 SP:Iteration 26Q (14520.960000 sec): 3 clusters Score: Raw -822492.188413 + Penalty 4279.141997 = -818213.046416 nChanged 21 SP:Iteration 27Q (14521.140000 sec): 3 clusters Score: Raw -822498.049757 + Penalty 4279.141997 = -818218.907760 nChanged 16 SP:Iteration 28Q (14521.340000 sec): 3 clusters Score: Raw -822502.934533 + Penalty 4279.141997 = -818223.792536 nChanged 20 SP:Iteration 29Q (14521.530000 sec): 3 clusters Score: Raw -822509.555910 + Penalty 4279.141997 = -818230.413913 nChanged 20 SP:Iteration 30Q (14521.750000 sec): 3 clusters Score: Raw -822517.386387 + Penalty 4279.141997 = -818238.244389 nChanged 27 SP:Iteration 31Q (14521.930000 sec): 3 clusters Score: Raw -822526.353630 + Penalty 4279.141997 = -818247.211632 nChanged 26 SP:Iteration 32Q (14522.140000 sec): 3 clusters Score: Raw -822534.782290 + Penalty 4279.141997 = -818255.640292 nChanged 18 SP:Iteration 33Q (14522.370000 sec): 3 clusters Score: Raw -822540.722475 + Penalty 4279.141997 = -818261.580477 nChanged 21 SP:Iteration 34Q (14522.580000 sec): 3 clusters Score: Raw -822549.622967 + Penalty 4279.141997 = -818270.480969 nChanged 21 SP:Iteration 35Q (14522.750000 sec): 3 clusters Score: Raw -822557.702397 + Penalty 4279.141997 = -818278.560399 nChanged 20 SP:Iteration 36Q (14522.970000 sec): 3 clusters Score: Raw -822566.433269 + Penalty 4279.141997 = -818287.291271 nChanged 23 SP:Iteration 37Q (14523.180000 sec): 3 clusters Score: Raw -822575.259192 + Penalty 4279.141997 = -818296.117194 nChanged 20 SP:Iteration 38Q (14523.370000 sec): 3 clusters Score: Raw -822583.173297 + Penalty 4279.141997 = -818304.031300 nChanged 21 SP:Iteration 39Q (14523.660000 sec): 3 clusters Score: Raw -822592.789690 + Penalty 4279.141997 = -818313.647693 nChanged 32 SP:Iteration 40F (14523.830000 sec): 3 clusters Score: Raw -822607.528426 + Penalty 4279.141997 = -818328.386429 nChanged 27 SP:Iteration 41Q (14524.060000 sec): 3 clusters Score: Raw -822617.206126 + Penalty 4279.141997 = -818338.064128 nChanged 19 SP:Iteration 42Q (14524.260000 sec): 3 clusters Score: Raw -822624.569320 + Penalty 4279.141997 = -818345.427323 nChanged 14 SP:Iteration 43Q (14524.470000 sec): 3 clusters Score: Raw -822629.937913 + Penalty 4279.141997 = -818350.795916 nChanged 7 SP:Iteration 44Q (14524.650000 sec): 3 clusters Score: Raw -822631.767764 + Penalty 4279.141997 = -818352.625767 nChanged 7 SP:Iteration 45Q (14524.850000 sec): 3 clusters Score: Raw -822634.280622 + Penalty 4279.141997 = -818355.138625 nChanged 12 SP:Iteration 46Q (14525.090000 sec): 3 clusters Score: Raw -822638.479014 + Penalty 4279.141997 = -818359.337017 nChanged 17 SP:Iteration 47Q (14525.290000 sec): 3 clusters Score: Raw -822645.060318 + Penalty 4279.141997 = -818365.918320 nChanged 18 SP:Iteration 48Q (14525.470000 sec): 3 clusters Score: Raw -822651.951354 + Penalty 4279.141997 = -818372.809357 nChanged 22 SP:Iteration 49Q (14525.720000 sec): 3 clusters Score: Raw -822660.777457 + Penalty 4279.141997 = -818381.635459 nChanged 11 SP:Iteration 50Q (14525.970000 sec): 3 clusters Score: Raw -822664.552120 + Penalty 4279.141997 = -818385.410123 nChanged 9 SP:Iteration 51Q (14526.190000 sec): 3 clusters Score: Raw -822669.086242 + Penalty 4279.141997 = -818389.944244 nChanged 15 SP:Iteration 52Q (14526.410000 sec): 3 clusters Score: Raw -822674.707110 + Penalty 4279.141997 = -818395.565112 nChanged 17 SP:Iteration 53Q (14526.650000 sec): 3 clusters Score: Raw -822681.627091 + Penalty 4279.141997 = -818402.485093 nChanged 11 SP:Iteration 54Q (14526.820000 sec): 3 clusters Score: Raw -822685.981412 + Penalty 4279.141997 = -818406.839415 nChanged 10 SP:Iteration 55Q (14527.060000 sec): 3 clusters Score: Raw -822688.927590 + Penalty 4279.141997 = -818409.785593 nChanged 7 SP:Iteration 56Q (14527.260000 sec): 3 clusters Score: Raw -822690.985550 + Penalty 4279.141997 = -818411.843553 nChanged 11 SP:Iteration 57Q (14527.490000 sec): 3 clusters Score: Raw -822695.806312 + Penalty 4279.141997 = -818416.664314 nChanged 6 SP:Iteration 58Q (14527.670000 sec): 3 clusters Score: Raw -822697.907005 + Penalty 4279.141997 = -818418.765007 nChanged 6 SP:Iteration 59Q (14527.920000 sec): 3 clusters Score: Raw -822699.818106 + Penalty 4279.141997 = -818420.676108 nChanged 5 SP:Iteration 60F (14528.090000 sec): 3 clusters Score: Raw -822702.019984 + Penalty 4279.141997 = -818422.877986 nChanged 7 SP:Iteration 61Q (14528.320000 sec): 3 clusters Score: Raw -822705.553613 + Penalty 4279.141997 = -818426.411616 nChanged 8 SP:Iteration 62Q (14528.510000 sec): 3 clusters Score: Raw -822708.900480 + Penalty 4279.141997 = -818429.758482 nChanged 7 SP:Iteration 63Q (14528.720000 sec): 3 clusters Score: Raw -822711.588544 + Penalty 4279.141997 = -818432.446546 nChanged 4 SP:Iteration 64Q (14528.930000 sec): 3 clusters Score: Raw -822713.896160 + Penalty 4279.141997 = -818434.754162 nChanged 7 SP:Iteration 65Q (14529.180000 sec): 3 clusters Score: Raw -822717.586623 + Penalty 4279.141997 = -818438.444625 nChanged 3 SP:Iteration 66Q (14529.360000 sec): 3 clusters Score: Raw -822718.797361 + Penalty 4279.141997 = -818439.655363 nChanged 5 SP:Iteration 67Q (14529.580000 sec): 3 clusters Score: Raw -822721.121697 + Penalty 4279.141997 = -818441.979699 nChanged 5 SP:Iteration 68Q (14529.780000 sec): 3 clusters Score: Raw -822723.134204 + Penalty 4279.141997 = -818443.992207 nChanged 7 SP:Iteration 69Q (14529.980000 sec): 3 clusters Score: Raw -822726.527978 + Penalty 4279.141997 = -818447.385981 nChanged 8 SP:Iteration 70Q (14530.200000 sec): 3 clusters Score: Raw -822730.699761 + Penalty 4279.141997 = -818451.557763 nChanged 6 SP:Iteration 71Q (14530.390000 sec): 3 clusters Score: Raw -822733.324886 + Penalty 4279.141997 = -818454.182888 nChanged 2 SP:Iteration 72Q (14530.610000 sec): 3 clusters Score: Raw -822734.575938 + Penalty 4279.141997 = -818455.433941 nChanged 1 SP:Iteration 73Q (14530.830000 sec): 3 clusters Score: Raw -822735.345466 + Penalty 4279.141997 = -818456.203469 nChanged 1 SP:Iteration 74Q (14531.010000 sec): 3 clusters Score: Raw -822736.209363 + Penalty 4279.141997 = -818457.067365 nChanged 1 SP:Iteration 75Q (14531.230000 sec): 3 clusters Score: Raw -822736.657606 + Penalty 4279.141997 = -818457.515609 nChanged 1 SP:Iteration 76Q (14531.450000 sec): 3 clusters Score: Raw -822737.061109 + Penalty 4279.141997 = -818457.919112 nChanged 0 SP:Iteration 77F (14531.670000 sec): 3 clusters Score: Raw -822737.061109 + Penalty 4279.141997 = -818457.919112 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 24 (1205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14531.770000 sec): 2 clusters Score: Raw -163786.410335 + Penalty 1759.370242 = -162027.040093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14531.930000 sec): 3 clusters Score: Raw -163474.720946 + Penalty 3518.740484 = -159955.980463 nChanged 319 SP:Iteration 1F (14532.110000 sec): 3 clusters Score: Raw -163832.566618 + Penalty 3518.740484 = -160313.826134 nChanged 76 SP:Iteration 2F (14532.350000 sec): 3 clusters Score: Raw -163947.450965 + Penalty 3518.740484 = -160428.710481 nChanged 45 SP:Iteration 3Q (14532.530000 sec): 3 clusters Score: Raw -164001.988638 + Penalty 3518.740484 = -160483.248155 nChanged 21 SP:Iteration 4Q (14532.750000 sec): 3 clusters Score: Raw -164027.278605 + Penalty 3518.740484 = -160508.538121 nChanged 11 SP:Iteration 5Q (14532.940000 sec): 3 clusters Score: Raw -164037.251122 + Penalty 3518.740484 = -160518.510639 nChanged 11 SP:Iteration 6Q (14533.110000 sec): 3 clusters Score: Raw -164051.404118 + Penalty 3518.740484 = -160532.663634 nChanged 12 SP:Iteration 7Q (14533.310000 sec): 3 clusters Score: Raw -164064.767948 + Penalty 3518.740484 = -160546.027464 nChanged 11 SP:Iteration 8Q (14533.500000 sec): 3 clusters Score: Raw -164074.726958 + Penalty 3518.740484 = -160555.986475 nChanged 9 SP:Iteration 9Q (14533.690000 sec): 3 clusters Score: Raw -164087.007532 + Penalty 3518.740484 = -160568.267048 nChanged 10 SP:Iteration 10Q (14533.870000 sec): 3 clusters Score: Raw -164100.122541 + Penalty 3518.740484 = -160581.382057 nChanged 6 SP:Iteration 11Q (14534.090000 sec): 3 clusters Score: Raw -164105.961298 + Penalty 3518.740484 = -160587.220814 nChanged 5 SP:Iteration 12Q (14534.290000 sec): 3 clusters Score: Raw -164113.955754 + Penalty 3518.740484 = -160595.215271 nChanged 6 SP:Iteration 13Q (14534.510000 sec): 3 clusters Score: Raw -164121.292228 + Penalty 3518.740484 = -160602.551745 nChanged 2 SP:Iteration 14Q (14534.690000 sec): 3 clusters Score: Raw -164124.827324 + Penalty 3518.740484 = -160606.086841 nChanged 4 SP:Iteration 15Q (14534.900000 sec): 3 clusters Score: Raw -164127.640405 + Penalty 3518.740484 = -160608.899921 nChanged 2 SP:Iteration 16Q (14535.030000 sec): 3 clusters Score: Raw -164129.556186 + Penalty 3518.740484 = -160610.815702 nChanged 1 SP:Iteration 17Q (14535.220000 sec): 3 clusters Score: Raw -164130.293331 + Penalty 3518.740484 = -160611.552848 nChanged 2 SP:Iteration 18Q (14535.430000 sec): 3 clusters Score: Raw -164131.546297 + Penalty 3518.740484 = -160612.805813 nChanged 1 SP:Iteration 19Q (14535.570000 sec): 3 clusters Score: Raw -164132.000382 + Penalty 3518.740484 = -160613.259898 nChanged 3 SP:Iteration 20F (14535.740000 sec): 3 clusters Score: Raw -164136.914599 + Penalty 3518.740484 = -160618.174115 nChanged 2 SP:Iteration 21Q (14535.930000 sec): 3 clusters Score: Raw -164138.104988 + Penalty 3518.740484 = -160619.364504 nChanged 0 SP:Iteration 22F (14536.100000 sec): 3 clusters Score: Raw -164138.104988 + Penalty 3518.740484 = -160619.364504 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 25 (4535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14536.200000 sec): 2 clusters Score: Raw -639056.088005 + Penalty 2088.055930 = -636968.032075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14536.420000 sec): 3 clusters Score: Raw -636887.145851 + Penalty 4176.111860 = -632711.033991 nChanged 1711 SP:Iteration 1F (14536.610000 sec): 3 clusters Score: Raw -637855.316534 + Penalty 4176.111860 = -633679.204674 nChanged 332 SP:Iteration 2F (14536.820000 sec): 3 clusters Score: Raw -638097.063485 + Penalty 4176.111860 = -633920.951625 nChanged 286 SP:Iteration 3F (14536.980000 sec): 3 clusters Score: Raw -638295.277770 + Penalty 4176.111860 = -634119.165910 nChanged 222 SP:Iteration 4Q (14537.200000 sec): 3 clusters Score: Raw -638460.949406 + Penalty 4176.111860 = -634284.837546 nChanged 188 SP:Iteration 5Q (14537.350000 sec): 3 clusters Score: Raw -638593.785560 + Penalty 4176.111860 = -634417.673700 nChanged 151 SP:Iteration 6Q (14537.600000 sec): 3 clusters Score: Raw -638692.173898 + Penalty 4176.111860 = -634516.062038 nChanged 137 SP:Iteration 7Q (14537.750000 sec): 3 clusters Score: Raw -638767.565901 + Penalty 4176.111860 = -634591.454041 nChanged 107 SP:Iteration 8Q (14537.940000 sec): 3 clusters Score: Raw -638832.381262 + Penalty 4176.111860 = -634656.269402 nChanged 114 SP:Iteration 9Q (14538.100000 sec): 3 clusters Score: Raw -638896.346911 + Penalty 4176.111860 = -634720.235051 nChanged 103 SP:Iteration 10Q (14538.350000 sec): 3 clusters Score: Raw -638952.974008 + Penalty 4176.111860 = -634776.862149 nChanged 102 SP:Iteration 11Q (14538.500000 sec): 3 clusters Score: Raw -639007.990013 + Penalty 4176.111860 = -634831.878153 nChanged 101 SP:Iteration 12Q (14538.710000 sec): 3 clusters Score: Raw -639058.610351 + Penalty 4176.111860 = -634882.498492 nChanged 84 SP:Iteration 13Q (14538.950000 sec): 3 clusters Score: Raw -639096.098804 + Penalty 4176.111860 = -634919.986944 nChanged 62 SP:Iteration 14Q (14539.140000 sec): 3 clusters Score: Raw -639122.825849 + Penalty 4176.111860 = -634946.713990 nChanged 52 SP:Iteration 15Q (14539.350000 sec): 3 clusters Score: Raw -639142.468777 + Penalty 4176.111860 = -634966.356917 nChanged 38 SP:Iteration 16Q (14539.540000 sec): 3 clusters Score: Raw -639154.409842 + Penalty 4176.111860 = -634978.297983 nChanged 30 SP:Iteration 17Q (14539.710000 sec): 3 clusters Score: Raw -639166.722213 + Penalty 4176.111860 = -634990.610354 nChanged 31 SP:Iteration 18Q (14539.880000 sec): 3 clusters Score: Raw -639181.744029 + Penalty 4176.111860 = -635005.632169 nChanged 32 SP:Iteration 19Q (14540.100000 sec): 3 clusters Score: Raw -639192.747200 + Penalty 4176.111860 = -635016.635340 nChanged 21 SP:Iteration 20F (14540.290000 sec): 3 clusters Score: Raw -639199.363224 + Penalty 4176.111860 = -635023.251365 nChanged 25 SP:Iteration 21Q (14540.470000 sec): 3 clusters Score: Raw -639208.761531 + Penalty 4176.111860 = -635032.649671 nChanged 24 SP:Iteration 22Q (14540.670000 sec): 3 clusters Score: Raw -639218.477598 + Penalty 4176.111860 = -635042.365738 nChanged 20 SP:Iteration 23Q (14540.850000 sec): 3 clusters Score: Raw -639227.119425 + Penalty 4176.111860 = -635051.007565 nChanged 30 SP:Iteration 24Q (14541.000000 sec): 3 clusters Score: Raw -639236.660451 + Penalty 4176.111860 = -635060.548592 nChanged 23 SP:Iteration 25Q (14541.200000 sec): 3 clusters Score: Raw -639246.958878 + Penalty 4176.111860 = -635070.847018 nChanged 31 SP:Iteration 26Q (14541.400000 sec): 3 clusters Score: Raw -639258.312426 + Penalty 4176.111860 = -635082.200566 nChanged 30 SP:Iteration 27Q (14541.580000 sec): 3 clusters Score: Raw -639267.880532 + Penalty 4176.111860 = -635091.768672 nChanged 27 SP:Iteration 28Q (14541.780000 sec): 3 clusters Score: Raw -639277.489844 + Penalty 4176.111860 = -635101.377984 nChanged 23 SP:Iteration 29Q (14541.960000 sec): 3 clusters Score: Raw -639287.442846 + Penalty 4176.111860 = -635111.330986 nChanged 22 SP:Iteration 30Q (14542.190000 sec): 3 clusters Score: Raw -639294.189824 + Penalty 4176.111860 = -635118.077964 nChanged 18 SP:Iteration 31Q (14542.420000 sec): 3 clusters Score: Raw -639299.880020 + Penalty 4176.111860 = -635123.768161 nChanged 19 SP:Iteration 32Q (14542.610000 sec): 3 clusters Score: Raw -639306.184098 + Penalty 4176.111860 = -635130.072238 nChanged 16 SP:Iteration 33Q (14542.780000 sec): 3 clusters Score: Raw -639312.226028 + Penalty 4176.111860 = -635136.114168 nChanged 15 SP:Iteration 34Q (14543.060000 sec): 3 clusters Score: Raw -639317.490709 + Penalty 4176.111860 = -635141.378849 nChanged 23 SP:Iteration 35Q (14543.220000 sec): 3 clusters Score: Raw -639325.423023 + Penalty 4176.111860 = -635149.311163 nChanged 20 SP:Iteration 36Q (14543.380000 sec): 3 clusters Score: Raw -639334.052497 + Penalty 4176.111860 = -635157.940637 nChanged 17 SP:Iteration 37Q (14543.500000 sec): 3 clusters Score: Raw -639339.840076 + Penalty 4176.111860 = -635163.728217 nChanged 12 SP:Iteration 38Q (14543.720000 sec): 3 clusters Score: Raw -639343.132052 + Penalty 4176.111860 = -635167.020192 nChanged 13 SP:Iteration 39Q (14543.890000 sec): 3 clusters Score: Raw -639346.370455 + Penalty 4176.111860 = -635170.258595 nChanged 8 SP:Iteration 40F (14544.100000 sec): 3 clusters Score: Raw -639349.585409 + Penalty 4176.111860 = -635173.473549 nChanged 8 SP:Iteration 41Q (14544.320000 sec): 3 clusters Score: Raw -639352.336176 + Penalty 4176.111860 = -635176.224316 nChanged 11 SP:Iteration 42Q (14544.510000 sec): 3 clusters Score: Raw -639356.131533 + Penalty 4176.111860 = -635180.019673 nChanged 8 SP:Iteration 43Q (14544.700000 sec): 3 clusters Score: Raw -639358.826140 + Penalty 4176.111860 = -635182.714281 nChanged 10 SP:Iteration 44Q (14544.920000 sec): 3 clusters Score: Raw -639362.377013 + Penalty 4176.111860 = -635186.265153 nChanged 12 SP:Iteration 45Q (14545.100000 sec): 3 clusters Score: Raw -639366.272220 + Penalty 4176.111860 = -635190.160361 nChanged 13 SP:Iteration 46Q (14545.330000 sec): 3 clusters Score: Raw -639370.206087 + Penalty 4176.111860 = -635194.094227 nChanged 16 SP:Iteration 47Q (14545.540000 sec): 3 clusters Score: Raw -639375.519060 + Penalty 4176.111860 = -635199.407200 nChanged 15 SP:Iteration 48Q (14545.730000 sec): 3 clusters Score: Raw -639379.781038 + Penalty 4176.111860 = -635203.669178 nChanged 12 SP:Iteration 49Q (14545.950000 sec): 3 clusters Score: Raw -639384.891826 + Penalty 4176.111860 = -635208.779966 nChanged 13 SP:Iteration 50Q (14546.140000 sec): 3 clusters Score: Raw -639389.300756 + Penalty 4176.111860 = -635213.188896 nChanged 11 SP:Iteration 51Q (14546.340000 sec): 3 clusters Score: Raw -639393.217770 + Penalty 4176.111860 = -635217.105910 nChanged 15 SP:Iteration 52Q (14546.530000 sec): 3 clusters Score: Raw -639396.883397 + Penalty 4176.111860 = -635220.771537 nChanged 12 SP:Iteration 53Q (14546.770000 sec): 3 clusters Score: Raw -639399.787940 + Penalty 4176.111860 = -635223.676080 nChanged 9 SP:Iteration 54Q (14546.960000 sec): 3 clusters Score: Raw -639402.430855 + Penalty 4176.111860 = -635226.318995 nChanged 9 SP:Iteration 55Q (14547.170000 sec): 3 clusters Score: Raw -639405.860484 + Penalty 4176.111860 = -635229.748624 nChanged 11 SP:Iteration 56Q (14547.400000 sec): 3 clusters Score: Raw -639409.670455 + Penalty 4176.111860 = -635233.558595 nChanged 10 SP:Iteration 57Q (14547.600000 sec): 3 clusters Score: Raw -639413.650307 + Penalty 4176.111860 = -635237.538447 nChanged 10 SP:Iteration 58Q (14547.810000 sec): 3 clusters Score: Raw -639417.359191 + Penalty 4176.111860 = -635241.247331 nChanged 9 SP:Iteration 59Q (14547.980000 sec): 3 clusters Score: Raw -639419.325937 + Penalty 4176.111860 = -635243.214077 nChanged 7 SP:Iteration 60F (14548.180000 sec): 3 clusters Score: Raw -639423.098932 + Penalty 4176.111860 = -635246.987072 nChanged 11 SP:Iteration 61Q (14548.330000 sec): 3 clusters Score: Raw -639427.310551 + Penalty 4176.111860 = -635251.198691 nChanged 8 SP:Iteration 62Q (14548.570000 sec): 3 clusters Score: Raw -639429.797254 + Penalty 4176.111860 = -635253.685394 nChanged 9 SP:Iteration 63Q (14548.740000 sec): 3 clusters Score: Raw -639432.864067 + Penalty 4176.111860 = -635256.752207 nChanged 8 SP:Iteration 64Q (14548.950000 sec): 3 clusters Score: Raw -639436.159457 + Penalty 4176.111860 = -635260.047597 nChanged 6 SP:Iteration 65Q (14549.170000 sec): 3 clusters Score: Raw -639438.024051 + Penalty 4176.111860 = -635261.912191 nChanged 5 SP:Iteration 66Q (14549.350000 sec): 3 clusters Score: Raw -639439.889091 + Penalty 4176.111860 = -635263.777232 nChanged 9 SP:Iteration 67Q (14549.560000 sec): 3 clusters Score: Raw -639443.435102 + Penalty 4176.111860 = -635267.323243 nChanged 11 SP:Iteration 68Q (14549.720000 sec): 3 clusters Score: Raw -639447.206288 + Penalty 4176.111860 = -635271.094428 nChanged 15 SP:Iteration 69Q (14549.960000 sec): 3 clusters Score: Raw -639454.275847 + Penalty 4176.111860 = -635278.163987 nChanged 20 SP:Iteration 70Q (14550.130000 sec): 3 clusters Score: Raw -639464.449094 + Penalty 4176.111860 = -635288.337234 nChanged 27 SP:Iteration 71Q (14550.330000 sec): 3 clusters Score: Raw -639476.608056 + Penalty 4176.111860 = -635300.496196 nChanged 29 SP:Iteration 72Q (14550.530000 sec): 3 clusters Score: Raw -639487.736136 + Penalty 4176.111860 = -635311.624276 nChanged 33 SP:Iteration 73Q (14550.760000 sec): 3 clusters Score: Raw -639501.620469 + Penalty 4176.111860 = -635325.508609 nChanged 33 SP:Iteration 74Q (14550.930000 sec): 3 clusters Score: Raw -639519.164897 + Penalty 4176.111860 = -635343.053037 nChanged 37 SP:Iteration 75Q (14551.130000 sec): 3 clusters Score: Raw -639536.655242 + Penalty 4176.111860 = -635360.543382 nChanged 29 SP:Iteration 76Q (14551.300000 sec): 3 clusters Score: Raw -639549.496603 + Penalty 4176.111860 = -635373.384743 nChanged 22 SP:Iteration 77Q (14551.510000 sec): 3 clusters Score: Raw -639559.942536 + Penalty 4176.111860 = -635383.830676 nChanged 27 SP:Iteration 78Q (14551.680000 sec): 3 clusters Score: Raw -639571.524089 + Penalty 4176.111860 = -635395.412229 nChanged 24 SP:Iteration 79Q (14551.880000 sec): 3 clusters Score: Raw -639579.890678 + Penalty 4176.111860 = -635403.778819 nChanged 12 SP:Iteration 80F (14552.070000 sec): 3 clusters Score: Raw -639584.446560 + Penalty 4176.111860 = -635408.334700 nChanged 15 SP:Iteration 81Q (14552.260000 sec): 3 clusters Score: Raw -639591.059965 + Penalty 4176.111860 = -635414.948105 nChanged 12 SP:Iteration 82Q (14552.470000 sec): 3 clusters Score: Raw -639595.831788 + Penalty 4176.111860 = -635419.719928 nChanged 10 SP:Iteration 83Q (14552.630000 sec): 3 clusters Score: Raw -639601.362028 + Penalty 4176.111860 = -635425.250168 nChanged 14 SP:Iteration 84Q (14552.830000 sec): 3 clusters Score: Raw -639608.572906 + Penalty 4176.111860 = -635432.461047 nChanged 12 SP:Iteration 85Q (14553.050000 sec): 3 clusters Score: Raw -639613.351643 + Penalty 4176.111860 = -635437.239784 nChanged 12 SP:Iteration 86Q (14553.230000 sec): 3 clusters Score: Raw -639618.887758 + Penalty 4176.111860 = -635442.775899 nChanged 8 SP:Iteration 87Q (14553.410000 sec): 3 clusters Score: Raw -639622.719298 + Penalty 4176.111860 = -635446.607438 nChanged 13 SP:Iteration 88Q (14553.640000 sec): 3 clusters Score: Raw -639629.860280 + Penalty 4176.111860 = -635453.748420 nChanged 15 SP:Iteration 89Q (14553.790000 sec): 3 clusters Score: Raw -639639.844336 + Penalty 4176.111860 = -635463.732476 nChanged 15 SP:Iteration 90Q (14554.000000 sec): 3 clusters Score: Raw -639651.606959 + Penalty 4176.111860 = -635475.495100 nChanged 12 SP:Iteration 91Q (14554.250000 sec): 3 clusters Score: Raw -639662.030818 + Penalty 4176.111860 = -635485.918958 nChanged 11 SP:Iteration 92Q (14554.420000 sec): 3 clusters Score: Raw -639666.385492 + Penalty 4176.111860 = -635490.273632 nChanged 8 SP:Iteration 93Q (14554.610000 sec): 3 clusters Score: Raw -639671.238088 + Penalty 4176.111860 = -635495.126228 nChanged 10 SP:Iteration 94Q (14554.790000 sec): 3 clusters Score: Raw -639677.632428 + Penalty 4176.111860 = -635501.520568 nChanged 7 SP:Iteration 95Q (14555.000000 sec): 3 clusters Score: Raw -639681.309621 + Penalty 4176.111860 = -635505.197761 nChanged 8 SP:Iteration 96Q (14555.220000 sec): 3 clusters Score: Raw -639686.173310 + Penalty 4176.111860 = -635510.061450 nChanged 5 SP:Iteration 97Q (14555.400000 sec): 3 clusters Score: Raw -639689.717464 + Penalty 4176.111860 = -635513.605604 nChanged 6 SP:Iteration 98Q (14555.610000 sec): 3 clusters Score: Raw -639692.695086 + Penalty 4176.111860 = -635516.583226 nChanged 9 SP:Iteration 99Q (14555.810000 sec): 3 clusters Score: Raw -639697.581014 + Penalty 4176.111860 = -635521.469155 nChanged 3 SP:Iteration 100F (14556.020000 sec): 3 clusters Score: Raw -639699.120900 + Penalty 4176.111860 = -635523.009040 nChanged 3 SP:Iteration 101Q (14556.200000 sec): 3 clusters Score: Raw -639700.301449 + Penalty 4176.111860 = -635524.189589 nChanged 4 SP:Iteration 102Q (14556.400000 sec): 3 clusters Score: Raw -639702.310620 + Penalty 4176.111860 = -635526.198760 nChanged 4 SP:Iteration 103Q (14556.580000 sec): 3 clusters Score: Raw -639704.696903 + Penalty 4176.111860 = -635528.585044 nChanged 2 SP:Iteration 104Q (14556.760000 sec): 3 clusters Score: Raw -639705.339667 + Penalty 4176.111860 = -635529.227807 nChanged 2 SP:Iteration 105Q (14556.960000 sec): 3 clusters Score: Raw -639706.206814 + Penalty 4176.111860 = -635530.094954 nChanged 3 SP:Iteration 106Q (14557.160000 sec): 3 clusters Score: Raw -639707.570224 + Penalty 4176.111860 = -635531.458364 nChanged 3 SP:Iteration 107Q (14557.350000 sec): 3 clusters Score: Raw -639709.000819 + Penalty 4176.111860 = -635532.888959 nChanged 3 SP:Iteration 108Q (14557.530000 sec): 3 clusters Score: Raw -639710.835280 + Penalty 4176.111860 = -635534.723421 nChanged 2 SP:Iteration 109Q (14557.710000 sec): 3 clusters Score: Raw -639711.625952 + Penalty 4176.111860 = -635535.514092 nChanged 4 SP:Iteration 110Q (14557.900000 sec): 3 clusters Score: Raw -639713.906998 + Penalty 4176.111860 = -635537.795138 nChanged 3 SP:Iteration 111Q (14558.090000 sec): 3 clusters Score: Raw -639714.972458 + Penalty 4176.111860 = -635538.860598 nChanged 3 SP:Iteration 112Q (14558.270000 sec): 3 clusters Score: Raw -639716.075973 + Penalty 4176.111860 = -635539.964113 nChanged 1 SP:Iteration 113Q (14558.430000 sec): 3 clusters Score: Raw -639716.513711 + Penalty 4176.111860 = -635540.401851 nChanged 0 SP:Iteration 114F (14558.630000 sec): 3 clusters Score: Raw -639716.513711 + Penalty 4176.111860 = -635540.401851 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 26 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14558.700000 sec): 2 clusters Score: Raw -66801.632665 + Penalty 1555.205131 = -65246.427534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14558.890000 sec): 3 clusters Score: Raw -66963.183740 + Penalty 3110.410262 = -63852.773478 nChanged 112 SP:Iteration 1F (14559.050000 sec): 3 clusters Score: Raw -67383.165670 + Penalty 3110.410262 = -64272.755408 nChanged 37 SP:Iteration 2F (14559.230000 sec): 3 clusters Score: Raw -67475.193120 + Penalty 3110.410262 = -64364.782858 nChanged 21 SP:Iteration 3Q (14559.400000 sec): 3 clusters Score: Raw -67533.565148 + Penalty 3110.410262 = -64423.154886 nChanged 16 SP:Iteration 4Q (14559.570000 sec): 3 clusters Score: Raw -67580.533569 + Penalty 3110.410262 = -64470.123307 nChanged 13 SP:Iteration 5Q (14559.750000 sec): 3 clusters Score: Raw -67613.193080 + Penalty 3110.410262 = -64502.782818 nChanged 8 SP:Iteration 6Q (14559.930000 sec): 3 clusters Score: Raw -67637.580905 + Penalty 3110.410262 = -64527.170643 nChanged 5 SP:Iteration 7Q (14560.120000 sec): 3 clusters Score: Raw -67654.693200 + Penalty 3110.410262 = -64544.282938 nChanged 2 SP:Iteration 8Q (14560.320000 sec): 3 clusters Score: Raw -67659.198941 + Penalty 3110.410262 = -64548.788679 nChanged 1 SP:Iteration 9Q (14560.510000 sec): 3 clusters Score: Raw -67660.023320 + Penalty 3110.410262 = -64549.613058 nChanged 1 SP:Iteration 10Q (14560.670000 sec): 3 clusters Score: Raw -67661.211772 + Penalty 3110.410262 = -64550.801510 nChanged 0 SP:Iteration 11F (14560.830000 sec): 3 clusters Score: Raw -67661.211772 + Penalty 3110.410262 = -64550.801510 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 27 (8860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14560.950000 sec): 2 clusters Score: Raw -1207893.096017 + Penalty 2254.146907 = -1205638.949111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14561.190000 sec): 3 clusters Score: Raw -1203244.977049 + Penalty 4508.293814 = -1198736.683235 nChanged 3646 SP:Iteration 1F (14561.410000 sec): 3 clusters Score: Raw -1205399.974674 + Penalty 4508.293814 = -1200891.680860 nChanged 665 SP:Iteration 2F (14561.650000 sec): 3 clusters Score: Raw -1205799.415645 + Penalty 4508.293814 = -1201291.121831 nChanged 537 SP:Iteration 3F (14561.860000 sec): 3 clusters Score: Raw -1206190.726878 + Penalty 4508.293814 = -1201682.433064 nChanged 511 SP:Iteration 4F (14562.080000 sec): 3 clusters Score: Raw -1206622.706992 + Penalty 4508.293814 = -1202114.413178 nChanged 497 SP:Iteration 5F (14562.320000 sec): 3 clusters Score: Raw -1207062.577697 + Penalty 4508.293814 = -1202554.283884 nChanged 499 SP:Iteration 6F (14562.550000 sec): 3 clusters Score: Raw -1207418.474646 + Penalty 4508.293814 = -1202910.180832 nChanged 423 SP:Iteration 7Q (14562.800000 sec): 3 clusters Score: Raw -1207719.456394 + Penalty 4508.293814 = -1203211.162580 nChanged 395 SP:Iteration 8Q (14563.050000 sec): 3 clusters Score: Raw -1208007.594705 + Penalty 4508.293814 = -1203499.300891 nChanged 387 SP:Iteration 9Q (14563.260000 sec): 3 clusters Score: Raw -1208266.957960 + Penalty 4508.293814 = -1203758.664146 nChanged 328 SP:Iteration 10Q (14563.510000 sec): 3 clusters Score: Raw -1208499.468874 + Penalty 4508.293814 = -1203991.175061 nChanged 279 SP:Iteration 11Q (14563.740000 sec): 3 clusters Score: Raw -1208679.697742 + Penalty 4508.293814 = -1204171.403929 nChanged 243 SP:Iteration 12Q (14563.960000 sec): 3 clusters Score: Raw -1208819.470537 + Penalty 4508.293814 = -1204311.176724 nChanged 214 SP:Iteration 13Q (14564.230000 sec): 3 clusters Score: Raw -1208934.009310 + Penalty 4508.293814 = -1204425.715496 nChanged 176 SP:Iteration 14Q (14564.430000 sec): 3 clusters Score: Raw -1209035.738401 + Penalty 4508.293814 = -1204527.444588 nChanged 170 SP:Iteration 15Q (14564.620000 sec): 3 clusters Score: Raw -1209121.867030 + Penalty 4508.293814 = -1204613.573216 nChanged 141 SP:Iteration 16Q (14564.880000 sec): 3 clusters Score: Raw -1209189.559029 + Penalty 4508.293814 = -1204681.265215 nChanged 139 SP:Iteration 17Q (14565.130000 sec): 3 clusters Score: Raw -1209251.799665 + Penalty 4508.293814 = -1204743.505851 nChanged 136 SP:Iteration 18Q (14565.360000 sec): 3 clusters Score: Raw -1209311.642811 + Penalty 4508.293814 = -1204803.348998 nChanged 116 SP:Iteration 19Q (14565.600000 sec): 3 clusters Score: Raw -1209354.636457 + Penalty 4508.293814 = -1204846.342643 nChanged 95 SP:Iteration 20F (14565.800000 sec): 3 clusters Score: Raw -1209381.858302 + Penalty 4508.293814 = -1204873.564488 nChanged 87 SP:Iteration 21Q (14566.020000 sec): 3 clusters Score: Raw -1209412.022964 + Penalty 4508.293814 = -1204903.729151 nChanged 86 SP:Iteration 22Q (14566.240000 sec): 3 clusters Score: Raw -1209450.366539 + Penalty 4508.293814 = -1204942.072726 nChanged 95 SP:Iteration 23Q (14566.500000 sec): 3 clusters Score: Raw -1209509.629677 + Penalty 4508.293814 = -1205001.335863 nChanged 108 SP:Iteration 24Q (14566.710000 sec): 3 clusters Score: Raw -1209577.110214 + Penalty 4508.293814 = -1205068.816400 nChanged 126 SP:Iteration 25Q (14566.920000 sec): 3 clusters Score: Raw -1209657.263525 + Penalty 4508.293814 = -1205148.969711 nChanged 121 SP:Iteration 26Q (14567.110000 sec): 3 clusters Score: Raw -1209732.059343 + Penalty 4508.293814 = -1205223.765530 nChanged 130 SP:Iteration 27Q (14567.360000 sec): 3 clusters Score: Raw -1209822.172520 + Penalty 4508.293814 = -1205313.878707 nChanged 134 SP:Iteration 28Q (14567.620000 sec): 3 clusters Score: Raw -1209907.919161 + Penalty 4508.293814 = -1205399.625348 nChanged 111 SP:Iteration 29Q (14567.830000 sec): 3 clusters Score: Raw -1209980.408614 + Penalty 4508.293814 = -1205472.114801 nChanged 115 SP:Iteration 30Q (14568.070000 sec): 3 clusters Score: Raw -1210057.336707 + Penalty 4508.293814 = -1205549.042893 nChanged 103 SP:Iteration 31Q (14568.310000 sec): 3 clusters Score: Raw -1210122.878493 + Penalty 4508.293814 = -1205614.584679 nChanged 80 SP:Iteration 32Q (14568.510000 sec): 3 clusters Score: Raw -1210160.156423 + Penalty 4508.293814 = -1205651.862609 nChanged 49 SP:Iteration 33Q (14568.730000 sec): 3 clusters Score: Raw -1210178.324507 + Penalty 4508.293814 = -1205670.030694 nChanged 33 SP:Iteration 34Q (14568.940000 sec): 3 clusters Score: Raw -1210186.550589 + Penalty 4508.293814 = -1205678.256775 nChanged 25 SP:Iteration 35Q (14569.160000 sec): 3 clusters Score: Raw -1210192.254242 + Penalty 4508.293814 = -1205683.960428 nChanged 14 SP:Iteration 36Q (14569.390000 sec): 3 clusters Score: Raw -1210194.609564 + Penalty 4508.293814 = -1205686.315751 nChanged 8 SP:Iteration 37Q (14569.600000 sec): 3 clusters Score: Raw -1210196.177726 + Penalty 4508.293814 = -1205687.883912 nChanged 4 SP:Iteration 38Q (14569.860000 sec): 3 clusters Score: Raw -1210197.264582 + Penalty 4508.293814 = -1205688.970769 nChanged 7 SP:Iteration 39Q (14570.080000 sec): 3 clusters Score: Raw -1210199.147628 + Penalty 4508.293814 = -1205690.853815 nChanged 4 SP:Iteration 40F (14570.330000 sec): 3 clusters Score: Raw -1210200.437219 + Penalty 4508.293814 = -1205692.143406 nChanged 2 SP:Iteration 41Q (14570.530000 sec): 3 clusters Score: Raw -1210200.653832 + Penalty 4508.293814 = -1205692.360019 nChanged 0 SP:Iteration 42F (14570.770000 sec): 3 clusters Score: Raw -1210200.653832 + Penalty 4508.293814 = -1205692.360019 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 28 (1824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14570.900000 sec): 2 clusters Score: Raw -259067.555942 + Penalty 1862.179218 = -257205.376724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14571.080000 sec): 3 clusters Score: Raw -258413.306447 + Penalty 3724.358437 = -254688.948010 nChanged 573 SP:Iteration 1F (14571.270000 sec): 3 clusters Score: Raw -258850.023195 + Penalty 3724.358437 = -255125.664758 nChanged 136 SP:Iteration 2F (14571.470000 sec): 3 clusters Score: Raw -258970.147644 + Penalty 3724.358437 = -255245.789207 nChanged 83 SP:Iteration 3Q (14571.640000 sec): 3 clusters Score: Raw -259042.537590 + Penalty 3724.358437 = -255318.179154 nChanged 53 SP:Iteration 4Q (14571.840000 sec): 3 clusters Score: Raw -259093.418210 + Penalty 3724.358437 = -255369.059773 nChanged 43 SP:Iteration 5Q (14572.050000 sec): 3 clusters Score: Raw -259134.950470 + Penalty 3724.358437 = -255410.592033 nChanged 33 SP:Iteration 6Q (14572.270000 sec): 3 clusters Score: Raw -259159.196295 + Penalty 3724.358437 = -255434.837859 nChanged 20 SP:Iteration 7Q (14572.430000 sec): 3 clusters Score: Raw -259173.882708 + Penalty 3724.358437 = -255449.524272 nChanged 21 SP:Iteration 8Q (14572.580000 sec): 3 clusters Score: Raw -259192.574649 + Penalty 3724.358437 = -255468.216213 nChanged 16 SP:Iteration 9Q (14572.790000 sec): 3 clusters Score: Raw -259205.338447 + Penalty 3724.358437 = -255480.980011 nChanged 13 SP:Iteration 10Q (14572.960000 sec): 3 clusters Score: Raw -259213.267187 + Penalty 3724.358437 = -255488.908750 nChanged 10 SP:Iteration 11Q (14573.150000 sec): 3 clusters Score: Raw -259218.409195 + Penalty 3724.358437 = -255494.050758 nChanged 9 SP:Iteration 12Q (14573.320000 sec): 3 clusters Score: Raw -259224.830424 + Penalty 3724.358437 = -255500.471988 nChanged 8 SP:Iteration 13Q (14573.510000 sec): 3 clusters Score: Raw -259231.271353 + Penalty 3724.358437 = -255506.912916 nChanged 6 SP:Iteration 14Q (14573.670000 sec): 3 clusters Score: Raw -259235.096075 + Penalty 3724.358437 = -255510.737639 nChanged 5 SP:Iteration 15Q (14573.840000 sec): 3 clusters Score: Raw -259237.258435 + Penalty 3724.358437 = -255512.899999 nChanged 2 SP:Iteration 16Q (14574.040000 sec): 3 clusters Score: Raw -259237.747606 + Penalty 3724.358437 = -255513.389169 nChanged 3 SP:Iteration 17Q (14574.240000 sec): 3 clusters Score: Raw -259239.501419 + Penalty 3724.358437 = -255515.142982 nChanged 2 SP:Iteration 18Q (14574.430000 sec): 3 clusters Score: Raw -259240.634735 + Penalty 3724.358437 = -255516.276299 nChanged 2 SP:Iteration 19Q (14574.600000 sec): 3 clusters Score: Raw -259241.401416 + Penalty 3724.358437 = -255517.042979 nChanged 2 SP:Iteration 20F (14574.810000 sec): 3 clusters Score: Raw -259242.653641 + Penalty 3724.358437 = -255518.295204 nChanged 1 SP:Iteration 21Q (14575.010000 sec): 3 clusters Score: Raw -259242.768862 + Penalty 3724.358437 = -255518.410425 nChanged 0 SP:Iteration 22F (14575.180000 sec): 3 clusters Score: Raw -259242.768862 + Penalty 3724.358437 = -255518.410425 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 29 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14575.270000 sec): 2 clusters Score: Raw -118884.021463 + Penalty 1678.015545 = -117206.005918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14575.490000 sec): 3 clusters Score: Raw -118714.179222 + Penalty 3356.031090 = -115358.148132 nChanged 178 SP:Iteration 1F (14575.650000 sec): 3 clusters Score: Raw -118947.211879 + Penalty 3356.031090 = -115591.180789 nChanged 44 SP:Iteration 2F (14575.790000 sec): 3 clusters Score: Raw -119018.249224 + Penalty 3356.031090 = -115662.218133 nChanged 26 SP:Iteration 3Q (14576.020000 sec): 3 clusters Score: Raw -119054.763228 + Penalty 3356.031090 = -115698.732137 nChanged 10 SP:Iteration 4Q (14576.180000 sec): 3 clusters Score: Raw -119073.081639 + Penalty 3356.031090 = -115717.050548 nChanged 6 SP:Iteration 5Q (14576.350000 sec): 3 clusters Score: Raw -119080.389217 + Penalty 3356.031090 = -115724.358127 nChanged 1 SP:Iteration 6Q (14576.510000 sec): 3 clusters Score: Raw -119082.163400 + Penalty 3356.031090 = -115726.132309 nChanged 1 SP:Iteration 7Q (14576.720000 sec): 3 clusters Score: Raw -119083.224107 + Penalty 3356.031090 = -115727.193017 nChanged 0 SP:Iteration 8F (14576.910000 sec): 3 clusters Score: Raw -119083.224107 + Penalty 3356.031090 = -115727.193017 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 30 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14577.000000 sec): 2 clusters Score: Raw -9883.809898 + Penalty 1095.872471 = -8787.937427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14577.170000 sec): 3 clusters Score: Raw -10343.186452 + Penalty 2191.744941 = -8151.441511 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 31 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14577.270000 sec): 2 clusters Score: Raw -16570.724230 + Penalty 1225.527321 = -15345.196910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14577.470000 sec): 3 clusters Score: Raw -16849.475757 + Penalty 2451.054642 = -14398.421116 nChanged 7 SP:Iteration 1Q (14577.650000 sec): 3 clusters Score: Raw -16924.338048 + Penalty 2451.054642 = -14473.283406 nChanged 1 SP:Iteration 2Q (14577.790000 sec): 3 clusters Score: Raw -16931.731924 + Penalty 2451.054642 = -14480.677283 nChanged 0 SP:Iteration 3F (14577.980000 sec): 3 clusters Score: Raw -16931.731924 + Penalty 2451.054642 = -14480.677283 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 32 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14578.070000 sec): 2 clusters Score: Raw -25316.986103 + Penalty 1329.600457 = -23987.385646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14578.260000 sec): 3 clusters Score: Raw -25623.858634 + Penalty 2659.200914 = -22964.657720 nChanged 25 SP:Iteration 1F (14578.410000 sec): 3 clusters Score: Raw -25727.507367 + Penalty 2659.200914 = -23068.306453 nChanged 12 SP:Iteration 2F (14578.550000 sec): 3 clusters Score: Raw -25786.118247 + Penalty 2659.200914 = -23126.917333 nChanged 5 SP:Iteration 3Q (14578.720000 sec): 3 clusters Score: Raw -25806.452923 + Penalty 2659.200914 = -23147.252009 nChanged 2 SP:Iteration 4Q (14578.910000 sec): 3 clusters Score: Raw -25825.815736 + Penalty 2659.200914 = -23166.614822 nChanged 1 SP:Iteration 5Q (14579.090000 sec): 3 clusters Score: Raw -25829.552421 + Penalty 2659.200914 = -23170.351506 nChanged 0 SP:Iteration 6F (14579.280000 sec): 3 clusters Score: Raw -25829.552421 + Penalty 2659.200914 = -23170.351506 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 33 (6179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14579.400000 sec): 2 clusters Score: Raw -884649.336034 + Penalty 2164.770108 = -882484.565926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14579.610000 sec): 3 clusters Score: Raw -881488.430323 + Penalty 4329.540216 = -877158.890107 nChanged 2472 SP:Iteration 1F (14579.770000 sec): 3 clusters Score: Raw -882814.038079 + Penalty 4329.540216 = -878484.497863 nChanged 457 SP:Iteration 2F (14580.010000 sec): 3 clusters Score: Raw -883055.793680 + Penalty 4329.540216 = -878726.253465 nChanged 306 SP:Iteration 3Q (14580.190000 sec): 3 clusters Score: Raw -883200.472326 + Penalty 4329.540216 = -878870.932111 nChanged 221 SP:Iteration 4Q (14580.380000 sec): 3 clusters Score: Raw -883298.379990 + Penalty 4329.540216 = -878968.839774 nChanged 175 SP:Iteration 5Q (14580.590000 sec): 3 clusters Score: Raw -883371.933376 + Penalty 4329.540216 = -879042.393161 nChanged 141 SP:Iteration 6Q (14580.770000 sec): 3 clusters Score: Raw -883426.772184 + Penalty 4329.540216 = -879097.231968 nChanged 108 SP:Iteration 7Q (14580.990000 sec): 3 clusters Score: Raw -883464.507136 + Penalty 4329.540216 = -879134.966920 nChanged 81 SP:Iteration 8Q (14581.190000 sec): 3 clusters Score: Raw -883494.854790 + Penalty 4329.540216 = -879165.314575 nChanged 97 SP:Iteration 9Q (14581.420000 sec): 3 clusters Score: Raw -883536.219454 + Penalty 4329.540216 = -879206.679239 nChanged 117 SP:Iteration 10Q (14581.580000 sec): 3 clusters Score: Raw -883583.432699 + Penalty 4329.540216 = -879253.892483 nChanged 111 SP:Iteration 11Q (14581.840000 sec): 3 clusters Score: Raw -883635.940061 + Penalty 4329.540216 = -879306.399845 nChanged 114 SP:Iteration 12Q (14582.030000 sec): 3 clusters Score: Raw -883686.812631 + Penalty 4329.540216 = -879357.272415 nChanged 112 SP:Iteration 13Q (14582.210000 sec): 3 clusters Score: Raw -883749.471928 + Penalty 4329.540216 = -879419.931713 nChanged 150 SP:Iteration 14Q (14582.420000 sec): 3 clusters Score: Raw -883834.824370 + Penalty 4329.540216 = -879505.284155 nChanged 140 SP:Iteration 15Q (14582.650000 sec): 3 clusters Score: Raw -883911.298168 + Penalty 4329.540216 = -879581.757952 nChanged 129 SP:Iteration 16Q (14582.850000 sec): 3 clusters Score: Raw -883978.011838 + Penalty 4329.540216 = -879648.471623 nChanged 145 SP:Iteration 17Q (14583.030000 sec): 3 clusters Score: Raw -884067.682687 + Penalty 4329.540216 = -879738.142471 nChanged 134 SP:Iteration 18Q (14583.200000 sec): 3 clusters Score: Raw -884150.256554 + Penalty 4329.540216 = -879820.716338 nChanged 139 SP:Iteration 19Q (14583.430000 sec): 3 clusters Score: Raw -884240.559095 + Penalty 4329.540216 = -879911.018879 nChanged 122 SP:Iteration 20F (14583.640000 sec): 3 clusters Score: Raw -884316.149786 + Penalty 4329.540216 = -879986.609571 nChanged 112 SP:Iteration 21Q (14583.860000 sec): 3 clusters Score: Raw -884389.940573 + Penalty 4329.540216 = -880060.400358 nChanged 106 SP:Iteration 22Q (14584.050000 sec): 3 clusters Score: Raw -884467.150872 + Penalty 4329.540216 = -880137.610656 nChanged 102 SP:Iteration 23Q (14584.250000 sec): 3 clusters Score: Raw -884537.827110 + Penalty 4329.540216 = -880208.286894 nChanged 68 SP:Iteration 24Q (14584.480000 sec): 3 clusters Score: Raw -884591.518868 + Penalty 4329.540216 = -880261.978652 nChanged 54 SP:Iteration 25Q (14584.700000 sec): 3 clusters Score: Raw -884641.048134 + Penalty 4329.540216 = -880311.507919 nChanged 46 SP:Iteration 26Q (14584.890000 sec): 3 clusters Score: Raw -884678.908467 + Penalty 4329.540216 = -880349.368251 nChanged 31 SP:Iteration 27Q (14585.110000 sec): 3 clusters Score: Raw -884704.972242 + Penalty 4329.540216 = -880375.432026 nChanged 21 SP:Iteration 28Q (14585.290000 sec): 3 clusters Score: Raw -884719.363149 + Penalty 4329.540216 = -880389.822933 nChanged 19 SP:Iteration 29Q (14585.510000 sec): 3 clusters Score: Raw -884732.208329 + Penalty 4329.540216 = -880402.668113 nChanged 18 SP:Iteration 30Q (14585.700000 sec): 3 clusters Score: Raw -884747.517446 + Penalty 4329.540216 = -880417.977231 nChanged 20 SP:Iteration 31Q (14585.910000 sec): 3 clusters Score: Raw -884765.709307 + Penalty 4329.540216 = -880436.169091 nChanged 21 SP:Iteration 32Q (14586.140000 sec): 3 clusters Score: Raw -884781.329860 + Penalty 4329.540216 = -880451.789644 nChanged 15 SP:Iteration 33Q (14586.330000 sec): 3 clusters Score: Raw -884793.369991 + Penalty 4329.540216 = -880463.829776 nChanged 13 SP:Iteration 34Q (14586.530000 sec): 3 clusters Score: Raw -884809.001859 + Penalty 4329.540216 = -880479.461644 nChanged 10 SP:Iteration 35Q (14586.770000 sec): 3 clusters Score: Raw -884816.457670 + Penalty 4329.540216 = -880486.917454 nChanged 8 SP:Iteration 36Q (14586.950000 sec): 3 clusters Score: Raw -884822.452131 + Penalty 4329.540216 = -880492.911916 nChanged 9 SP:Iteration 37Q (14587.190000 sec): 3 clusters Score: Raw -884828.609429 + Penalty 4329.540216 = -880499.069214 nChanged 2 SP:Iteration 38Q (14587.390000 sec): 3 clusters Score: Raw -884829.721111 + Penalty 4329.540216 = -880500.180895 nChanged 3 SP:Iteration 39Q (14587.610000 sec): 3 clusters Score: Raw -884832.776254 + Penalty 4329.540216 = -880503.236038 nChanged 5 SP:Iteration 40F (14587.800000 sec): 3 clusters Score: Raw -884838.061168 + Penalty 4329.540216 = -880508.520952 nChanged 5 SP:Iteration 41Q (14588.040000 sec): 3 clusters Score: Raw -884843.536605 + Penalty 4329.540216 = -880513.996389 nChanged 10 SP:Iteration 42Q (14588.220000 sec): 3 clusters Score: Raw -884851.293918 + Penalty 4329.540216 = -880521.753702 nChanged 3 SP:Iteration 43Q (14588.460000 sec): 3 clusters Score: Raw -884853.882037 + Penalty 4329.540216 = -880524.341822 nChanged 5 SP:Iteration 44Q (14588.640000 sec): 3 clusters Score: Raw -884858.891111 + Penalty 4329.540216 = -880529.350895 nChanged 10 SP:Iteration 45Q (14588.870000 sec): 3 clusters Score: Raw -884867.489551 + Penalty 4329.540216 = -880537.949335 nChanged 6 SP:Iteration 46Q (14589.090000 sec): 3 clusters Score: Raw -884873.508083 + Penalty 4329.540216 = -880543.967867 nChanged 7 SP:Iteration 47Q (14589.250000 sec): 3 clusters Score: Raw -884880.224865 + Penalty 4329.540216 = -880550.684649 nChanged 7 SP:Iteration 48Q (14589.500000 sec): 3 clusters Score: Raw -884887.257446 + Penalty 4329.540216 = -880557.717231 nChanged 5 SP:Iteration 49Q (14589.720000 sec): 3 clusters Score: Raw -884891.956737 + Penalty 4329.540216 = -880562.416522 nChanged 4 SP:Iteration 50Q (14589.930000 sec): 3 clusters Score: Raw -884895.324487 + Penalty 4329.540216 = -880565.784271 nChanged 3 SP:Iteration 51Q (14590.170000 sec): 3 clusters Score: Raw -884897.241232 + Penalty 4329.540216 = -880567.701016 nChanged 3 SP:Iteration 52Q (14590.370000 sec): 3 clusters Score: Raw -884899.701633 + Penalty 4329.540216 = -880570.161417 nChanged 1 SP:Iteration 53Q (14590.590000 sec): 3 clusters Score: Raw -884901.017450 + Penalty 4329.540216 = -880571.477234 nChanged 2 SP:Iteration 54Q (14590.750000 sec): 3 clusters Score: Raw -884902.102211 + Penalty 4329.540216 = -880572.561996 nChanged 1 SP:Iteration 55Q (14590.980000 sec): 3 clusters Score: Raw -884902.521379 + Penalty 4329.540216 = -880572.981163 nChanged 1 SP:Iteration 56Q (14591.180000 sec): 3 clusters Score: Raw -884903.342578 + Penalty 4329.540216 = -880573.802362 nChanged 1 SP:Iteration 57Q (14591.410000 sec): 3 clusters Score: Raw -884904.377139 + Penalty 4329.540216 = -880574.836923 nChanged 0 SP:Iteration 58F (14591.620000 sec): 3 clusters Score: Raw -884904.377139 + Penalty 4329.540216 = -880574.836923 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 34 (50907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14591.930000 sec): 2 clusters Score: Raw -7456464.080699 + Penalty 2687.763418 = -7453776.317281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14592.320000 sec): 3 clusters Score: Raw -7424938.070347 + Penalty 5375.526836 = -7419562.543511 nChanged 23509 SP:Iteration 1F (14592.770000 sec): 3 clusters Score: Raw -7438107.768921 + Penalty 5375.526836 = -7432732.242085 nChanged 2193 SP:Iteration 2Q (14593.170000 sec): 3 clusters Score: Raw -7438837.926010 + Penalty 5375.526836 = -7433462.399174 nChanged 2187 SP:Iteration 3Q (14593.570000 sec): 3 clusters Score: Raw -7439634.123934 + Penalty 5375.526836 = -7434258.597098 nChanged 2166 SP:Iteration 4Q (14594.000000 sec): 3 clusters Score: Raw -7440476.191030 + Penalty 5375.526836 = -7435100.664194 nChanged 2225 SP:Iteration 5Q (14594.410000 sec): 3 clusters Score: Raw -7441460.074889 + Penalty 5375.526836 = -7436084.548053 nChanged 2365 SP:Iteration 6Q (14594.910000 sec): 3 clusters Score: Raw -7442650.399467 + Penalty 5375.526836 = -7437274.872631 nChanged 2496 SP:Iteration 7Q (14595.380000 sec): 3 clusters Score: Raw -7443982.159331 + Penalty 5375.526836 = -7438606.632495 nChanged 2501 SP:Iteration 8Q (14595.790000 sec): 3 clusters Score: Raw -7445441.226193 + Penalty 5375.526836 = -7440065.699357 nChanged 2534 SP:Iteration 9Q (14596.220000 sec): 3 clusters Score: Raw -7446995.930130 + Penalty 5375.526836 = -7441620.403294 nChanged 2576 SP:Iteration 10F (14596.650000 sec): 3 clusters Score: Raw -7448670.598865 + Penalty 5375.526836 = -7443295.072030 nChanged 2505 SP:Iteration 11Q (14597.060000 sec): 3 clusters Score: Raw -7450331.508160 + Penalty 5375.526836 = -7444955.981324 nChanged 2218 SP:Iteration 12Q (14597.510000 sec): 3 clusters Score: Raw -7451819.086502 + Penalty 5375.526836 = -7446443.559666 nChanged 1917 SP:Iteration 13Q (14597.930000 sec): 3 clusters Score: Raw -7453079.908380 + Penalty 5375.526836 = -7447704.381544 nChanged 1619 SP:Iteration 14Q (14598.340000 sec): 3 clusters Score: Raw -7454098.743796 + Penalty 5375.526836 = -7448723.216960 nChanged 1267 SP:Iteration 15Q (14598.790000 sec): 3 clusters Score: Raw -7454863.842072 + Penalty 5375.526836 = -7449488.315236 nChanged 947 SP:Iteration 16Q (14599.200000 sec): 3 clusters Score: Raw -7455427.432419 + Penalty 5375.526836 = -7450051.905583 nChanged 716 SP:Iteration 17Q (14599.590000 sec): 3 clusters Score: Raw -7455858.519161 + Penalty 5375.526836 = -7450482.992325 nChanged 538 SP:Iteration 18Q (14600.010000 sec): 3 clusters Score: Raw -7456174.997405 + Penalty 5375.526836 = -7450799.470569 nChanged 351 SP:Iteration 19Q (14600.440000 sec): 3 clusters Score: Raw -7456386.643673 + Penalty 5375.526836 = -7451011.116837 nChanged 277 SP:Iteration 20F (14600.910000 sec): 3 clusters Score: Raw -7456558.077434 + Penalty 5375.526836 = -7451182.550598 nChanged 198 SP:Iteration 21Q (14601.350000 sec): 3 clusters Score: Raw -7456681.464033 + Penalty 5375.526836 = -7451305.937197 nChanged 128 SP:Iteration 22Q (14601.750000 sec): 3 clusters Score: Raw -7456747.505563 + Penalty 5375.526836 = -7451371.978727 nChanged 97 SP:Iteration 23Q (14602.190000 sec): 3 clusters Score: Raw -7456804.681264 + Penalty 5375.526836 = -7451429.154429 nChanged 79 SP:Iteration 24Q (14602.560000 sec): 3 clusters Score: Raw -7456858.708891 + Penalty 5375.526836 = -7451483.182055 nChanged 68 SP:Iteration 25Q (14602.960000 sec): 3 clusters Score: Raw -7456905.783726 + Penalty 5375.526836 = -7451530.256890 nChanged 57 SP:Iteration 26Q (14603.380000 sec): 3 clusters Score: Raw -7456953.036315 + Penalty 5375.526836 = -7451577.509479 nChanged 48 SP:Iteration 27Q (14603.800000 sec): 3 clusters Score: Raw -7456979.812067 + Penalty 5375.526836 = -7451604.285231 nChanged 32 SP:Iteration 28Q (14604.250000 sec): 3 clusters Score: Raw -7456995.787986 + Penalty 5375.526836 = -7451620.261150 nChanged 18 SP:Iteration 29Q (14604.610000 sec): 3 clusters Score: Raw -7457002.917564 + Penalty 5375.526836 = -7451627.390728 nChanged 14 SP:Iteration 30Q (14605.010000 sec): 3 clusters Score: Raw -7457009.626646 + Penalty 5375.526836 = -7451634.099810 nChanged 13 SP:Iteration 31Q (14605.380000 sec): 3 clusters Score: Raw -7457016.826621 + Penalty 5375.526836 = -7451641.299785 nChanged 16 SP:Iteration 32Q (14605.800000 sec): 3 clusters Score: Raw -7457023.808576 + Penalty 5375.526836 = -7451648.281740 nChanged 7 SP:Iteration 33Q (14606.230000 sec): 3 clusters Score: Raw -7457026.907976 + Penalty 5375.526836 = -7451651.381140 nChanged 7 SP:Iteration 34Q (14606.650000 sec): 3 clusters Score: Raw -7457029.597009 + Penalty 5375.526836 = -7451654.070173 nChanged 5 SP:Iteration 35Q (14607.120000 sec): 3 clusters Score: Raw -7457032.133209 + Penalty 5375.526836 = -7451656.606373 nChanged 8 SP:Iteration 36Q (14607.560000 sec): 3 clusters Score: Raw -7457035.640671 + Penalty 5375.526836 = -7451660.113835 nChanged 7 SP:Iteration 37Q (14608.000000 sec): 3 clusters Score: Raw -7457038.337226 + Penalty 5375.526836 = -7451662.810390 nChanged 7 SP:Iteration 38Q (14608.450000 sec): 3 clusters Score: Raw -7457041.022770 + Penalty 5375.526836 = -7451665.495934 nChanged 7 SP:Iteration 39Q (14608.810000 sec): 3 clusters Score: Raw -7457043.938464 + Penalty 5375.526836 = -7451668.411628 nChanged 6 SP:Iteration 40F (14609.320000 sec): 3 clusters Score: Raw -7457046.490188 + Penalty 5375.526836 = -7451670.963352 nChanged 3 SP:Iteration 41Q (14609.730000 sec): 3 clusters Score: Raw -7457047.318897 + Penalty 5375.526836 = -7451671.792061 nChanged 3 SP:Iteration 42Q (14610.200000 sec): 3 clusters Score: Raw -7457048.065037 + Penalty 5375.526836 = -7451672.538201 nChanged 3 SP:Iteration 43Q (14610.620000 sec): 3 clusters Score: Raw -7457049.025731 + Penalty 5375.526836 = -7451673.498895 nChanged 2 SP:Iteration 44Q (14611.060000 sec): 3 clusters Score: Raw -7457049.815566 + Penalty 5375.526836 = -7451674.288730 nChanged 1 SP:Iteration 45Q (14611.500000 sec): 3 clusters Score: Raw -7457050.305417 + Penalty 5375.526836 = -7451674.778581 nChanged 0 SP:Iteration 46F (14611.980000 sec): 3 clusters Score: Raw -7457050.305417 + Penalty 5375.526836 = -7451674.778581 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 35 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14612.090000 sec): 2 clusters Score: Raw -59167.500416 + Penalty 1498.572943 = -57668.927473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14612.270000 sec): 3 clusters Score: Raw -59207.312173 + Penalty 2997.145886 = -56210.166288 nChanged 70 SP:Iteration 1F (14612.430000 sec): 3 clusters Score: Raw -59365.665705 + Penalty 2997.145886 = -56368.519820 nChanged 18 SP:Iteration 2Q (14612.580000 sec): 3 clusters Score: Raw -59420.234397 + Penalty 2997.145886 = -56423.088512 nChanged 7 SP:Iteration 3Q (14612.760000 sec): 3 clusters Score: Raw -59435.751988 + Penalty 2997.145886 = -56438.606103 nChanged 2 SP:Iteration 4Q (14612.950000 sec): 3 clusters Score: Raw -59439.598379 + Penalty 2997.145886 = -56442.452493 nChanged 2 SP:Iteration 5Q (14613.140000 sec): 3 clusters Score: Raw -59445.343903 + Penalty 2997.145886 = -56448.198018 nChanged 3 SP:Iteration 6Q (14613.330000 sec): 3 clusters Score: Raw -59452.578708 + Penalty 2997.145886 = -56455.432823 nChanged 0 SP:Iteration 7F (14613.500000 sec): 3 clusters Score: Raw -59452.578708 + Penalty 2997.145886 = -56455.432823 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 36 (127423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14614.100000 sec): 2 clusters Score: Raw -18761289.798568 + Penalty 2915.306350 = -18758374.492218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14614.970000 sec): 3 clusters Score: Raw -18679148.568366 + Penalty 5830.612700 = -18673317.955666 nChanged 60331 SP:Iteration 1F (14615.740000 sec): 3 clusters Score: Raw -18714653.689929 + Penalty 5830.612700 = -18708823.077229 nChanged 5580 SP:Iteration 2Q (14616.660000 sec): 3 clusters Score: Raw -18716865.784625 + Penalty 5830.612700 = -18711035.171925 nChanged 7020 SP:Iteration 3F (14617.490000 sec): 3 clusters Score: Raw -18720624.279358 + Penalty 5830.612700 = -18714793.666658 nChanged 8765 SP:Iteration 4F (14618.330000 sec): 3 clusters Score: Raw -18726456.832962 + Penalty 5830.612700 = -18720626.220263 nChanged 9832 SP:Iteration 5F (14619.230000 sec): 3 clusters Score: Raw -18733878.422672 + Penalty 5830.612700 = -18728047.809972 nChanged 9692 SP:Iteration 6F (14620.050000 sec): 3 clusters Score: Raw -18741624.559910 + Penalty 5830.612700 = -18735793.947210 nChanged 8149 SP:Iteration 7F (14620.890000 sec): 3 clusters Score: Raw -18748112.754755 + Penalty 5830.612700 = -18742282.142055 nChanged 6158 SP:Iteration 8Q (14621.840000 sec): 3 clusters Score: Raw -18753020.189562 + Penalty 5830.612700 = -18747189.576862 nChanged 4356 SP:Iteration 9Q (14622.810000 sec): 3 clusters Score: Raw -18756453.312598 + Penalty 5830.612700 = -18750622.699898 nChanged 2897 SP:Iteration 10Q (14623.710000 sec): 3 clusters Score: Raw -18758723.500175 + Penalty 5830.612700 = -18752892.887475 nChanged 1769 SP:Iteration 11Q (14624.570000 sec): 3 clusters Score: Raw -18760067.048406 + Penalty 5830.612700 = -18754236.435706 nChanged 941 SP:Iteration 12Q (14625.370000 sec): 3 clusters Score: Raw -18760763.007482 + Penalty 5830.612700 = -18754932.394782 nChanged 506 SP:Iteration 13Q (14626.100000 sec): 3 clusters Score: Raw -18761142.701543 + Penalty 5830.612700 = -18755312.088843 nChanged 267 SP:Iteration 14Q (14626.840000 sec): 3 clusters Score: Raw -18761334.596266 + Penalty 5830.612700 = -18755503.983566 nChanged 170 SP:Iteration 15Q (14627.610000 sec): 3 clusters Score: Raw -18761452.547014 + Penalty 5830.612700 = -18755621.934314 nChanged 103 SP:Iteration 16Q (14628.340000 sec): 3 clusters Score: Raw -18761533.686861 + Penalty 5830.612700 = -18755703.074162 nChanged 73 SP:Iteration 17Q (14629.100000 sec): 3 clusters Score: Raw -18761591.878802 + Penalty 5830.612700 = -18755761.266102 nChanged 47 SP:Iteration 18Q (14629.810000 sec): 3 clusters Score: Raw -18761622.911638 + Penalty 5830.612700 = -18755792.298939 nChanged 31 SP:Iteration 19Q (14630.510000 sec): 3 clusters Score: Raw -18761643.203472 + Penalty 5830.612700 = -18755812.590772 nChanged 25 SP:Iteration 20F (14631.330000 sec): 3 clusters Score: Raw -18761663.898344 + Penalty 5830.612700 = -18755833.285644 nChanged 17 SP:Iteration 21Q (14632.010000 sec): 3 clusters Score: Raw -18761675.315672 + Penalty 5830.612700 = -18755844.702973 nChanged 11 SP:Iteration 22Q (14632.710000 sec): 3 clusters Score: Raw -18761681.884938 + Penalty 5830.612700 = -18755851.272238 nChanged 9 SP:Iteration 23Q (14633.440000 sec): 3 clusters Score: Raw -18761686.091322 + Penalty 5830.612700 = -18755855.478623 nChanged 6 SP:Iteration 24Q (14634.160000 sec): 3 clusters Score: Raw -18761691.092383 + Penalty 5830.612700 = -18755860.479684 nChanged 7 SP:Iteration 25Q (14634.860000 sec): 3 clusters Score: Raw -18761697.142208 + Penalty 5830.612700 = -18755866.529508 nChanged 7 SP:Iteration 26Q (14635.540000 sec): 3 clusters Score: Raw -18761702.311248 + Penalty 5830.612700 = -18755871.698549 nChanged 7 SP:Iteration 27Q (14636.210000 sec): 3 clusters Score: Raw -18761707.455079 + Penalty 5830.612700 = -18755876.842379 nChanged 7 SP:Iteration 28Q (14636.920000 sec): 3 clusters Score: Raw -18761712.455387 + Penalty 5830.612700 = -18755881.842687 nChanged 4 SP:Iteration 29Q (14637.610000 sec): 3 clusters Score: Raw -18761717.630867 + Penalty 5830.612700 = -18755887.018168 nChanged 3 SP:Iteration 30Q (14638.330000 sec): 3 clusters Score: Raw -18761719.559815 + Penalty 5830.612700 = -18755888.947115 nChanged 2 SP:Iteration 31Q (14639.030000 sec): 3 clusters Score: Raw -18761721.630580 + Penalty 5830.612700 = -18755891.017881 nChanged 2 SP:Iteration 32Q (14639.720000 sec): 3 clusters Score: Raw -18761722.889741 + Penalty 5830.612700 = -18755892.277041 nChanged 1 SP:Iteration 33Q (14640.390000 sec): 3 clusters Score: Raw -18761723.759086 + Penalty 5830.612700 = -18755893.146386 nChanged 0 SP:Iteration 34F (14641.170000 sec): 3 clusters Score: Raw -18761723.759086 + Penalty 5830.612700 = -18755893.146386 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 37 (2828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14641.300000 sec): 2 clusters Score: Raw -407212.982758 + Penalty 1970.936607 = -405242.046151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14641.480000 sec): 3 clusters Score: Raw -406014.948583 + Penalty 3941.873213 = -402073.075369 nChanged 974 SP:Iteration 1F (14641.700000 sec): 3 clusters Score: Raw -406614.527784 + Penalty 3941.873213 = -402672.654570 nChanged 210 SP:Iteration 2F (14641.900000 sec): 3 clusters Score: Raw -406777.675691 + Penalty 3941.873213 = -402835.802477 nChanged 136 SP:Iteration 3Q (14642.080000 sec): 3 clusters Score: Raw -406886.476733 + Penalty 3941.873213 = -402944.603519 nChanged 97 SP:Iteration 4Q (14642.280000 sec): 3 clusters Score: Raw -406967.275287 + Penalty 3941.873213 = -403025.402074 nChanged 83 SP:Iteration 5Q (14642.450000 sec): 3 clusters Score: Raw -407036.537373 + Penalty 3941.873213 = -403094.664160 nChanged 72 SP:Iteration 6Q (14642.600000 sec): 3 clusters Score: Raw -407106.886047 + Penalty 3941.873213 = -403165.012834 nChanged 70 SP:Iteration 7Q (14642.780000 sec): 3 clusters Score: Raw -407185.660717 + Penalty 3941.873213 = -403243.787503 nChanged 62 SP:Iteration 8Q (14642.990000 sec): 3 clusters Score: Raw -407262.790374 + Penalty 3941.873213 = -403320.917161 nChanged 69 SP:Iteration 9Q (14643.190000 sec): 3 clusters Score: Raw -407331.715245 + Penalty 3941.873213 = -403389.842032 nChanged 65 SP:Iteration 10Q (14643.350000 sec): 3 clusters Score: Raw -407392.379951 + Penalty 3941.873213 = -403450.506737 nChanged 55 SP:Iteration 11Q (14643.520000 sec): 3 clusters Score: Raw -407435.290183 + Penalty 3941.873213 = -403493.416970 nChanged 43 SP:Iteration 12Q (14643.740000 sec): 3 clusters Score: Raw -407462.478977 + Penalty 3941.873213 = -403520.605763 nChanged 30 SP:Iteration 13Q (14643.910000 sec): 3 clusters Score: Raw -407489.623089 + Penalty 3941.873213 = -403547.749876 nChanged 35 SP:Iteration 14Q (14644.120000 sec): 3 clusters Score: Raw -407516.069253 + Penalty 3941.873213 = -403574.196039 nChanged 34 SP:Iteration 15Q (14644.280000 sec): 3 clusters Score: Raw -407547.733972 + Penalty 3941.873213 = -403605.860758 nChanged 29 SP:Iteration 16Q (14644.450000 sec): 3 clusters Score: Raw -407566.361961 + Penalty 3941.873213 = -403624.488748 nChanged 25 SP:Iteration 17Q (14644.680000 sec): 3 clusters Score: Raw -407585.977641 + Penalty 3941.873213 = -403644.104427 nChanged 19 SP:Iteration 18Q (14644.840000 sec): 3 clusters Score: Raw -407598.702283 + Penalty 3941.873213 = -403656.829069 nChanged 16 SP:Iteration 19Q (14645.020000 sec): 3 clusters Score: Raw -407608.446308 + Penalty 3941.873213 = -403666.573094 nChanged 17 SP:Iteration 20F (14645.230000 sec): 3 clusters Score: Raw -407620.894432 + Penalty 3941.873213 = -403679.021219 nChanged 15 SP:Iteration 21Q (14645.380000 sec): 3 clusters Score: Raw -407630.101288 + Penalty 3941.873213 = -403688.228075 nChanged 4 SP:Iteration 22Q (14645.520000 sec): 3 clusters Score: Raw -407634.285065 + Penalty 3941.873213 = -403692.411852 nChanged 9 SP:Iteration 23Q (14645.700000 sec): 3 clusters Score: Raw -407638.418540 + Penalty 3941.873213 = -403696.545326 nChanged 4 SP:Iteration 24Q (14645.940000 sec): 3 clusters Score: Raw -407640.507800 + Penalty 3941.873213 = -403698.634587 nChanged 5 SP:Iteration 25Q (14646.100000 sec): 3 clusters Score: Raw -407643.640979 + Penalty 3941.873213 = -403701.767766 nChanged 6 SP:Iteration 26Q (14646.320000 sec): 3 clusters Score: Raw -407646.861833 + Penalty 3941.873213 = -403704.988620 nChanged 8 SP:Iteration 27Q (14646.480000 sec): 3 clusters Score: Raw -407651.060198 + Penalty 3941.873213 = -403709.186984 nChanged 8 SP:Iteration 28Q (14646.670000 sec): 3 clusters Score: Raw -407656.626752 + Penalty 3941.873213 = -403714.753538 nChanged 7 SP:Iteration 29Q (14646.880000 sec): 3 clusters Score: Raw -407661.550534 + Penalty 3941.873213 = -403719.677321 nChanged 5 SP:Iteration 30Q (14647.080000 sec): 3 clusters Score: Raw -407665.532754 + Penalty 3941.873213 = -403723.659540 nChanged 6 SP:Iteration 31Q (14647.290000 sec): 3 clusters Score: Raw -407671.500951 + Penalty 3941.873213 = -403729.627737 nChanged 10 SP:Iteration 32Q (14647.470000 sec): 3 clusters Score: Raw -407677.080348 + Penalty 3941.873213 = -403735.207134 nChanged 6 SP:Iteration 33Q (14647.660000 sec): 3 clusters Score: Raw -407679.928908 + Penalty 3941.873213 = -403738.055695 nChanged 6 SP:Iteration 34Q (14647.840000 sec): 3 clusters Score: Raw -407683.639001 + Penalty 3941.873213 = -403741.765788 nChanged 6 SP:Iteration 35Q (14648.020000 sec): 3 clusters Score: Raw -407685.354850 + Penalty 3941.873213 = -403743.481637 nChanged 3 SP:Iteration 36Q (14648.230000 sec): 3 clusters Score: Raw -407686.963803 + Penalty 3941.873213 = -403745.090590 nChanged 3 SP:Iteration 37Q (14648.440000 sec): 3 clusters Score: Raw -407688.473791 + Penalty 3941.873213 = -403746.600577 nChanged 3 SP:Iteration 38Q (14648.630000 sec): 3 clusters Score: Raw -407689.646419 + Penalty 3941.873213 = -403747.773205 nChanged 1 SP:Iteration 39Q (14648.840000 sec): 3 clusters Score: Raw -407689.991300 + Penalty 3941.873213 = -403748.118086 nChanged 1 SP:Iteration 40F (14649.000000 sec): 3 clusters Score: Raw -407690.326053 + Penalty 3941.873213 = -403748.452840 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 38 (7834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14649.130000 sec): 2 clusters Score: Raw -1197796.938721 + Penalty 2223.624672 = -1195573.314049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14649.380000 sec): 3 clusters Score: Raw -1193696.025865 + Penalty 4447.249343 = -1189248.776522 nChanged 3173 SP:Iteration 1F (14649.590000 sec): 3 clusters Score: Raw -1195398.013965 + Penalty 4447.249343 = -1190950.764622 nChanged 572 SP:Iteration 2F (14649.850000 sec): 3 clusters Score: Raw -1195687.953255 + Penalty 4447.249343 = -1191240.703912 nChanged 381 SP:Iteration 3Q (14650.040000 sec): 3 clusters Score: Raw -1195868.451894 + Penalty 4447.249343 = -1191421.202550 nChanged 284 SP:Iteration 4Q (14650.280000 sec): 3 clusters Score: Raw -1195981.551499 + Penalty 4447.249343 = -1191534.302156 nChanged 204 SP:Iteration 5Q (14650.510000 sec): 3 clusters Score: Raw -1196048.512363 + Penalty 4447.249343 = -1191601.263020 nChanged 169 SP:Iteration 6Q (14650.740000 sec): 3 clusters Score: Raw -1196096.142560 + Penalty 4447.249343 = -1191648.893217 nChanged 129 SP:Iteration 7Q (14650.960000 sec): 3 clusters Score: Raw -1196133.323292 + Penalty 4447.249343 = -1191686.073949 nChanged 111 SP:Iteration 8Q (14651.160000 sec): 3 clusters Score: Raw -1196167.888266 + Penalty 4447.249343 = -1191720.638922 nChanged 107 SP:Iteration 9Q (14651.360000 sec): 3 clusters Score: Raw -1196196.825098 + Penalty 4447.249343 = -1191749.575755 nChanged 100 SP:Iteration 10Q (14651.560000 sec): 3 clusters Score: Raw -1196225.822981 + Penalty 4447.249343 = -1191778.573638 nChanged 93 SP:Iteration 11Q (14651.780000 sec): 3 clusters Score: Raw -1196252.786441 + Penalty 4447.249343 = -1191805.537098 nChanged 102 SP:Iteration 12Q (14652.020000 sec): 3 clusters Score: Raw -1196281.821922 + Penalty 4447.249343 = -1191834.572579 nChanged 93 SP:Iteration 13Q (14652.240000 sec): 3 clusters Score: Raw -1196306.539529 + Penalty 4447.249343 = -1191859.290186 nChanged 79 SP:Iteration 14Q (14652.440000 sec): 3 clusters Score: Raw -1196328.195878 + Penalty 4447.249343 = -1191880.946535 nChanged 85 SP:Iteration 15Q (14652.700000 sec): 3 clusters Score: Raw -1196349.629604 + Penalty 4447.249343 = -1191902.380261 nChanged 77 SP:Iteration 16Q (14652.930000 sec): 3 clusters Score: Raw -1196372.023713 + Penalty 4447.249343 = -1191924.774369 nChanged 80 SP:Iteration 17Q (14653.140000 sec): 3 clusters Score: Raw -1196398.198180 + Penalty 4447.249343 = -1191950.948837 nChanged 87 SP:Iteration 18Q (14653.380000 sec): 3 clusters Score: Raw -1196428.866061 + Penalty 4447.249343 = -1191981.616718 nChanged 106 SP:Iteration 19Q (14653.620000 sec): 3 clusters Score: Raw -1196463.208923 + Penalty 4447.249343 = -1192015.959580 nChanged 115 SP:Iteration 20F (14653.850000 sec): 3 clusters Score: Raw -1196501.451155 + Penalty 4447.249343 = -1192054.201812 nChanged 107 SP:Iteration 21Q (14654.080000 sec): 3 clusters Score: Raw -1196537.648851 + Penalty 4447.249343 = -1192090.399507 nChanged 114 SP:Iteration 22Q (14654.290000 sec): 3 clusters Score: Raw -1196577.780326 + Penalty 4447.249343 = -1192130.530983 nChanged 123 SP:Iteration 23Q (14654.500000 sec): 3 clusters Score: Raw -1196618.474517 + Penalty 4447.249343 = -1192171.225174 nChanged 119 SP:Iteration 24Q (14654.730000 sec): 3 clusters Score: Raw -1196661.619335 + Penalty 4447.249343 = -1192214.369992 nChanged 120 SP:Iteration 25Q (14654.940000 sec): 3 clusters Score: Raw -1196705.278968 + Penalty 4447.249343 = -1192258.029625 nChanged 120 SP:Iteration 26Q (14655.160000 sec): 3 clusters Score: Raw -1196746.613238 + Penalty 4447.249343 = -1192299.363895 nChanged 108 SP:Iteration 27Q (14655.390000 sec): 3 clusters Score: Raw -1196784.627764 + Penalty 4447.249343 = -1192337.378421 nChanged 107 SP:Iteration 28Q (14655.590000 sec): 3 clusters Score: Raw -1196820.395781 + Penalty 4447.249343 = -1192373.146437 nChanged 91 SP:Iteration 29Q (14655.840000 sec): 3 clusters Score: Raw -1196848.004277 + Penalty 4447.249343 = -1192400.754934 nChanged 81 SP:Iteration 30Q (14656.050000 sec): 3 clusters Score: Raw -1196874.217712 + Penalty 4447.249343 = -1192426.968369 nChanged 97 SP:Iteration 31Q (14656.240000 sec): 3 clusters Score: Raw -1196906.116571 + Penalty 4447.249343 = -1192458.867228 nChanged 97 SP:Iteration 32Q (14656.420000 sec): 3 clusters Score: Raw -1196938.241881 + Penalty 4447.249343 = -1192490.992538 nChanged 96 SP:Iteration 33Q (14656.660000 sec): 3 clusters Score: Raw -1196976.768761 + Penalty 4447.249343 = -1192529.519418 nChanged 104 SP:Iteration 34Q (14656.880000 sec): 3 clusters Score: Raw -1197015.733942 + Penalty 4447.249343 = -1192568.484599 nChanged 102 SP:Iteration 35Q (14657.110000 sec): 3 clusters Score: Raw -1197050.973231 + Penalty 4447.249343 = -1192603.723888 nChanged 93 SP:Iteration 36Q (14657.320000 sec): 3 clusters Score: Raw -1197079.137268 + Penalty 4447.249343 = -1192631.887925 nChanged 78 SP:Iteration 37Q (14657.570000 sec): 3 clusters Score: Raw -1197107.571344 + Penalty 4447.249343 = -1192660.322001 nChanged 84 SP:Iteration 38Q (14657.780000 sec): 3 clusters Score: Raw -1197138.271598 + Penalty 4447.249343 = -1192691.022255 nChanged 91 SP:Iteration 39Q (14657.970000 sec): 3 clusters Score: Raw -1197168.619771 + Penalty 4447.249343 = -1192721.370428 nChanged 74 SP:Iteration 40F (14658.150000 sec): 3 clusters Score: Raw -1197191.505706 + Penalty 4447.249343 = -1192744.256363 nChanged 71 SP:Iteration 41Q (14658.350000 sec): 3 clusters Score: Raw -1197215.273093 + Penalty 4447.249343 = -1192768.023750 nChanged 68 SP:Iteration 42Q (14658.570000 sec): 3 clusters Score: Raw -1197236.839582 + Penalty 4447.249343 = -1192789.590239 nChanged 54 SP:Iteration 43Q (14658.800000 sec): 3 clusters Score: Raw -1197252.387394 + Penalty 4447.249343 = -1192805.138051 nChanged 50 SP:Iteration 44Q (14658.980000 sec): 3 clusters Score: Raw -1197265.102907 + Penalty 4447.249343 = -1192817.853564 nChanged 40 SP:Iteration 45Q (14659.190000 sec): 3 clusters Score: Raw -1197273.725096 + Penalty 4447.249343 = -1192826.475753 nChanged 32 SP:Iteration 46Q (14659.360000 sec): 3 clusters Score: Raw -1197280.982339 + Penalty 4447.249343 = -1192833.732996 nChanged 29 SP:Iteration 47Q (14659.600000 sec): 3 clusters Score: Raw -1197287.554867 + Penalty 4447.249343 = -1192840.305524 nChanged 27 SP:Iteration 48Q (14659.800000 sec): 3 clusters Score: Raw -1197294.956364 + Penalty 4447.249343 = -1192847.707021 nChanged 29 SP:Iteration 49Q (14660.020000 sec): 3 clusters Score: Raw -1197301.312622 + Penalty 4447.249343 = -1192854.063279 nChanged 20 SP:Iteration 50Q (14660.240000 sec): 3 clusters Score: Raw -1197305.088697 + Penalty 4447.249343 = -1192857.839354 nChanged 12 SP:Iteration 51Q (14660.440000 sec): 3 clusters Score: Raw -1197307.869970 + Penalty 4447.249343 = -1192860.620627 nChanged 15 SP:Iteration 52Q (14660.680000 sec): 3 clusters Score: Raw -1197311.561557 + Penalty 4447.249343 = -1192864.312214 nChanged 21 SP:Iteration 53Q (14660.880000 sec): 3 clusters Score: Raw -1197316.594576 + Penalty 4447.249343 = -1192869.345233 nChanged 24 SP:Iteration 54Q (14661.130000 sec): 3 clusters Score: Raw -1197321.619491 + Penalty 4447.249343 = -1192874.370148 nChanged 27 SP:Iteration 55Q (14661.360000 sec): 3 clusters Score: Raw -1197326.559431 + Penalty 4447.249343 = -1192879.310088 nChanged 23 SP:Iteration 56Q (14661.530000 sec): 3 clusters Score: Raw -1197332.001815 + Penalty 4447.249343 = -1192884.752472 nChanged 32 SP:Iteration 57Q (14661.750000 sec): 3 clusters Score: Raw -1197340.025068 + Penalty 4447.249343 = -1192892.775725 nChanged 36 SP:Iteration 58Q (14661.960000 sec): 3 clusters Score: Raw -1197347.057235 + Penalty 4447.249343 = -1192899.807892 nChanged 20 SP:Iteration 59Q (14662.180000 sec): 3 clusters Score: Raw -1197351.089087 + Penalty 4447.249343 = -1192903.839744 nChanged 11 SP:Iteration 60F (14662.440000 sec): 3 clusters Score: Raw -1197353.265655 + Penalty 4447.249343 = -1192906.016312 nChanged 11 SP:Iteration 61Q (14662.620000 sec): 3 clusters Score: Raw -1197355.609614 + Penalty 4447.249343 = -1192908.360271 nChanged 13 SP:Iteration 62Q (14662.810000 sec): 3 clusters Score: Raw -1197358.180408 + Penalty 4447.249343 = -1192910.931065 nChanged 19 SP:Iteration 63Q (14663.040000 sec): 3 clusters Score: Raw -1197361.845713 + Penalty 4447.249343 = -1192914.596370 nChanged 13 SP:Iteration 64Q (14663.290000 sec): 3 clusters Score: Raw -1197364.055257 + Penalty 4447.249343 = -1192916.805914 nChanged 7 SP:Iteration 65Q (14663.490000 sec): 3 clusters Score: Raw -1197365.328995 + Penalty 4447.249343 = -1192918.079652 nChanged 2 SP:Iteration 66Q (14663.700000 sec): 3 clusters Score: Raw -1197365.552230 + Penalty 4447.249343 = -1192918.302887 nChanged 2 SP:Iteration 67Q (14663.940000 sec): 3 clusters Score: Raw -1197365.764343 + Penalty 4447.249343 = -1192918.515000 nChanged 1 SP:Iteration 68Q (14664.130000 sec): 3 clusters Score: Raw -1197365.845769 + Penalty 4447.249343 = -1192918.596426 nChanged 2 SP:Iteration 69Q (14664.340000 sec): 3 clusters Score: Raw -1197366.320562 + Penalty 4447.249343 = -1192919.071218 nChanged 4 SP:Iteration 70Q (14664.560000 sec): 3 clusters Score: Raw -1197366.854408 + Penalty 4447.249343 = -1192919.605065 nChanged 1 SP:Iteration 71Q (14664.780000 sec): 3 clusters Score: Raw -1197366.941947 + Penalty 4447.249343 = -1192919.692603 nChanged 0 SP:Iteration 72F (14664.960000 sec): 3 clusters Score: Raw -1197366.941947 + Penalty 4447.249343 = -1192919.692603 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 39 (45427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14665.280000 sec): 2 clusters Score: Raw -6607956.639480 + Penalty 2659.517756 = -6605297.121724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14665.720000 sec): 3 clusters Score: Raw -6580027.487428 + Penalty 5319.035513 = -6574708.451915 nChanged 20828 SP:Iteration 1F (14666.140000 sec): 3 clusters Score: Raw -6591528.902764 + Penalty 5319.035513 = -6586209.867251 nChanged 1895 SP:Iteration 2Q (14666.570000 sec): 3 clusters Score: Raw -6592077.842730 + Penalty 5319.035513 = -6586758.807217 nChanged 1746 SP:Iteration 3Q (14667.010000 sec): 3 clusters Score: Raw -6592584.085833 + Penalty 5319.035513 = -6587265.050320 nChanged 1768 SP:Iteration 4Q (14667.460000 sec): 3 clusters Score: Raw -6593165.731710 + Penalty 5319.035513 = -6587846.696197 nChanged 1886 SP:Iteration 5Q (14667.900000 sec): 3 clusters Score: Raw -6593846.054273 + Penalty 5319.035513 = -6588527.018761 nChanged 2047 SP:Iteration 6Q (14668.290000 sec): 3 clusters Score: Raw -6594654.416867 + Penalty 5319.035513 = -6589335.381355 nChanged 2208 SP:Iteration 7Q (14668.720000 sec): 3 clusters Score: Raw -6595666.749079 + Penalty 5319.035513 = -6590347.713567 nChanged 2343 SP:Iteration 8F (14669.120000 sec): 3 clusters Score: Raw -6596789.410884 + Penalty 5319.035513 = -6591470.375371 nChanged 2405 SP:Iteration 9F (14669.560000 sec): 3 clusters Score: Raw -6598046.781508 + Penalty 5319.035513 = -6592727.745995 nChanged 2370 SP:Iteration 10F (14669.960000 sec): 3 clusters Score: Raw -6599377.286437 + Penalty 5319.035513 = -6594058.250924 nChanged 2292 SP:Iteration 11F (14670.340000 sec): 3 clusters Score: Raw -6600760.695857 + Penalty 5319.035513 = -6595441.660345 nChanged 2206 SP:Iteration 12Q (14670.820000 sec): 3 clusters Score: Raw -6602223.126300 + Penalty 5319.035513 = -6596904.090787 nChanged 2094 SP:Iteration 13Q (14671.260000 sec): 3 clusters Score: Raw -6603685.451119 + Penalty 5319.035513 = -6598366.415606 nChanged 1825 SP:Iteration 14Q (14671.710000 sec): 3 clusters Score: Raw -6605027.477981 + Penalty 5319.035513 = -6599708.442469 nChanged 1428 SP:Iteration 15Q (14672.150000 sec): 3 clusters Score: Raw -6606093.219784 + Penalty 5319.035513 = -6600774.184271 nChanged 1053 SP:Iteration 16Q (14672.620000 sec): 3 clusters Score: Raw -6606902.516936 + Penalty 5319.035513 = -6601583.481423 nChanged 678 SP:Iteration 17Q (14673.060000 sec): 3 clusters Score: Raw -6607402.241368 + Penalty 5319.035513 = -6602083.205855 nChanged 455 SP:Iteration 18Q (14673.460000 sec): 3 clusters Score: Raw -6607728.475175 + Penalty 5319.035513 = -6602409.439662 nChanged 285 SP:Iteration 19Q (14673.850000 sec): 3 clusters Score: Raw -6607941.269258 + Penalty 5319.035513 = -6602622.233745 nChanged 190 SP:Iteration 20F (14674.260000 sec): 3 clusters Score: Raw -6608077.379421 + Penalty 5319.035513 = -6602758.343908 nChanged 134 SP:Iteration 21Q (14674.600000 sec): 3 clusters Score: Raw -6608169.687122 + Penalty 5319.035513 = -6602850.651609 nChanged 91 SP:Iteration 22Q (14675.020000 sec): 3 clusters Score: Raw -6608234.481885 + Penalty 5319.035513 = -6602915.446372 nChanged 79 SP:Iteration 23Q (14675.320000 sec): 3 clusters Score: Raw -6608291.442435 + Penalty 5319.035513 = -6602972.406923 nChanged 62 SP:Iteration 24Q (14675.710000 sec): 3 clusters Score: Raw -6608333.073125 + Penalty 5319.035513 = -6603014.037612 nChanged 30 SP:Iteration 25Q (14676.040000 sec): 3 clusters Score: Raw -6608357.144850 + Penalty 5319.035513 = -6603038.109338 nChanged 28 SP:Iteration 26Q (14676.450000 sec): 3 clusters Score: Raw -6608379.992599 + Penalty 5319.035513 = -6603060.957086 nChanged 26 SP:Iteration 27Q (14676.770000 sec): 3 clusters Score: Raw -6608395.434114 + Penalty 5319.035513 = -6603076.398602 nChanged 21 SP:Iteration 28Q (14677.140000 sec): 3 clusters Score: Raw -6608409.805905 + Penalty 5319.035513 = -6603090.770392 nChanged 10 SP:Iteration 29Q (14677.530000 sec): 3 clusters Score: Raw -6608415.931735 + Penalty 5319.035513 = -6603096.896223 nChanged 13 SP:Iteration 30Q (14677.880000 sec): 3 clusters Score: Raw -6608426.027462 + Penalty 5319.035513 = -6603106.991949 nChanged 13 SP:Iteration 31Q (14678.220000 sec): 3 clusters Score: Raw -6608436.564191 + Penalty 5319.035513 = -6603117.528679 nChanged 9 SP:Iteration 32Q (14678.600000 sec): 3 clusters Score: Raw -6608442.686484 + Penalty 5319.035513 = -6603123.650971 nChanged 8 SP:Iteration 33Q (14678.950000 sec): 3 clusters Score: Raw -6608447.884213 + Penalty 5319.035513 = -6603128.848701 nChanged 9 SP:Iteration 34Q (14679.300000 sec): 3 clusters Score: Raw -6608453.277507 + Penalty 5319.035513 = -6603134.241994 nChanged 9 SP:Iteration 35Q (14679.660000 sec): 3 clusters Score: Raw -6608459.343061 + Penalty 5319.035513 = -6603140.307548 nChanged 8 SP:Iteration 36Q (14680.020000 sec): 3 clusters Score: Raw -6608463.066786 + Penalty 5319.035513 = -6603144.031273 nChanged 3 SP:Iteration 37Q (14680.410000 sec): 3 clusters Score: Raw -6608464.282647 + Penalty 5319.035513 = -6603145.247134 nChanged 1 SP:Iteration 38Q (14680.810000 sec): 3 clusters Score: Raw -6608464.964882 + Penalty 5319.035513 = -6603145.929369 nChanged 0 SP:Iteration 39F (14681.240000 sec): 3 clusters Score: Raw -6608464.964882 + Penalty 5319.035513 = -6603145.929369 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 40 (9076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14681.390000 sec): 2 clusters Score: Raw -1326066.558060 + Penalty 2260.120434 = -1323806.437626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14681.580000 sec): 3 clusters Score: Raw -1321237.774168 + Penalty 4520.240868 = -1316717.533300 nChanged 3702 SP:Iteration 1F (14681.790000 sec): 3 clusters Score: Raw -1323198.658756 + Penalty 4520.240868 = -1318678.417889 nChanged 652 SP:Iteration 2F (14682.000000 sec): 3 clusters Score: Raw -1323514.090288 + Penalty 4520.240868 = -1318993.849420 nChanged 463 SP:Iteration 3F (14682.240000 sec): 3 clusters Score: Raw -1323729.009058 + Penalty 4520.240868 = -1319208.768190 nChanged 405 SP:Iteration 4Q (14682.510000 sec): 3 clusters Score: Raw -1323905.384255 + Penalty 4520.240868 = -1319385.143388 nChanged 334 SP:Iteration 5Q (14682.700000 sec): 3 clusters Score: Raw -1324040.889020 + Penalty 4520.240868 = -1319520.648153 nChanged 280 SP:Iteration 6Q (14682.950000 sec): 3 clusters Score: Raw -1324154.495948 + Penalty 4520.240868 = -1319634.255080 nChanged 258 SP:Iteration 7Q (14683.140000 sec): 3 clusters Score: Raw -1324255.963772 + Penalty 4520.240868 = -1319735.722904 nChanged 267 SP:Iteration 8Q (14683.380000 sec): 3 clusters Score: Raw -1324363.639769 + Penalty 4520.240868 = -1319843.398902 nChanged 260 SP:Iteration 9Q (14683.590000 sec): 3 clusters Score: Raw -1324475.754186 + Penalty 4520.240868 = -1319955.513319 nChanged 259 SP:Iteration 10Q (14683.820000 sec): 3 clusters Score: Raw -1324597.165227 + Penalty 4520.240868 = -1320076.924359 nChanged 281 SP:Iteration 11Q (14684.040000 sec): 3 clusters Score: Raw -1324735.742247 + Penalty 4520.240868 = -1320215.501379 nChanged 282 SP:Iteration 12Q (14684.270000 sec): 3 clusters Score: Raw -1324868.478543 + Penalty 4520.240868 = -1320348.237675 nChanged 276 SP:Iteration 13Q (14684.500000 sec): 3 clusters Score: Raw -1325010.407973 + Penalty 4520.240868 = -1320490.167105 nChanged 269 SP:Iteration 14Q (14684.700000 sec): 3 clusters Score: Raw -1325150.155650 + Penalty 4520.240868 = -1320629.914782 nChanged 271 SP:Iteration 15Q (14684.910000 sec): 3 clusters Score: Raw -1325297.287137 + Penalty 4520.240868 = -1320777.046269 nChanged 284 SP:Iteration 16Q (14685.170000 sec): 3 clusters Score: Raw -1325451.560770 + Penalty 4520.240868 = -1320931.319902 nChanged 251 SP:Iteration 17Q (14685.360000 sec): 3 clusters Score: Raw -1325588.801517 + Penalty 4520.240868 = -1321068.560650 nChanged 220 SP:Iteration 18Q (14685.570000 sec): 3 clusters Score: Raw -1325699.070149 + Penalty 4520.240868 = -1321178.829282 nChanged 183 SP:Iteration 19Q (14685.830000 sec): 3 clusters Score: Raw -1325798.309580 + Penalty 4520.240868 = -1321278.068713 nChanged 158 SP:Iteration 20F (14686.020000 sec): 3 clusters Score: Raw -1325889.935349 + Penalty 4520.240868 = -1321369.694482 nChanged 150 SP:Iteration 21Q (14686.250000 sec): 3 clusters Score: Raw -1325978.586244 + Penalty 4520.240868 = -1321458.345376 nChanged 144 SP:Iteration 22Q (14686.470000 sec): 3 clusters Score: Raw -1326066.462496 + Penalty 4520.240868 = -1321546.221628 nChanged 114 SP:Iteration 23Q (14686.680000 sec): 3 clusters Score: Raw -1326124.182786 + Penalty 4520.240868 = -1321603.941918 nChanged 79 SP:Iteration 24Q (14686.880000 sec): 3 clusters Score: Raw -1326163.981014 + Penalty 4520.240868 = -1321643.740147 nChanged 60 SP:Iteration 25Q (14687.140000 sec): 3 clusters Score: Raw -1326193.630449 + Penalty 4520.240868 = -1321673.389582 nChanged 53 SP:Iteration 26Q (14687.340000 sec): 3 clusters Score: Raw -1326225.025893 + Penalty 4520.240868 = -1321704.785025 nChanged 60 SP:Iteration 27Q (14687.540000 sec): 3 clusters Score: Raw -1326256.187736 + Penalty 4520.240868 = -1321735.946868 nChanged 49 SP:Iteration 28Q (14687.750000 sec): 3 clusters Score: Raw -1326283.390562 + Penalty 4520.240868 = -1321763.149694 nChanged 40 SP:Iteration 29Q (14687.970000 sec): 3 clusters Score: Raw -1326304.567732 + Penalty 4520.240868 = -1321784.326864 nChanged 34 SP:Iteration 30Q (14688.180000 sec): 3 clusters Score: Raw -1326324.959720 + Penalty 4520.240868 = -1321804.718852 nChanged 18 SP:Iteration 31Q (14688.390000 sec): 3 clusters Score: Raw -1326334.425532 + Penalty 4520.240868 = -1321814.184664 nChanged 16 SP:Iteration 32Q (14688.600000 sec): 3 clusters Score: Raw -1326341.127132 + Penalty 4520.240868 = -1321820.886264 nChanged 10 SP:Iteration 33Q (14688.820000 sec): 3 clusters Score: Raw -1326347.411768 + Penalty 4520.240868 = -1321827.170901 nChanged 9 SP:Iteration 34Q (14689.050000 sec): 3 clusters Score: Raw -1326352.621814 + Penalty 4520.240868 = -1321832.380946 nChanged 12 SP:Iteration 35Q (14689.320000 sec): 3 clusters Score: Raw -1326360.233213 + Penalty 4520.240868 = -1321839.992345 nChanged 10 SP:Iteration 36Q (14689.480000 sec): 3 clusters Score: Raw -1326365.678207 + Penalty 4520.240868 = -1321845.437339 nChanged 9 SP:Iteration 37Q (14689.710000 sec): 3 clusters Score: Raw -1326371.048321 + Penalty 4520.240868 = -1321850.807453 nChanged 9 SP:Iteration 38Q (14689.900000 sec): 3 clusters Score: Raw -1326374.101627 + Penalty 4520.240868 = -1321853.860759 nChanged 5 SP:Iteration 39Q (14690.130000 sec): 3 clusters Score: Raw -1326376.474668 + Penalty 4520.240868 = -1321856.233801 nChanged 2 SP:Iteration 40F (14690.380000 sec): 3 clusters Score: Raw -1326377.430866 + Penalty 4520.240868 = -1321857.189998 nChanged 4 SP:Iteration 41Q (14690.590000 sec): 3 clusters Score: Raw -1326379.590554 + Penalty 4520.240868 = -1321859.349686 nChanged 1 SP:Iteration 42Q (14690.810000 sec): 3 clusters Score: Raw -1326380.187128 + Penalty 4520.240868 = -1321859.946261 nChanged 1 SP:Iteration 43Q (14691.050000 sec): 3 clusters Score: Raw -1326380.686738 + Penalty 4520.240868 = -1321860.445871 nChanged 2 SP:Iteration 44Q (14691.260000 sec): 3 clusters Score: Raw -1326382.245421 + Penalty 4520.240868 = -1321862.004554 nChanged 7 SP:Iteration 45Q (14691.510000 sec): 3 clusters Score: Raw -1326386.002399 + Penalty 4520.240868 = -1321865.761532 nChanged 6 SP:Iteration 46Q (14691.690000 sec): 3 clusters Score: Raw -1326389.133643 + Penalty 4520.240868 = -1321868.892776 nChanged 4 SP:Iteration 47Q (14691.900000 sec): 3 clusters Score: Raw -1326391.787901 + Penalty 4520.240868 = -1321871.547034 nChanged 7 SP:Iteration 48Q (14692.170000 sec): 3 clusters Score: Raw -1326395.291083 + Penalty 4520.240868 = -1321875.050216 nChanged 2 SP:Iteration 49Q (14692.370000 sec): 3 clusters Score: Raw -1326396.220399 + Penalty 4520.240868 = -1321875.979531 nChanged 1 SP:Iteration 50Q (14692.570000 sec): 3 clusters Score: Raw -1326397.263652 + Penalty 4520.240868 = -1321877.022785 nChanged 3 SP:Iteration 51Q (14692.800000 sec): 3 clusters Score: Raw -1326399.002270 + Penalty 4520.240868 = -1321878.761402 nChanged 4 SP:Iteration 52Q (14693.000000 sec): 3 clusters Score: Raw -1326400.903884 + Penalty 4520.240868 = -1321880.663017 nChanged 2 SP:Iteration 53Q (14693.170000 sec): 3 clusters Score: Raw -1326401.678306 + Penalty 4520.240868 = -1321881.437438 nChanged 0 SP:Iteration 54F (14693.400000 sec): 3 clusters Score: Raw -1326401.678306 + Penalty 4520.240868 = -1321881.437438 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 41 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14693.490000 sec): 2 clusters Score: Raw -38839.326722 + Penalty 1429.767393 = -37409.559329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14693.640000 sec): 3 clusters Score: Raw -38964.523977 + Penalty 2859.534787 = -36104.989190 nChanged 43 SP:Iteration 1F (14693.840000 sec): 3 clusters Score: Raw -39199.233287 + Penalty 2859.534787 = -36339.698500 nChanged 22 SP:Iteration 2F (14693.980000 sec): 3 clusters Score: Raw -39411.430341 + Penalty 2859.534787 = -36551.895554 nChanged 8 SP:Iteration 3Q (14694.120000 sec): 3 clusters Score: Raw -39453.312152 + Penalty 2859.534787 = -36593.777365 nChanged 8 SP:Iteration 4Q (14694.310000 sec): 3 clusters Score: Raw -39501.919809 + Penalty 2859.534787 = -36642.385022 nChanged 4 SP:Iteration 5Q (14694.460000 sec): 3 clusters Score: Raw -39523.027193 + Penalty 2859.534787 = -36663.492406 nChanged 2 SP:Iteration 6Q (14694.610000 sec): 3 clusters Score: Raw -39531.297214 + Penalty 2859.534787 = -36671.762427 nChanged 0 SP:Iteration 7F (14694.830000 sec): 3 clusters Score: Raw -39531.297214 + Penalty 2859.534787 = -36671.762427 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 42 (2164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14694.960000 sec): 2 clusters Score: Raw -303383.861926 + Penalty 1904.568983 = -301479.292943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14695.140000 sec): 3 clusters Score: Raw -302551.823951 + Penalty 3809.137965 = -298742.685986 nChanged 693 SP:Iteration 1F (14695.350000 sec): 3 clusters Score: Raw -303079.710877 + Penalty 3809.137965 = -299270.572912 nChanged 164 SP:Iteration 2F (14695.510000 sec): 3 clusters Score: Raw -303229.875893 + Penalty 3809.137965 = -299420.737928 nChanged 84 SP:Iteration 3Q (14695.650000 sec): 3 clusters Score: Raw -303291.847050 + Penalty 3809.137965 = -299482.709084 nChanged 48 SP:Iteration 4Q (14695.860000 sec): 3 clusters Score: Raw -303327.838907 + Penalty 3809.137965 = -299518.700941 nChanged 46 SP:Iteration 5Q (14696.000000 sec): 3 clusters Score: Raw -303370.933800 + Penalty 3809.137965 = -299561.795835 nChanged 41 SP:Iteration 6Q (14696.200000 sec): 3 clusters Score: Raw -303401.284211 + Penalty 3809.137965 = -299592.146246 nChanged 31 SP:Iteration 7Q (14696.360000 sec): 3 clusters Score: Raw -303426.096305 + Penalty 3809.137965 = -299616.958339 nChanged 30 SP:Iteration 8Q (14696.560000 sec): 3 clusters Score: Raw -303446.690640 + Penalty 3809.137965 = -299637.552674 nChanged 22 SP:Iteration 9Q (14696.740000 sec): 3 clusters Score: Raw -303461.636044 + Penalty 3809.137965 = -299652.498078 nChanged 24 SP:Iteration 10Q (14696.910000 sec): 3 clusters Score: Raw -303477.974879 + Penalty 3809.137965 = -299668.836913 nChanged 13 SP:Iteration 11Q (14697.060000 sec): 3 clusters Score: Raw -303489.986572 + Penalty 3809.137965 = -299680.848607 nChanged 13 SP:Iteration 12Q (14697.270000 sec): 3 clusters Score: Raw -303498.164479 + Penalty 3809.137965 = -299689.026514 nChanged 14 SP:Iteration 13Q (14697.450000 sec): 3 clusters Score: Raw -303506.804210 + Penalty 3809.137965 = -299697.666245 nChanged 4 SP:Iteration 14Q (14697.600000 sec): 3 clusters Score: Raw -303509.034264 + Penalty 3809.137965 = -299699.896298 nChanged 4 SP:Iteration 15Q (14697.790000 sec): 3 clusters Score: Raw -303511.151077 + Penalty 3809.137965 = -299702.013112 nChanged 8 SP:Iteration 16Q (14697.970000 sec): 3 clusters Score: Raw -303515.054509 + Penalty 3809.137965 = -299705.916544 nChanged 8 SP:Iteration 17Q (14698.160000 sec): 3 clusters Score: Raw -303518.913513 + Penalty 3809.137965 = -299709.775547 nChanged 3 SP:Iteration 18Q (14698.350000 sec): 3 clusters Score: Raw -303521.099596 + Penalty 3809.137965 = -299711.961630 nChanged 5 SP:Iteration 19Q (14698.550000 sec): 3 clusters Score: Raw -303524.342422 + Penalty 3809.137965 = -299715.204456 nChanged 6 SP:Iteration 20F (14698.730000 sec): 3 clusters Score: Raw -303528.336793 + Penalty 3809.137965 = -299719.198828 nChanged 9 SP:Iteration 21Q (14698.960000 sec): 3 clusters Score: Raw -303534.853443 + Penalty 3809.137965 = -299725.715478 nChanged 13 SP:Iteration 22Q (14699.100000 sec): 3 clusters Score: Raw -303543.458703 + Penalty 3809.137965 = -299734.320738 nChanged 12 SP:Iteration 23Q (14699.300000 sec): 3 clusters Score: Raw -303551.381656 + Penalty 3809.137965 = -299742.243691 nChanged 7 SP:Iteration 24Q (14699.450000 sec): 3 clusters Score: Raw -303555.611091 + Penalty 3809.137965 = -299746.473126 nChanged 8 SP:Iteration 25Q (14699.620000 sec): 3 clusters Score: Raw -303560.013595 + Penalty 3809.137965 = -299750.875630 nChanged 3 SP:Iteration 26Q (14699.760000 sec): 3 clusters Score: Raw -303561.860440 + Penalty 3809.137965 = -299752.722475 nChanged 4 SP:Iteration 27Q (14699.970000 sec): 3 clusters Score: Raw -303563.675903 + Penalty 3809.137965 = -299754.537938 nChanged 2 SP:Iteration 28Q (14700.100000 sec): 3 clusters Score: Raw -303564.124048 + Penalty 3809.137965 = -299754.986083 nChanged 0 SP:Iteration 29F (14700.240000 sec): 3 clusters Score: Raw -303564.124048 + Penalty 3809.137965 = -299754.986083 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 43 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14700.340000 sec): 2 clusters Score: Raw -64413.993755 + Penalty 1526.930788 = -62887.062967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14700.530000 sec): 3 clusters Score: Raw -64419.332394 + Penalty 3053.861577 = -61365.470817 nChanged 83 SP:Iteration 1F (14700.670000 sec): 3 clusters Score: Raw -64593.765698 + Penalty 3053.861577 = -61539.904121 nChanged 21 SP:Iteration 2Q (14700.830000 sec): 3 clusters Score: Raw -64643.015393 + Penalty 3053.861577 = -61589.153816 nChanged 9 SP:Iteration 3Q (14701.020000 sec): 3 clusters Score: Raw -64676.156097 + Penalty 3053.861577 = -61622.294520 nChanged 5 SP:Iteration 4Q (14701.190000 sec): 3 clusters Score: Raw -64688.971735 + Penalty 3053.861577 = -61635.110158 nChanged 1 SP:Iteration 5Q (14701.350000 sec): 3 clusters Score: Raw -64690.937584 + Penalty 3053.861577 = -61637.076007 nChanged 0 SP:Iteration 6F (14701.570000 sec): 3 clusters Score: Raw -64690.937584 + Penalty 3053.861577 = -61637.076007 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 44 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14701.620000 sec): 2 clusters Score: Raw -44299.043267 + Penalty 1464.529738 = -42834.513528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14701.800000 sec): 3 clusters Score: Raw -44432.765317 + Penalty 2929.059477 = -41503.705840 nChanged 65 SP:Iteration 1F (14701.940000 sec): 3 clusters Score: Raw -44774.297633 + Penalty 2929.059477 = -41845.238156 nChanged 23 SP:Iteration 2F (14702.150000 sec): 3 clusters Score: Raw -44909.226462 + Penalty 2929.059477 = -41980.166985 nChanged 17 SP:Iteration 3Q (14702.310000 sec): 3 clusters Score: Raw -44999.110386 + Penalty 2929.059477 = -42070.050909 nChanged 8 SP:Iteration 4Q (14702.510000 sec): 3 clusters Score: Raw -45054.575187 + Penalty 2929.059477 = -42125.515710 nChanged 5 SP:Iteration 5Q (14702.710000 sec): 3 clusters Score: Raw -45088.192986 + Penalty 2929.059477 = -42159.133509 nChanged 3 SP:Iteration 6Q (14702.850000 sec): 3 clusters Score: Raw -45103.175840 + Penalty 2929.059477 = -42174.116364 nChanged 2 SP:Iteration 7Q (14703.070000 sec): 3 clusters Score: Raw -45109.193383 + Penalty 2929.059477 = -42180.133907 nChanged 1 SP:Iteration 8Q (14703.240000 sec): 3 clusters Score: Raw -45113.741573 + Penalty 2929.059477 = -42184.682096 nChanged 1 SP:Iteration 9Q (14703.380000 sec): 3 clusters Score: Raw -45121.307208 + Penalty 2929.059477 = -42192.247731 nChanged 0 SP:Iteration 10F (14703.540000 sec): 3 clusters Score: Raw -45121.307208 + Penalty 2929.059477 = -42192.247731 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 45 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14703.650000 sec): 2 clusters Score: Raw -36462.570282 + Penalty 1406.984170 = -35055.586111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14703.790000 sec): 3 clusters Score: Raw -36674.928250 + Penalty 2813.968341 = -33860.959909 nChanged 45 SP:Iteration 1F (14703.950000 sec): 3 clusters Score: Raw -36878.039441 + Penalty 2813.968341 = -34064.071101 nChanged 10 SP:Iteration 2Q (14704.110000 sec): 3 clusters Score: Raw -36963.925637 + Penalty 2813.968341 = -34149.957297 nChanged 1 SP:Iteration 3Q (14704.240000 sec): 3 clusters Score: Raw -37028.700109 + Penalty 2813.968341 = -34214.731768 nChanged 4 SP:Iteration 4Q (14704.390000 sec): 3 clusters Score: Raw -37266.095810 + Penalty 2813.968341 = -34452.127469 nChanged 17 SP:Iteration 5F (14704.490000 sec): 3 clusters Score: Raw -37338.137069 + Penalty 2813.968341 = -34524.168728 nChanged 12 SP:Iteration 6Q (14704.670000 sec): 3 clusters Score: Raw -37390.452138 + Penalty 2813.968341 = -34576.483797 nChanged 5 SP:Iteration 7Q (14704.810000 sec): 3 clusters Score: Raw -37409.263962 + Penalty 2813.968341 = -34595.295621 nChanged 2 SP:Iteration 8Q (14704.960000 sec): 3 clusters Score: Raw -37413.468342 + Penalty 2813.968341 = -34599.500001 nChanged 1 SP:Iteration 9Q (14705.100000 sec): 3 clusters Score: Raw -37416.891109 + Penalty 2813.968341 = -34602.922768 nChanged 0 SP:Iteration 10F (14705.300000 sec): 3 clusters Score: Raw -37416.891109 + Penalty 2813.968341 = -34602.922768 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 46 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14705.350000 sec): 2 clusters Score: Raw -60201.787520 + Penalty 1534.689503 = -58667.098017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14705.520000 sec): 3 clusters Score: Raw -60310.286607 + Penalty 3069.379005 = -57240.907602 nChanged 89 SP:Iteration 1F (14705.700000 sec): 3 clusters Score: Raw -60483.795021 + Penalty 3069.379005 = -57414.416016 nChanged 19 SP:Iteration 2Q (14705.830000 sec): 3 clusters Score: Raw -60537.542819 + Penalty 3069.379005 = -57468.163814 nChanged 14 SP:Iteration 3Q (14706.030000 sec): 3 clusters Score: Raw -60614.869559 + Penalty 3069.379005 = -57545.490554 nChanged 15 SP:Iteration 4Q (14706.180000 sec): 3 clusters Score: Raw -60698.084420 + Penalty 3069.379005 = -57628.705415 nChanged 18 SP:Iteration 5Q (14706.370000 sec): 3 clusters Score: Raw -60749.801313 + Penalty 3069.379005 = -57680.422308 nChanged 10 SP:Iteration 6Q (14706.540000 sec): 3 clusters Score: Raw -60789.685811 + Penalty 3069.379005 = -57720.306806 nChanged 10 SP:Iteration 7Q (14706.710000 sec): 3 clusters Score: Raw -60816.576057 + Penalty 3069.379005 = -57747.197052 nChanged 8 SP:Iteration 8Q (14706.890000 sec): 3 clusters Score: Raw -60839.274587 + Penalty 3069.379005 = -57769.895582 nChanged 6 SP:Iteration 9Q (14707.040000 sec): 3 clusters Score: Raw -60851.805863 + Penalty 3069.379005 = -57782.426858 nChanged 2 SP:Iteration 10Q (14707.210000 sec): 3 clusters Score: Raw -60857.983548 + Penalty 3069.379005 = -57788.604543 nChanged 2 SP:Iteration 11Q (14707.390000 sec): 3 clusters Score: Raw -60863.775829 + Penalty 3069.379005 = -57794.396824 nChanged 2 SP:Iteration 12Q (14707.610000 sec): 3 clusters Score: Raw -60866.779518 + Penalty 3069.379005 = -57797.400513 nChanged 1 SP:Iteration 13Q (14707.800000 sec): 3 clusters Score: Raw -60867.917288 + Penalty 3069.379005 = -57798.538283 nChanged 1 SP:Iteration 14Q (14707.950000 sec): 3 clusters Score: Raw -60869.664041 + Penalty 3069.379005 = -57800.285036 nChanged 0 SP:Iteration 15F (14708.140000 sec): 3 clusters Score: Raw -60869.664041 + Penalty 3069.379005 = -57800.285036 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 47 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14708.190000 sec): 2 clusters Score: Raw -73266.875740 + Penalty 1563.503303 = -71703.372437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14708.400000 sec): 3 clusters Score: Raw -73271.023929 + Penalty 3127.006606 = -70144.017323 nChanged 106 SP:Iteration 1F (14708.550000 sec): 3 clusters Score: Raw -73448.682855 + Penalty 3127.006606 = -70321.676249 nChanged 24 SP:Iteration 2Q (14708.710000 sec): 3 clusters Score: Raw -73500.840696 + Penalty 3127.006606 = -70373.834090 nChanged 10 SP:Iteration 3Q (14708.890000 sec): 3 clusters Score: Raw -73531.892848 + Penalty 3127.006606 = -70404.886242 nChanged 7 SP:Iteration 4Q (14709.080000 sec): 3 clusters Score: Raw -73546.474951 + Penalty 3127.006606 = -70419.468345 nChanged 6 SP:Iteration 5Q (14709.280000 sec): 3 clusters Score: Raw -73556.359574 + Penalty 3127.006606 = -70429.352968 nChanged 2 SP:Iteration 6Q (14709.470000 sec): 3 clusters Score: Raw -73559.914547 + Penalty 3127.006606 = -70432.907941 nChanged 0 SP:Iteration 7F (14709.670000 sec): 3 clusters Score: Raw -73559.914547 + Penalty 3127.006606 = -70432.907941 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 48 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14709.760000 sec): 2 clusters Score: Raw -34003.053406 + Penalty 1392.959232 = -32610.094174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14709.970000 sec): 3 clusters Score: Raw -34259.387585 + Penalty 2785.918464 = -31473.469121 nChanged 42 SP:Iteration 1F (14710.150000 sec): 3 clusters Score: Raw -34396.497963 + Penalty 2785.918464 = -31610.579499 nChanged 16 SP:Iteration 2F (14710.310000 sec): 3 clusters Score: Raw -34481.709272 + Penalty 2785.918464 = -31695.790808 nChanged 11 SP:Iteration 3Q (14710.490000 sec): 3 clusters Score: Raw -34523.369246 + Penalty 2785.918464 = -31737.450782 nChanged 5 SP:Iteration 4Q (14710.680000 sec): 3 clusters Score: Raw -34543.594031 + Penalty 2785.918464 = -31757.675567 nChanged 5 SP:Iteration 5Q (14710.870000 sec): 3 clusters Score: Raw -34565.357031 + Penalty 2785.918464 = -31779.438566 nChanged 4 SP:Iteration 6Q (14711.030000 sec): 3 clusters Score: Raw -34578.954464 + Penalty 2785.918464 = -31793.036000 nChanged 3 SP:Iteration 7Q (14711.210000 sec): 3 clusters Score: Raw -34594.125897 + Penalty 2785.918464 = -31808.207432 nChanged 3 SP:Iteration 8Q (14711.370000 sec): 3 clusters Score: Raw -34605.765404 + Penalty 2785.918464 = -31819.846940 nChanged 2 SP:Iteration 9Q (14711.540000 sec): 3 clusters Score: Raw -34613.964895 + Penalty 2785.918464 = -31828.046431 nChanged 1 SP:Iteration 10Q (14711.690000 sec): 3 clusters Score: Raw -34616.369674 + Penalty 2785.918464 = -31830.451210 nChanged 0 SP:Iteration 11F (14711.870000 sec): 3 clusters Score: Raw -34616.369674 + Penalty 2785.918464 = -31830.451210 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 49 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14711.960000 sec): 2 clusters Score: Raw -32144.878936 + Penalty 1365.322221 = -30779.556715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14712.110000 sec): 3 clusters Score: Raw -32278.559822 + Penalty 2730.644442 = -29547.915381 nChanged 21 SP:Iteration 1F (14712.310000 sec): 3 clusters Score: Raw -32361.401400 + Penalty 2730.644442 = -29630.756958 nChanged 3 SP:Iteration 2Q (14712.480000 sec): 3 clusters Score: Raw -32378.377986 + Penalty 2730.644442 = -29647.733544 nChanged 1 SP:Iteration 3Q (14712.690000 sec): 3 clusters Score: Raw -32385.304491 + Penalty 2730.644442 = -29654.660050 nChanged 0 SP:Iteration 4F (14712.910000 sec): 3 clusters Score: Raw -32385.304491 + Penalty 2730.644442 = -29654.660050 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 50 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14712.980000 sec): 2 clusters Score: Raw -24313.807338 + Penalty 1320.106475 = -22993.700863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14713.170000 sec): 3 clusters Score: Raw -24521.273315 + Penalty 2640.212950 = -21881.060365 nChanged 17 SP:Iteration 1F (14713.370000 sec): 3 clusters Score: Raw -24633.093588 + Penalty 2640.212950 = -21992.880638 nChanged 7 SP:Iteration 2Q (14713.510000 sec): 3 clusters Score: Raw -24694.686500 + Penalty 2640.212950 = -22054.473550 nChanged 3 SP:Iteration 3Q (14713.720000 sec): 3 clusters Score: Raw -24707.898695 + Penalty 2640.212950 = -22067.685745 nChanged 1 SP:Iteration 4Q (14713.890000 sec): 3 clusters Score: Raw -24715.545133 + Penalty 2640.212950 = -22075.332184 nChanged 1 SP:Iteration 5Q (14714.050000 sec): 3 clusters Score: Raw -24718.248009 + Penalty 2640.212950 = -22078.035059 nChanged 0 SP:Iteration 6F (14714.240000 sec): 3 clusters Score: Raw -24718.248009 + Penalty 2640.212950 = -22078.035059 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 51 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14714.350000 sec): 2 clusters Score: Raw -39221.672261 + Penalty 1412.879185 = -37808.793076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14714.530000 sec): 3 clusters Score: Raw -39357.684311 + Penalty 2825.758369 = -36531.925941 nChanged 32 SP:Iteration 1F (14714.710000 sec): 3 clusters Score: Raw -39489.697224 + Penalty 2825.758369 = -36663.938854 nChanged 11 SP:Iteration 2Q (14714.850000 sec): 3 clusters Score: Raw -39547.676544 + Penalty 2825.758369 = -36721.918175 nChanged 5 SP:Iteration 3Q (14715.000000 sec): 3 clusters Score: Raw -39583.762022 + Penalty 2825.758369 = -36758.003653 nChanged 1 SP:Iteration 4Q (14715.210000 sec): 3 clusters Score: Raw -39596.149167 + Penalty 2825.758369 = -36770.390798 nChanged 2 SP:Iteration 5Q (14715.400000 sec): 3 clusters Score: Raw -39609.876556 + Penalty 2825.758369 = -36784.118186 nChanged 1 SP:Iteration 6Q (14715.550000 sec): 3 clusters Score: Raw -39617.914497 + Penalty 2825.758369 = -36792.156127 nChanged 1 SP:Iteration 7Q (14715.750000 sec): 3 clusters Score: Raw -39620.140524 + Penalty 2825.758369 = -36794.382154 nChanged 0 SP:Iteration 8F (14715.940000 sec): 3 clusters Score: Raw -39620.140524 + Penalty 2825.758369 = -36794.382154 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 52 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14716.010000 sec): 2 clusters Score: Raw -22007.681116 + Penalty 1282.280031 = -20725.401085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14716.170000 sec): 3 clusters Score: Raw -22206.445959 + Penalty 2564.560062 = -19641.885898 nChanged 9 SP:Iteration 1F (14716.310000 sec): 3 clusters Score: Raw -22255.711721 + Penalty 2564.560062 = -19691.151660 nChanged 2 SP:Iteration 2Q (14716.490000 sec): 3 clusters Score: Raw -22264.381696 + Penalty 2564.560062 = -19699.821635 nChanged 1 SP:Iteration 3Q (14716.690000 sec): 3 clusters Score: Raw -22268.477980 + Penalty 2564.560062 = -19703.917919 nChanged 0 SP:Iteration 4F (14716.830000 sec): 3 clusters Score: Raw -22268.477980 + Penalty 2564.560062 = -19703.917919 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 53 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14716.910000 sec): 2 clusters Score: Raw -33524.864976 + Penalty 1383.772997 = -32141.091980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14717.110000 sec): 3 clusters Score: Raw -33682.516874 + Penalty 2767.545994 = -30914.970880 nChanged 37 SP:Iteration 1F (14717.250000 sec): 3 clusters Score: Raw -33810.595696 + Penalty 2767.545994 = -31043.049702 nChanged 9 SP:Iteration 2Q (14717.420000 sec): 3 clusters Score: Raw -33853.451299 + Penalty 2767.545994 = -31085.905305 nChanged 2 SP:Iteration 3Q (14717.570000 sec): 3 clusters Score: Raw -33872.448824 + Penalty 2767.545994 = -31104.902830 nChanged 2 SP:Iteration 4Q (14717.710000 sec): 3 clusters Score: Raw -33926.551140 + Penalty 2767.545994 = -31159.005147 nChanged 2 SP:Iteration 5Q (14717.850000 sec): 3 clusters Score: Raw -33967.740053 + Penalty 2767.545994 = -31200.194060 nChanged 3 SP:Iteration 6Q (14717.990000 sec): 3 clusters Score: Raw -33980.581108 + Penalty 2767.545994 = -31213.035114 nChanged 4 SP:Iteration 7Q (14718.140000 sec): 3 clusters Score: Raw -34068.076095 + Penalty 2767.545994 = -31300.530102 nChanged 3 SP:Iteration 8Q (14718.280000 sec): 3 clusters Score: Raw -34087.211556 + Penalty 2767.545994 = -31319.665562 nChanged 2 SP:Iteration 9Q (14718.430000 sec): 3 clusters Score: Raw -34098.860736 + Penalty 2767.545994 = -31331.314743 nChanged 3 SP:Iteration 10Q (14718.520000 sec): 3 clusters Score: Raw -34117.550241 + Penalty 2767.545994 = -31350.004248 nChanged 3 SP:Iteration 11Q (14718.670000 sec): 3 clusters Score: Raw -34136.383112 + Penalty 2767.545994 = -31368.837118 nChanged 3 SP:Iteration 12Q (14718.810000 sec): 3 clusters Score: Raw -34150.732411 + Penalty 2767.545994 = -31383.186417 nChanged 1 SP:Iteration 13Q (14718.950000 sec): 3 clusters Score: Raw -34155.525526 + Penalty 2767.545994 = -31387.979533 nChanged 1 SP:Iteration 14Q (14719.100000 sec): 3 clusters Score: Raw -34160.272543 + Penalty 2767.545994 = -31392.726550 nChanged 0 SP:Iteration 15F (14719.270000 sec): 3 clusters Score: Raw -34160.272543 + Penalty 2767.545994 = -31392.726550 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 54 (1303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14719.320000 sec): 2 clusters Score: Raw -174745.451799 + Penalty 1778.761295 = -172966.690503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14719.470000 sec): 3 clusters Score: Raw -174341.564974 + Penalty 3557.522590 = -170784.042384 nChanged 358 SP:Iteration 1F (14719.610000 sec): 3 clusters Score: Raw -174661.473794 + Penalty 3557.522590 = -171103.951203 nChanged 97 SP:Iteration 2F (14719.760000 sec): 3 clusters Score: Raw -174771.885380 + Penalty 3557.522590 = -171214.362790 nChanged 47 SP:Iteration 3Q (14719.900000 sec): 3 clusters Score: Raw -174826.149729 + Penalty 3557.522590 = -171268.627139 nChanged 45 SP:Iteration 4Q (14720.050000 sec): 3 clusters Score: Raw -174897.784569 + Penalty 3557.522590 = -171340.261979 nChanged 51 SP:Iteration 5Q (14720.240000 sec): 3 clusters Score: Raw -174971.588378 + Penalty 3557.522590 = -171414.065787 nChanged 39 SP:Iteration 6Q (14720.380000 sec): 3 clusters Score: Raw -175037.202112 + Penalty 3557.522590 = -171479.679522 nChanged 34 SP:Iteration 7Q (14720.530000 sec): 3 clusters Score: Raw -175079.874123 + Penalty 3557.522590 = -171522.351533 nChanged 26 SP:Iteration 8Q (14720.670000 sec): 3 clusters Score: Raw -175109.911631 + Penalty 3557.522590 = -171552.389041 nChanged 24 SP:Iteration 9Q (14720.810000 sec): 3 clusters Score: Raw -175135.450686 + Penalty 3557.522590 = -171577.928095 nChanged 14 SP:Iteration 10Q (14720.950000 sec): 3 clusters Score: Raw -175151.535469 + Penalty 3557.522590 = -171594.012879 nChanged 10 SP:Iteration 11Q (14721.090000 sec): 3 clusters Score: Raw -175161.372690 + Penalty 3557.522590 = -171603.850100 nChanged 7 SP:Iteration 12Q (14721.230000 sec): 3 clusters Score: Raw -175168.894158 + Penalty 3557.522590 = -171611.371568 nChanged 8 SP:Iteration 13Q (14721.380000 sec): 3 clusters Score: Raw -175174.890622 + Penalty 3557.522590 = -171617.368031 nChanged 4 SP:Iteration 14Q (14721.520000 sec): 3 clusters Score: Raw -175178.827700 + Penalty 3557.522590 = -171621.305109 nChanged 1 SP:Iteration 15Q (14721.710000 sec): 3 clusters Score: Raw -175179.720545 + Penalty 3557.522590 = -171622.197955 nChanged 1 SP:Iteration 16Q (14721.850000 sec): 3 clusters Score: Raw -175180.518908 + Penalty 3557.522590 = -171622.996318 nChanged 1 SP:Iteration 17Q (14722.000000 sec): 3 clusters Score: Raw -175180.727928 + Penalty 3557.522590 = -171623.205338 nChanged 0 SP:Iteration 18F (14722.140000 sec): 3 clusters Score: Raw -175180.727928 + Penalty 3557.522590 = -171623.205338 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 55 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14722.230000 sec): 2 clusters Score: Raw -41002.550162 + Penalty 1418.637321 = -39583.912841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14722.370000 sec): 3 clusters Score: Raw -41140.823304 + Penalty 2837.274641 = -38303.548662 nChanged 24 SP:Iteration 1F (14722.550000 sec): 3 clusters Score: Raw -41215.511216 + Penalty 2837.274641 = -38378.236575 nChanged 4 SP:Iteration 2Q (14722.750000 sec): 3 clusters Score: Raw -41230.999173 + Penalty 2837.274641 = -38393.724532 nChanged 5 SP:Iteration 3Q (14722.900000 sec): 3 clusters Score: Raw -41255.078945 + Penalty 2837.274641 = -38417.804304 nChanged 3 SP:Iteration 4Q (14723.110000 sec): 3 clusters Score: Raw -41264.717056 + Penalty 2837.274641 = -38427.442414 nChanged 1 SP:Iteration 5Q (14723.290000 sec): 3 clusters Score: Raw -41273.966520 + Penalty 2837.274641 = -38436.691879 nChanged 3 SP:Iteration 6Q (14723.470000 sec): 3 clusters Score: Raw -41284.215738 + Penalty 2837.274641 = -38446.941097 nChanged 2 SP:Iteration 7Q (14723.620000 sec): 3 clusters Score: Raw -41292.568154 + Penalty 2837.274641 = -38455.293512 nChanged 3 SP:Iteration 8Q (14723.850000 sec): 3 clusters Score: Raw -41302.802679 + Penalty 2837.274641 = -38465.528038 nChanged 0 SP:Iteration 9F (14724.030000 sec): 3 clusters Score: Raw -41302.802679 + Penalty 2837.274641 = -38465.528038 nChanged 0 Iteration 179Q (14757.190000 sec): 57 clusters Score: Raw -87593710.034780 + Penalty 185159.456638 = -87408550.578141 nChanged 1015 Iteration 180F (14825.410000 sec): 57 clusters Score: Raw -87594298.883983 + Penalty 185159.456638 = -87409139.427344 nChanged 835 Iteration 181Q (14856.600000 sec): 57 clusters Score: Raw -87594542.117411 + Penalty 185159.456638 = -87409382.660773 nChanged 435 Iteration 182Q (14888.540000 sec): 57 clusters Score: Raw -87594645.455030 + Penalty 185159.456638 = -87409485.998392 nChanged 285 Iteration 183Q (14919.070000 sec): 57 clusters Score: Raw -87594702.717153 + Penalty 185159.456638 = -87409543.260514 nChanged 190 Iteration 184Q (14949.120000 sec): 57 clusters Score: Raw -87594738.149042 + Penalty 185159.456638 = -87409578.692404 nChanged 149 Iteration 185Q (14980.460000 sec): 57 clusters Score: Raw -87594773.984330 + Penalty 185159.456638 = -87409614.527692 nChanged 142 Iteration 186Q (15013.190000 sec): 57 clusters Score: Raw -87594796.664942 + Penalty 185159.456638 = -87409637.208304 nChanged 88 Iteration 187Q (15043.940000 sec): 57 clusters Score: Raw -87594807.546723 + Penalty 185159.456638 = -87409648.090085 nChanged 75 Iteration 188Q (15074.020000 sec): 57 clusters Score: Raw -87594815.764704 + Penalty 185159.456638 = -87409656.308066 nChanged 74 Iteration 189Q (15108.090000 sec): 57 clusters Score: Raw -87594823.928510 + Penalty 185159.456638 = -87409664.471871 nChanged 65 Iteration 190Q (15141.570000 sec): 57 clusters Score: Raw -87594830.322160 + Penalty 185159.456638 = -87409670.865522 nChanged 59 Iteration 191Q (15173.970000 sec): 57 clusters Score: Raw -87594836.092082 + Penalty 185159.456638 = -87409676.635444 nChanged 39 Iteration 192Q (15206.310000 sec): 57 clusters Score: Raw -87594839.524676 + Penalty 185159.456638 = -87409680.068037 nChanged 37 Iteration 193Q (15238.430000 sec): 57 clusters Score: Raw -87594842.892096 + Penalty 185159.456638 = -87409683.435458 nChanged 26 Iteration 194Q (15270.030000 sec): 57 clusters Score: Raw -87594846.032593 + Penalty 185159.456638 = -87409686.575955 nChanged 20 Iteration 195Q (15304.090000 sec): 57 clusters Score: Raw -87594850.004389 + Penalty 185159.456638 = -87409690.547751 nChanged 22 Iteration 196Q (15337.960000 sec): 57 clusters Score: Raw -87594853.172398 + Penalty 185159.456638 = -87409693.715759 nChanged 20 Iteration 197Q (15369.900000 sec): 57 clusters Score: Raw -87594856.397991 + Penalty 185159.456638 = -87409696.941353 nChanged 20 Iteration 198Q (15403.690000 sec): 57 clusters Score: Raw -87594858.667383 + Penalty 185159.456638 = -87409699.210745 nChanged 15 Iteration 199Q (15433.590000 sec): 57 clusters Score: Raw -87594860.448466 + Penalty 185159.456638 = -87409700.991827 nChanged 16 Iteration 200F (15500.540000 sec): 57 clusters Score: Raw -87594863.006234 + Penalty 185159.456638 = -87409703.549596 nChanged 7 Iteration 201Q (15531.580000 sec): 57 clusters Score: Raw -87594863.645354 + Penalty 185159.456638 = -87409704.188716 nChanged 5 Iteration 202Q (15559.170000 sec): 57 clusters Score: Raw -87594864.050808 + Penalty 185159.456638 = -87409704.594170 nChanged 2 Iteration 203Q (15589.300000 sec): 57 clusters Score: Raw -87594864.761506 + Penalty 185159.456638 = -87409705.304867 nChanged 1 Iteration 204Q (15625.590000 sec): 57 clusters Score: Raw -87594864.785205 + Penalty 185159.456638 = -87409705.328566 nChanged 0 Iteration 205F (15703.280000 sec): 57 clusters Score: Raw -87594864.785205 + Penalty 185159.456638 = -87409705.328566 nChanged 0 Compute initial score before splitting: Score: Raw -87594864.785205 + Penalty 185159.456638 = -87409705.328566 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 1 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15703.380000 sec): 2 clusters Score: Raw -20964.649001 + Penalty 1275.132562 = -19689.516439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15703.510000 sec): 3 clusters Score: Raw -21339.831388 + Penalty 2550.265124 = -18789.566264 nChanged 9 SP:Iteration 1F (15703.650000 sec): 3 clusters Score: Raw -21387.705630 + Penalty 2550.265124 = -18837.440506 nChanged 4 SP:Iteration 2Q (15703.830000 sec): 3 clusters Score: Raw -21413.724986 + Penalty 2550.265124 = -18863.459862 nChanged 5 SP:Iteration 3Q (15704.010000 sec): 3 clusters Score: Raw -21462.745170 + Penalty 2550.265124 = -18912.480046 nChanged 1 SP:Iteration 4Q (15704.190000 sec): 3 clusters Score: Raw -21469.016745 + Penalty 2550.265124 = -18918.751621 nChanged 0 SP:Iteration 5F (15704.410000 sec): 3 clusters Score: Raw -21469.016745 + Penalty 2550.265124 = -18918.751621 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 2 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15704.530000 sec): 2 clusters Score: Raw -235682.161754 + Penalty 1836.713639 = -233845.448115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15704.740000 sec): 3 clusters Score: Raw -235124.117452 + Penalty 3673.427277 = -231450.690175 nChanged 508 SP:Iteration 1F (15704.890000 sec): 3 clusters Score: Raw -235513.527469 + Penalty 3673.427277 = -231840.100192 nChanged 108 SP:Iteration 2F (15705.040000 sec): 3 clusters Score: Raw -235634.272768 + Penalty 3673.427277 = -231960.845491 nChanged 95 SP:Iteration 3F (15705.240000 sec): 3 clusters Score: Raw -235755.713636 + Penalty 3673.427277 = -232082.286359 nChanged 73 SP:Iteration 4Q (15705.440000 sec): 3 clusters Score: Raw -235838.575090 + Penalty 3673.427277 = -232165.147813 nChanged 42 SP:Iteration 5Q (15705.630000 sec): 3 clusters Score: Raw -235882.934962 + Penalty 3673.427277 = -232209.507685 nChanged 26 SP:Iteration 6Q (15705.770000 sec): 3 clusters Score: Raw -235906.196882 + Penalty 3673.427277 = -232232.769605 nChanged 20 SP:Iteration 7Q (15706.020000 sec): 3 clusters Score: Raw -235923.872780 + Penalty 3673.427277 = -232250.445503 nChanged 17 SP:Iteration 8Q (15706.180000 sec): 3 clusters Score: Raw -235944.297661 + Penalty 3673.427277 = -232270.870384 nChanged 20 SP:Iteration 9Q (15706.390000 sec): 3 clusters Score: Raw -235962.835194 + Penalty 3673.427277 = -232289.407917 nChanged 13 SP:Iteration 10Q (15706.570000 sec): 3 clusters Score: Raw -235974.078503 + Penalty 3673.427277 = -232300.651226 nChanged 10 SP:Iteration 11Q (15706.720000 sec): 3 clusters Score: Raw -235983.414367 + Penalty 3673.427277 = -232309.987090 nChanged 7 SP:Iteration 12Q (15706.890000 sec): 3 clusters Score: Raw -235987.704852 + Penalty 3673.427277 = -232314.277575 nChanged 6 SP:Iteration 13Q (15707.100000 sec): 3 clusters Score: Raw -235992.727543 + Penalty 3673.427277 = -232319.300266 nChanged 5 SP:Iteration 14Q (15707.290000 sec): 3 clusters Score: Raw -235996.679202 + Penalty 3673.427277 = -232323.251925 nChanged 6 SP:Iteration 15Q (15707.490000 sec): 3 clusters Score: Raw -236000.973844 + Penalty 3673.427277 = -232327.546567 nChanged 4 SP:Iteration 16Q (15707.650000 sec): 3 clusters Score: Raw -236003.137705 + Penalty 3673.427277 = -232329.710428 nChanged 0 SP:Iteration 17F (15707.790000 sec): 3 clusters Score: Raw -236003.137705 + Penalty 3673.427277 = -232329.710428 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 3 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15707.880000 sec): 2 clusters Score: Raw -50114.254663 + Penalty 1485.262431 = -48628.992231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15708.110000 sec): 3 clusters Score: Raw -50205.565160 + Penalty 2970.524863 = -47235.040297 nChanged 50 SP:Iteration 1F (15708.250000 sec): 3 clusters Score: Raw -50347.774313 + Penalty 2970.524863 = -47377.249450 nChanged 24 SP:Iteration 2F (15708.370000 sec): 3 clusters Score: Raw -50456.651061 + Penalty 2970.524863 = -47486.126198 nChanged 13 SP:Iteration 3Q (15708.510000 sec): 3 clusters Score: Raw -50530.899050 + Penalty 2970.524863 = -47560.374187 nChanged 11 SP:Iteration 4Q (15708.670000 sec): 3 clusters Score: Raw -50602.036709 + Penalty 2970.524863 = -47631.511846 nChanged 9 SP:Iteration 5Q (15708.850000 sec): 3 clusters Score: Raw -50656.731346 + Penalty 2970.524863 = -47686.206484 nChanged 9 SP:Iteration 6Q (15708.980000 sec): 3 clusters Score: Raw -50699.112921 + Penalty 2970.524863 = -47728.588059 nChanged 7 SP:Iteration 7Q (15709.120000 sec): 3 clusters Score: Raw -50779.229700 + Penalty 2970.524863 = -47808.704838 nChanged 6 SP:Iteration 8Q (15709.260000 sec): 3 clusters Score: Raw -50837.098687 + Penalty 2970.524863 = -47866.573825 nChanged 6 SP:Iteration 9Q (15709.400000 sec): 3 clusters Score: Raw -50905.331285 + Penalty 2970.524863 = -47934.806422 nChanged 6 SP:Iteration 10Q (15709.540000 sec): 3 clusters Score: Raw -51031.069551 + Penalty 2970.524863 = -48060.544689 nChanged 9 SP:Iteration 11Q (15709.700000 sec): 3 clusters Score: Raw -51063.873116 + Penalty 2970.524863 = -48093.348253 nChanged 8 SP:Iteration 12Q (15709.880000 sec): 3 clusters Score: Raw -51104.734100 + Penalty 2970.524863 = -48134.209237 nChanged 3 SP:Iteration 13Q (15710.050000 sec): 3 clusters Score: Raw -51117.208798 + Penalty 2970.524863 = -48146.683935 nChanged 4 SP:Iteration 14Q (15710.290000 sec): 3 clusters Score: Raw -51129.520764 + Penalty 2970.524863 = -48158.995902 nChanged 1 SP:Iteration 15Q (15710.430000 sec): 3 clusters Score: Raw -51132.435422 + Penalty 2970.524863 = -48161.910559 nChanged 3 SP:Iteration 16Q (15710.630000 sec): 3 clusters Score: Raw -51146.173124 + Penalty 2970.524863 = -48175.648262 nChanged 1 SP:Iteration 17Q (15710.770000 sec): 3 clusters Score: Raw -51148.541089 + Penalty 2970.524863 = -48178.016226 nChanged 0 SP:Iteration 18F (15710.930000 sec): 3 clusters Score: Raw -51148.541089 + Penalty 2970.524863 = -48178.016226 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 4 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15711.020000 sec): 2 clusters Score: Raw -117089.744941 + Penalty 1679.723933 = -115410.021008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15711.190000 sec): 3 clusters Score: Raw -116919.869365 + Penalty 3359.447866 = -113560.421499 nChanged 223 SP:Iteration 1F (15711.410000 sec): 3 clusters Score: Raw -117198.884077 + Penalty 3359.447866 = -113839.436211 nChanged 68 SP:Iteration 2F (15711.590000 sec): 3 clusters Score: Raw -117323.199380 + Penalty 3359.447866 = -113963.751514 nChanged 37 SP:Iteration 3Q (15711.770000 sec): 3 clusters Score: Raw -117433.583811 + Penalty 3359.447866 = -114074.135945 nChanged 37 SP:Iteration 4Q (15711.980000 sec): 3 clusters Score: Raw -117493.506488 + Penalty 3359.447866 = -114134.058622 nChanged 21 SP:Iteration 5Q (15712.140000 sec): 3 clusters Score: Raw -117534.712753 + Penalty 3359.447866 = -114175.264887 nChanged 19 SP:Iteration 6Q (15712.340000 sec): 3 clusters Score: Raw -117574.511243 + Penalty 3359.447866 = -114215.063377 nChanged 11 SP:Iteration 7Q (15712.530000 sec): 3 clusters Score: Raw -117591.120427 + Penalty 3359.447866 = -114231.672560 nChanged 11 SP:Iteration 8Q (15712.680000 sec): 3 clusters Score: Raw -117611.974181 + Penalty 3359.447866 = -114252.526315 nChanged 8 SP:Iteration 9Q (15712.830000 sec): 3 clusters Score: Raw -117627.229703 + Penalty 3359.447866 = -114267.781837 nChanged 7 SP:Iteration 10Q (15713.030000 sec): 3 clusters Score: Raw -117647.422542 + Penalty 3359.447866 = -114287.974676 nChanged 8 SP:Iteration 11Q (15713.220000 sec): 3 clusters Score: Raw -117663.649378 + Penalty 3359.447866 = -114304.201512 nChanged 7 SP:Iteration 12Q (15713.390000 sec): 3 clusters Score: Raw -117673.739180 + Penalty 3359.447866 = -114314.291313 nChanged 6 SP:Iteration 13Q (15713.550000 sec): 3 clusters Score: Raw -117680.482284 + Penalty 3359.447866 = -114321.034417 nChanged 6 SP:Iteration 14Q (15713.690000 sec): 3 clusters Score: Raw -117688.357596 + Penalty 3359.447866 = -114328.909730 nChanged 7 SP:Iteration 15Q (15713.880000 sec): 3 clusters Score: Raw -117700.801631 + Penalty 3359.447866 = -114341.353764 nChanged 2 SP:Iteration 16Q (15714.040000 sec): 3 clusters Score: Raw -117702.340880 + Penalty 3359.447866 = -114342.893014 nChanged 0 SP:Iteration 17F (15714.170000 sec): 3 clusters Score: Raw -117702.340880 + Penalty 3359.447866 = -114342.893014 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 5 (13741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15714.340000 sec): 2 clusters Score: Raw -1952489.282808 + Penalty 2362.978557 = -1950126.304251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15714.630000 sec): 3 clusters Score: Raw -1944833.705589 + Penalty 4725.957114 = -1940107.748475 nChanged 5840 SP:Iteration 1F (15714.900000 sec): 3 clusters Score: Raw -1947981.083033 + Penalty 4725.957114 = -1943255.125919 nChanged 851 SP:Iteration 2F (15715.130000 sec): 3 clusters Score: Raw -1948421.143487 + Penalty 4725.957114 = -1943695.186373 nChanged 747 SP:Iteration 3F (15715.410000 sec): 3 clusters Score: Raw -1948831.335993 + Penalty 4725.957114 = -1944105.378879 nChanged 708 SP:Iteration 4F (15715.640000 sec): 3 clusters Score: Raw -1949188.151210 + Penalty 4725.957114 = -1944462.194096 nChanged 654 SP:Iteration 5Q (15715.970000 sec): 3 clusters Score: Raw -1949513.230384 + Penalty 4725.957114 = -1944787.273270 nChanged 672 SP:Iteration 6Q (15716.290000 sec): 3 clusters Score: Raw -1949894.667717 + Penalty 4725.957114 = -1945168.710602 nChanged 707 SP:Iteration 7F (15716.550000 sec): 3 clusters Score: Raw -1950306.604241 + Penalty 4725.957114 = -1945580.647127 nChanged 722 SP:Iteration 8F (15716.800000 sec): 3 clusters Score: Raw -1950702.373981 + Penalty 4725.957114 = -1945976.416867 nChanged 647 SP:Iteration 9Q (15717.030000 sec): 3 clusters Score: Raw -1951068.093486 + Penalty 4725.957114 = -1946342.136371 nChanged 583 SP:Iteration 10Q (15717.390000 sec): 3 clusters Score: Raw -1951397.400144 + Penalty 4725.957114 = -1946671.443030 nChanged 482 SP:Iteration 11Q (15717.670000 sec): 3 clusters Score: Raw -1951655.086514 + Penalty 4725.957114 = -1946929.129400 nChanged 399 SP:Iteration 12Q (15717.890000 sec): 3 clusters Score: Raw -1951875.058634 + Penalty 4725.957114 = -1947149.101520 nChanged 323 SP:Iteration 13Q (15718.190000 sec): 3 clusters Score: Raw -1952037.514566 + Penalty 4725.957114 = -1947311.557452 nChanged 256 SP:Iteration 14Q (15718.430000 sec): 3 clusters Score: Raw -1952169.363969 + Penalty 4725.957114 = -1947443.406854 nChanged 211 SP:Iteration 15Q (15718.660000 sec): 3 clusters Score: Raw -1952268.757000 + Penalty 4725.957114 = -1947542.799886 nChanged 170 SP:Iteration 16Q (15718.910000 sec): 3 clusters Score: Raw -1952343.271392 + Penalty 4725.957114 = -1947617.314278 nChanged 163 SP:Iteration 17Q (15719.210000 sec): 3 clusters Score: Raw -1952419.171356 + Penalty 4725.957114 = -1947693.214242 nChanged 154 SP:Iteration 18Q (15719.480000 sec): 3 clusters Score: Raw -1952489.557863 + Penalty 4725.957114 = -1947763.600749 nChanged 146 SP:Iteration 19Q (15719.810000 sec): 3 clusters Score: Raw -1952554.179633 + Penalty 4725.957114 = -1947828.222519 nChanged 116 SP:Iteration 20F (15720.070000 sec): 3 clusters Score: Raw -1952603.168959 + Penalty 4725.957114 = -1947877.211845 nChanged 102 SP:Iteration 21Q (15720.360000 sec): 3 clusters Score: Raw -1952651.442560 + Penalty 4725.957114 = -1947925.485446 nChanged 94 SP:Iteration 22Q (15720.560000 sec): 3 clusters Score: Raw -1952694.777837 + Penalty 4725.957114 = -1947968.820723 nChanged 80 SP:Iteration 23Q (15720.840000 sec): 3 clusters Score: Raw -1952730.141456 + Penalty 4725.957114 = -1948004.184342 nChanged 82 SP:Iteration 24Q (15721.170000 sec): 3 clusters Score: Raw -1952768.275559 + Penalty 4725.957114 = -1948042.318444 nChanged 66 SP:Iteration 25Q (15721.390000 sec): 3 clusters Score: Raw -1952796.815435 + Penalty 4725.957114 = -1948070.858321 nChanged 51 SP:Iteration 26Q (15721.690000 sec): 3 clusters Score: Raw -1952819.201271 + Penalty 4725.957114 = -1948093.244157 nChanged 47 SP:Iteration 27Q (15721.950000 sec): 3 clusters Score: Raw -1952848.095991 + Penalty 4725.957114 = -1948122.138877 nChanged 59 SP:Iteration 28Q (15722.200000 sec): 3 clusters Score: Raw -1952892.473690 + Penalty 4725.957114 = -1948166.516575 nChanged 57 SP:Iteration 29Q (15722.480000 sec): 3 clusters Score: Raw -1952953.104966 + Penalty 4725.957114 = -1948227.147852 nChanged 69 SP:Iteration 30Q (15722.700000 sec): 3 clusters Score: Raw -1953035.610087 + Penalty 4725.957114 = -1948309.652973 nChanged 63 SP:Iteration 31Q (15723.000000 sec): 3 clusters Score: Raw -1953105.221051 + Penalty 4725.957114 = -1948379.263937 nChanged 64 SP:Iteration 32Q (15723.250000 sec): 3 clusters Score: Raw -1953153.542195 + Penalty 4725.957114 = -1948427.585081 nChanged 53 SP:Iteration 33Q (15723.530000 sec): 3 clusters Score: Raw -1953195.363710 + Penalty 4725.957114 = -1948469.406595 nChanged 39 SP:Iteration 34Q (15723.910000 sec): 3 clusters Score: Raw -1953220.117770 + Penalty 4725.957114 = -1948494.160656 nChanged 26 SP:Iteration 35Q (15724.160000 sec): 3 clusters Score: Raw -1953236.286770 + Penalty 4725.957114 = -1948510.329656 nChanged 24 SP:Iteration 36Q (15724.400000 sec): 3 clusters Score: Raw -1953254.315678 + Penalty 4725.957114 = -1948528.358564 nChanged 24 SP:Iteration 37Q (15724.670000 sec): 3 clusters Score: Raw -1953268.373105 + Penalty 4725.957114 = -1948542.415991 nChanged 17 SP:Iteration 38Q (15724.950000 sec): 3 clusters Score: Raw -1953276.561276 + Penalty 4725.957114 = -1948550.604162 nChanged 15 SP:Iteration 39Q (15725.260000 sec): 3 clusters Score: Raw -1953282.848963 + Penalty 4725.957114 = -1948556.891849 nChanged 15 SP:Iteration 40F (15725.520000 sec): 3 clusters Score: Raw -1953287.824847 + Penalty 4725.957114 = -1948561.867733 nChanged 4 SP:Iteration 41Q (15725.790000 sec): 3 clusters Score: Raw -1953288.925315 + Penalty 4725.957114 = -1948562.968200 nChanged 2 SP:Iteration 42Q (15726.100000 sec): 3 clusters Score: Raw -1953289.315051 + Penalty 4725.957114 = -1948563.357936 nChanged 1 SP:Iteration 43Q (15726.340000 sec): 3 clusters Score: Raw -1953290.037313 + Penalty 4725.957114 = -1948564.080198 nChanged 2 SP:Iteration 44Q (15726.640000 sec): 3 clusters Score: Raw -1953290.603250 + Penalty 4725.957114 = -1948564.646136 nChanged 1 SP:Iteration 45Q (15726.920000 sec): 3 clusters Score: Raw -1953290.885169 + Penalty 4725.957114 = -1948564.928055 nChanged 0 SP:Iteration 46F (15727.150000 sec): 3 clusters Score: Raw -1953290.885169 + Penalty 4725.957114 = -1948564.928055 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 6 (7726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15727.280000 sec): 2 clusters Score: Raw -1080015.163696 + Penalty 2220.181943 = -1077794.981753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15727.500000 sec): 3 clusters Score: Raw -1075985.770743 + Penalty 4440.363885 = -1071545.406857 nChanged 3108 SP:Iteration 1F (15727.720000 sec): 3 clusters Score: Raw -1077651.301033 + Penalty 4440.363885 = -1073210.937147 nChanged 505 SP:Iteration 2F (15727.950000 sec): 3 clusters Score: Raw -1077903.746344 + Penalty 4440.363885 = -1073463.382458 nChanged 420 SP:Iteration 3F (15728.200000 sec): 3 clusters Score: Raw -1078101.123060 + Penalty 4440.363885 = -1073660.759174 nChanged 299 SP:Iteration 4Q (15728.480000 sec): 3 clusters Score: Raw -1078256.098986 + Penalty 4440.363885 = -1073815.735101 nChanged 297 SP:Iteration 5Q (15728.690000 sec): 3 clusters Score: Raw -1078411.697489 + Penalty 4440.363885 = -1073971.333604 nChanged 292 SP:Iteration 6Q (15728.870000 sec): 3 clusters Score: Raw -1078571.564845 + Penalty 4440.363885 = -1074131.200960 nChanged 255 SP:Iteration 7Q (15729.110000 sec): 3 clusters Score: Raw -1078709.954610 + Penalty 4440.363885 = -1074269.590725 nChanged 258 SP:Iteration 8Q (15729.340000 sec): 3 clusters Score: Raw -1078833.360375 + Penalty 4440.363885 = -1074392.996490 nChanged 240 SP:Iteration 9Q (15729.560000 sec): 3 clusters Score: Raw -1078962.707248 + Penalty 4440.363885 = -1074522.343363 nChanged 251 SP:Iteration 10Q (15729.840000 sec): 3 clusters Score: Raw -1079113.103832 + Penalty 4440.363885 = -1074672.739947 nChanged 276 SP:Iteration 11Q (15730.010000 sec): 3 clusters Score: Raw -1079281.432299 + Penalty 4440.363885 = -1074841.068413 nChanged 264 SP:Iteration 12Q (15730.260000 sec): 3 clusters Score: Raw -1079440.696726 + Penalty 4440.363885 = -1075000.332841 nChanged 246 SP:Iteration 13Q (15730.440000 sec): 3 clusters Score: Raw -1079573.999158 + Penalty 4440.363885 = -1075133.635273 nChanged 208 SP:Iteration 14Q (15730.670000 sec): 3 clusters Score: Raw -1079695.370952 + Penalty 4440.363885 = -1075255.007066 nChanged 198 SP:Iteration 15Q (15730.900000 sec): 3 clusters Score: Raw -1079788.797193 + Penalty 4440.363885 = -1075348.433308 nChanged 151 SP:Iteration 16Q (15731.110000 sec): 3 clusters Score: Raw -1079857.543600 + Penalty 4440.363885 = -1075417.179715 nChanged 125 SP:Iteration 17Q (15731.340000 sec): 3 clusters Score: Raw -1079916.631492 + Penalty 4440.363885 = -1075476.267607 nChanged 123 SP:Iteration 18Q (15731.580000 sec): 3 clusters Score: Raw -1079979.501409 + Penalty 4440.363885 = -1075539.137524 nChanged 114 SP:Iteration 19Q (15731.770000 sec): 3 clusters Score: Raw -1080037.474303 + Penalty 4440.363885 = -1075597.110417 nChanged 106 SP:Iteration 20F (15731.980000 sec): 3 clusters Score: Raw -1080091.279121 + Penalty 4440.363885 = -1075650.915236 nChanged 105 SP:Iteration 21Q (15732.250000 sec): 3 clusters Score: Raw -1080143.805016 + Penalty 4440.363885 = -1075703.441130 nChanged 84 SP:Iteration 22Q (15732.510000 sec): 3 clusters Score: Raw -1080184.306410 + Penalty 4440.363885 = -1075743.942524 nChanged 87 SP:Iteration 23Q (15732.720000 sec): 3 clusters Score: Raw -1080224.763610 + Penalty 4440.363885 = -1075784.399725 nChanged 73 SP:Iteration 24Q (15732.980000 sec): 3 clusters Score: Raw -1080262.619386 + Penalty 4440.363885 = -1075822.255501 nChanged 84 SP:Iteration 25Q (15733.180000 sec): 3 clusters Score: Raw -1080308.876250 + Penalty 4440.363885 = -1075868.512365 nChanged 72 SP:Iteration 26Q (15733.410000 sec): 3 clusters Score: Raw -1080348.147245 + Penalty 4440.363885 = -1075907.783359 nChanged 67 SP:Iteration 27Q (15733.630000 sec): 3 clusters Score: Raw -1080381.282937 + Penalty 4440.363885 = -1075940.919051 nChanged 67 SP:Iteration 28Q (15733.830000 sec): 3 clusters Score: Raw -1080417.219441 + Penalty 4440.363885 = -1075976.855556 nChanged 56 SP:Iteration 29Q (15734.040000 sec): 3 clusters Score: Raw -1080444.474772 + Penalty 4440.363885 = -1076004.110887 nChanged 46 SP:Iteration 30Q (15734.300000 sec): 3 clusters Score: Raw -1080462.640317 + Penalty 4440.363885 = -1076022.276431 nChanged 35 SP:Iteration 31Q (15734.470000 sec): 3 clusters Score: Raw -1080476.422720 + Penalty 4440.363885 = -1076036.058835 nChanged 26 SP:Iteration 32Q (15734.750000 sec): 3 clusters Score: Raw -1080488.260861 + Penalty 4440.363885 = -1076047.896976 nChanged 20 SP:Iteration 33Q (15734.950000 sec): 3 clusters Score: Raw -1080493.857027 + Penalty 4440.363885 = -1076053.493142 nChanged 18 SP:Iteration 34Q (15735.200000 sec): 3 clusters Score: Raw -1080500.467596 + Penalty 4440.363885 = -1076060.103710 nChanged 15 SP:Iteration 35Q (15735.470000 sec): 3 clusters Score: Raw -1080505.956491 + Penalty 4440.363885 = -1076065.592606 nChanged 12 SP:Iteration 36Q (15735.670000 sec): 3 clusters Score: Raw -1080510.441756 + Penalty 4440.363885 = -1076070.077871 nChanged 6 SP:Iteration 37Q (15735.930000 sec): 3 clusters Score: Raw -1080512.361228 + Penalty 4440.363885 = -1076071.997342 nChanged 6 SP:Iteration 38Q (15736.100000 sec): 3 clusters Score: Raw -1080513.695674 + Penalty 4440.363885 = -1076073.331788 nChanged 10 SP:Iteration 39Q (15736.330000 sec): 3 clusters Score: Raw -1080516.352528 + Penalty 4440.363885 = -1076075.988643 nChanged 6 SP:Iteration 40F (15736.590000 sec): 3 clusters Score: Raw -1080517.728019 + Penalty 4440.363885 = -1076077.364134 nChanged 3 SP:Iteration 41Q (15736.840000 sec): 3 clusters Score: Raw -1080518.184255 + Penalty 4440.363885 = -1076077.820369 nChanged 0 SP:Iteration 42F (15737.030000 sec): 3 clusters Score: Raw -1080518.184255 + Penalty 4440.363885 = -1076077.820369 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 7 (7197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15737.140000 sec): 2 clusters Score: Raw -1051292.699552 + Penalty 2202.592049 = -1049090.107503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15737.400000 sec): 3 clusters Score: Raw -1047632.393512 + Penalty 4405.184098 = -1043227.209414 nChanged 2874 SP:Iteration 1F (15737.630000 sec): 3 clusters Score: Raw -1049279.090533 + Penalty 4405.184098 = -1044873.906435 nChanged 527 SP:Iteration 2F (15737.970000 sec): 3 clusters Score: Raw -1049537.043047 + Penalty 4405.184098 = -1045131.858950 nChanged 333 SP:Iteration 3Q (15738.190000 sec): 3 clusters Score: Raw -1049687.652518 + Penalty 4405.184098 = -1045282.468420 nChanged 228 SP:Iteration 4Q (15738.450000 sec): 3 clusters Score: Raw -1049778.017615 + Penalty 4405.184098 = -1045372.833517 nChanged 179 SP:Iteration 5Q (15738.670000 sec): 3 clusters Score: Raw -1049842.562118 + Penalty 4405.184098 = -1045437.378021 nChanged 146 SP:Iteration 6Q (15738.900000 sec): 3 clusters Score: Raw -1049895.333238 + Penalty 4405.184098 = -1045490.149141 nChanged 107 SP:Iteration 7Q (15739.110000 sec): 3 clusters Score: Raw -1049935.290880 + Penalty 4405.184098 = -1045530.106783 nChanged 102 SP:Iteration 8Q (15739.310000 sec): 3 clusters Score: Raw -1049972.812903 + Penalty 4405.184098 = -1045567.628806 nChanged 118 SP:Iteration 9Q (15739.530000 sec): 3 clusters Score: Raw -1050006.519486 + Penalty 4405.184098 = -1045601.335388 nChanged 87 SP:Iteration 10Q (15739.750000 sec): 3 clusters Score: Raw -1050033.764333 + Penalty 4405.184098 = -1045628.580235 nChanged 85 SP:Iteration 11Q (15739.990000 sec): 3 clusters Score: Raw -1050062.763034 + Penalty 4405.184098 = -1045657.578937 nChanged 89 SP:Iteration 12Q (15740.170000 sec): 3 clusters Score: Raw -1050093.861870 + Penalty 4405.184098 = -1045688.677772 nChanged 79 SP:Iteration 13Q (15740.390000 sec): 3 clusters Score: Raw -1050121.870439 + Penalty 4405.184098 = -1045716.686342 nChanged 78 SP:Iteration 14Q (15740.660000 sec): 3 clusters Score: Raw -1050151.068576 + Penalty 4405.184098 = -1045745.884478 nChanged 95 SP:Iteration 15Q (15740.850000 sec): 3 clusters Score: Raw -1050183.594660 + Penalty 4405.184098 = -1045778.410562 nChanged 95 SP:Iteration 16Q (15741.110000 sec): 3 clusters Score: Raw -1050222.384302 + Penalty 4405.184098 = -1045817.200205 nChanged 97 SP:Iteration 17Q (15741.300000 sec): 3 clusters Score: Raw -1050255.445367 + Penalty 4405.184098 = -1045850.261270 nChanged 80 SP:Iteration 18Q (15741.550000 sec): 3 clusters Score: Raw -1050285.109279 + Penalty 4405.184098 = -1045879.925181 nChanged 87 SP:Iteration 19Q (15741.750000 sec): 3 clusters Score: Raw -1050314.927530 + Penalty 4405.184098 = -1045909.743432 nChanged 75 SP:Iteration 20F (15741.980000 sec): 3 clusters Score: Raw -1050345.445105 + Penalty 4405.184098 = -1045940.261007 nChanged 84 SP:Iteration 21Q (15742.190000 sec): 3 clusters Score: Raw -1050380.913609 + Penalty 4405.184098 = -1045975.729511 nChanged 95 SP:Iteration 22Q (15742.400000 sec): 3 clusters Score: Raw -1050421.539967 + Penalty 4405.184098 = -1046016.355870 nChanged 96 SP:Iteration 23Q (15742.670000 sec): 3 clusters Score: Raw -1050460.593366 + Penalty 4405.184098 = -1046055.409269 nChanged 86 SP:Iteration 24Q (15742.850000 sec): 3 clusters Score: Raw -1050493.160542 + Penalty 4405.184098 = -1046087.976444 nChanged 83 SP:Iteration 25Q (15743.090000 sec): 3 clusters Score: Raw -1050530.493445 + Penalty 4405.184098 = -1046125.309348 nChanged 104 SP:Iteration 26Q (15743.290000 sec): 3 clusters Score: Raw -1050581.734784 + Penalty 4405.184098 = -1046176.550686 nChanged 110 SP:Iteration 27Q (15743.530000 sec): 3 clusters Score: Raw -1050635.098344 + Penalty 4405.184098 = -1046229.914247 nChanged 118 SP:Iteration 28Q (15743.740000 sec): 3 clusters Score: Raw -1050695.300407 + Penalty 4405.184098 = -1046290.116309 nChanged 111 SP:Iteration 29Q (15743.990000 sec): 3 clusters Score: Raw -1050753.805349 + Penalty 4405.184098 = -1046348.621251 nChanged 135 SP:Iteration 30Q (15744.210000 sec): 3 clusters Score: Raw -1050829.846350 + Penalty 4405.184098 = -1046424.662253 nChanged 125 SP:Iteration 31Q (15744.420000 sec): 3 clusters Score: Raw -1050891.736994 + Penalty 4405.184098 = -1046486.552897 nChanged 101 SP:Iteration 32Q (15744.660000 sec): 3 clusters Score: Raw -1050942.170136 + Penalty 4405.184098 = -1046536.986038 nChanged 94 SP:Iteration 33Q (15744.820000 sec): 3 clusters Score: Raw -1050990.075233 + Penalty 4405.184098 = -1046584.891135 nChanged 101 SP:Iteration 34Q (15745.000000 sec): 3 clusters Score: Raw -1051051.568535 + Penalty 4405.184098 = -1046646.384438 nChanged 98 SP:Iteration 35Q (15745.190000 sec): 3 clusters Score: Raw -1051114.478154 + Penalty 4405.184098 = -1046709.294056 nChanged 90 SP:Iteration 36Q (15745.450000 sec): 3 clusters Score: Raw -1051166.012656 + Penalty 4405.184098 = -1046760.828559 nChanged 71 SP:Iteration 37Q (15745.630000 sec): 3 clusters Score: Raw -1051207.859775 + Penalty 4405.184098 = -1046802.675678 nChanged 63 SP:Iteration 38Q (15745.830000 sec): 3 clusters Score: Raw -1051245.975904 + Penalty 4405.184098 = -1046840.791806 nChanged 62 SP:Iteration 39Q (15746.080000 sec): 3 clusters Score: Raw -1051287.293955 + Penalty 4405.184098 = -1046882.109857 nChanged 59 SP:Iteration 40F (15746.250000 sec): 3 clusters Score: Raw -1051325.323292 + Penalty 4405.184098 = -1046920.139195 nChanged 49 SP:Iteration 41Q (15746.480000 sec): 3 clusters Score: Raw -1051349.942459 + Penalty 4405.184098 = -1046944.758362 nChanged 33 SP:Iteration 42Q (15746.680000 sec): 3 clusters Score: Raw -1051367.619222 + Penalty 4405.184098 = -1046962.435124 nChanged 26 SP:Iteration 43Q (15746.890000 sec): 3 clusters Score: Raw -1051381.506484 + Penalty 4405.184098 = -1046976.322387 nChanged 26 SP:Iteration 44Q (15747.080000 sec): 3 clusters Score: Raw -1051395.544750 + Penalty 4405.184098 = -1046990.360652 nChanged 24 SP:Iteration 45Q (15747.310000 sec): 3 clusters Score: Raw -1051409.103182 + Penalty 4405.184098 = -1047003.919084 nChanged 25 SP:Iteration 46Q (15747.510000 sec): 3 clusters Score: Raw -1051423.193513 + Penalty 4405.184098 = -1047018.009415 nChanged 30 SP:Iteration 47Q (15747.740000 sec): 3 clusters Score: Raw -1051442.155011 + Penalty 4405.184098 = -1047036.970913 nChanged 25 SP:Iteration 48Q (15747.980000 sec): 3 clusters Score: Raw -1051457.678366 + Penalty 4405.184098 = -1047052.494268 nChanged 21 SP:Iteration 49Q (15748.210000 sec): 3 clusters Score: Raw -1051472.428237 + Penalty 4405.184098 = -1047067.244139 nChanged 15 SP:Iteration 50Q (15748.400000 sec): 3 clusters Score: Raw -1051483.933371 + Penalty 4405.184098 = -1047078.749273 nChanged 12 SP:Iteration 51Q (15748.630000 sec): 3 clusters Score: Raw -1051494.201389 + Penalty 4405.184098 = -1047089.017292 nChanged 13 SP:Iteration 52Q (15748.910000 sec): 3 clusters Score: Raw -1051505.854710 + Penalty 4405.184098 = -1047100.670613 nChanged 13 SP:Iteration 53Q (15749.140000 sec): 3 clusters Score: Raw -1051514.735273 + Penalty 4405.184098 = -1047109.551175 nChanged 14 SP:Iteration 54Q (15749.350000 sec): 3 clusters Score: Raw -1051524.427793 + Penalty 4405.184098 = -1047119.243696 nChanged 12 SP:Iteration 55Q (15749.610000 sec): 3 clusters Score: Raw -1051532.594453 + Penalty 4405.184098 = -1047127.410356 nChanged 11 SP:Iteration 56Q (15749.830000 sec): 3 clusters Score: Raw -1051541.716264 + Penalty 4405.184098 = -1047136.532166 nChanged 7 SP:Iteration 57Q (15750.020000 sec): 3 clusters Score: Raw -1051546.933555 + Penalty 4405.184098 = -1047141.749457 nChanged 5 SP:Iteration 58Q (15750.250000 sec): 3 clusters Score: Raw -1051550.342895 + Penalty 4405.184098 = -1047145.158797 nChanged 5 SP:Iteration 59Q (15750.480000 sec): 3 clusters Score: Raw -1051553.989966 + Penalty 4405.184098 = -1047148.805868 nChanged 5 SP:Iteration 60F (15750.650000 sec): 3 clusters Score: Raw -1051557.901558 + Penalty 4405.184098 = -1047152.717460 nChanged 4 SP:Iteration 61Q (15750.920000 sec): 3 clusters Score: Raw -1051562.882346 + Penalty 4405.184098 = -1047157.698248 nChanged 11 SP:Iteration 62Q (15751.170000 sec): 3 clusters Score: Raw -1051569.695480 + Penalty 4405.184098 = -1047164.511383 nChanged 7 SP:Iteration 63Q (15751.420000 sec): 3 clusters Score: Raw -1051573.421983 + Penalty 4405.184098 = -1047168.237885 nChanged 8 SP:Iteration 64Q (15751.630000 sec): 3 clusters Score: Raw -1051578.249394 + Penalty 4405.184098 = -1047173.065297 nChanged 5 SP:Iteration 65Q (15751.830000 sec): 3 clusters Score: Raw -1051581.453461 + Penalty 4405.184098 = -1047176.269363 nChanged 7 SP:Iteration 66Q (15752.030000 sec): 3 clusters Score: Raw -1051587.559544 + Penalty 4405.184098 = -1047182.375447 nChanged 9 SP:Iteration 67Q (15752.210000 sec): 3 clusters Score: Raw -1051596.492724 + Penalty 4405.184098 = -1047191.308627 nChanged 12 SP:Iteration 68Q (15752.430000 sec): 3 clusters Score: Raw -1051605.915693 + Penalty 4405.184098 = -1047200.731595 nChanged 4 SP:Iteration 69Q (15752.620000 sec): 3 clusters Score: Raw -1051610.450869 + Penalty 4405.184098 = -1047205.266772 nChanged 5 SP:Iteration 70Q (15752.840000 sec): 3 clusters Score: Raw -1051614.513013 + Penalty 4405.184098 = -1047209.328916 nChanged 4 SP:Iteration 71Q (15753.030000 sec): 3 clusters Score: Raw -1051617.506575 + Penalty 4405.184098 = -1047212.322478 nChanged 3 SP:Iteration 72Q (15753.230000 sec): 3 clusters Score: Raw -1051619.176585 + Penalty 4405.184098 = -1047213.992488 nChanged 1 SP:Iteration 73Q (15753.430000 sec): 3 clusters Score: Raw -1051620.293804 + Penalty 4405.184098 = -1047215.109706 nChanged 1 SP:Iteration 74Q (15753.650000 sec): 3 clusters Score: Raw -1051620.785155 + Penalty 4405.184098 = -1047215.601057 nChanged 1 SP:Iteration 75Q (15753.890000 sec): 3 clusters Score: Raw -1051621.565054 + Penalty 4405.184098 = -1047216.380957 nChanged 0 SP:Iteration 76F (15754.060000 sec): 3 clusters Score: Raw -1051621.565054 + Penalty 4405.184098 = -1047216.380957 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 8 (177139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15754.920000 sec): 2 clusters Score: Raw -25604224.039470 + Penalty 2997.003123 = -25601227.036347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15755.980000 sec): 3 clusters Score: Raw -25488457.695798 + Penalty 5994.006247 = -25482463.689551 nChanged 84803 SP:Iteration 1F (15757.070000 sec): 3 clusters Score: Raw -25537934.776423 + Penalty 5994.006247 = -25531940.770176 nChanged 5813 SP:Iteration 2Q (15758.190000 sec): 3 clusters Score: Raw -25539473.409237 + Penalty 5994.006247 = -25533479.402990 nChanged 6603 SP:Iteration 3Q (15759.260000 sec): 3 clusters Score: Raw -25541646.966498 + Penalty 5994.006247 = -25535652.960251 nChanged 8074 SP:Iteration 4Q (15760.350000 sec): 3 clusters Score: Raw -25544956.780197 + Penalty 5994.006247 = -25538962.773950 nChanged 9932 SP:Iteration 5F (15761.410000 sec): 3 clusters Score: Raw -25550237.302771 + Penalty 5994.006247 = -25544243.296524 nChanged 12389 SP:Iteration 6F (15762.540000 sec): 3 clusters Score: Raw -25558536.993536 + Penalty 5994.006247 = -25552542.987289 nChanged 14122 SP:Iteration 7F (15763.760000 sec): 3 clusters Score: Raw -25569921.379106 + Penalty 5994.006247 = -25563927.372859 nChanged 13805 SP:Iteration 8F (15764.930000 sec): 3 clusters Score: Raw -25582741.971019 + Penalty 5994.006247 = -25576747.964772 nChanged 10405 SP:Iteration 9F (15766.060000 sec): 3 clusters Score: Raw -25593172.518093 + Penalty 5994.006247 = -25587178.511846 nChanged 5839 SP:Iteration 10Q (15767.120000 sec): 3 clusters Score: Raw -25599114.935014 + Penalty 5994.006247 = -25593120.928767 nChanged 2742 SP:Iteration 11Q (15768.140000 sec): 3 clusters Score: Raw -25601756.309673 + Penalty 5994.006247 = -25595762.303426 nChanged 1439 SP:Iteration 12Q (15769.250000 sec): 3 clusters Score: Raw -25602953.721156 + Penalty 5994.006247 = -25596959.714909 nChanged 874 SP:Iteration 13Q (15770.130000 sec): 3 clusters Score: Raw -25603535.307368 + Penalty 5994.006247 = -25597541.301121 nChanged 621 SP:Iteration 14Q (15771.020000 sec): 3 clusters Score: Raw -25603882.019552 + Penalty 5994.006247 = -25597888.013305 nChanged 404 SP:Iteration 15Q (15771.850000 sec): 3 clusters Score: Raw -25604086.962282 + Penalty 5994.006247 = -25598092.956035 nChanged 317 SP:Iteration 16Q (15772.700000 sec): 3 clusters Score: Raw -25604231.260467 + Penalty 5994.006247 = -25598237.254221 nChanged 242 SP:Iteration 17Q (15773.530000 sec): 3 clusters Score: Raw -25604324.889119 + Penalty 5994.006247 = -25598330.882872 nChanged 186 SP:Iteration 18Q (15774.400000 sec): 3 clusters Score: Raw -25604389.723565 + Penalty 5994.006247 = -25598395.717318 nChanged 139 SP:Iteration 19Q (15775.310000 sec): 3 clusters Score: Raw -25604440.447478 + Penalty 5994.006247 = -25598446.441231 nChanged 139 SP:Iteration 20F (15776.380000 sec): 3 clusters Score: Raw -25604489.507245 + Penalty 5994.006247 = -25598495.500998 nChanged 111 SP:Iteration 21Q (15777.230000 sec): 3 clusters Score: Raw -25604524.819251 + Penalty 5994.006247 = -25598530.813004 nChanged 80 SP:Iteration 22Q (15778.040000 sec): 3 clusters Score: Raw -25604549.591765 + Penalty 5994.006247 = -25598555.585518 nChanged 68 SP:Iteration 23Q (15778.980000 sec): 3 clusters Score: Raw -25604571.453202 + Penalty 5994.006247 = -25598577.446955 nChanged 59 SP:Iteration 24Q (15779.880000 sec): 3 clusters Score: Raw -25604589.726121 + Penalty 5994.006247 = -25598595.719874 nChanged 47 SP:Iteration 25Q (15780.820000 sec): 3 clusters Score: Raw -25604601.005411 + Penalty 5994.006247 = -25598606.999164 nChanged 36 SP:Iteration 26Q (15781.690000 sec): 3 clusters Score: Raw -25604611.653423 + Penalty 5994.006247 = -25598617.647176 nChanged 45 SP:Iteration 27Q (15782.630000 sec): 3 clusters Score: Raw -25604625.231181 + Penalty 5994.006247 = -25598631.224934 nChanged 41 SP:Iteration 28Q (15783.580000 sec): 3 clusters Score: Raw -25604636.213457 + Penalty 5994.006247 = -25598642.207210 nChanged 40 SP:Iteration 29Q (15784.530000 sec): 3 clusters Score: Raw -25604647.888078 + Penalty 5994.006247 = -25598653.881831 nChanged 40 SP:Iteration 30Q (15785.440000 sec): 3 clusters Score: Raw -25604660.775544 + Penalty 5994.006247 = -25598666.769297 nChanged 42 SP:Iteration 31Q (15786.350000 sec): 3 clusters Score: Raw -25604673.731843 + Penalty 5994.006247 = -25598679.725596 nChanged 43 SP:Iteration 32Q (15787.320000 sec): 3 clusters Score: Raw -25604689.778707 + Penalty 5994.006247 = -25598695.772460 nChanged 29 SP:Iteration 33Q (15788.500000 sec): 3 clusters Score: Raw -25604699.792256 + Penalty 5994.006247 = -25598705.786009 nChanged 27 SP:Iteration 34Q (15789.550000 sec): 3 clusters Score: Raw -25604708.254346 + Penalty 5994.006247 = -25598714.248099 nChanged 31 SP:Iteration 35Q (15790.590000 sec): 3 clusters Score: Raw -25604717.655424 + Penalty 5994.006247 = -25598723.649177 nChanged 19 SP:Iteration 36Q (15791.530000 sec): 3 clusters Score: Raw -25604722.643533 + Penalty 5994.006247 = -25598728.637286 nChanged 17 SP:Iteration 37Q (15792.490000 sec): 3 clusters Score: Raw -25604728.934966 + Penalty 5994.006247 = -25598734.928719 nChanged 26 SP:Iteration 38Q (15793.490000 sec): 3 clusters Score: Raw -25604737.920375 + Penalty 5994.006247 = -25598743.914128 nChanged 27 SP:Iteration 39Q (15794.480000 sec): 3 clusters Score: Raw -25604748.079463 + Penalty 5994.006247 = -25598754.073216 nChanged 28 SP:Iteration 40F (15795.520000 sec): 3 clusters Score: Raw -25604756.064233 + Penalty 5994.006247 = -25598762.057986 nChanged 20 SP:Iteration 41Q (15796.510000 sec): 3 clusters Score: Raw -25604761.390555 + Penalty 5994.006247 = -25598767.384308 nChanged 13 SP:Iteration 42Q (15797.470000 sec): 3 clusters Score: Raw -25604765.980247 + Penalty 5994.006247 = -25598771.974000 nChanged 12 SP:Iteration 43Q (15798.470000 sec): 3 clusters Score: Raw -25604769.188099 + Penalty 5994.006247 = -25598775.181852 nChanged 11 SP:Iteration 44Q (15799.510000 sec): 3 clusters Score: Raw -25604771.716315 + Penalty 5994.006247 = -25598777.710068 nChanged 9 SP:Iteration 45Q (15800.390000 sec): 3 clusters Score: Raw -25604774.137871 + Penalty 5994.006247 = -25598780.131624 nChanged 11 SP:Iteration 46Q (15801.310000 sec): 3 clusters Score: Raw -25604777.923982 + Penalty 5994.006247 = -25598783.917735 nChanged 14 SP:Iteration 47Q (15802.300000 sec): 3 clusters Score: Raw -25604782.288323 + Penalty 5994.006247 = -25598788.282076 nChanged 15 SP:Iteration 48Q (15803.380000 sec): 3 clusters Score: Raw -25604786.365136 + Penalty 5994.006247 = -25598792.358889 nChanged 18 SP:Iteration 49Q (15804.370000 sec): 3 clusters Score: Raw -25604791.599982 + Penalty 5994.006247 = -25598797.593735 nChanged 14 SP:Iteration 50Q (15805.280000 sec): 3 clusters Score: Raw -25604795.356631 + Penalty 5994.006247 = -25598801.350384 nChanged 9 SP:Iteration 51Q (15806.160000 sec): 3 clusters Score: Raw -25604798.456710 + Penalty 5994.006247 = -25598804.450463 nChanged 7 SP:Iteration 52Q (15807.160000 sec): 3 clusters Score: Raw -25604800.173545 + Penalty 5994.006247 = -25598806.167298 nChanged 6 SP:Iteration 53Q (15808.030000 sec): 3 clusters Score: Raw -25604802.107619 + Penalty 5994.006247 = -25598808.101372 nChanged 5 SP:Iteration 54Q (15808.910000 sec): 3 clusters Score: Raw -25604803.231538 + Penalty 5994.006247 = -25598809.225291 nChanged 1 SP:Iteration 55Q (15809.820000 sec): 3 clusters Score: Raw -25604804.012537 + Penalty 5994.006247 = -25598810.006290 nChanged 2 SP:Iteration 56Q (15810.740000 sec): 3 clusters Score: Raw -25604804.327900 + Penalty 5994.006247 = -25598810.321653 nChanged 1 SP:Iteration 57Q (15811.670000 sec): 3 clusters Score: Raw -25604804.510092 + Penalty 5994.006247 = -25598810.503845 nChanged 2 SP:Iteration 58Q (15812.590000 sec): 3 clusters Score: Raw -25604804.844702 + Penalty 5994.006247 = -25598810.838455 nChanged 2 SP:Iteration 59Q (15813.540000 sec): 3 clusters Score: Raw -25604805.376126 + Penalty 5994.006247 = -25598811.369879 nChanged 2 SP:Iteration 60F (15814.700000 sec): 3 clusters Score: Raw -25604806.147065 + Penalty 5994.006247 = -25598812.140818 nChanged 2 SP:Iteration 61Q (15815.600000 sec): 3 clusters Score: Raw -25604806.557516 + Penalty 5994.006247 = -25598812.551269 nChanged 0 SP:Iteration 62F (15816.660000 sec): 3 clusters Score: Raw -25604806.557516 + Penalty 5994.006247 = -25598812.551269 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 9 (7232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15816.810000 sec): 2 clusters Score: Raw -1015286.249956 + Penalty 2203.795184 = -1013082.454773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15817.100000 sec): 3 clusters Score: Raw -1011575.469885 + Penalty 4407.590367 = -1007167.879518 nChanged 2871 SP:Iteration 1F (15817.350000 sec): 3 clusters Score: Raw -1013358.910608 + Penalty 4407.590367 = -1008951.320240 nChanged 602 SP:Iteration 2F (15817.550000 sec): 3 clusters Score: Raw -1013868.215623 + Penalty 4407.590367 = -1009460.625256 nChanged 515 SP:Iteration 3F (15817.770000 sec): 3 clusters Score: Raw -1014227.080650 + Penalty 4407.590367 = -1009819.490282 nChanged 387 SP:Iteration 4F (15818.040000 sec): 3 clusters Score: Raw -1014477.323395 + Penalty 4407.590367 = -1010069.733028 nChanged 344 SP:Iteration 5Q (15818.260000 sec): 3 clusters Score: Raw -1014688.071385 + Penalty 4407.590367 = -1010280.481017 nChanged 297 SP:Iteration 6Q (15818.520000 sec): 3 clusters Score: Raw -1014847.643422 + Penalty 4407.590367 = -1010440.053054 nChanged 224 SP:Iteration 7Q (15818.700000 sec): 3 clusters Score: Raw -1014954.205530 + Penalty 4407.590367 = -1010546.615162 nChanged 181 SP:Iteration 8Q (15818.960000 sec): 3 clusters Score: Raw -1015029.679258 + Penalty 4407.590367 = -1010622.088891 nChanged 134 SP:Iteration 9Q (15819.220000 sec): 3 clusters Score: Raw -1015085.754706 + Penalty 4407.590367 = -1010678.164339 nChanged 140 SP:Iteration 10Q (15819.480000 sec): 3 clusters Score: Raw -1015136.829113 + Penalty 4407.590367 = -1010729.238745 nChanged 104 SP:Iteration 11Q (15819.710000 sec): 3 clusters Score: Raw -1015176.331416 + Penalty 4407.590367 = -1010768.741049 nChanged 107 SP:Iteration 12Q (15819.960000 sec): 3 clusters Score: Raw -1015221.457627 + Penalty 4407.590367 = -1010813.867260 nChanged 102 SP:Iteration 13Q (15820.180000 sec): 3 clusters Score: Raw -1015259.546177 + Penalty 4407.590367 = -1010851.955810 nChanged 106 SP:Iteration 14Q (15820.360000 sec): 3 clusters Score: Raw -1015296.355989 + Penalty 4407.590367 = -1010888.765622 nChanged 91 SP:Iteration 15Q (15820.580000 sec): 3 clusters Score: Raw -1015329.738077 + Penalty 4407.590367 = -1010922.147710 nChanged 95 SP:Iteration 16Q (15820.790000 sec): 3 clusters Score: Raw -1015368.657701 + Penalty 4407.590367 = -1010961.067334 nChanged 114 SP:Iteration 17Q (15821.030000 sec): 3 clusters Score: Raw -1015409.657552 + Penalty 4407.590367 = -1011002.067185 nChanged 89 SP:Iteration 18Q (15821.280000 sec): 3 clusters Score: Raw -1015443.137154 + Penalty 4407.590367 = -1011035.546787 nChanged 82 SP:Iteration 19Q (15821.540000 sec): 3 clusters Score: Raw -1015470.134801 + Penalty 4407.590367 = -1011062.544434 nChanged 68 SP:Iteration 20F (15821.800000 sec): 3 clusters Score: Raw -1015492.557376 + Penalty 4407.590367 = -1011084.967008 nChanged 66 SP:Iteration 21Q (15822.020000 sec): 3 clusters Score: Raw -1015510.523414 + Penalty 4407.590367 = -1011102.933047 nChanged 55 SP:Iteration 22Q (15822.230000 sec): 3 clusters Score: Raw -1015527.349227 + Penalty 4407.590367 = -1011119.758860 nChanged 58 SP:Iteration 23Q (15822.480000 sec): 3 clusters Score: Raw -1015545.355912 + Penalty 4407.590367 = -1011137.765545 nChanged 51 SP:Iteration 24Q (15822.740000 sec): 3 clusters Score: Raw -1015560.214492 + Penalty 4407.590367 = -1011152.624124 nChanged 49 SP:Iteration 25Q (15823.000000 sec): 3 clusters Score: Raw -1015578.933389 + Penalty 4407.590367 = -1011171.343021 nChanged 55 SP:Iteration 26Q (15823.220000 sec): 3 clusters Score: Raw -1015598.583990 + Penalty 4407.590367 = -1011190.993623 nChanged 57 SP:Iteration 27Q (15823.500000 sec): 3 clusters Score: Raw -1015618.634424 + Penalty 4407.590367 = -1011211.044056 nChanged 61 SP:Iteration 28Q (15823.700000 sec): 3 clusters Score: Raw -1015638.782389 + Penalty 4407.590367 = -1011231.192021 nChanged 55 SP:Iteration 29Q (15823.940000 sec): 3 clusters Score: Raw -1015656.450531 + Penalty 4407.590367 = -1011248.860164 nChanged 49 SP:Iteration 30Q (15824.140000 sec): 3 clusters Score: Raw -1015668.528507 + Penalty 4407.590367 = -1011260.938140 nChanged 33 SP:Iteration 31Q (15824.380000 sec): 3 clusters Score: Raw -1015676.809145 + Penalty 4407.590367 = -1011269.218778 nChanged 35 SP:Iteration 32Q (15824.640000 sec): 3 clusters Score: Raw -1015687.973975 + Penalty 4407.590367 = -1011280.383608 nChanged 26 SP:Iteration 33Q (15824.850000 sec): 3 clusters Score: Raw -1015695.694622 + Penalty 4407.590367 = -1011288.104254 nChanged 20 SP:Iteration 34Q (15825.080000 sec): 3 clusters Score: Raw -1015702.126419 + Penalty 4407.590367 = -1011294.536051 nChanged 25 SP:Iteration 35Q (15825.320000 sec): 3 clusters Score: Raw -1015708.050350 + Penalty 4407.590367 = -1011300.459983 nChanged 19 SP:Iteration 36Q (15825.600000 sec): 3 clusters Score: Raw -1015711.681998 + Penalty 4407.590367 = -1011304.091631 nChanged 21 SP:Iteration 37Q (15825.800000 sec): 3 clusters Score: Raw -1015717.645810 + Penalty 4407.590367 = -1011310.055442 nChanged 21 SP:Iteration 38Q (15826.020000 sec): 3 clusters Score: Raw -1015723.361322 + Penalty 4407.590367 = -1011315.770955 nChanged 22 SP:Iteration 39Q (15826.230000 sec): 3 clusters Score: Raw -1015729.003273 + Penalty 4407.590367 = -1011321.412905 nChanged 24 SP:Iteration 40F (15826.450000 sec): 3 clusters Score: Raw -1015736.774923 + Penalty 4407.590367 = -1011329.184556 nChanged 25 SP:Iteration 41Q (15826.720000 sec): 3 clusters Score: Raw -1015743.823555 + Penalty 4407.590367 = -1011336.233188 nChanged 23 SP:Iteration 42Q (15827.000000 sec): 3 clusters Score: Raw -1015749.430858 + Penalty 4407.590367 = -1011341.840490 nChanged 25 SP:Iteration 43Q (15827.220000 sec): 3 clusters Score: Raw -1015754.386639 + Penalty 4407.590367 = -1011346.796271 nChanged 16 SP:Iteration 44Q (15827.470000 sec): 3 clusters Score: Raw -1015758.400985 + Penalty 4407.590367 = -1011350.810618 nChanged 16 SP:Iteration 45Q (15827.730000 sec): 3 clusters Score: Raw -1015762.165425 + Penalty 4407.590367 = -1011354.575057 nChanged 12 SP:Iteration 46Q (15827.990000 sec): 3 clusters Score: Raw -1015764.855529 + Penalty 4407.590367 = -1011357.265161 nChanged 11 SP:Iteration 47Q (15828.190000 sec): 3 clusters Score: Raw -1015767.145207 + Penalty 4407.590367 = -1011359.554840 nChanged 7 SP:Iteration 48Q (15828.410000 sec): 3 clusters Score: Raw -1015769.330274 + Penalty 4407.590367 = -1011361.739906 nChanged 8 SP:Iteration 49Q (15828.610000 sec): 3 clusters Score: Raw -1015770.677211 + Penalty 4407.590367 = -1011363.086844 nChanged 6 SP:Iteration 50Q (15828.790000 sec): 3 clusters Score: Raw -1015771.981868 + Penalty 4407.590367 = -1011364.391501 nChanged 6 SP:Iteration 51Q (15829.020000 sec): 3 clusters Score: Raw -1015772.988599 + Penalty 4407.590367 = -1011365.398231 nChanged 5 SP:Iteration 52Q (15829.240000 sec): 3 clusters Score: Raw -1015773.673768 + Penalty 4407.590367 = -1011366.083400 nChanged 1 SP:Iteration 53Q (15829.490000 sec): 3 clusters Score: Raw -1015773.848362 + Penalty 4407.590367 = -1011366.257994 nChanged 4 SP:Iteration 54Q (15829.650000 sec): 3 clusters Score: Raw -1015774.428461 + Penalty 4407.590367 = -1011366.838093 nChanged 1 SP:Iteration 55Q (15829.850000 sec): 3 clusters Score: Raw -1015774.508903 + Penalty 4407.590367 = -1011366.918535 nChanged 0 SP:Iteration 56F (15830.130000 sec): 3 clusters Score: Raw -1015774.508903 + Penalty 4407.590367 = -1011366.918535 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 10 (11183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15830.240000 sec): 2 clusters Score: Raw -1664134.284304 + Penalty 2311.893212 = -1661822.391093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15830.460000 sec): 3 clusters Score: Raw -1658062.085798 + Penalty 4623.786423 = -1653438.299375 nChanged 4621 SP:Iteration 1F (15830.740000 sec): 3 clusters Score: Raw -1660682.923195 + Penalty 4623.786423 = -1656059.136772 nChanged 772 SP:Iteration 2F (15830.970000 sec): 3 clusters Score: Raw -1661247.159662 + Penalty 4623.786423 = -1656623.373239 nChanged 776 SP:Iteration 3F (15831.200000 sec): 3 clusters Score: Raw -1661878.745549 + Penalty 4623.786423 = -1657254.959126 nChanged 802 SP:Iteration 4F (15831.440000 sec): 3 clusters Score: Raw -1662505.186115 + Penalty 4623.786423 = -1657881.399692 nChanged 794 SP:Iteration 5F (15831.670000 sec): 3 clusters Score: Raw -1663045.375815 + Penalty 4623.786423 = -1658421.589391 nChanged 685 SP:Iteration 6F (15831.910000 sec): 3 clusters Score: Raw -1663484.536863 + Penalty 4623.786423 = -1658860.750439 nChanged 601 SP:Iteration 7F (15832.160000 sec): 3 clusters Score: Raw -1663878.275169 + Penalty 4623.786423 = -1659254.488745 nChanged 515 SP:Iteration 8Q (15832.430000 sec): 3 clusters Score: Raw -1664215.147872 + Penalty 4623.786423 = -1659591.361448 nChanged 450 SP:Iteration 9Q (15832.670000 sec): 3 clusters Score: Raw -1664494.581757 + Penalty 4623.786423 = -1659870.795334 nChanged 340 SP:Iteration 10Q (15832.930000 sec): 3 clusters Score: Raw -1664677.342258 + Penalty 4623.786423 = -1660053.555835 nChanged 264 SP:Iteration 11Q (15833.220000 sec): 3 clusters Score: Raw -1664812.143979 + Penalty 4623.786423 = -1660188.357555 nChanged 201 SP:Iteration 12Q (15833.460000 sec): 3 clusters Score: Raw -1664910.007402 + Penalty 4623.786423 = -1660286.220979 nChanged 163 SP:Iteration 13Q (15833.670000 sec): 3 clusters Score: Raw -1664988.006925 + Penalty 4623.786423 = -1660364.220502 nChanged 123 SP:Iteration 14Q (15833.920000 sec): 3 clusters Score: Raw -1665042.447033 + Penalty 4623.786423 = -1660418.660610 nChanged 107 SP:Iteration 15Q (15834.110000 sec): 3 clusters Score: Raw -1665094.724338 + Penalty 4623.786423 = -1660470.937915 nChanged 85 SP:Iteration 16Q (15834.330000 sec): 3 clusters Score: Raw -1665130.909547 + Penalty 4623.786423 = -1660507.123123 nChanged 86 SP:Iteration 17Q (15834.570000 sec): 3 clusters Score: Raw -1665167.883058 + Penalty 4623.786423 = -1660544.096635 nChanged 63 SP:Iteration 18Q (15834.840000 sec): 3 clusters Score: Raw -1665196.716781 + Penalty 4623.786423 = -1660572.930358 nChanged 70 SP:Iteration 19Q (15835.070000 sec): 3 clusters Score: Raw -1665231.807591 + Penalty 4623.786423 = -1660608.021168 nChanged 75 SP:Iteration 20F (15835.320000 sec): 3 clusters Score: Raw -1665264.495325 + Penalty 4623.786423 = -1660640.708902 nChanged 56 SP:Iteration 21Q (15835.550000 sec): 3 clusters Score: Raw -1665289.474706 + Penalty 4623.786423 = -1660665.688283 nChanged 47 SP:Iteration 22Q (15835.810000 sec): 3 clusters Score: Raw -1665311.666110 + Penalty 4623.786423 = -1660687.879687 nChanged 37 SP:Iteration 23Q (15836.030000 sec): 3 clusters Score: Raw -1665330.305937 + Penalty 4623.786423 = -1660706.519513 nChanged 46 SP:Iteration 24Q (15836.310000 sec): 3 clusters Score: Raw -1665353.375735 + Penalty 4623.786423 = -1660729.589312 nChanged 43 SP:Iteration 25Q (15836.530000 sec): 3 clusters Score: Raw -1665375.300153 + Penalty 4623.786423 = -1660751.513729 nChanged 37 SP:Iteration 26Q (15836.770000 sec): 3 clusters Score: Raw -1665393.425273 + Penalty 4623.786423 = -1660769.638850 nChanged 42 SP:Iteration 27Q (15837.000000 sec): 3 clusters Score: Raw -1665412.684628 + Penalty 4623.786423 = -1660788.898204 nChanged 27 SP:Iteration 28Q (15837.230000 sec): 3 clusters Score: Raw -1665425.704422 + Penalty 4623.786423 = -1660801.917998 nChanged 20 SP:Iteration 29Q (15837.470000 sec): 3 clusters Score: Raw -1665436.450779 + Penalty 4623.786423 = -1660812.664355 nChanged 17 SP:Iteration 30Q (15837.710000 sec): 3 clusters Score: Raw -1665447.291657 + Penalty 4623.786423 = -1660823.505234 nChanged 19 SP:Iteration 31Q (15837.970000 sec): 3 clusters Score: Raw -1665455.996027 + Penalty 4623.786423 = -1660832.209603 nChanged 21 SP:Iteration 32Q (15838.160000 sec): 3 clusters Score: Raw -1665467.065324 + Penalty 4623.786423 = -1660843.278901 nChanged 20 SP:Iteration 33Q (15838.420000 sec): 3 clusters Score: Raw -1665479.913548 + Penalty 4623.786423 = -1660856.127125 nChanged 20 SP:Iteration 34Q (15838.640000 sec): 3 clusters Score: Raw -1665491.371661 + Penalty 4623.786423 = -1660867.585238 nChanged 17 SP:Iteration 35Q (15838.850000 sec): 3 clusters Score: Raw -1665500.839700 + Penalty 4623.786423 = -1660877.053277 nChanged 20 SP:Iteration 36Q (15839.060000 sec): 3 clusters Score: Raw -1665515.219756 + Penalty 4623.786423 = -1660891.433333 nChanged 18 SP:Iteration 37Q (15839.290000 sec): 3 clusters Score: Raw -1665527.029570 + Penalty 4623.786423 = -1660903.243147 nChanged 21 SP:Iteration 38Q (15839.480000 sec): 3 clusters Score: Raw -1665540.558304 + Penalty 4623.786423 = -1660916.771881 nChanged 18 SP:Iteration 39Q (15839.750000 sec): 3 clusters Score: Raw -1665550.503652 + Penalty 4623.786423 = -1660926.717229 nChanged 18 SP:Iteration 40F (15839.940000 sec): 3 clusters Score: Raw -1665562.397396 + Penalty 4623.786423 = -1660938.610973 nChanged 21 SP:Iteration 41Q (15840.190000 sec): 3 clusters Score: Raw -1665574.502531 + Penalty 4623.786423 = -1660950.716107 nChanged 16 SP:Iteration 42Q (15840.440000 sec): 3 clusters Score: Raw -1665584.479768 + Penalty 4623.786423 = -1660960.693345 nChanged 16 SP:Iteration 43Q (15840.660000 sec): 3 clusters Score: Raw -1665596.631147 + Penalty 4623.786423 = -1660972.844723 nChanged 21 SP:Iteration 44Q (15840.870000 sec): 3 clusters Score: Raw -1665613.390229 + Penalty 4623.786423 = -1660989.603805 nChanged 18 SP:Iteration 45Q (15841.120000 sec): 3 clusters Score: Raw -1665631.756071 + Penalty 4623.786423 = -1661007.969647 nChanged 24 SP:Iteration 46Q (15841.350000 sec): 3 clusters Score: Raw -1665654.042575 + Penalty 4623.786423 = -1661030.256152 nChanged 23 SP:Iteration 47Q (15841.590000 sec): 3 clusters Score: Raw -1665672.639802 + Penalty 4623.786423 = -1661048.853379 nChanged 20 SP:Iteration 48Q (15841.830000 sec): 3 clusters Score: Raw -1665692.791290 + Penalty 4623.786423 = -1661069.004867 nChanged 17 SP:Iteration 49Q (15842.050000 sec): 3 clusters Score: Raw -1665706.043003 + Penalty 4623.786423 = -1661082.256580 nChanged 17 SP:Iteration 50Q (15842.300000 sec): 3 clusters Score: Raw -1665717.573258 + Penalty 4623.786423 = -1661093.786834 nChanged 11 SP:Iteration 51Q (15842.510000 sec): 3 clusters Score: Raw -1665727.024647 + Penalty 4623.786423 = -1661103.238224 nChanged 12 SP:Iteration 52Q (15842.730000 sec): 3 clusters Score: Raw -1665737.983207 + Penalty 4623.786423 = -1661114.196784 nChanged 15 SP:Iteration 53Q (15842.950000 sec): 3 clusters Score: Raw -1665747.533241 + Penalty 4623.786423 = -1661123.746818 nChanged 12 SP:Iteration 54Q (15843.130000 sec): 3 clusters Score: Raw -1665756.964630 + Penalty 4623.786423 = -1661133.178207 nChanged 13 SP:Iteration 55Q (15843.360000 sec): 3 clusters Score: Raw -1665767.717150 + Penalty 4623.786423 = -1661143.930727 nChanged 9 SP:Iteration 56Q (15843.600000 sec): 3 clusters Score: Raw -1665773.936828 + Penalty 4623.786423 = -1661150.150405 nChanged 8 SP:Iteration 57Q (15843.810000 sec): 3 clusters Score: Raw -1665779.511811 + Penalty 4623.786423 = -1661155.725388 nChanged 5 SP:Iteration 58Q (15844.020000 sec): 3 clusters Score: Raw -1665782.913969 + Penalty 4623.786423 = -1661159.127545 nChanged 2 SP:Iteration 59Q (15844.270000 sec): 3 clusters Score: Raw -1665784.058602 + Penalty 4623.786423 = -1661160.272179 nChanged 2 SP:Iteration 60F (15844.470000 sec): 3 clusters Score: Raw -1665784.948309 + Penalty 4623.786423 = -1661161.161886 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 11 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15844.570000 sec): 2 clusters Score: Raw -37253.478982 + Penalty 1399.192954 = -35854.286028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15844.750000 sec): 3 clusters Score: Raw -37459.107989 + Penalty 2798.385907 = -34660.722081 nChanged 42 SP:Iteration 1F (15844.950000 sec): 3 clusters Score: Raw -37590.275977 + Penalty 2798.385907 = -34791.890070 nChanged 11 SP:Iteration 2Q (15845.110000 sec): 3 clusters Score: Raw -37623.895795 + Penalty 2798.385907 = -34825.509887 nChanged 0 SP:Iteration 3F (15845.310000 sec): 3 clusters Score: Raw -37623.895795 + Penalty 2798.385907 = -34825.509887 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 12 (21573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15845.510000 sec): 2 clusters Score: Raw -3154772.862824 + Penalty 2474.841057 = -3152298.021767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15845.780000 sec): 3 clusters Score: Raw -3142203.502264 + Penalty 4949.682115 = -3137253.820149 nChanged 9513 SP:Iteration 1F (15846.070000 sec): 3 clusters Score: Raw -3147234.046828 + Penalty 4949.682115 = -3142284.364713 nChanged 1061 SP:Iteration 2Q (15846.350000 sec): 3 clusters Score: Raw -3147592.448643 + Penalty 4949.682115 = -3142642.766529 nChanged 957 SP:Iteration 3Q (15846.640000 sec): 3 clusters Score: Raw -3147927.894323 + Penalty 4949.682115 = -3142978.212208 nChanged 897 SP:Iteration 4Q (15846.920000 sec): 3 clusters Score: Raw -3148273.167877 + Penalty 4949.682115 = -3143323.485763 nChanged 974 SP:Iteration 5Q (15847.220000 sec): 3 clusters Score: Raw -3148715.917665 + Penalty 4949.682115 = -3143766.235550 nChanged 1150 SP:Iteration 6F (15847.520000 sec): 3 clusters Score: Raw -3149381.516074 + Penalty 4949.682115 = -3144431.833959 nChanged 1347 SP:Iteration 7F (15847.750000 sec): 3 clusters Score: Raw -3150310.944102 + Penalty 4949.682115 = -3145361.261987 nChanged 1388 SP:Iteration 8F (15848.040000 sec): 3 clusters Score: Raw -3151372.561924 + Penalty 4949.682115 = -3146422.879809 nChanged 1292 SP:Iteration 9F (15848.310000 sec): 3 clusters Score: Raw -3152441.507514 + Penalty 4949.682115 = -3147491.825400 nChanged 1080 SP:Iteration 10F (15848.560000 sec): 3 clusters Score: Raw -3153372.863164 + Penalty 4949.682115 = -3148423.181049 nChanged 777 SP:Iteration 11Q (15848.880000 sec): 3 clusters Score: Raw -3154005.926963 + Penalty 4949.682115 = -3149056.244848 nChanged 489 SP:Iteration 12Q (15849.140000 sec): 3 clusters Score: Raw -3154414.102878 + Penalty 4949.682115 = -3149464.420764 nChanged 301 SP:Iteration 13Q (15849.440000 sec): 3 clusters Score: Raw -3154675.841614 + Penalty 4949.682115 = -3149726.159499 nChanged 162 SP:Iteration 14Q (15849.710000 sec): 3 clusters Score: Raw -3154823.774178 + Penalty 4949.682115 = -3149874.092064 nChanged 107 SP:Iteration 15Q (15849.980000 sec): 3 clusters Score: Raw -3154927.000196 + Penalty 4949.682115 = -3149977.318081 nChanged 64 SP:Iteration 16Q (15850.240000 sec): 3 clusters Score: Raw -3154990.188040 + Penalty 4949.682115 = -3150040.505926 nChanged 41 SP:Iteration 17Q (15850.480000 sec): 3 clusters Score: Raw -3155030.866652 + Penalty 4949.682115 = -3150081.184537 nChanged 30 SP:Iteration 18Q (15850.770000 sec): 3 clusters Score: Raw -3155059.515669 + Penalty 4949.682115 = -3150109.833555 nChanged 21 SP:Iteration 19Q (15851.030000 sec): 3 clusters Score: Raw -3155076.441564 + Penalty 4949.682115 = -3150126.759449 nChanged 19 SP:Iteration 20F (15851.330000 sec): 3 clusters Score: Raw -3155094.538801 + Penalty 4949.682115 = -3150144.856686 nChanged 14 SP:Iteration 21Q (15851.590000 sec): 3 clusters Score: Raw -3155109.697392 + Penalty 4949.682115 = -3150160.015277 nChanged 16 SP:Iteration 22Q (15851.840000 sec): 3 clusters Score: Raw -3155123.761830 + Penalty 4949.682115 = -3150174.079716 nChanged 8 SP:Iteration 23Q (15852.150000 sec): 3 clusters Score: Raw -3155131.967424 + Penalty 4949.682115 = -3150182.285309 nChanged 8 SP:Iteration 24Q (15852.420000 sec): 3 clusters Score: Raw -3155140.763079 + Penalty 4949.682115 = -3150191.080964 nChanged 5 SP:Iteration 25Q (15852.680000 sec): 3 clusters Score: Raw -3155145.053730 + Penalty 4949.682115 = -3150195.371616 nChanged 4 SP:Iteration 26Q (15852.950000 sec): 3 clusters Score: Raw -3155150.293012 + Penalty 4949.682115 = -3150200.610897 nChanged 3 SP:Iteration 27Q (15853.230000 sec): 3 clusters Score: Raw -3155152.567487 + Penalty 4949.682115 = -3150202.885373 nChanged 3 SP:Iteration 28Q (15853.480000 sec): 3 clusters Score: Raw -3155156.158892 + Penalty 4949.682115 = -3150206.476777 nChanged 2 SP:Iteration 29Q (15853.710000 sec): 3 clusters Score: Raw -3155157.549648 + Penalty 4949.682115 = -3150207.867534 nChanged 2 SP:Iteration 30Q (15853.970000 sec): 3 clusters Score: Raw -3155158.764359 + Penalty 4949.682115 = -3150209.082245 nChanged 1 SP:Iteration 31Q (15854.250000 sec): 3 clusters Score: Raw -3155159.566074 + Penalty 4949.682115 = -3150209.883960 nChanged 0 SP:Iteration 32F (15854.530000 sec): 3 clusters Score: Raw -3155159.566074 + Penalty 4949.682115 = -3150209.883960 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 13 (45367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15854.770000 sec): 2 clusters Score: Raw -6635824.003270 + Penalty 2659.189981 = -6633164.813289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15855.190000 sec): 3 clusters Score: Raw -6607838.565519 + Penalty 5318.379963 = -6602520.185557 nChanged 20911 SP:Iteration 1F (15855.620000 sec): 3 clusters Score: Raw -6619224.163365 + Penalty 5318.379963 = -6613905.783402 nChanged 1950 SP:Iteration 2Q (15856.050000 sec): 3 clusters Score: Raw -6619859.628495 + Penalty 5318.379963 = -6614541.248532 nChanged 2023 SP:Iteration 3Q (15856.460000 sec): 3 clusters Score: Raw -6620635.982132 + Penalty 5318.379963 = -6615317.602170 nChanged 2280 SP:Iteration 4F (15856.860000 sec): 3 clusters Score: Raw -6621693.848448 + Penalty 5318.379963 = -6616375.468485 nChanged 2652 SP:Iteration 5F (15857.270000 sec): 3 clusters Score: Raw -6623250.586111 + Penalty 5318.379963 = -6617932.206148 nChanged 3147 SP:Iteration 6F (15857.680000 sec): 3 clusters Score: Raw -6625457.447753 + Penalty 5318.379963 = -6620139.067790 nChanged 3286 SP:Iteration 7F (15858.090000 sec): 3 clusters Score: Raw -6628013.972693 + Penalty 5318.379963 = -6622695.592731 nChanged 2954 SP:Iteration 8F (15858.470000 sec): 3 clusters Score: Raw -6630446.379103 + Penalty 5318.379963 = -6625127.999141 nChanged 2436 SP:Iteration 9F (15858.890000 sec): 3 clusters Score: Raw -6632463.228288 + Penalty 5318.379963 = -6627144.848325 nChanged 1716 SP:Iteration 10Q (15859.330000 sec): 3 clusters Score: Raw -6633851.581376 + Penalty 5318.379963 = -6628533.201414 nChanged 1203 SP:Iteration 11Q (15859.730000 sec): 3 clusters Score: Raw -6634857.293945 + Penalty 5318.379963 = -6629538.913982 nChanged 722 SP:Iteration 12Q (15860.150000 sec): 3 clusters Score: Raw -6635457.851232 + Penalty 5318.379963 = -6630139.471269 nChanged 453 SP:Iteration 13Q (15860.550000 sec): 3 clusters Score: Raw -6635816.539725 + Penalty 5318.379963 = -6630498.159762 nChanged 217 SP:Iteration 14Q (15860.900000 sec): 3 clusters Score: Raw -6635998.305668 + Penalty 5318.379963 = -6630679.925705 nChanged 114 SP:Iteration 15Q (15861.290000 sec): 3 clusters Score: Raw -6636087.116956 + Penalty 5318.379963 = -6630768.736994 nChanged 60 SP:Iteration 16Q (15861.650000 sec): 3 clusters Score: Raw -6636133.495249 + Penalty 5318.379963 = -6630815.115286 nChanged 31 SP:Iteration 17Q (15862.070000 sec): 3 clusters Score: Raw -6636159.454362 + Penalty 5318.379963 = -6630841.074399 nChanged 19 SP:Iteration 18Q (15862.480000 sec): 3 clusters Score: Raw -6636174.719460 + Penalty 5318.379963 = -6630856.339498 nChanged 11 SP:Iteration 19Q (15862.890000 sec): 3 clusters Score: Raw -6636184.019486 + Penalty 5318.379963 = -6630865.639523 nChanged 5 SP:Iteration 20F (15863.300000 sec): 3 clusters Score: Raw -6636188.673337 + Penalty 5318.379963 = -6630870.293375 nChanged 8 SP:Iteration 21Q (15863.680000 sec): 3 clusters Score: Raw -6636195.111122 + Penalty 5318.379963 = -6630876.731159 nChanged 9 SP:Iteration 22Q (15864.120000 sec): 3 clusters Score: Raw -6636202.448764 + Penalty 5318.379963 = -6630884.068801 nChanged 10 SP:Iteration 23Q (15864.520000 sec): 3 clusters Score: Raw -6636209.772052 + Penalty 5318.379963 = -6630891.392090 nChanged 7 SP:Iteration 24Q (15864.940000 sec): 3 clusters Score: Raw -6636214.538047 + Penalty 5318.379963 = -6630896.158084 nChanged 8 SP:Iteration 25Q (15865.370000 sec): 3 clusters Score: Raw -6636219.981358 + Penalty 5318.379963 = -6630901.601395 nChanged 7 SP:Iteration 26Q (15865.670000 sec): 3 clusters Score: Raw -6636225.535257 + Penalty 5318.379963 = -6630907.155294 nChanged 4 SP:Iteration 27Q (15866.070000 sec): 3 clusters Score: Raw -6636229.053177 + Penalty 5318.379963 = -6630910.673215 nChanged 6 SP:Iteration 28Q (15866.450000 sec): 3 clusters Score: Raw -6636234.742165 + Penalty 5318.379963 = -6630916.362203 nChanged 4 SP:Iteration 29Q (15866.850000 sec): 3 clusters Score: Raw -6636237.617135 + Penalty 5318.379963 = -6630919.237172 nChanged 1 SP:Iteration 30Q (15867.230000 sec): 3 clusters Score: Raw -6636238.107779 + Penalty 5318.379963 = -6630919.727816 nChanged 0 SP:Iteration 31F (15867.630000 sec): 3 clusters Score: Raw -6636238.107779 + Penalty 5318.379963 = -6630919.727816 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 14 (10205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15867.750000 sec): 2 clusters Score: Raw -1408803.424247 + Penalty 2289.197003 = -1406514.227244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15867.990000 sec): 3 clusters Score: Raw -1403309.903298 + Penalty 4578.394005 = -1398731.509292 nChanged 4301 SP:Iteration 1F (15868.230000 sec): 3 clusters Score: Raw -1405622.459130 + Penalty 4578.394005 = -1401044.065125 nChanged 664 SP:Iteration 2F (15868.440000 sec): 3 clusters Score: Raw -1405956.369447 + Penalty 4578.394005 = -1401377.975442 nChanged 521 SP:Iteration 3F (15868.650000 sec): 3 clusters Score: Raw -1406204.571197 + Penalty 4578.394005 = -1401626.177191 nChanged 457 SP:Iteration 4Q (15868.870000 sec): 3 clusters Score: Raw -1406450.994673 + Penalty 4578.394005 = -1401872.600667 nChanged 429 SP:Iteration 5Q (15869.110000 sec): 3 clusters Score: Raw -1406700.456189 + Penalty 4578.394005 = -1402122.062183 nChanged 433 SP:Iteration 6Q (15869.320000 sec): 3 clusters Score: Raw -1406967.258541 + Penalty 4578.394005 = -1402388.864536 nChanged 427 SP:Iteration 7Q (15869.520000 sec): 3 clusters Score: Raw -1407246.156935 + Penalty 4578.394005 = -1402667.762930 nChanged 445 SP:Iteration 8Q (15869.780000 sec): 3 clusters Score: Raw -1407537.356566 + Penalty 4578.394005 = -1402958.962561 nChanged 424 SP:Iteration 9Q (15869.950000 sec): 3 clusters Score: Raw -1407821.892820 + Penalty 4578.394005 = -1403243.498815 nChanged 399 SP:Iteration 10Q (15870.190000 sec): 3 clusters Score: Raw -1408124.464799 + Penalty 4578.394005 = -1403546.070793 nChanged 339 SP:Iteration 11Q (15870.400000 sec): 3 clusters Score: Raw -1408403.486372 + Penalty 4578.394005 = -1403825.092367 nChanged 253 SP:Iteration 12Q (15870.630000 sec): 3 clusters Score: Raw -1408618.328186 + Penalty 4578.394005 = -1404039.934181 nChanged 214 SP:Iteration 13Q (15870.860000 sec): 3 clusters Score: Raw -1408762.490057 + Penalty 4578.394005 = -1404184.096052 nChanged 155 SP:Iteration 14Q (15871.060000 sec): 3 clusters Score: Raw -1408854.593203 + Penalty 4578.394005 = -1404276.199197 nChanged 125 SP:Iteration 15Q (15871.330000 sec): 3 clusters Score: Raw -1408926.017082 + Penalty 4578.394005 = -1404347.623076 nChanged 103 SP:Iteration 16Q (15871.540000 sec): 3 clusters Score: Raw -1408976.322122 + Penalty 4578.394005 = -1404397.928117 nChanged 80 SP:Iteration 17Q (15871.760000 sec): 3 clusters Score: Raw -1409016.216682 + Penalty 4578.394005 = -1404437.822677 nChanged 64 SP:Iteration 18Q (15871.950000 sec): 3 clusters Score: Raw -1409044.132146 + Penalty 4578.394005 = -1404465.738141 nChanged 49 SP:Iteration 19Q (15872.190000 sec): 3 clusters Score: Raw -1409062.574742 + Penalty 4578.394005 = -1404484.180736 nChanged 38 SP:Iteration 20F (15872.430000 sec): 3 clusters Score: Raw -1409077.568288 + Penalty 4578.394005 = -1404499.174282 nChanged 27 SP:Iteration 21Q (15872.630000 sec): 3 clusters Score: Raw -1409086.831189 + Penalty 4578.394005 = -1404508.437184 nChanged 23 SP:Iteration 22Q (15872.870000 sec): 3 clusters Score: Raw -1409094.857044 + Penalty 4578.394005 = -1404516.463039 nChanged 17 SP:Iteration 23Q (15873.070000 sec): 3 clusters Score: Raw -1409100.802774 + Penalty 4578.394005 = -1404522.408769 nChanged 17 SP:Iteration 24Q (15873.300000 sec): 3 clusters Score: Raw -1409107.902471 + Penalty 4578.394005 = -1404529.508465 nChanged 15 SP:Iteration 25Q (15873.490000 sec): 3 clusters Score: Raw -1409114.293502 + Penalty 4578.394005 = -1404535.899497 nChanged 12 SP:Iteration 26Q (15873.710000 sec): 3 clusters Score: Raw -1409118.927891 + Penalty 4578.394005 = -1404540.533886 nChanged 13 SP:Iteration 27Q (15873.920000 sec): 3 clusters Score: Raw -1409122.961091 + Penalty 4578.394005 = -1404544.567085 nChanged 12 SP:Iteration 28Q (15874.170000 sec): 3 clusters Score: Raw -1409127.388082 + Penalty 4578.394005 = -1404548.994076 nChanged 11 SP:Iteration 29Q (15874.390000 sec): 3 clusters Score: Raw -1409131.221206 + Penalty 4578.394005 = -1404552.827201 nChanged 7 SP:Iteration 30Q (15874.580000 sec): 3 clusters Score: Raw -1409133.069689 + Penalty 4578.394005 = -1404554.675684 nChanged 9 SP:Iteration 31Q (15874.790000 sec): 3 clusters Score: Raw -1409135.434844 + Penalty 4578.394005 = -1404557.040839 nChanged 11 SP:Iteration 32Q (15875.030000 sec): 3 clusters Score: Raw -1409137.975186 + Penalty 4578.394005 = -1404559.581181 nChanged 5 SP:Iteration 33Q (15875.280000 sec): 3 clusters Score: Raw -1409140.474121 + Penalty 4578.394005 = -1404562.080116 nChanged 7 SP:Iteration 34Q (15875.490000 sec): 3 clusters Score: Raw -1409142.508093 + Penalty 4578.394005 = -1404564.114088 nChanged 4 SP:Iteration 35Q (15875.680000 sec): 3 clusters Score: Raw -1409143.310488 + Penalty 4578.394005 = -1404564.916482 nChanged 1 SP:Iteration 36Q (15875.920000 sec): 3 clusters Score: Raw -1409143.485879 + Penalty 4578.394005 = -1404565.091874 nChanged 1 SP:Iteration 37Q (15876.100000 sec): 3 clusters Score: Raw -1409143.636740 + Penalty 4578.394005 = -1404565.242735 nChanged 2 SP:Iteration 38Q (15876.310000 sec): 3 clusters Score: Raw -1409144.294286 + Penalty 4578.394005 = -1404565.900281 nChanged 3 SP:Iteration 39Q (15876.540000 sec): 3 clusters Score: Raw -1409145.541763 + Penalty 4578.394005 = -1404567.147758 nChanged 3 SP:Iteration 40F (15876.770000 sec): 3 clusters Score: Raw -1409146.372833 + Penalty 4578.394005 = -1404567.978827 nChanged 2 SP:Iteration 41Q (15876.970000 sec): 3 clusters Score: Raw -1409147.088228 + Penalty 4578.394005 = -1404568.694222 nChanged 3 SP:Iteration 42Q (15877.210000 sec): 3 clusters Score: Raw -1409147.835299 + Penalty 4578.394005 = -1404569.441293 nChanged 2 SP:Iteration 43Q (15877.390000 sec): 3 clusters Score: Raw -1409148.347849 + Penalty 4578.394005 = -1404569.953844 nChanged 2 SP:Iteration 44Q (15877.650000 sec): 3 clusters Score: Raw -1409148.937010 + Penalty 4578.394005 = -1404570.543004 nChanged 1 SP:Iteration 45Q (15877.790000 sec): 3 clusters Score: Raw -1409149.171502 + Penalty 4578.394005 = -1404570.777497 nChanged 0 SP:Iteration 46F (15878.020000 sec): 3 clusters Score: Raw -1409149.171502 + Penalty 4578.394005 = -1404570.777497 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 15 (12888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15878.200000 sec): 2 clusters Score: Raw -1849140.834298 + Penalty 2347.084877 = -1846793.749421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15878.420000 sec): 3 clusters Score: Raw -1842091.146161 + Penalty 4694.169755 = -1837396.976407 nChanged 5416 SP:Iteration 1F (15878.670000 sec): 3 clusters Score: Raw -1845010.505174 + Penalty 4694.169755 = -1840316.335420 nChanged 824 SP:Iteration 2F (15878.890000 sec): 3 clusters Score: Raw -1845436.488415 + Penalty 4694.169755 = -1840742.318661 nChanged 745 SP:Iteration 3F (15879.150000 sec): 3 clusters Score: Raw -1845866.150775 + Penalty 4694.169755 = -1841171.981020 nChanged 697 SP:Iteration 4F (15879.370000 sec): 3 clusters Score: Raw -1846334.801843 + Penalty 4694.169755 = -1841640.632088 nChanged 723 SP:Iteration 5F (15879.610000 sec): 3 clusters Score: Raw -1846967.571450 + Penalty 4694.169755 = -1842273.401695 nChanged 792 SP:Iteration 6F (15879.850000 sec): 3 clusters Score: Raw -1847740.438834 + Penalty 4694.169755 = -1843046.269079 nChanged 808 SP:Iteration 7F (15880.110000 sec): 3 clusters Score: Raw -1848568.357760 + Penalty 4694.169755 = -1843874.188005 nChanged 801 SP:Iteration 8F (15880.330000 sec): 3 clusters Score: Raw -1849282.090340 + Penalty 4694.169755 = -1844587.920586 nChanged 627 SP:Iteration 9Q (15880.530000 sec): 3 clusters Score: Raw -1849756.569531 + Penalty 4694.169755 = -1845062.399776 nChanged 441 SP:Iteration 10Q (15880.780000 sec): 3 clusters Score: Raw -1850017.003368 + Penalty 4694.169755 = -1845322.833613 nChanged 254 SP:Iteration 11Q (15881.010000 sec): 3 clusters Score: Raw -1850130.234087 + Penalty 4694.169755 = -1845436.064332 nChanged 188 SP:Iteration 12Q (15881.250000 sec): 3 clusters Score: Raw -1850191.517969 + Penalty 4694.169755 = -1845497.348215 nChanged 115 SP:Iteration 13Q (15881.510000 sec): 3 clusters Score: Raw -1850225.812949 + Penalty 4694.169755 = -1845531.643195 nChanged 91 SP:Iteration 14Q (15881.710000 sec): 3 clusters Score: Raw -1850248.670302 + Penalty 4694.169755 = -1845554.500548 nChanged 67 SP:Iteration 15Q (15881.960000 sec): 3 clusters Score: Raw -1850262.988870 + Penalty 4694.169755 = -1845568.819115 nChanged 44 SP:Iteration 16Q (15882.200000 sec): 3 clusters Score: Raw -1850271.351291 + Penalty 4694.169755 = -1845577.181536 nChanged 32 SP:Iteration 17Q (15882.410000 sec): 3 clusters Score: Raw -1850276.275137 + Penalty 4694.169755 = -1845582.105383 nChanged 24 SP:Iteration 18Q (15882.650000 sec): 3 clusters Score: Raw -1850279.193362 + Penalty 4694.169755 = -1845585.023607 nChanged 21 SP:Iteration 19Q (15882.900000 sec): 3 clusters Score: Raw -1850281.391458 + Penalty 4694.169755 = -1845587.221703 nChanged 14 SP:Iteration 20F (15883.110000 sec): 3 clusters Score: Raw -1850282.907008 + Penalty 4694.169755 = -1845588.737253 nChanged 15 SP:Iteration 21Q (15883.350000 sec): 3 clusters Score: Raw -1850284.532714 + Penalty 4694.169755 = -1845590.362959 nChanged 15 SP:Iteration 22Q (15883.580000 sec): 3 clusters Score: Raw -1850286.440160 + Penalty 4694.169755 = -1845592.270405 nChanged 13 SP:Iteration 23Q (15883.830000 sec): 3 clusters Score: Raw -1850288.054007 + Penalty 4694.169755 = -1845593.884253 nChanged 6 SP:Iteration 24Q (15884.090000 sec): 3 clusters Score: Raw -1850288.753965 + Penalty 4694.169755 = -1845594.584210 nChanged 4 SP:Iteration 25Q (15884.320000 sec): 3 clusters Score: Raw -1850289.024720 + Penalty 4694.169755 = -1845594.854965 nChanged 4 SP:Iteration 26Q (15884.570000 sec): 3 clusters Score: Raw -1850289.310558 + Penalty 4694.169755 = -1845595.140804 nChanged 2 SP:Iteration 27Q (15884.840000 sec): 3 clusters Score: Raw -1850289.473752 + Penalty 4694.169755 = -1845595.303997 nChanged 2 SP:Iteration 28Q (15885.010000 sec): 3 clusters Score: Raw -1850289.593391 + Penalty 4694.169755 = -1845595.423637 nChanged 1 SP:Iteration 29Q (15885.250000 sec): 3 clusters Score: Raw -1850289.677949 + Penalty 4694.169755 = -1845595.508195 nChanged 0 SP:Iteration 30F (15885.470000 sec): 3 clusters Score: Raw -1850289.677949 + Penalty 4694.169755 = -1845595.508195 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 16 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15885.600000 sec): 2 clusters Score: Raw -120473.166521 + Penalty 1673.401459 = -118799.765062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15885.760000 sec): 3 clusters Score: Raw -120367.178911 + Penalty 3346.802917 = -117020.375993 nChanged 222 SP:Iteration 1F (15885.940000 sec): 3 clusters Score: Raw -120625.356630 + Penalty 3346.802917 = -117278.553712 nChanged 33 SP:Iteration 2Q (15886.100000 sec): 3 clusters Score: Raw -120672.376019 + Penalty 3346.802917 = -117325.573102 nChanged 17 SP:Iteration 3Q (15886.290000 sec): 3 clusters Score: Raw -120701.922511 + Penalty 3346.802917 = -117355.119594 nChanged 9 SP:Iteration 4Q (15886.500000 sec): 3 clusters Score: Raw -120713.351026 + Penalty 3346.802917 = -117366.548108 nChanged 6 SP:Iteration 5Q (15886.650000 sec): 3 clusters Score: Raw -120720.031637 + Penalty 3346.802917 = -117373.228719 nChanged 0 SP:Iteration 6F (15886.840000 sec): 3 clusters Score: Raw -120720.031637 + Penalty 3346.802917 = -117373.228719 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 17 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15886.950000 sec): 2 clusters Score: Raw -604325.491262 + Penalty 2061.713764 = -602263.777498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15887.140000 sec): 3 clusters Score: Raw -602440.403264 + Penalty 4123.427528 = -598316.975736 nChanged 1540 SP:Iteration 1F (15887.310000 sec): 3 clusters Score: Raw -603385.738967 + Penalty 4123.427528 = -599262.311440 nChanged 329 SP:Iteration 2F (15887.490000 sec): 3 clusters Score: Raw -603611.600775 + Penalty 4123.427528 = -599488.173247 nChanged 214 SP:Iteration 3F (15887.650000 sec): 3 clusters Score: Raw -603785.594644 + Penalty 4123.427528 = -599662.167117 nChanged 185 SP:Iteration 4Q (15887.870000 sec): 3 clusters Score: Raw -603917.608840 + Penalty 4123.427528 = -599794.181312 nChanged 136 SP:Iteration 5Q (15888.090000 sec): 3 clusters Score: Raw -604018.398824 + Penalty 4123.427528 = -599894.971297 nChanged 125 SP:Iteration 6Q (15888.270000 sec): 3 clusters Score: Raw -604106.582978 + Penalty 4123.427528 = -599983.155450 nChanged 109 SP:Iteration 7Q (15888.450000 sec): 3 clusters Score: Raw -604181.841458 + Penalty 4123.427528 = -600058.413931 nChanged 96 SP:Iteration 8Q (15888.620000 sec): 3 clusters Score: Raw -604244.743861 + Penalty 4123.427528 = -600121.316333 nChanged 80 SP:Iteration 9Q (15888.800000 sec): 3 clusters Score: Raw -604294.798464 + Penalty 4123.427528 = -600171.370936 nChanged 81 SP:Iteration 10Q (15889.010000 sec): 3 clusters Score: Raw -604354.689433 + Penalty 4123.427528 = -600231.261905 nChanged 78 SP:Iteration 11Q (15889.240000 sec): 3 clusters Score: Raw -604403.029741 + Penalty 4123.427528 = -600279.602213 nChanged 57 SP:Iteration 12Q (15889.430000 sec): 3 clusters Score: Raw -604439.209021 + Penalty 4123.427528 = -600315.781493 nChanged 53 SP:Iteration 13Q (15889.570000 sec): 3 clusters Score: Raw -604471.289480 + Penalty 4123.427528 = -600347.861952 nChanged 48 SP:Iteration 14Q (15889.790000 sec): 3 clusters Score: Raw -604502.365832 + Penalty 4123.427528 = -600378.938304 nChanged 35 SP:Iteration 15Q (15889.950000 sec): 3 clusters Score: Raw -604528.830782 + Penalty 4123.427528 = -600405.403254 nChanged 35 SP:Iteration 16Q (15890.140000 sec): 3 clusters Score: Raw -604551.597002 + Penalty 4123.427528 = -600428.169474 nChanged 31 SP:Iteration 17Q (15890.360000 sec): 3 clusters Score: Raw -604568.899721 + Penalty 4123.427528 = -600445.472194 nChanged 22 SP:Iteration 18Q (15890.520000 sec): 3 clusters Score: Raw -604583.384708 + Penalty 4123.427528 = -600459.957181 nChanged 21 SP:Iteration 19Q (15890.720000 sec): 3 clusters Score: Raw -604599.121743 + Penalty 4123.427528 = -600475.694215 nChanged 25 SP:Iteration 20F (15890.920000 sec): 3 clusters Score: Raw -604615.183202 + Penalty 4123.427528 = -600491.755674 nChanged 17 SP:Iteration 21Q (15891.100000 sec): 3 clusters Score: Raw -604626.200563 + Penalty 4123.427528 = -600502.773035 nChanged 16 SP:Iteration 22Q (15891.260000 sec): 3 clusters Score: Raw -604637.032004 + Penalty 4123.427528 = -600513.604476 nChanged 17 SP:Iteration 23Q (15891.480000 sec): 3 clusters Score: Raw -604652.931684 + Penalty 4123.427528 = -600529.504156 nChanged 15 SP:Iteration 24Q (15891.670000 sec): 3 clusters Score: Raw -604665.931421 + Penalty 4123.427528 = -600542.503893 nChanged 12 SP:Iteration 25Q (15891.860000 sec): 3 clusters Score: Raw -604675.108597 + Penalty 4123.427528 = -600551.681069 nChanged 8 SP:Iteration 26Q (15892.020000 sec): 3 clusters Score: Raw -604680.897623 + Penalty 4123.427528 = -600557.470095 nChanged 9 SP:Iteration 27Q (15892.260000 sec): 3 clusters Score: Raw -604687.620643 + Penalty 4123.427528 = -600564.193115 nChanged 11 SP:Iteration 28Q (15892.420000 sec): 3 clusters Score: Raw -604695.497528 + Penalty 4123.427528 = -600572.070000 nChanged 10 SP:Iteration 29Q (15892.600000 sec): 3 clusters Score: Raw -604701.840180 + Penalty 4123.427528 = -600578.412652 nChanged 6 SP:Iteration 30Q (15892.820000 sec): 3 clusters Score: Raw -604705.086224 + Penalty 4123.427528 = -600581.658696 nChanged 4 SP:Iteration 31Q (15893.000000 sec): 3 clusters Score: Raw -604707.235807 + Penalty 4123.427528 = -600583.808279 nChanged 5 SP:Iteration 32Q (15893.190000 sec): 3 clusters Score: Raw -604710.272444 + Penalty 4123.427528 = -600586.844916 nChanged 3 SP:Iteration 33Q (15893.430000 sec): 3 clusters Score: Raw -604712.150373 + Penalty 4123.427528 = -600588.722845 nChanged 1 SP:Iteration 34Q (15893.610000 sec): 3 clusters Score: Raw -604712.633757 + Penalty 4123.427528 = -600589.206229 nChanged 1 SP:Iteration 35Q (15893.780000 sec): 3 clusters Score: Raw -604713.172230 + Penalty 4123.427528 = -600589.744702 nChanged 1 SP:Iteration 36Q (15894.020000 sec): 3 clusters Score: Raw -604713.813033 + Penalty 4123.427528 = -600590.385505 nChanged 2 SP:Iteration 37Q (15894.180000 sec): 3 clusters Score: Raw -604715.069956 + Penalty 4123.427528 = -600591.642428 nChanged 2 SP:Iteration 38Q (15894.390000 sec): 3 clusters Score: Raw -604716.479756 + Penalty 4123.427528 = -600593.052229 nChanged 0 SP:Iteration 39F (15894.590000 sec): 3 clusters Score: Raw -604716.479756 + Penalty 4123.427528 = -600593.052229 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 18 (2827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15894.670000 sec): 2 clusters Score: Raw -391986.333641 + Penalty 1970.848897 = -390015.484744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15894.880000 sec): 3 clusters Score: Raw -390795.141697 + Penalty 3941.697793 = -386853.443903 nChanged 960 SP:Iteration 1F (15895.020000 sec): 3 clusters Score: Raw -391513.253374 + Penalty 3941.697793 = -387571.555581 nChanged 238 SP:Iteration 2F (15895.210000 sec): 3 clusters Score: Raw -391722.302492 + Penalty 3941.697793 = -387780.604698 nChanged 137 SP:Iteration 3Q (15895.370000 sec): 3 clusters Score: Raw -391823.865230 + Penalty 3941.697793 = -387882.167437 nChanged 91 SP:Iteration 4Q (15895.590000 sec): 3 clusters Score: Raw -391904.023633 + Penalty 3941.697793 = -387962.325839 nChanged 68 SP:Iteration 5Q (15895.780000 sec): 3 clusters Score: Raw -391956.638686 + Penalty 3941.697793 = -388014.940893 nChanged 62 SP:Iteration 6Q (15895.930000 sec): 3 clusters Score: Raw -392005.586222 + Penalty 3941.697793 = -388063.888429 nChanged 47 SP:Iteration 7Q (15896.120000 sec): 3 clusters Score: Raw -392036.647154 + Penalty 3941.697793 = -388094.949360 nChanged 50 SP:Iteration 8Q (15896.310000 sec): 3 clusters Score: Raw -392071.267547 + Penalty 3941.697793 = -388129.569754 nChanged 47 SP:Iteration 9Q (15896.500000 sec): 3 clusters Score: Raw -392104.585877 + Penalty 3941.697793 = -388162.888084 nChanged 46 SP:Iteration 10Q (15896.660000 sec): 3 clusters Score: Raw -392134.823779 + Penalty 3941.697793 = -388193.125986 nChanged 38 SP:Iteration 11Q (15896.860000 sec): 3 clusters Score: Raw -392169.681344 + Penalty 3941.697793 = -388227.983550 nChanged 38 SP:Iteration 12Q (15897.050000 sec): 3 clusters Score: Raw -392196.330599 + Penalty 3941.697793 = -388254.632805 nChanged 33 SP:Iteration 13Q (15897.220000 sec): 3 clusters Score: Raw -392214.285088 + Penalty 3941.697793 = -388272.587294 nChanged 22 SP:Iteration 14Q (15897.410000 sec): 3 clusters Score: Raw -392223.365294 + Penalty 3941.697793 = -388281.667500 nChanged 21 SP:Iteration 15Q (15897.560000 sec): 3 clusters Score: Raw -392233.473769 + Penalty 3941.697793 = -388291.775976 nChanged 24 SP:Iteration 16Q (15897.780000 sec): 3 clusters Score: Raw -392248.201031 + Penalty 3941.697793 = -388306.503238 nChanged 23 SP:Iteration 17Q (15897.960000 sec): 3 clusters Score: Raw -392263.051874 + Penalty 3941.697793 = -388321.354080 nChanged 25 SP:Iteration 18Q (15898.160000 sec): 3 clusters Score: Raw -392279.201823 + Penalty 3941.697793 = -388337.504030 nChanged 18 SP:Iteration 19Q (15898.350000 sec): 3 clusters Score: Raw -392291.079996 + Penalty 3941.697793 = -388349.382203 nChanged 25 SP:Iteration 20F (15898.520000 sec): 3 clusters Score: Raw -392302.848992 + Penalty 3941.697793 = -388361.151199 nChanged 19 SP:Iteration 21Q (15898.700000 sec): 3 clusters Score: Raw -392315.691327 + Penalty 3941.697793 = -388373.993533 nChanged 17 SP:Iteration 22Q (15898.920000 sec): 3 clusters Score: Raw -392325.625803 + Penalty 3941.697793 = -388383.928010 nChanged 20 SP:Iteration 23Q (15899.090000 sec): 3 clusters Score: Raw -392336.512142 + Penalty 3941.697793 = -388394.814348 nChanged 18 SP:Iteration 24Q (15899.250000 sec): 3 clusters Score: Raw -392348.582676 + Penalty 3941.697793 = -388406.884883 nChanged 11 SP:Iteration 25Q (15899.430000 sec): 3 clusters Score: Raw -392355.638165 + Penalty 3941.697793 = -388413.940372 nChanged 12 SP:Iteration 26Q (15899.610000 sec): 3 clusters Score: Raw -392363.143375 + Penalty 3941.697793 = -388421.445581 nChanged 14 SP:Iteration 27Q (15899.820000 sec): 3 clusters Score: Raw -392373.464589 + Penalty 3941.697793 = -388431.766795 nChanged 19 SP:Iteration 28Q (15900.000000 sec): 3 clusters Score: Raw -392385.866558 + Penalty 3941.697793 = -388444.168765 nChanged 22 SP:Iteration 29Q (15900.160000 sec): 3 clusters Score: Raw -392403.751231 + Penalty 3941.697793 = -388462.053438 nChanged 24 SP:Iteration 30Q (15900.390000 sec): 3 clusters Score: Raw -392422.162896 + Penalty 3941.697793 = -388480.465102 nChanged 28 SP:Iteration 31Q (15900.580000 sec): 3 clusters Score: Raw -392441.675816 + Penalty 3941.697793 = -388499.978022 nChanged 28 SP:Iteration 32Q (15900.740000 sec): 3 clusters Score: Raw -392463.663282 + Penalty 3941.697793 = -388521.965489 nChanged 31 SP:Iteration 33Q (15900.940000 sec): 3 clusters Score: Raw -392496.149855 + Penalty 3941.697793 = -388554.452062 nChanged 36 SP:Iteration 34Q (15901.110000 sec): 3 clusters Score: Raw -392527.185946 + Penalty 3941.697793 = -388585.488152 nChanged 48 SP:Iteration 35Q (15901.290000 sec): 3 clusters Score: Raw -392579.577847 + Penalty 3941.697793 = -388637.880054 nChanged 54 SP:Iteration 36Q (15901.520000 sec): 3 clusters Score: Raw -392633.013244 + Penalty 3941.697793 = -388691.315450 nChanged 49 SP:Iteration 37Q (15901.700000 sec): 3 clusters Score: Raw -392676.365447 + Penalty 3941.697793 = -388734.667654 nChanged 50 SP:Iteration 38Q (15901.880000 sec): 3 clusters Score: Raw -392722.748368 + Penalty 3941.697793 = -388781.050574 nChanged 64 SP:Iteration 39Q (15902.040000 sec): 3 clusters Score: Raw -392801.741678 + Penalty 3941.697793 = -388860.043884 nChanged 67 SP:Iteration 40F (15902.210000 sec): 3 clusters Score: Raw -392896.803081 + Penalty 3941.697793 = -388955.105287 nChanged 53 SP:Iteration 41Q (15902.410000 sec): 3 clusters Score: Raw -392976.469708 + Penalty 3941.697793 = -389034.771914 nChanged 47 SP:Iteration 42Q (15902.540000 sec): 3 clusters Score: Raw -393042.194122 + Penalty 3941.697793 = -389100.496328 nChanged 38 SP:Iteration 43Q (15902.730000 sec): 3 clusters Score: Raw -393080.238612 + Penalty 3941.697793 = -389138.540818 nChanged 27 SP:Iteration 44Q (15902.960000 sec): 3 clusters Score: Raw -393107.620484 + Penalty 3941.697793 = -389165.922691 nChanged 16 SP:Iteration 45Q (15903.120000 sec): 3 clusters Score: Raw -393128.229816 + Penalty 3941.697793 = -389186.532023 nChanged 17 SP:Iteration 46Q (15903.340000 sec): 3 clusters Score: Raw -393143.987601 + Penalty 3941.697793 = -389202.289808 nChanged 13 SP:Iteration 47Q (15903.480000 sec): 3 clusters Score: Raw -393153.886216 + Penalty 3941.697793 = -389212.188422 nChanged 9 SP:Iteration 48Q (15903.690000 sec): 3 clusters Score: Raw -393158.696076 + Penalty 3941.697793 = -389216.998283 nChanged 3 SP:Iteration 49Q (15903.910000 sec): 3 clusters Score: Raw -393161.550469 + Penalty 3941.697793 = -389219.852676 nChanged 3 SP:Iteration 50Q (15904.040000 sec): 3 clusters Score: Raw -393163.695803 + Penalty 3941.697793 = -389221.998009 nChanged 2 SP:Iteration 51Q (15904.240000 sec): 3 clusters Score: Raw -393165.448608 + Penalty 3941.697793 = -389223.750815 nChanged 2 SP:Iteration 52Q (15904.430000 sec): 3 clusters Score: Raw -393166.515343 + Penalty 3941.697793 = -389224.817549 nChanged 0 SP:Iteration 53F (15904.640000 sec): 3 clusters Score: Raw -393166.515343 + Penalty 3941.697793 = -389224.817549 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 19 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15904.730000 sec): 2 clusters Score: Raw -105620.457219 + Penalty 1662.086171 = -103958.371048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15904.900000 sec): 3 clusters Score: Raw -105508.714233 + Penalty 3324.172342 = -102184.541892 nChanged 182 SP:Iteration 1F (15905.130000 sec): 3 clusters Score: Raw -105738.221292 + Penalty 3324.172342 = -102414.048951 nChanged 51 SP:Iteration 2F (15905.300000 sec): 3 clusters Score: Raw -105811.522015 + Penalty 3324.172342 = -102487.349673 nChanged 20 SP:Iteration 3Q (15905.500000 sec): 3 clusters Score: Raw -105840.278434 + Penalty 3324.172342 = -102516.106092 nChanged 12 SP:Iteration 4Q (15905.650000 sec): 3 clusters Score: Raw -105855.092978 + Penalty 3324.172342 = -102530.920636 nChanged 7 SP:Iteration 5Q (15905.760000 sec): 3 clusters Score: Raw -105865.986150 + Penalty 3324.172342 = -102541.813809 nChanged 7 SP:Iteration 6Q (15905.950000 sec): 3 clusters Score: Raw -105872.163767 + Penalty 3324.172342 = -102547.991426 nChanged 2 SP:Iteration 7Q (15906.100000 sec): 3 clusters Score: Raw -105873.675523 + Penalty 3324.172342 = -102549.503182 nChanged 1 SP:Iteration 8Q (15906.270000 sec): 3 clusters Score: Raw -105875.064170 + Penalty 3324.172342 = -102550.891829 nChanged 0 SP:Iteration 9F (15906.430000 sec): 3 clusters Score: Raw -105875.064170 + Penalty 3324.172342 = -102550.891829 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 20 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15906.530000 sec): 2 clusters Score: Raw -135498.943952 + Penalty 1717.303874 = -133781.640077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15906.740000 sec): 3 clusters Score: Raw -135263.313386 + Penalty 3434.607748 = -131828.705637 nChanged 264 SP:Iteration 1F (15906.870000 sec): 3 clusters Score: Raw -135534.360723 + Penalty 3434.607748 = -132099.752974 nChanged 72 SP:Iteration 2F (15907.000000 sec): 3 clusters Score: Raw -135643.822326 + Penalty 3434.607748 = -132209.214577 nChanged 30 SP:Iteration 3Q (15907.170000 sec): 3 clusters Score: Raw -135681.837351 + Penalty 3434.607748 = -132247.229603 nChanged 21 SP:Iteration 4Q (15907.360000 sec): 3 clusters Score: Raw -135720.172295 + Penalty 3434.607748 = -132285.564546 nChanged 26 SP:Iteration 5Q (15907.510000 sec): 3 clusters Score: Raw -135760.120939 + Penalty 3434.607748 = -132325.513190 nChanged 18 SP:Iteration 6Q (15907.710000 sec): 3 clusters Score: Raw -135795.517496 + Penalty 3434.607748 = -132360.909747 nChanged 20 SP:Iteration 7Q (15907.910000 sec): 3 clusters Score: Raw -135830.667211 + Penalty 3434.607748 = -132396.059462 nChanged 15 SP:Iteration 8Q (15908.020000 sec): 3 clusters Score: Raw -135852.511947 + Penalty 3434.607748 = -132417.904198 nChanged 15 SP:Iteration 9Q (15908.220000 sec): 3 clusters Score: Raw -135885.031349 + Penalty 3434.607748 = -132450.423600 nChanged 17 SP:Iteration 10Q (15908.420000 sec): 3 clusters Score: Raw -135914.896715 + Penalty 3434.607748 = -132480.288967 nChanged 15 SP:Iteration 11Q (15908.590000 sec): 3 clusters Score: Raw -135946.460736 + Penalty 3434.607748 = -132511.852988 nChanged 30 SP:Iteration 12Q (15908.760000 sec): 3 clusters Score: Raw -136016.173479 + Penalty 3434.607748 = -132581.565731 nChanged 41 SP:Iteration 13Q (15908.920000 sec): 3 clusters Score: Raw -136124.179069 + Penalty 3434.607748 = -132689.571320 nChanged 42 SP:Iteration 14Q (15909.080000 sec): 3 clusters Score: Raw -136216.490814 + Penalty 3434.607748 = -132781.883065 nChanged 43 SP:Iteration 15Q (15909.280000 sec): 3 clusters Score: Raw -136324.393341 + Penalty 3434.607748 = -132889.785592 nChanged 41 SP:Iteration 16Q (15909.460000 sec): 3 clusters Score: Raw -136434.126611 + Penalty 3434.607748 = -132999.518863 nChanged 32 SP:Iteration 17Q (15909.650000 sec): 3 clusters Score: Raw -136543.159274 + Penalty 3434.607748 = -133108.551526 nChanged 38 SP:Iteration 18Q (15909.780000 sec): 3 clusters Score: Raw -136764.870679 + Penalty 3434.607748 = -133330.262930 nChanged 28 SP:Iteration 19Q (15909.960000 sec): 3 clusters Score: Raw -136933.413335 + Penalty 3434.607748 = -133498.805587 nChanged 17 SP:Iteration 20F (15910.200000 sec): 3 clusters Score: Raw -137024.034801 + Penalty 3434.607748 = -133589.427053 nChanged 11 SP:Iteration 21Q (15910.340000 sec): 3 clusters Score: Raw -137061.675979 + Penalty 3434.607748 = -133627.068230 nChanged 7 SP:Iteration 22Q (15910.560000 sec): 3 clusters Score: Raw -137092.053402 + Penalty 3434.607748 = -133657.445653 nChanged 5 SP:Iteration 23Q (15910.740000 sec): 3 clusters Score: Raw -137120.202939 + Penalty 3434.607748 = -133685.595191 nChanged 5 SP:Iteration 24Q (15910.930000 sec): 3 clusters Score: Raw -137168.030798 + Penalty 3434.607748 = -133733.423049 nChanged 10 SP:Iteration 25Q (15911.120000 sec): 3 clusters Score: Raw -137243.759309 + Penalty 3434.607748 = -133809.151560 nChanged 3 SP:Iteration 26Q (15911.340000 sec): 3 clusters Score: Raw -137278.403648 + Penalty 3434.607748 = -133843.795900 nChanged 3 SP:Iteration 27Q (15911.520000 sec): 3 clusters Score: Raw -137295.251727 + Penalty 3434.607748 = -133860.643979 nChanged 1 SP:Iteration 28Q (15911.700000 sec): 3 clusters Score: Raw -137297.965179 + Penalty 3434.607748 = -133863.357430 nChanged 1 SP:Iteration 29Q (15911.900000 sec): 3 clusters Score: Raw -137300.208516 + Penalty 3434.607748 = -133865.600768 nChanged 0 SP:Iteration 30F (15912.080000 sec): 3 clusters Score: Raw -137300.208516 + Penalty 3434.607748 = -133865.600768 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 21 (3352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15912.210000 sec): 2 clusters Score: Raw -483711.432012 + Penalty 2013.093490 = -481698.338522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15912.460000 sec): 3 clusters Score: Raw -482264.655896 + Penalty 4026.186981 = -478238.468915 nChanged 1218 SP:Iteration 1F (15912.630000 sec): 3 clusters Score: Raw -482991.798574 + Penalty 4026.186981 = -478965.611593 nChanged 258 SP:Iteration 2F (15912.840000 sec): 3 clusters Score: Raw -483186.600583 + Penalty 4026.186981 = -479160.413602 nChanged 165 SP:Iteration 3Q (15913.080000 sec): 3 clusters Score: Raw -483311.372035 + Penalty 4026.186981 = -479285.185054 nChanged 132 SP:Iteration 4Q (15913.260000 sec): 3 clusters Score: Raw -483404.832175 + Penalty 4026.186981 = -479378.645194 nChanged 110 SP:Iteration 5Q (15913.460000 sec): 3 clusters Score: Raw -483470.534780 + Penalty 4026.186981 = -479444.347799 nChanged 79 SP:Iteration 6Q (15913.720000 sec): 3 clusters Score: Raw -483520.217825 + Penalty 4026.186981 = -479494.030844 nChanged 65 SP:Iteration 7Q (15913.900000 sec): 3 clusters Score: Raw -483558.772208 + Penalty 4026.186981 = -479532.585227 nChanged 57 SP:Iteration 8Q (15914.150000 sec): 3 clusters Score: Raw -483584.280628 + Penalty 4026.186981 = -479558.093647 nChanged 44 SP:Iteration 9Q (15914.330000 sec): 3 clusters Score: Raw -483603.912681 + Penalty 4026.186981 = -479577.725700 nChanged 41 SP:Iteration 10Q (15914.530000 sec): 3 clusters Score: Raw -483626.249363 + Penalty 4026.186981 = -479600.062382 nChanged 52 SP:Iteration 11Q (15914.740000 sec): 3 clusters Score: Raw -483658.738359 + Penalty 4026.186981 = -479632.551378 nChanged 43 SP:Iteration 12Q (15914.880000 sec): 3 clusters Score: Raw -483678.817296 + Penalty 4026.186981 = -479652.630315 nChanged 32 SP:Iteration 13Q (15915.120000 sec): 3 clusters Score: Raw -483692.562568 + Penalty 4026.186981 = -479666.375588 nChanged 18 SP:Iteration 14Q (15915.310000 sec): 3 clusters Score: Raw -483702.731325 + Penalty 4026.186981 = -479676.544344 nChanged 23 SP:Iteration 15Q (15915.520000 sec): 3 clusters Score: Raw -483715.699517 + Penalty 4026.186981 = -479689.512536 nChanged 23 SP:Iteration 16Q (15915.810000 sec): 3 clusters Score: Raw -483727.850440 + Penalty 4026.186981 = -479701.663459 nChanged 25 SP:Iteration 17Q (15915.980000 sec): 3 clusters Score: Raw -483740.518057 + Penalty 4026.186981 = -479714.331076 nChanged 29 SP:Iteration 18Q (15916.180000 sec): 3 clusters Score: Raw -483754.921135 + Penalty 4026.186981 = -479728.734154 nChanged 17 SP:Iteration 19Q (15916.360000 sec): 3 clusters Score: Raw -483762.303150 + Penalty 4026.186981 = -479736.116169 nChanged 12 SP:Iteration 20F (15916.580000 sec): 3 clusters Score: Raw -483766.382131 + Penalty 4026.186981 = -479740.195150 nChanged 10 SP:Iteration 21Q (15916.770000 sec): 3 clusters Score: Raw -483770.367123 + Penalty 4026.186981 = -479744.180142 nChanged 7 SP:Iteration 22Q (15916.980000 sec): 3 clusters Score: Raw -483773.417305 + Penalty 4026.186981 = -479747.230324 nChanged 4 SP:Iteration 23Q (15917.170000 sec): 3 clusters Score: Raw -483777.398634 + Penalty 4026.186981 = -479751.211653 nChanged 10 SP:Iteration 24Q (15917.360000 sec): 3 clusters Score: Raw -483781.464383 + Penalty 4026.186981 = -479755.277402 nChanged 10 SP:Iteration 25Q (15917.560000 sec): 3 clusters Score: Raw -483786.565304 + Penalty 4026.186981 = -479760.378323 nChanged 8 SP:Iteration 26Q (15917.760000 sec): 3 clusters Score: Raw -483790.599096 + Penalty 4026.186981 = -479764.412115 nChanged 9 SP:Iteration 27Q (15917.960000 sec): 3 clusters Score: Raw -483795.378425 + Penalty 4026.186981 = -479769.191444 nChanged 8 SP:Iteration 28Q (15918.140000 sec): 3 clusters Score: Raw -483798.869022 + Penalty 4026.186981 = -479772.682041 nChanged 7 SP:Iteration 29Q (15918.320000 sec): 3 clusters Score: Raw -483802.219092 + Penalty 4026.186981 = -479776.032111 nChanged 6 SP:Iteration 30Q (15918.540000 sec): 3 clusters Score: Raw -483805.460691 + Penalty 4026.186981 = -479779.273710 nChanged 10 SP:Iteration 31Q (15918.750000 sec): 3 clusters Score: Raw -483810.081435 + Penalty 4026.186981 = -479783.894454 nChanged 12 SP:Iteration 32Q (15918.990000 sec): 3 clusters Score: Raw -483815.599301 + Penalty 4026.186981 = -479789.412320 nChanged 18 SP:Iteration 33Q (15919.200000 sec): 3 clusters Score: Raw -483827.075750 + Penalty 4026.186981 = -479800.888769 nChanged 18 SP:Iteration 34Q (15919.440000 sec): 3 clusters Score: Raw -483835.911159 + Penalty 4026.186981 = -479809.724178 nChanged 12 SP:Iteration 35Q (15919.640000 sec): 3 clusters Score: Raw -483841.944271 + Penalty 4026.186981 = -479815.757290 nChanged 15 SP:Iteration 36Q (15919.820000 sec): 3 clusters Score: Raw -483849.975755 + Penalty 4026.186981 = -479823.788774 nChanged 12 SP:Iteration 37Q (15920.080000 sec): 3 clusters Score: Raw -483856.772669 + Penalty 4026.186981 = -479830.585688 nChanged 6 SP:Iteration 38Q (15920.310000 sec): 3 clusters Score: Raw -483858.552348 + Penalty 4026.186981 = -479832.365367 nChanged 5 SP:Iteration 39Q (15920.500000 sec): 3 clusters Score: Raw -483861.453052 + Penalty 4026.186981 = -479835.266071 nChanged 2 SP:Iteration 40F (15920.740000 sec): 3 clusters Score: Raw -483862.465379 + Penalty 4026.186981 = -479836.278398 nChanged 3 SP:Iteration 41Q (15920.910000 sec): 3 clusters Score: Raw -483863.327637 + Penalty 4026.186981 = -479837.140656 nChanged 2 SP:Iteration 42Q (15921.120000 sec): 3 clusters Score: Raw -483864.008142 + Penalty 4026.186981 = -479837.821161 nChanged 0 SP:Iteration 43F (15921.320000 sec): 3 clusters Score: Raw -483864.008142 + Penalty 4026.186981 = -479837.821161 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 22 (2316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15921.450000 sec): 2 clusters Score: Raw -340084.217385 + Penalty 1921.404016 = -338162.813369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15921.610000 sec): 3 clusters Score: Raw -339132.374026 + Penalty 3842.808032 = -335289.565994 nChanged 769 SP:Iteration 1F (15921.800000 sec): 3 clusters Score: Raw -339613.942768 + Penalty 3842.808032 = -335771.134736 nChanged 160 SP:Iteration 2F (15921.980000 sec): 3 clusters Score: Raw -339731.920856 + Penalty 3842.808032 = -335889.112824 nChanged 101 SP:Iteration 3Q (15922.170000 sec): 3 clusters Score: Raw -339802.476083 + Penalty 3842.808032 = -335959.668051 nChanged 58 SP:Iteration 4Q (15922.360000 sec): 3 clusters Score: Raw -339850.626992 + Penalty 3842.808032 = -336007.818960 nChanged 53 SP:Iteration 5Q (15922.560000 sec): 3 clusters Score: Raw -339891.488974 + Penalty 3842.808032 = -336048.680942 nChanged 41 SP:Iteration 6Q (15922.770000 sec): 3 clusters Score: Raw -339920.941499 + Penalty 3842.808032 = -336078.133467 nChanged 33 SP:Iteration 7Q (15922.940000 sec): 3 clusters Score: Raw -339940.383036 + Penalty 3842.808032 = -336097.575004 nChanged 23 SP:Iteration 8Q (15923.160000 sec): 3 clusters Score: Raw -339954.096142 + Penalty 3842.808032 = -336111.288110 nChanged 16 SP:Iteration 9Q (15923.400000 sec): 3 clusters Score: Raw -339962.483182 + Penalty 3842.808032 = -336119.675150 nChanged 8 SP:Iteration 10Q (15923.590000 sec): 3 clusters Score: Raw -339966.939284 + Penalty 3842.808032 = -336124.131252 nChanged 12 SP:Iteration 11Q (15923.830000 sec): 3 clusters Score: Raw -339971.579572 + Penalty 3842.808032 = -336128.771540 nChanged 9 SP:Iteration 12Q (15923.980000 sec): 3 clusters Score: Raw -339975.258184 + Penalty 3842.808032 = -336132.450152 nChanged 6 SP:Iteration 13Q (15924.240000 sec): 3 clusters Score: Raw -339977.378187 + Penalty 3842.808032 = -336134.570155 nChanged 4 SP:Iteration 14Q (15924.380000 sec): 3 clusters Score: Raw -339980.598475 + Penalty 3842.808032 = -336137.790443 nChanged 4 SP:Iteration 15Q (15924.560000 sec): 3 clusters Score: Raw -339981.833986 + Penalty 3842.808032 = -336139.025954 nChanged 4 SP:Iteration 16Q (15924.790000 sec): 3 clusters Score: Raw -339984.053107 + Penalty 3842.808032 = -336141.245075 nChanged 2 SP:Iteration 17Q (15924.940000 sec): 3 clusters Score: Raw -339985.150468 + Penalty 3842.808032 = -336142.342436 nChanged 2 SP:Iteration 18Q (15925.160000 sec): 3 clusters Score: Raw -339985.742093 + Penalty 3842.808032 = -336142.934061 nChanged 2 SP:Iteration 19Q (15925.330000 sec): 3 clusters Score: Raw -339986.304241 + Penalty 3842.808032 = -336143.496209 nChanged 1 SP:Iteration 20F (15925.540000 sec): 3 clusters Score: Raw -339987.207707 + Penalty 3842.808032 = -336144.399675 nChanged 3 SP:Iteration 21Q (15925.770000 sec): 3 clusters Score: Raw -339988.658651 + Penalty 3842.808032 = -336145.850619 nChanged 2 SP:Iteration 22Q (15925.990000 sec): 3 clusters Score: Raw -339989.873799 + Penalty 3842.808032 = -336147.065767 nChanged 2 SP:Iteration 23Q (15926.180000 sec): 3 clusters Score: Raw -339991.230426 + Penalty 3842.808032 = -336148.422394 nChanged 3 SP:Iteration 24Q (15926.410000 sec): 3 clusters Score: Raw -339992.579513 + Penalty 3842.808032 = -336149.771481 nChanged 3 SP:Iteration 25Q (15926.600000 sec): 3 clusters Score: Raw -339993.995202 + Penalty 3842.808032 = -336151.187170 nChanged 1 SP:Iteration 26Q (15926.760000 sec): 3 clusters Score: Raw -339995.065724 + Penalty 3842.808032 = -336152.257692 nChanged 1 SP:Iteration 27Q (15926.930000 sec): 3 clusters Score: Raw -339995.239135 + Penalty 3842.808032 = -336152.431103 nChanged 2 SP:Iteration 28Q (15927.170000 sec): 3 clusters Score: Raw -339995.988888 + Penalty 3842.808032 = -336153.180856 nChanged 1 SP:Iteration 29Q (15927.360000 sec): 3 clusters Score: Raw -339996.397026 + Penalty 3842.808032 = -336153.588995 nChanged 1 SP:Iteration 30Q (15927.550000 sec): 3 clusters Score: Raw -339996.565758 + Penalty 3842.808032 = -336153.757726 nChanged 2 SP:Iteration 31Q (15927.780000 sec): 3 clusters Score: Raw -339998.147259 + Penalty 3842.808032 = -336155.339227 nChanged 2 SP:Iteration 32Q (15927.970000 sec): 3 clusters Score: Raw -339998.683038 + Penalty 3842.808032 = -336155.875006 nChanged 2 SP:Iteration 33Q (15928.170000 sec): 3 clusters Score: Raw -339999.561353 + Penalty 3842.808032 = -336156.753321 nChanged 0 SP:Iteration 34F (15928.390000 sec): 3 clusters Score: Raw -339999.561353 + Penalty 3842.808032 = -336156.753321 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 23 (5575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15928.500000 sec): 2 clusters Score: Raw -821445.129082 + Penalty 2139.259804 = -819305.869278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15928.740000 sec): 3 clusters Score: Raw -818685.810780 + Penalty 4278.519608 = -814407.291173 nChanged 2155 SP:Iteration 1F (15928.920000 sec): 3 clusters Score: Raw -819889.158874 + Penalty 4278.519608 = -815610.639266 nChanged 420 SP:Iteration 2F (15929.120000 sec): 3 clusters Score: Raw -820139.202684 + Penalty 4278.519608 = -815860.683076 nChanged 297 SP:Iteration 3F (15929.360000 sec): 3 clusters Score: Raw -820313.254307 + Penalty 4278.519608 = -816034.734700 nChanged 277 SP:Iteration 4Q (15929.590000 sec): 3 clusters Score: Raw -820477.762074 + Penalty 4278.519608 = -816199.242466 nChanged 249 SP:Iteration 5Q (15929.780000 sec): 3 clusters Score: Raw -820647.023392 + Penalty 4278.519608 = -816368.503785 nChanged 255 SP:Iteration 6Q (15929.980000 sec): 3 clusters Score: Raw -820816.055688 + Penalty 4278.519608 = -816537.536080 nChanged 237 SP:Iteration 7Q (15930.240000 sec): 3 clusters Score: Raw -820980.349953 + Penalty 4278.519608 = -816701.830345 nChanged 230 SP:Iteration 8Q (15930.450000 sec): 3 clusters Score: Raw -821142.020331 + Penalty 4278.519608 = -816863.500724 nChanged 190 SP:Iteration 9Q (15930.680000 sec): 3 clusters Score: Raw -821281.794439 + Penalty 4278.519608 = -817003.274831 nChanged 153 SP:Iteration 10Q (15930.890000 sec): 3 clusters Score: Raw -821394.761542 + Penalty 4278.519608 = -817116.241934 nChanged 128 SP:Iteration 11Q (15931.160000 sec): 3 clusters Score: Raw -821483.302190 + Penalty 4278.519608 = -817204.782582 nChanged 104 SP:Iteration 12Q (15931.410000 sec): 3 clusters Score: Raw -821558.109472 + Penalty 4278.519608 = -817279.589864 nChanged 84 SP:Iteration 13Q (15931.620000 sec): 3 clusters Score: Raw -821615.363048 + Penalty 4278.519608 = -817336.843440 nChanged 62 SP:Iteration 14Q (15931.850000 sec): 3 clusters Score: Raw -821657.902897 + Penalty 4278.519608 = -817379.383289 nChanged 59 SP:Iteration 15Q (15932.010000 sec): 3 clusters Score: Raw -821697.718979 + Penalty 4278.519608 = -817419.199372 nChanged 32 SP:Iteration 16Q (15932.180000 sec): 3 clusters Score: Raw -821717.571795 + Penalty 4278.519608 = -817439.052187 nChanged 25 SP:Iteration 17Q (15932.390000 sec): 3 clusters Score: Raw -821735.269307 + Penalty 4278.519608 = -817456.749699 nChanged 19 SP:Iteration 18Q (15932.610000 sec): 3 clusters Score: Raw -821748.417812 + Penalty 4278.519608 = -817469.898204 nChanged 18 SP:Iteration 19Q (15932.790000 sec): 3 clusters Score: Raw -821760.667214 + Penalty 4278.519608 = -817482.147607 nChanged 14 SP:Iteration 20F (15933.010000 sec): 3 clusters Score: Raw -821768.118165 + Penalty 4278.519608 = -817489.598557 nChanged 12 SP:Iteration 21Q (15933.280000 sec): 3 clusters Score: Raw -821775.312130 + Penalty 4278.519608 = -817496.792522 nChanged 11 SP:Iteration 22Q (15933.500000 sec): 3 clusters Score: Raw -821782.355834 + Penalty 4278.519608 = -817503.836226 nChanged 7 SP:Iteration 23Q (15933.710000 sec): 3 clusters Score: Raw -821785.433149 + Penalty 4278.519608 = -817506.913542 nChanged 3 SP:Iteration 24Q (15933.980000 sec): 3 clusters Score: Raw -821787.075179 + Penalty 4278.519608 = -817508.555572 nChanged 4 SP:Iteration 25Q (15934.190000 sec): 3 clusters Score: Raw -821790.535506 + Penalty 4278.519608 = -817512.015898 nChanged 7 SP:Iteration 26Q (15934.470000 sec): 3 clusters Score: Raw -821794.938013 + Penalty 4278.519608 = -817516.418405 nChanged 6 SP:Iteration 27Q (15934.660000 sec): 3 clusters Score: Raw -821799.393981 + Penalty 4278.519608 = -817520.874373 nChanged 5 SP:Iteration 28Q (15934.880000 sec): 3 clusters Score: Raw -821802.876386 + Penalty 4278.519608 = -817524.356779 nChanged 5 SP:Iteration 29Q (15935.080000 sec): 3 clusters Score: Raw -821807.391222 + Penalty 4278.519608 = -817528.871614 nChanged 11 SP:Iteration 30Q (15935.290000 sec): 3 clusters Score: Raw -821814.378998 + Penalty 4278.519608 = -817535.859390 nChanged 11 SP:Iteration 31Q (15935.510000 sec): 3 clusters Score: Raw -821820.460914 + Penalty 4278.519608 = -817541.941306 nChanged 6 SP:Iteration 32Q (15935.770000 sec): 3 clusters Score: Raw -821824.115339 + Penalty 4278.519608 = -817545.595732 nChanged 6 SP:Iteration 33Q (15935.980000 sec): 3 clusters Score: Raw -821827.681658 + Penalty 4278.519608 = -817549.162050 nChanged 8 SP:Iteration 34Q (15936.170000 sec): 3 clusters Score: Raw -821832.605058 + Penalty 4278.519608 = -817554.085450 nChanged 5 SP:Iteration 35Q (15936.400000 sec): 3 clusters Score: Raw -821835.170773 + Penalty 4278.519608 = -817556.651165 nChanged 7 SP:Iteration 36Q (15936.600000 sec): 3 clusters Score: Raw -821839.692625 + Penalty 4278.519608 = -817561.173017 nChanged 6 SP:Iteration 37Q (15936.860000 sec): 3 clusters Score: Raw -821842.748398 + Penalty 4278.519608 = -817564.228790 nChanged 2 SP:Iteration 38Q (15937.070000 sec): 3 clusters Score: Raw -821845.616608 + Penalty 4278.519608 = -817567.097000 nChanged 4 SP:Iteration 39Q (15937.280000 sec): 3 clusters Score: Raw -821848.786958 + Penalty 4278.519608 = -817570.267351 nChanged 1 SP:Iteration 40F (15937.510000 sec): 3 clusters Score: Raw -821849.622633 + Penalty 4278.519608 = -817571.103025 nChanged 1 SP:Iteration 41Q (15937.740000 sec): 3 clusters Score: Raw -821849.978319 + Penalty 4278.519608 = -817571.458712 nChanged 2 SP:Iteration 42Q (15937.930000 sec): 3 clusters Score: Raw -821851.777097 + Penalty 4278.519608 = -817573.257489 nChanged 1 SP:Iteration 43Q (15938.150000 sec): 3 clusters Score: Raw -821852.728200 + Penalty 4278.519608 = -817574.208592 nChanged 3 SP:Iteration 44Q (15938.360000 sec): 3 clusters Score: Raw -821854.473301 + Penalty 4278.519608 = -817575.953693 nChanged 2 SP:Iteration 45Q (15938.560000 sec): 3 clusters Score: Raw -821856.344321 + Penalty 4278.519608 = -817577.824713 nChanged 3 SP:Iteration 46Q (15938.840000 sec): 3 clusters Score: Raw -821859.017449 + Penalty 4278.519608 = -817580.497842 nChanged 2 SP:Iteration 47Q (15939.060000 sec): 3 clusters Score: Raw -821860.129600 + Penalty 4278.519608 = -817581.609992 nChanged 1 SP:Iteration 48Q (15939.260000 sec): 3 clusters Score: Raw -821860.825554 + Penalty 4278.519608 = -817582.305947 nChanged 1 SP:Iteration 49Q (15939.500000 sec): 3 clusters Score: Raw -821861.193863 + Penalty 4278.519608 = -817582.674255 nChanged 0 SP:Iteration 50F (15939.730000 sec): 3 clusters Score: Raw -821861.193863 + Penalty 4278.519608 = -817582.674255 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 24 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15939.790000 sec): 2 clusters Score: Raw -167310.302587 + Penalty 1764.664367 = -165545.638220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15939.990000 sec): 3 clusters Score: Raw -166976.209719 + Penalty 3529.328735 = -163446.880984 nChanged 364 SP:Iteration 1F (15940.190000 sec): 3 clusters Score: Raw -167421.478385 + Penalty 3529.328735 = -163892.149650 nChanged 108 SP:Iteration 2F (15940.350000 sec): 3 clusters Score: Raw -167622.647197 + Penalty 3529.328735 = -164093.318463 nChanged 71 SP:Iteration 3F (15940.570000 sec): 3 clusters Score: Raw -167726.864844 + Penalty 3529.328735 = -164197.536110 nChanged 35 SP:Iteration 4Q (15940.730000 sec): 3 clusters Score: Raw -167772.709911 + Penalty 3529.328735 = -164243.381177 nChanged 24 SP:Iteration 5Q (15940.980000 sec): 3 clusters Score: Raw -167798.468222 + Penalty 3529.328735 = -164269.139488 nChanged 22 SP:Iteration 6Q (15941.160000 sec): 3 clusters Score: Raw -167826.402290 + Penalty 3529.328735 = -164297.073555 nChanged 23 SP:Iteration 7Q (15941.360000 sec): 3 clusters Score: Raw -167858.962999 + Penalty 3529.328735 = -164329.634265 nChanged 23 SP:Iteration 8Q (15941.530000 sec): 3 clusters Score: Raw -167890.557234 + Penalty 3529.328735 = -164361.228499 nChanged 23 SP:Iteration 9Q (15941.710000 sec): 3 clusters Score: Raw -167919.420852 + Penalty 3529.328735 = -164390.092117 nChanged 22 SP:Iteration 10Q (15941.950000 sec): 3 clusters Score: Raw -167952.661047 + Penalty 3529.328735 = -164423.332312 nChanged 22 SP:Iteration 11Q (15942.150000 sec): 3 clusters Score: Raw -167986.942033 + Penalty 3529.328735 = -164457.613299 nChanged 12 SP:Iteration 12Q (15942.350000 sec): 3 clusters Score: Raw -168003.901945 + Penalty 3529.328735 = -164474.573211 nChanged 14 SP:Iteration 13Q (15942.540000 sec): 3 clusters Score: Raw -168021.868008 + Penalty 3529.328735 = -164492.539273 nChanged 14 SP:Iteration 14Q (15942.750000 sec): 3 clusters Score: Raw -168041.344305 + Penalty 3529.328735 = -164512.015571 nChanged 10 SP:Iteration 15Q (15942.950000 sec): 3 clusters Score: Raw -168054.250606 + Penalty 3529.328735 = -164524.921871 nChanged 11 SP:Iteration 16Q (15943.150000 sec): 3 clusters Score: Raw -168069.219541 + Penalty 3529.328735 = -164539.890807 nChanged 6 SP:Iteration 17Q (15943.340000 sec): 3 clusters Score: Raw -168077.641037 + Penalty 3529.328735 = -164548.312303 nChanged 7 SP:Iteration 18Q (15943.570000 sec): 3 clusters Score: Raw -168092.353209 + Penalty 3529.328735 = -164563.024474 nChanged 6 SP:Iteration 19Q (15943.770000 sec): 3 clusters Score: Raw -168105.406768 + Penalty 3529.328735 = -164576.078033 nChanged 11 SP:Iteration 20F (15943.940000 sec): 3 clusters Score: Raw -168128.675926 + Penalty 3529.328735 = -164599.347191 nChanged 10 SP:Iteration 21Q (15944.110000 sec): 3 clusters Score: Raw -168147.614308 + Penalty 3529.328735 = -164618.285574 nChanged 8 SP:Iteration 22Q (15944.280000 sec): 3 clusters Score: Raw -168166.489390 + Penalty 3529.328735 = -164637.160656 nChanged 12 SP:Iteration 23Q (15944.500000 sec): 3 clusters Score: Raw -168184.320688 + Penalty 3529.328735 = -164654.991953 nChanged 11 SP:Iteration 24Q (15944.650000 sec): 3 clusters Score: Raw -168205.505557 + Penalty 3529.328735 = -164676.176823 nChanged 9 SP:Iteration 25Q (15944.830000 sec): 3 clusters Score: Raw -168219.180525 + Penalty 3529.328735 = -164689.851791 nChanged 11 SP:Iteration 26Q (15945.000000 sec): 3 clusters Score: Raw -168237.061188 + Penalty 3529.328735 = -164707.732453 nChanged 8 SP:Iteration 27Q (15945.250000 sec): 3 clusters Score: Raw -168249.465126 + Penalty 3529.328735 = -164720.136392 nChanged 3 SP:Iteration 28Q (15945.450000 sec): 3 clusters Score: Raw -168252.712638 + Penalty 3529.328735 = -164723.383904 nChanged 0 SP:Iteration 29F (15945.600000 sec): 3 clusters Score: Raw -168252.712638 + Penalty 3529.328735 = -164723.383904 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 25 (4664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15945.730000 sec): 2 clusters Score: Raw -656400.659426 + Penalty 2095.011925 = -654305.647502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15945.930000 sec): 3 clusters Score: Raw -654173.661377 + Penalty 4190.023849 = -649983.637528 nChanged 1756 SP:Iteration 1F (15946.140000 sec): 3 clusters Score: Raw -655187.097078 + Penalty 4190.023849 = -650997.073229 nChanged 382 SP:Iteration 2F (15946.380000 sec): 3 clusters Score: Raw -655462.395501 + Penalty 4190.023849 = -651272.371651 nChanged 280 SP:Iteration 3F (15946.580000 sec): 3 clusters Score: Raw -655687.213942 + Penalty 4190.023849 = -651497.190092 nChanged 232 SP:Iteration 4Q (15946.820000 sec): 3 clusters Score: Raw -655861.407276 + Penalty 4190.023849 = -651671.383427 nChanged 221 SP:Iteration 5Q (15947.010000 sec): 3 clusters Score: Raw -656035.960434 + Penalty 4190.023849 = -651845.936585 nChanged 216 SP:Iteration 6Q (15947.210000 sec): 3 clusters Score: Raw -656206.545372 + Penalty 4190.023849 = -652016.521523 nChanged 209 SP:Iteration 7Q (15947.440000 sec): 3 clusters Score: Raw -656372.730006 + Penalty 4190.023849 = -652182.706156 nChanged 185 SP:Iteration 8Q (15947.660000 sec): 3 clusters Score: Raw -656500.488118 + Penalty 4190.023849 = -652310.464269 nChanged 135 SP:Iteration 9Q (15947.870000 sec): 3 clusters Score: Raw -656603.797227 + Penalty 4190.023849 = -652413.773378 nChanged 116 SP:Iteration 10Q (15948.060000 sec): 3 clusters Score: Raw -656695.081861 + Penalty 4190.023849 = -652505.058012 nChanged 104 SP:Iteration 11Q (15948.320000 sec): 3 clusters Score: Raw -656792.310679 + Penalty 4190.023849 = -652602.286830 nChanged 96 SP:Iteration 12Q (15948.570000 sec): 3 clusters Score: Raw -656879.993455 + Penalty 4190.023849 = -652689.969606 nChanged 73 SP:Iteration 13Q (15948.740000 sec): 3 clusters Score: Raw -656943.300752 + Penalty 4190.023849 = -652753.276903 nChanged 50 SP:Iteration 14Q (15948.960000 sec): 3 clusters Score: Raw -656978.066625 + Penalty 4190.023849 = -652788.042775 nChanged 34 SP:Iteration 15Q (15949.180000 sec): 3 clusters Score: Raw -657004.283019 + Penalty 4190.023849 = -652814.259170 nChanged 25 SP:Iteration 16Q (15949.410000 sec): 3 clusters Score: Raw -657020.526747 + Penalty 4190.023849 = -652830.502898 nChanged 27 SP:Iteration 17Q (15949.610000 sec): 3 clusters Score: Raw -657037.384628 + Penalty 4190.023849 = -652847.360779 nChanged 13 SP:Iteration 18Q (15949.770000 sec): 3 clusters Score: Raw -657046.500049 + Penalty 4190.023849 = -652856.476200 nChanged 12 SP:Iteration 19Q (15949.980000 sec): 3 clusters Score: Raw -657055.290526 + Penalty 4190.023849 = -652865.266676 nChanged 9 SP:Iteration 20F (15950.150000 sec): 3 clusters Score: Raw -657061.080593 + Penalty 4190.023849 = -652871.056744 nChanged 8 SP:Iteration 21Q (15950.320000 sec): 3 clusters Score: Raw -657066.476041 + Penalty 4190.023849 = -652876.452192 nChanged 6 SP:Iteration 22Q (15950.560000 sec): 3 clusters Score: Raw -657069.259512 + Penalty 4190.023849 = -652879.235663 nChanged 10 SP:Iteration 23Q (15950.740000 sec): 3 clusters Score: Raw -657075.183828 + Penalty 4190.023849 = -652885.159979 nChanged 6 SP:Iteration 24Q (15950.940000 sec): 3 clusters Score: Raw -657078.914787 + Penalty 4190.023849 = -652888.890938 nChanged 3 SP:Iteration 25Q (15951.110000 sec): 3 clusters Score: Raw -657080.925732 + Penalty 4190.023849 = -652890.901883 nChanged 3 SP:Iteration 26Q (15951.300000 sec): 3 clusters Score: Raw -657082.758771 + Penalty 4190.023849 = -652892.734922 nChanged 2 SP:Iteration 27Q (15951.480000 sec): 3 clusters Score: Raw -657083.427092 + Penalty 4190.023849 = -652893.403243 nChanged 1 SP:Iteration 28Q (15951.670000 sec): 3 clusters Score: Raw -657083.975076 + Penalty 4190.023849 = -652893.951227 nChanged 1 SP:Iteration 29Q (15951.830000 sec): 3 clusters Score: Raw -657084.465493 + Penalty 4190.023849 = -652894.441643 nChanged 0 SP:Iteration 30F (15952.080000 sec): 3 clusters Score: Raw -657084.465493 + Penalty 4190.023849 = -652894.441643 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 26 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15952.150000 sec): 2 clusters Score: Raw -66801.632665 + Penalty 1555.205131 = -65246.427534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15952.360000 sec): 3 clusters Score: Raw -66888.447771 + Penalty 3110.410262 = -63778.037508 nChanged 123 SP:Iteration 1F (15952.510000 sec): 3 clusters Score: Raw -67198.978838 + Penalty 3110.410262 = -64088.568576 nChanged 32 SP:Iteration 2F (15952.640000 sec): 3 clusters Score: Raw -67381.125094 + Penalty 3110.410262 = -64270.714832 nChanged 33 SP:Iteration 3F (15952.750000 sec): 3 clusters Score: Raw -67686.586000 + Penalty 3110.410262 = -64576.175738 nChanged 34 SP:Iteration 4F (15952.920000 sec): 3 clusters Score: Raw -67783.262027 + Penalty 3110.410262 = -64672.851765 nChanged 19 SP:Iteration 5Q (15953.130000 sec): 3 clusters Score: Raw -67847.916470 + Penalty 3110.410262 = -64737.506208 nChanged 14 SP:Iteration 6Q (15953.250000 sec): 3 clusters Score: Raw -67889.707298 + Penalty 3110.410262 = -64779.297036 nChanged 4 SP:Iteration 7Q (15953.400000 sec): 3 clusters Score: Raw -67896.749496 + Penalty 3110.410262 = -64786.339234 nChanged 3 SP:Iteration 8Q (15953.520000 sec): 3 clusters Score: Raw -67906.066528 + Penalty 3110.410262 = -64795.656266 nChanged 3 SP:Iteration 9Q (15953.670000 sec): 3 clusters Score: Raw -67919.406732 + Penalty 3110.410262 = -64808.996469 nChanged 3 SP:Iteration 10Q (15953.860000 sec): 3 clusters Score: Raw -67926.664643 + Penalty 3110.410262 = -64816.254381 nChanged 2 SP:Iteration 11Q (15954.040000 sec): 3 clusters Score: Raw -67933.684285 + Penalty 3110.410262 = -64823.274022 nChanged 3 SP:Iteration 12Q (15954.200000 sec): 3 clusters Score: Raw -67945.583388 + Penalty 3110.410262 = -64835.173126 nChanged 3 SP:Iteration 13Q (15954.400000 sec): 3 clusters Score: Raw -67955.328877 + Penalty 3110.410262 = -64844.918614 nChanged 3 SP:Iteration 14Q (15954.530000 sec): 3 clusters Score: Raw -67962.322544 + Penalty 3110.410262 = -64851.912282 nChanged 2 SP:Iteration 15Q (15954.690000 sec): 3 clusters Score: Raw -67968.348486 + Penalty 3110.410262 = -64857.938224 nChanged 1 SP:Iteration 16Q (15954.860000 sec): 3 clusters Score: Raw -67969.953162 + Penalty 3110.410262 = -64859.542900 nChanged 0 SP:Iteration 17F (15955.040000 sec): 3 clusters Score: Raw -67969.953162 + Penalty 3110.410262 = -64859.542900 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 27 (6452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15955.150000 sec): 2 clusters Score: Raw -877206.550169 + Penalty 2175.492069 = -875031.058100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15955.360000 sec): 3 clusters Score: Raw -873940.457895 + Penalty 4350.984138 = -869589.473757 nChanged 2542 SP:Iteration 1F (15955.550000 sec): 3 clusters Score: Raw -875443.911241 + Penalty 4350.984138 = -871092.927103 nChanged 458 SP:Iteration 2F (15955.760000 sec): 3 clusters Score: Raw -875702.324269 + Penalty 4350.984138 = -871351.340131 nChanged 339 SP:Iteration 3F (15955.980000 sec): 3 clusters Score: Raw -875911.966946 + Penalty 4350.984138 = -871560.982808 nChanged 312 SP:Iteration 4Q (15956.180000 sec): 3 clusters Score: Raw -876110.977734 + Penalty 4350.984138 = -871759.993596 nChanged 265 SP:Iteration 5Q (15956.420000 sec): 3 clusters Score: Raw -876261.093381 + Penalty 4350.984138 = -871910.109243 nChanged 239 SP:Iteration 6Q (15956.680000 sec): 3 clusters Score: Raw -876426.590953 + Penalty 4350.984138 = -872075.606815 nChanged 263 SP:Iteration 7Q (15956.860000 sec): 3 clusters Score: Raw -876622.473113 + Penalty 4350.984138 = -872271.488976 nChanged 273 SP:Iteration 8Q (15957.090000 sec): 3 clusters Score: Raw -876834.881604 + Penalty 4350.984138 = -872483.897466 nChanged 266 SP:Iteration 9Q (15957.330000 sec): 3 clusters Score: Raw -877073.831109 + Penalty 4350.984138 = -872722.846971 nChanged 271 SP:Iteration 10Q (15957.530000 sec): 3 clusters Score: Raw -877296.038216 + Penalty 4350.984138 = -872945.054078 nChanged 229 SP:Iteration 11Q (15957.770000 sec): 3 clusters Score: Raw -877488.253164 + Penalty 4350.984138 = -873137.269026 nChanged 184 SP:Iteration 12Q (15957.970000 sec): 3 clusters Score: Raw -877630.153734 + Penalty 4350.984138 = -873279.169596 nChanged 160 SP:Iteration 13Q (15958.240000 sec): 3 clusters Score: Raw -877735.089598 + Penalty 4350.984138 = -873384.105460 nChanged 128 SP:Iteration 14Q (15958.420000 sec): 3 clusters Score: Raw -877819.880543 + Penalty 4350.984138 = -873468.896405 nChanged 113 SP:Iteration 15Q (15958.620000 sec): 3 clusters Score: Raw -877890.061235 + Penalty 4350.984138 = -873539.077097 nChanged 81 SP:Iteration 16Q (15958.810000 sec): 3 clusters Score: Raw -877935.534280 + Penalty 4350.984138 = -873584.550142 nChanged 68 SP:Iteration 17Q (15959.040000 sec): 3 clusters Score: Raw -877978.128652 + Penalty 4350.984138 = -873627.144514 nChanged 51 SP:Iteration 18Q (15959.260000 sec): 3 clusters Score: Raw -878005.645214 + Penalty 4350.984138 = -873654.661077 nChanged 48 SP:Iteration 19Q (15959.480000 sec): 3 clusters Score: Raw -878033.006632 + Penalty 4350.984138 = -873682.022494 nChanged 38 SP:Iteration 20F (15959.690000 sec): 3 clusters Score: Raw -878047.932259 + Penalty 4350.984138 = -873696.948121 nChanged 19 SP:Iteration 21Q (15959.920000 sec): 3 clusters Score: Raw -878056.210344 + Penalty 4350.984138 = -873705.226206 nChanged 23 SP:Iteration 22Q (15960.160000 sec): 3 clusters Score: Raw -878069.256540 + Penalty 4350.984138 = -873718.272402 nChanged 27 SP:Iteration 23Q (15960.360000 sec): 3 clusters Score: Raw -878082.687811 + Penalty 4350.984138 = -873731.703673 nChanged 25 SP:Iteration 24Q (15960.590000 sec): 3 clusters Score: Raw -878094.771878 + Penalty 4350.984138 = -873743.787740 nChanged 29 SP:Iteration 25Q (15960.780000 sec): 3 clusters Score: Raw -878108.986680 + Penalty 4350.984138 = -873758.002542 nChanged 28 SP:Iteration 26Q (15961.000000 sec): 3 clusters Score: Raw -878121.765834 + Penalty 4350.984138 = -873770.781696 nChanged 26 SP:Iteration 27Q (15961.180000 sec): 3 clusters Score: Raw -878136.428446 + Penalty 4350.984138 = -873785.444308 nChanged 30 SP:Iteration 28Q (15961.410000 sec): 3 clusters Score: Raw -878154.497864 + Penalty 4350.984138 = -873803.513726 nChanged 34 SP:Iteration 29Q (15961.670000 sec): 3 clusters Score: Raw -878183.881601 + Penalty 4350.984138 = -873832.897463 nChanged 43 SP:Iteration 30Q (15961.870000 sec): 3 clusters Score: Raw -878207.272499 + Penalty 4350.984138 = -873856.288362 nChanged 33 SP:Iteration 31Q (15962.080000 sec): 3 clusters Score: Raw -878222.809441 + Penalty 4350.984138 = -873871.825303 nChanged 34 SP:Iteration 32Q (15962.340000 sec): 3 clusters Score: Raw -878238.229790 + Penalty 4350.984138 = -873887.245652 nChanged 30 SP:Iteration 33Q (15962.510000 sec): 3 clusters Score: Raw -878248.166627 + Penalty 4350.984138 = -873897.182489 nChanged 24 SP:Iteration 34Q (15962.740000 sec): 3 clusters Score: Raw -878258.981461 + Penalty 4350.984138 = -873907.997323 nChanged 27 SP:Iteration 35Q (15963.020000 sec): 3 clusters Score: Raw -878272.804036 + Penalty 4350.984138 = -873921.819898 nChanged 26 SP:Iteration 36Q (15963.200000 sec): 3 clusters Score: Raw -878289.436056 + Penalty 4350.984138 = -873938.451918 nChanged 29 SP:Iteration 37Q (15963.510000 sec): 3 clusters Score: Raw -878307.042361 + Penalty 4350.984138 = -873956.058223 nChanged 39 SP:Iteration 38Q (15963.720000 sec): 3 clusters Score: Raw -878337.449970 + Penalty 4350.984138 = -873986.465832 nChanged 47 SP:Iteration 39Q (15963.930000 sec): 3 clusters Score: Raw -878365.224303 + Penalty 4350.984138 = -874014.240165 nChanged 36 SP:Iteration 40F (15964.200000 sec): 3 clusters Score: Raw -878389.499725 + Penalty 4350.984138 = -874038.515587 nChanged 35 SP:Iteration 41Q (15964.400000 sec): 3 clusters Score: Raw -878406.265673 + Penalty 4350.984138 = -874055.281535 nChanged 18 SP:Iteration 42Q (15964.630000 sec): 3 clusters Score: Raw -878413.056445 + Penalty 4350.984138 = -874062.072308 nChanged 18 SP:Iteration 43Q (15964.800000 sec): 3 clusters Score: Raw -878419.535303 + Penalty 4350.984138 = -874068.551165 nChanged 11 SP:Iteration 44Q (15965.030000 sec): 3 clusters Score: Raw -878425.326175 + Penalty 4350.984138 = -874074.342037 nChanged 12 SP:Iteration 45Q (15965.270000 sec): 3 clusters Score: Raw -878429.005220 + Penalty 4350.984138 = -874078.021082 nChanged 4 SP:Iteration 46Q (15965.460000 sec): 3 clusters Score: Raw -878430.106291 + Penalty 4350.984138 = -874079.122154 nChanged 3 SP:Iteration 47Q (15965.680000 sec): 3 clusters Score: Raw -878431.725517 + Penalty 4350.984138 = -874080.741379 nChanged 3 SP:Iteration 48Q (15965.900000 sec): 3 clusters Score: Raw -878433.548987 + Penalty 4350.984138 = -874082.564850 nChanged 7 SP:Iteration 49Q (15966.070000 sec): 3 clusters Score: Raw -878438.173633 + Penalty 4350.984138 = -874087.189495 nChanged 8 SP:Iteration 50Q (15966.290000 sec): 3 clusters Score: Raw -878441.193235 + Penalty 4350.984138 = -874090.209098 nChanged 6 SP:Iteration 51Q (15966.510000 sec): 3 clusters Score: Raw -878444.089289 + Penalty 4350.984138 = -874093.105151 nChanged 6 SP:Iteration 52Q (15966.730000 sec): 3 clusters Score: Raw -878445.672795 + Penalty 4350.984138 = -874094.688657 nChanged 2 SP:Iteration 53Q (15966.970000 sec): 3 clusters Score: Raw -878446.156969 + Penalty 4350.984138 = -874095.172831 nChanged 1 SP:Iteration 54Q (15967.200000 sec): 3 clusters Score: Raw -878446.528073 + Penalty 4350.984138 = -874095.543936 nChanged 3 SP:Iteration 55Q (15967.430000 sec): 3 clusters Score: Raw -878447.459274 + Penalty 4350.984138 = -874096.475136 nChanged 3 SP:Iteration 56Q (15967.640000 sec): 3 clusters Score: Raw -878448.284128 + Penalty 4350.984138 = -874097.299990 nChanged 0 SP:Iteration 57F (15967.860000 sec): 3 clusters Score: Raw -878448.284128 + Penalty 4350.984138 = -874097.299990 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 28 (1824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15967.970000 sec): 2 clusters Score: Raw -259067.555942 + Penalty 1862.179218 = -257205.376724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15968.180000 sec): 3 clusters Score: Raw -258430.254160 + Penalty 3724.358437 = -254705.895724 nChanged 534 SP:Iteration 1F (15968.430000 sec): 3 clusters Score: Raw -258869.783714 + Penalty 3724.358437 = -255145.425277 nChanged 144 SP:Iteration 2F (15968.600000 sec): 3 clusters Score: Raw -258996.138499 + Penalty 3724.358437 = -255271.780062 nChanged 83 SP:Iteration 3Q (15968.840000 sec): 3 clusters Score: Raw -259085.856841 + Penalty 3724.358437 = -255361.498405 nChanged 65 SP:Iteration 4Q (15969.060000 sec): 3 clusters Score: Raw -259158.418747 + Penalty 3724.358437 = -255434.060310 nChanged 63 SP:Iteration 5Q (15969.280000 sec): 3 clusters Score: Raw -259228.984484 + Penalty 3724.358437 = -255504.626047 nChanged 58 SP:Iteration 6Q (15969.470000 sec): 3 clusters Score: Raw -259295.996028 + Penalty 3724.358437 = -255571.637591 nChanged 46 SP:Iteration 7Q (15969.650000 sec): 3 clusters Score: Raw -259342.920156 + Penalty 3724.358437 = -255618.561719 nChanged 44 SP:Iteration 8Q (15969.850000 sec): 3 clusters Score: Raw -259390.674040 + Penalty 3724.358437 = -255666.315603 nChanged 29 SP:Iteration 9Q (15970.050000 sec): 3 clusters Score: Raw -259416.048158 + Penalty 3724.358437 = -255691.689722 nChanged 20 SP:Iteration 10Q (15970.250000 sec): 3 clusters Score: Raw -259436.761127 + Penalty 3724.358437 = -255712.402690 nChanged 18 SP:Iteration 11Q (15970.440000 sec): 3 clusters Score: Raw -259456.186182 + Penalty 3724.358437 = -255731.827746 nChanged 19 SP:Iteration 12Q (15970.630000 sec): 3 clusters Score: Raw -259474.194639 + Penalty 3724.358437 = -255749.836202 nChanged 21 SP:Iteration 13Q (15970.810000 sec): 3 clusters Score: Raw -259489.208898 + Penalty 3724.358437 = -255764.850462 nChanged 14 SP:Iteration 14Q (15971.030000 sec): 3 clusters Score: Raw -259502.608160 + Penalty 3724.358437 = -255778.249724 nChanged 13 SP:Iteration 15Q (15971.210000 sec): 3 clusters Score: Raw -259515.168156 + Penalty 3724.358437 = -255790.809720 nChanged 10 SP:Iteration 16Q (15971.420000 sec): 3 clusters Score: Raw -259524.074482 + Penalty 3724.358437 = -255799.716045 nChanged 5 SP:Iteration 17Q (15971.640000 sec): 3 clusters Score: Raw -259528.251350 + Penalty 3724.358437 = -255803.892913 nChanged 2 SP:Iteration 18Q (15971.810000 sec): 3 clusters Score: Raw -259529.583636 + Penalty 3724.358437 = -255805.225200 nChanged 2 SP:Iteration 19Q (15972.020000 sec): 3 clusters Score: Raw -259530.470024 + Penalty 3724.358437 = -255806.111587 nChanged 2 SP:Iteration 20F (15972.220000 sec): 3 clusters Score: Raw -259532.114251 + Penalty 3724.358437 = -255807.755814 nChanged 1 SP:Iteration 21Q (15972.400000 sec): 3 clusters Score: Raw -259533.264569 + Penalty 3724.358437 = -255808.906132 nChanged 2 SP:Iteration 22Q (15972.560000 sec): 3 clusters Score: Raw -259534.117857 + Penalty 3724.358437 = -255809.759420 nChanged 2 SP:Iteration 23Q (15972.720000 sec): 3 clusters Score: Raw -259534.950565 + Penalty 3724.358437 = -255810.592128 nChanged 2 SP:Iteration 24Q (15972.920000 sec): 3 clusters Score: Raw -259536.541756 + Penalty 3724.358437 = -255812.183319 nChanged 3 SP:Iteration 25Q (15973.100000 sec): 3 clusters Score: Raw -259540.710161 + Penalty 3724.358437 = -255816.351725 nChanged 5 SP:Iteration 26Q (15973.340000 sec): 3 clusters Score: Raw -259545.040817 + Penalty 3724.358437 = -255820.682380 nChanged 5 SP:Iteration 27Q (15973.550000 sec): 3 clusters Score: Raw -259548.815141 + Penalty 3724.358437 = -255824.456705 nChanged 3 SP:Iteration 28Q (15973.700000 sec): 3 clusters Score: Raw -259549.898007 + Penalty 3724.358437 = -255825.539570 nChanged 2 SP:Iteration 29Q (15973.890000 sec): 3 clusters Score: Raw -259552.420988 + Penalty 3724.358437 = -255828.062551 nChanged 4 SP:Iteration 30Q (15974.160000 sec): 3 clusters Score: Raw -259555.118692 + Penalty 3724.358437 = -255830.760256 nChanged 1 SP:Iteration 31Q (15974.340000 sec): 3 clusters Score: Raw -259555.925947 + Penalty 3724.358437 = -255831.567510 nChanged 4 SP:Iteration 32Q (15974.530000 sec): 3 clusters Score: Raw -259558.335945 + Penalty 3724.358437 = -255833.977508 nChanged 2 SP:Iteration 33Q (15974.710000 sec): 3 clusters Score: Raw -259559.525776 + Penalty 3724.358437 = -255835.167339 nChanged 1 SP:Iteration 34Q (15974.930000 sec): 3 clusters Score: Raw -259560.618951 + Penalty 3724.358437 = -255836.260514 nChanged 1 SP:Iteration 35Q (15975.110000 sec): 3 clusters Score: Raw -259562.509502 + Penalty 3724.358437 = -255838.151066 nChanged 1 SP:Iteration 36Q (15975.300000 sec): 3 clusters Score: Raw -259563.320572 + Penalty 3724.358437 = -255838.962136 nChanged 0 SP:Iteration 37F (15975.480000 sec): 3 clusters Score: Raw -259563.320572 + Penalty 3724.358437 = -255838.962136 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 29 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15975.580000 sec): 2 clusters Score: Raw -118875.483254 + Penalty 1678.015545 = -117197.467709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15975.750000 sec): 3 clusters Score: Raw -118686.971821 + Penalty 3356.031090 = -115330.940730 nChanged 230 SP:Iteration 1F (15975.960000 sec): 3 clusters Score: Raw -118978.519291 + Penalty 3356.031090 = -115622.488201 nChanged 55 SP:Iteration 2F (15976.120000 sec): 3 clusters Score: Raw -119052.437791 + Penalty 3356.031090 = -115696.406700 nChanged 20 SP:Iteration 3Q (15976.300000 sec): 3 clusters Score: Raw -119078.015651 + Penalty 3356.031090 = -115721.984560 nChanged 12 SP:Iteration 4Q (15976.510000 sec): 3 clusters Score: Raw -119095.915474 + Penalty 3356.031090 = -115739.884384 nChanged 10 SP:Iteration 5Q (15976.720000 sec): 3 clusters Score: Raw -119112.653171 + Penalty 3356.031090 = -115756.622080 nChanged 9 SP:Iteration 6Q (15976.970000 sec): 3 clusters Score: Raw -119131.317078 + Penalty 3356.031090 = -115775.285987 nChanged 12 SP:Iteration 7Q (15977.120000 sec): 3 clusters Score: Raw -119153.182114 + Penalty 3356.031090 = -115797.151024 nChanged 13 SP:Iteration 8Q (15977.320000 sec): 3 clusters Score: Raw -119173.472587 + Penalty 3356.031090 = -115817.441497 nChanged 18 SP:Iteration 9Q (15977.540000 sec): 3 clusters Score: Raw -119200.148520 + Penalty 3356.031090 = -115844.117429 nChanged 11 SP:Iteration 10Q (15977.780000 sec): 3 clusters Score: Raw -119212.233826 + Penalty 3356.031090 = -115856.202736 nChanged 7 SP:Iteration 11Q (15977.940000 sec): 3 clusters Score: Raw -119221.862518 + Penalty 3356.031090 = -115865.831428 nChanged 6 SP:Iteration 12Q (15978.120000 sec): 3 clusters Score: Raw -119227.803364 + Penalty 3356.031090 = -115871.772273 nChanged 5 SP:Iteration 13Q (15978.260000 sec): 3 clusters Score: Raw -119240.301538 + Penalty 3356.031090 = -115884.270448 nChanged 10 SP:Iteration 14Q (15978.510000 sec): 3 clusters Score: Raw -119260.628187 + Penalty 3356.031090 = -115904.597097 nChanged 12 SP:Iteration 15Q (15978.710000 sec): 3 clusters Score: Raw -119290.597999 + Penalty 3356.031090 = -115934.566909 nChanged 18 SP:Iteration 16Q (15978.850000 sec): 3 clusters Score: Raw -119338.742302 + Penalty 3356.031090 = -115982.711212 nChanged 14 SP:Iteration 17Q (15979.030000 sec): 3 clusters Score: Raw -119365.427352 + Penalty 3356.031090 = -116009.396262 nChanged 10 SP:Iteration 18Q (15979.240000 sec): 3 clusters Score: Raw -119386.414460 + Penalty 3356.031090 = -116030.383369 nChanged 4 SP:Iteration 19Q (15979.450000 sec): 3 clusters Score: Raw -119397.565158 + Penalty 3356.031090 = -116041.534068 nChanged 4 SP:Iteration 20F (15979.650000 sec): 3 clusters Score: Raw -119404.897727 + Penalty 3356.031090 = -116048.866636 nChanged 3 SP:Iteration 21Q (15979.820000 sec): 3 clusters Score: Raw -119407.259234 + Penalty 3356.031090 = -116051.228143 nChanged 1 SP:Iteration 22Q (15979.990000 sec): 3 clusters Score: Raw -119409.097534 + Penalty 3356.031090 = -116053.066444 nChanged 2 SP:Iteration 23Q (15980.170000 sec): 3 clusters Score: Raw -119411.114162 + Penalty 3356.031090 = -116055.083072 nChanged 1 SP:Iteration 24Q (15980.360000 sec): 3 clusters Score: Raw -119413.789108 + Penalty 3356.031090 = -116057.758018 nChanged 0 SP:Iteration 25F (15980.550000 sec): 3 clusters Score: Raw -119413.789108 + Penalty 3356.031090 = -116057.758018 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 30 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15980.670000 sec): 2 clusters Score: Raw -9883.809898 + Penalty 1095.872471 = -8787.937427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15980.870000 sec): 3 clusters Score: Raw -10280.860458 + Penalty 2191.744941 = -8089.115517 nChanged 1 SP:Iteration 1Q (15981.070000 sec): 3 clusters Score: Raw -10290.635458 + Penalty 2191.744941 = -8098.890516 nChanged 0 SP:Iteration 2F (15981.200000 sec): 3 clusters Score: Raw -10290.635458 + Penalty 2191.744941 = -8098.890516 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 31 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15981.330000 sec): 2 clusters Score: Raw -16570.724230 + Penalty 1225.527321 = -15345.196910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15981.490000 sec): 3 clusters Score: Raw -16785.470420 + Penalty 2451.054642 = -14334.415778 nChanged 8 SP:Iteration 1F (15981.670000 sec): 3 clusters Score: Raw -16841.502002 + Penalty 2451.054642 = -14390.447361 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 32 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15981.770000 sec): 2 clusters Score: Raw -25203.866565 + Penalty 1328.433396 = -23875.433169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15981.940000 sec): 3 clusters Score: Raw -25508.582979 + Penalty 2656.866792 = -22851.716186 nChanged 33 SP:Iteration 1F (15982.140000 sec): 3 clusters Score: Raw -25612.223935 + Penalty 2656.866792 = -22955.357143 nChanged 7 SP:Iteration 2Q (15982.320000 sec): 3 clusters Score: Raw -25734.701303 + Penalty 2656.866792 = -23077.834511 nChanged 10 SP:Iteration 3Q (15982.550000 sec): 3 clusters Score: Raw -25798.587929 + Penalty 2656.866792 = -23141.721137 nChanged 5 SP:Iteration 4Q (15982.770000 sec): 3 clusters Score: Raw -25844.642215 + Penalty 2656.866792 = -23187.775423 nChanged 4 SP:Iteration 5Q (15982.990000 sec): 3 clusters Score: Raw -25863.377642 + Penalty 2656.866792 = -23206.510850 nChanged 2 SP:Iteration 6Q (15983.140000 sec): 3 clusters Score: Raw -25876.241789 + Penalty 2656.866792 = -23219.374997 nChanged 1 SP:Iteration 7Q (15983.330000 sec): 3 clusters Score: Raw -25896.367053 + Penalty 2656.866792 = -23239.500260 nChanged 3 SP:Iteration 8Q (15983.550000 sec): 3 clusters Score: Raw -25913.297774 + Penalty 2656.866792 = -23256.430981 nChanged 1 SP:Iteration 9Q (15983.750000 sec): 3 clusters Score: Raw -25918.590064 + Penalty 2656.866792 = -23261.723272 nChanged 0 SP:Iteration 10F (15983.890000 sec): 3 clusters Score: Raw -25918.590064 + Penalty 2656.866792 = -23261.723272 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 33 (6283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15984.030000 sec): 2 clusters Score: Raw -899346.254832 + Penalty 2168.909507 = -897177.345325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15984.260000 sec): 3 clusters Score: Raw -896201.937144 + Penalty 4337.819015 = -891864.118129 nChanged 2443 SP:Iteration 1F (15984.490000 sec): 3 clusters Score: Raw -897546.981620 + Penalty 4337.819015 = -893209.162606 nChanged 419 SP:Iteration 2F (15984.710000 sec): 3 clusters Score: Raw -897770.851916 + Penalty 4337.819015 = -893433.032901 nChanged 296 SP:Iteration 3Q (15984.890000 sec): 3 clusters Score: Raw -897906.555831 + Penalty 4337.819015 = -893568.736816 nChanged 187 SP:Iteration 4Q (15985.090000 sec): 3 clusters Score: Raw -897979.937927 + Penalty 4337.819015 = -893642.118912 nChanged 134 SP:Iteration 5Q (15985.350000 sec): 3 clusters Score: Raw -898034.204176 + Penalty 4337.819015 = -893696.385161 nChanged 113 SP:Iteration 6Q (15985.580000 sec): 3 clusters Score: Raw -898080.874726 + Penalty 4337.819015 = -893743.055711 nChanged 123 SP:Iteration 7Q (15985.800000 sec): 3 clusters Score: Raw -898131.468404 + Penalty 4337.819015 = -893793.649390 nChanged 113 SP:Iteration 8Q (15986.020000 sec): 3 clusters Score: Raw -898176.859992 + Penalty 4337.819015 = -893839.040977 nChanged 117 SP:Iteration 9Q (15986.230000 sec): 3 clusters Score: Raw -898225.837475 + Penalty 4337.819015 = -893888.018461 nChanged 120 SP:Iteration 10Q (15986.460000 sec): 3 clusters Score: Raw -898285.316498 + Penalty 4337.819015 = -893947.497483 nChanged 142 SP:Iteration 11Q (15986.610000 sec): 3 clusters Score: Raw -898355.029416 + Penalty 4337.819015 = -894017.210401 nChanged 159 SP:Iteration 12Q (15986.820000 sec): 3 clusters Score: Raw -898436.619208 + Penalty 4337.819015 = -894098.800194 nChanged 164 SP:Iteration 13Q (15987.020000 sec): 3 clusters Score: Raw -898523.391231 + Penalty 4337.819015 = -894185.572216 nChanged 171 SP:Iteration 14Q (15987.230000 sec): 3 clusters Score: Raw -898621.562178 + Penalty 4337.819015 = -894283.743164 nChanged 165 SP:Iteration 15Q (15987.470000 sec): 3 clusters Score: Raw -898725.318145 + Penalty 4337.819015 = -894387.499130 nChanged 169 SP:Iteration 16Q (15987.690000 sec): 3 clusters Score: Raw -898836.013184 + Penalty 4337.819015 = -894498.194169 nChanged 182 SP:Iteration 17Q (15987.880000 sec): 3 clusters Score: Raw -898962.597592 + Penalty 4337.819015 = -894624.778577 nChanged 169 SP:Iteration 18Q (15988.080000 sec): 3 clusters Score: Raw -899093.130044 + Penalty 4337.819015 = -894755.311030 nChanged 142 SP:Iteration 19Q (15988.300000 sec): 3 clusters Score: Raw -899205.775621 + Penalty 4337.819015 = -894867.956606 nChanged 122 SP:Iteration 20F (15988.480000 sec): 3 clusters Score: Raw -899296.397708 + Penalty 4337.819015 = -894958.578693 nChanged 86 SP:Iteration 21Q (15988.680000 sec): 3 clusters Score: Raw -899371.483785 + Penalty 4337.819015 = -895033.664770 nChanged 72 SP:Iteration 22Q (15988.880000 sec): 3 clusters Score: Raw -899433.399395 + Penalty 4337.819015 = -895095.580381 nChanged 49 SP:Iteration 23Q (15989.110000 sec): 3 clusters Score: Raw -899480.630803 + Penalty 4337.819015 = -895142.811789 nChanged 42 SP:Iteration 24Q (15989.290000 sec): 3 clusters Score: Raw -899523.076345 + Penalty 4337.819015 = -895185.257331 nChanged 32 SP:Iteration 25Q (15989.500000 sec): 3 clusters Score: Raw -899558.507427 + Penalty 4337.819015 = -895220.688412 nChanged 29 SP:Iteration 26Q (15989.750000 sec): 3 clusters Score: Raw -899586.857121 + Penalty 4337.819015 = -895249.038106 nChanged 17 SP:Iteration 27Q (15989.940000 sec): 3 clusters Score: Raw -899603.391292 + Penalty 4337.819015 = -895265.572277 nChanged 11 SP:Iteration 28Q (15990.140000 sec): 3 clusters Score: Raw -899616.258806 + Penalty 4337.819015 = -895278.439791 nChanged 14 SP:Iteration 29Q (15990.370000 sec): 3 clusters Score: Raw -899627.721363 + Penalty 4337.819015 = -895289.902348 nChanged 8 SP:Iteration 30Q (15990.550000 sec): 3 clusters Score: Raw -899635.194375 + Penalty 4337.819015 = -895297.375361 nChanged 6 SP:Iteration 31Q (15990.740000 sec): 3 clusters Score: Raw -899640.121792 + Penalty 4337.819015 = -895302.302777 nChanged 6 SP:Iteration 32Q (15990.960000 sec): 3 clusters Score: Raw -899644.603527 + Penalty 4337.819015 = -895306.784512 nChanged 6 SP:Iteration 33Q (15991.200000 sec): 3 clusters Score: Raw -899651.401133 + Penalty 4337.819015 = -895313.582118 nChanged 3 SP:Iteration 34Q (15991.440000 sec): 3 clusters Score: Raw -899654.652457 + Penalty 4337.819015 = -895316.833443 nChanged 3 SP:Iteration 35Q (15991.630000 sec): 3 clusters Score: Raw -899657.718564 + Penalty 4337.819015 = -895319.899549 nChanged 5 SP:Iteration 36Q (15991.900000 sec): 3 clusters Score: Raw -899663.572534 + Penalty 4337.819015 = -895325.753519 nChanged 3 SP:Iteration 37Q (15992.100000 sec): 3 clusters Score: Raw -899667.202496 + Penalty 4337.819015 = -895329.383482 nChanged 2 SP:Iteration 38Q (15992.320000 sec): 3 clusters Score: Raw -899669.242670 + Penalty 4337.819015 = -895331.423655 nChanged 1 SP:Iteration 39Q (15992.530000 sec): 3 clusters Score: Raw -899670.264685 + Penalty 4337.819015 = -895332.445670 nChanged 1 SP:Iteration 40F (15992.760000 sec): 3 clusters Score: Raw -899671.610709 + Penalty 4337.819015 = -895333.791694 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 34 (50916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15993.130000 sec): 2 clusters Score: Raw -7457667.256911 + Penalty 2687.807259 = -7454979.449652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15993.600000 sec): 3 clusters Score: Raw -7425929.767672 + Penalty 5375.614518 = -7420554.153154 nChanged 23519 SP:Iteration 1F (15994.020000 sec): 3 clusters Score: Raw -7439280.295633 + Penalty 5375.614518 = -7433904.681115 nChanged 1972 SP:Iteration 2Q (15994.460000 sec): 3 clusters Score: Raw -7439831.109671 + Penalty 5375.614518 = -7434455.495153 nChanged 1866 SP:Iteration 3Q (15994.940000 sec): 3 clusters Score: Raw -7440413.946834 + Penalty 5375.614518 = -7435038.332317 nChanged 1929 SP:Iteration 4Q (15995.450000 sec): 3 clusters Score: Raw -7441122.660658 + Penalty 5375.614518 = -7435747.046141 nChanged 1986 SP:Iteration 5Q (15995.940000 sec): 3 clusters Score: Raw -7441986.778817 + Penalty 5375.614518 = -7436611.164300 nChanged 2168 SP:Iteration 6Q (15996.460000 sec): 3 clusters Score: Raw -7443053.670298 + Penalty 5375.614518 = -7437678.055780 nChanged 2345 SP:Iteration 7Q (15996.930000 sec): 3 clusters Score: Raw -7444418.804800 + Penalty 5375.614518 = -7439043.190282 nChanged 2659 SP:Iteration 8F (15997.410000 sec): 3 clusters Score: Raw -7446216.852547 + Penalty 5375.614518 = -7440841.238030 nChanged 2799 SP:Iteration 9F (15997.870000 sec): 3 clusters Score: Raw -7448219.838392 + Penalty 5375.614518 = -7442844.223875 nChanged 2715 SP:Iteration 10F (15998.340000 sec): 3 clusters Score: Raw -7450237.958776 + Penalty 5375.614518 = -7444862.344259 nChanged 2535 SP:Iteration 11Q (15998.870000 sec): 3 clusters Score: Raw -7452195.327583 + Penalty 5375.614518 = -7446819.713065 nChanged 2154 SP:Iteration 12Q (15999.370000 sec): 3 clusters Score: Raw -7453876.591745 + Penalty 5375.614518 = -7448500.977228 nChanged 1690 SP:Iteration 13Q (15999.910000 sec): 3 clusters Score: Raw -7455223.001462 + Penalty 5375.614518 = -7449847.386944 nChanged 1254 SP:Iteration 14Q (16000.390000 sec): 3 clusters Score: Raw -7456198.250002 + Penalty 5375.614518 = -7450822.635485 nChanged 890 SP:Iteration 15Q (16000.890000 sec): 3 clusters Score: Raw -7456902.643105 + Penalty 5375.614518 = -7451527.028587 nChanged 577 SP:Iteration 16Q (16001.330000 sec): 3 clusters Score: Raw -7457339.203531 + Penalty 5375.614518 = -7451963.589013 nChanged 355 SP:Iteration 17Q (16001.810000 sec): 3 clusters Score: Raw -7457565.757025 + Penalty 5375.614518 = -7452190.142508 nChanged 218 SP:Iteration 18Q (16002.320000 sec): 3 clusters Score: Raw -7457692.904193 + Penalty 5375.614518 = -7452317.289675 nChanged 151 SP:Iteration 19Q (16002.820000 sec): 3 clusters Score: Raw -7457785.100670 + Penalty 5375.614518 = -7452409.486153 nChanged 109 SP:Iteration 20F (16003.270000 sec): 3 clusters Score: Raw -7457853.382224 + Penalty 5375.614518 = -7452477.767706 nChanged 84 SP:Iteration 21Q (16003.720000 sec): 3 clusters Score: Raw -7457900.129469 + Penalty 5375.614518 = -7452524.514952 nChanged 72 SP:Iteration 22Q (16004.180000 sec): 3 clusters Score: Raw -7457939.522469 + Penalty 5375.614518 = -7452563.907952 nChanged 54 SP:Iteration 23Q (16004.630000 sec): 3 clusters Score: Raw -7457970.626051 + Penalty 5375.614518 = -7452595.011534 nChanged 55 SP:Iteration 24Q (16005.130000 sec): 3 clusters Score: Raw -7458005.109491 + Penalty 5375.614518 = -7452629.494974 nChanged 40 SP:Iteration 25Q (16005.560000 sec): 3 clusters Score: Raw -7458030.141170 + Penalty 5375.614518 = -7452654.526652 nChanged 41 SP:Iteration 26Q (16005.920000 sec): 3 clusters Score: Raw -7458066.206911 + Penalty 5375.614518 = -7452690.592393 nChanged 40 SP:Iteration 27Q (16006.330000 sec): 3 clusters Score: Raw -7458088.798417 + Penalty 5375.614518 = -7452713.183899 nChanged 18 SP:Iteration 28Q (16006.730000 sec): 3 clusters Score: Raw -7458099.484227 + Penalty 5375.614518 = -7452723.869710 nChanged 15 SP:Iteration 29Q (16007.250000 sec): 3 clusters Score: Raw -7458105.571454 + Penalty 5375.614518 = -7452729.956936 nChanged 9 SP:Iteration 30Q (16007.760000 sec): 3 clusters Score: Raw -7458110.117282 + Penalty 5375.614518 = -7452734.502764 nChanged 12 SP:Iteration 31Q (16008.280000 sec): 3 clusters Score: Raw -7458116.491727 + Penalty 5375.614518 = -7452740.877209 nChanged 11 SP:Iteration 32Q (16008.680000 sec): 3 clusters Score: Raw -7458121.959605 + Penalty 5375.614518 = -7452746.345088 nChanged 6 SP:Iteration 33Q (16009.190000 sec): 3 clusters Score: Raw -7458125.065575 + Penalty 5375.614518 = -7452749.451058 nChanged 8 SP:Iteration 34Q (16009.590000 sec): 3 clusters Score: Raw -7458130.552358 + Penalty 5375.614518 = -7452754.937841 nChanged 10 SP:Iteration 35Q (16010.050000 sec): 3 clusters Score: Raw -7458137.450410 + Penalty 5375.614518 = -7452761.835892 nChanged 11 SP:Iteration 36Q (16010.450000 sec): 3 clusters Score: Raw -7458146.161154 + Penalty 5375.614518 = -7452770.546637 nChanged 12 SP:Iteration 37Q (16010.940000 sec): 3 clusters Score: Raw -7458152.535065 + Penalty 5375.614518 = -7452776.920547 nChanged 12 SP:Iteration 38Q (16011.420000 sec): 3 clusters Score: Raw -7458159.648047 + Penalty 5375.614518 = -7452784.033530 nChanged 8 SP:Iteration 39Q (16011.900000 sec): 3 clusters Score: Raw -7458163.076479 + Penalty 5375.614518 = -7452787.461962 nChanged 8 SP:Iteration 40F (16012.380000 sec): 3 clusters Score: Raw -7458166.700953 + Penalty 5375.614518 = -7452791.086435 nChanged 4 SP:Iteration 41Q (16012.830000 sec): 3 clusters Score: Raw -7458169.511852 + Penalty 5375.614518 = -7452793.897334 nChanged 6 SP:Iteration 42Q (16013.330000 sec): 3 clusters Score: Raw -7458172.264817 + Penalty 5375.614518 = -7452796.650299 nChanged 3 SP:Iteration 43Q (16013.840000 sec): 3 clusters Score: Raw -7458172.941846 + Penalty 5375.614518 = -7452797.327328 nChanged 1 SP:Iteration 44Q (16014.300000 sec): 3 clusters Score: Raw -7458173.453846 + Penalty 5375.614518 = -7452797.839329 nChanged 3 SP:Iteration 45Q (16014.750000 sec): 3 clusters Score: Raw -7458174.738544 + Penalty 5375.614518 = -7452799.124027 nChanged 3 SP:Iteration 46Q (16015.190000 sec): 3 clusters Score: Raw -7458176.636842 + Penalty 5375.614518 = -7452801.022325 nChanged 6 SP:Iteration 47Q (16015.620000 sec): 3 clusters Score: Raw -7458180.699300 + Penalty 5375.614518 = -7452805.084783 nChanged 6 SP:Iteration 48Q (16016.050000 sec): 3 clusters Score: Raw -7458183.446215 + Penalty 5375.614518 = -7452807.831698 nChanged 4 SP:Iteration 49Q (16016.530000 sec): 3 clusters Score: Raw -7458185.427797 + Penalty 5375.614518 = -7452809.813279 nChanged 3 SP:Iteration 50Q (16016.950000 sec): 3 clusters Score: Raw -7458186.814564 + Penalty 5375.614518 = -7452811.200047 nChanged 1 SP:Iteration 51Q (16017.450000 sec): 3 clusters Score: Raw -7458187.117028 + Penalty 5375.614518 = -7452811.502510 nChanged 1 SP:Iteration 52Q (16017.910000 sec): 3 clusters Score: Raw -7458187.605013 + Penalty 5375.614518 = -7452811.990495 nChanged 0 SP:Iteration 53F (16018.430000 sec): 3 clusters Score: Raw -7458187.605013 + Penalty 5375.614518 = -7452811.990495 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 35 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16018.520000 sec): 2 clusters Score: Raw -59167.500416 + Penalty 1498.572943 = -57668.927473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16018.690000 sec): 3 clusters Score: Raw -59189.957298 + Penalty 2997.145886 = -56192.811412 nChanged 65 SP:Iteration 1F (16018.910000 sec): 3 clusters Score: Raw -59349.235161 + Penalty 2997.145886 = -56352.089276 nChanged 13 SP:Iteration 2Q (16019.150000 sec): 3 clusters Score: Raw -59388.030516 + Penalty 2997.145886 = -56390.884630 nChanged 8 SP:Iteration 3Q (16019.320000 sec): 3 clusters Score: Raw -59414.355017 + Penalty 2997.145886 = -56417.209132 nChanged 4 SP:Iteration 4Q (16019.550000 sec): 3 clusters Score: Raw -59428.545607 + Penalty 2997.145886 = -56431.399721 nChanged 2 SP:Iteration 5Q (16019.750000 sec): 3 clusters Score: Raw -59435.177147 + Penalty 2997.145886 = -56438.031261 nChanged 2 SP:Iteration 6Q (16019.940000 sec): 3 clusters Score: Raw -59440.144510 + Penalty 2997.145886 = -56442.998624 nChanged 3 SP:Iteration 7Q (16020.150000 sec): 3 clusters Score: Raw -59452.284281 + Penalty 2997.145886 = -56455.138396 nChanged 1 SP:Iteration 8Q (16020.310000 sec): 3 clusters Score: Raw -59455.154052 + Penalty 2997.145886 = -56458.008166 nChanged 0 SP:Iteration 9F (16020.510000 sec): 3 clusters Score: Raw -59455.154052 + Penalty 2997.145886 = -56458.008166 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 36 (127323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16021.130000 sec): 2 clusters Score: Raw -18746478.595256 + Penalty 2915.111646 = -18743563.483610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16022.100000 sec): 3 clusters Score: Raw -18664369.736644 + Penalty 5830.223292 = -18658539.513352 nChanged 60717 SP:Iteration 1F (16022.950000 sec): 3 clusters Score: Raw -18700000.383941 + Penalty 5830.223292 = -18694170.160649 nChanged 5297 SP:Iteration 2Q (16023.790000 sec): 3 clusters Score: Raw -18701909.057341 + Penalty 5830.223292 = -18696078.834049 nChanged 6537 SP:Iteration 3F (16024.650000 sec): 3 clusters Score: Raw -18704976.180281 + Penalty 5830.223292 = -18699145.956988 nChanged 7982 SP:Iteration 4F (16025.500000 sec): 3 clusters Score: Raw -18709541.106199 + Penalty 5830.223292 = -18703710.882906 nChanged 9013 SP:Iteration 5F (16026.410000 sec): 3 clusters Score: Raw -18715072.545355 + Penalty 5830.223292 = -18709242.322063 nChanged 8827 SP:Iteration 6F (16027.280000 sec): 3 clusters Score: Raw -18720550.864469 + Penalty 5830.223292 = -18714720.641177 nChanged 8032 SP:Iteration 7F (16028.210000 sec): 3 clusters Score: Raw -18725337.636640 + Penalty 5830.223292 = -18719507.413348 nChanged 6677 SP:Iteration 8F (16029.130000 sec): 3 clusters Score: Raw -18729155.812804 + Penalty 5830.223292 = -18723325.589512 nChanged 5594 SP:Iteration 9Q (16030.070000 sec): 3 clusters Score: Raw -18732382.329801 + Penalty 5830.223292 = -18726552.106509 nChanged 5098 SP:Iteration 10Q (16031.210000 sec): 3 clusters Score: Raw -18735501.821237 + Penalty 5830.223292 = -18729671.597944 nChanged 4562 SP:Iteration 11Q (16032.150000 sec): 3 clusters Score: Raw -18738441.429307 + Penalty 5830.223292 = -18732611.206014 nChanged 3857 SP:Iteration 12Q (16033.060000 sec): 3 clusters Score: Raw -18741010.418830 + Penalty 5830.223292 = -18735180.195538 nChanged 3065 SP:Iteration 13Q (16033.960000 sec): 3 clusters Score: Raw -18743091.790291 + Penalty 5830.223292 = -18737261.566999 nChanged 2161 SP:Iteration 14Q (16034.800000 sec): 3 clusters Score: Raw -18744568.238736 + Penalty 5830.223292 = -18738738.015444 nChanged 1408 SP:Iteration 15Q (16035.720000 sec): 3 clusters Score: Raw -18745488.798864 + Penalty 5830.223292 = -18739658.575572 nChanged 846 SP:Iteration 16Q (16036.530000 sec): 3 clusters Score: Raw -18746033.530979 + Penalty 5830.223292 = -18740203.307687 nChanged 500 SP:Iteration 17Q (16037.390000 sec): 3 clusters Score: Raw -18746370.132416 + Penalty 5830.223292 = -18740539.909124 nChanged 300 SP:Iteration 18Q (16038.280000 sec): 3 clusters Score: Raw -18746574.836597 + Penalty 5830.223292 = -18740744.613305 nChanged 193 SP:Iteration 19Q (16039.090000 sec): 3 clusters Score: Raw -18746699.208601 + Penalty 5830.223292 = -18740868.985309 nChanged 117 SP:Iteration 20F (16040.040000 sec): 3 clusters Score: Raw -18746775.092107 + Penalty 5830.223292 = -18740944.868815 nChanged 69 SP:Iteration 21Q (16040.870000 sec): 3 clusters Score: Raw -18746814.878408 + Penalty 5830.223292 = -18740984.655116 nChanged 55 SP:Iteration 22Q (16041.710000 sec): 3 clusters Score: Raw -18746850.125230 + Penalty 5830.223292 = -18741019.901938 nChanged 45 SP:Iteration 23Q (16042.510000 sec): 3 clusters Score: Raw -18746879.993504 + Penalty 5830.223292 = -18741049.770212 nChanged 41 SP:Iteration 24Q (16043.220000 sec): 3 clusters Score: Raw -18746905.193917 + Penalty 5830.223292 = -18741074.970625 nChanged 32 SP:Iteration 25Q (16043.980000 sec): 3 clusters Score: Raw -18746920.983226 + Penalty 5830.223292 = -18741090.759934 nChanged 30 SP:Iteration 26Q (16044.660000 sec): 3 clusters Score: Raw -18746938.898379 + Penalty 5830.223292 = -18741108.675086 nChanged 31 SP:Iteration 27Q (16045.400000 sec): 3 clusters Score: Raw -18746953.996992 + Penalty 5830.223292 = -18741123.773700 nChanged 18 SP:Iteration 28Q (16046.030000 sec): 3 clusters Score: Raw -18746963.093447 + Penalty 5830.223292 = -18741132.870155 nChanged 18 SP:Iteration 29Q (16046.830000 sec): 3 clusters Score: Raw -18746971.136100 + Penalty 5830.223292 = -18741140.912807 nChanged 8 SP:Iteration 30Q (16047.550000 sec): 3 clusters Score: Raw -18746975.937484 + Penalty 5830.223292 = -18741145.714192 nChanged 7 SP:Iteration 31Q (16048.320000 sec): 3 clusters Score: Raw -18746979.935387 + Penalty 5830.223292 = -18741149.712095 nChanged 8 SP:Iteration 32Q (16049.020000 sec): 3 clusters Score: Raw -18746983.924260 + Penalty 5830.223292 = -18741153.700967 nChanged 4 SP:Iteration 33Q (16049.750000 sec): 3 clusters Score: Raw -18746986.967473 + Penalty 5830.223292 = -18741156.744181 nChanged 7 SP:Iteration 34Q (16050.560000 sec): 3 clusters Score: Raw -18746992.055243 + Penalty 5830.223292 = -18741161.831950 nChanged 7 SP:Iteration 35Q (16051.370000 sec): 3 clusters Score: Raw -18746995.920046 + Penalty 5830.223292 = -18741165.696753 nChanged 6 SP:Iteration 36Q (16052.100000 sec): 3 clusters Score: Raw -18746998.778322 + Penalty 5830.223292 = -18741168.555030 nChanged 7 SP:Iteration 37Q (16052.830000 sec): 3 clusters Score: Raw -18747001.610624 + Penalty 5830.223292 = -18741171.387332 nChanged 3 SP:Iteration 38Q (16053.650000 sec): 3 clusters Score: Raw -18747002.850448 + Penalty 5830.223292 = -18741172.627156 nChanged 2 SP:Iteration 39Q (16054.340000 sec): 3 clusters Score: Raw -18747003.517077 + Penalty 5830.223292 = -18741173.293785 nChanged 1 SP:Iteration 40F (16055.210000 sec): 3 clusters Score: Raw -18747004.001454 + Penalty 5830.223292 = -18741173.778161 nChanged 1 SP:Iteration 41Q (16055.950000 sec): 3 clusters Score: Raw -18747004.512588 + Penalty 5830.223292 = -18741174.289296 nChanged 1 SP:Iteration 42Q (16056.710000 sec): 3 clusters Score: Raw -18747005.386321 + Penalty 5830.223292 = -18741175.163029 nChanged 1 SP:Iteration 43Q (16057.450000 sec): 3 clusters Score: Raw -18747006.096701 + Penalty 5830.223292 = -18741175.873409 nChanged 2 SP:Iteration 44Q (16058.180000 sec): 3 clusters Score: Raw -18747007.275626 + Penalty 5830.223292 = -18741177.052334 nChanged 0 SP:Iteration 45F (16059.070000 sec): 3 clusters Score: Raw -18747007.275626 + Penalty 5830.223292 = -18741177.052334 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 37 (2721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16059.220000 sec): 2 clusters Score: Raw -392535.775544 + Penalty 1961.371175 = -390574.404368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16059.420000 sec): 3 clusters Score: Raw -391383.347482 + Penalty 3922.742350 = -387460.605131 nChanged 947 SP:Iteration 1F (16059.590000 sec): 3 clusters Score: Raw -391980.061935 + Penalty 3922.742350 = -388057.319584 nChanged 166 SP:Iteration 2F (16059.780000 sec): 3 clusters Score: Raw -392092.017595 + Penalty 3922.742350 = -388169.275245 nChanged 98 SP:Iteration 3Q (16059.980000 sec): 3 clusters Score: Raw -392160.918636 + Penalty 3922.742350 = -388238.176286 nChanged 81 SP:Iteration 4Q (16060.150000 sec): 3 clusters Score: Raw -392218.547787 + Penalty 3922.742350 = -388295.805437 nChanged 66 SP:Iteration 5Q (16060.310000 sec): 3 clusters Score: Raw -392260.414927 + Penalty 3922.742350 = -388337.672577 nChanged 40 SP:Iteration 6Q (16060.490000 sec): 3 clusters Score: Raw -392283.876568 + Penalty 3922.742350 = -388361.134218 nChanged 32 SP:Iteration 7Q (16060.720000 sec): 3 clusters Score: Raw -392302.754326 + Penalty 3922.742350 = -388380.011975 nChanged 26 SP:Iteration 8Q (16060.900000 sec): 3 clusters Score: Raw -392316.541896 + Penalty 3922.742350 = -388393.799546 nChanged 29 SP:Iteration 9Q (16061.160000 sec): 3 clusters Score: Raw -392330.732091 + Penalty 3922.742350 = -388407.989741 nChanged 21 SP:Iteration 10Q (16061.370000 sec): 3 clusters Score: Raw -392341.702988 + Penalty 3922.742350 = -388418.960637 nChanged 14 SP:Iteration 11Q (16061.530000 sec): 3 clusters Score: Raw -392348.053521 + Penalty 3922.742350 = -388425.311171 nChanged 10 SP:Iteration 12Q (16061.750000 sec): 3 clusters Score: Raw -392351.650188 + Penalty 3922.742350 = -388428.907837 nChanged 9 SP:Iteration 13Q (16061.960000 sec): 3 clusters Score: Raw -392356.112310 + Penalty 3922.742350 = -388433.369960 nChanged 7 SP:Iteration 14Q (16062.220000 sec): 3 clusters Score: Raw -392359.057596 + Penalty 3922.742350 = -388436.315246 nChanged 3 SP:Iteration 15Q (16062.390000 sec): 3 clusters Score: Raw -392360.001795 + Penalty 3922.742350 = -388437.259445 nChanged 6 SP:Iteration 16Q (16062.640000 sec): 3 clusters Score: Raw -392361.667989 + Penalty 3922.742350 = -388438.925639 nChanged 4 SP:Iteration 17Q (16062.820000 sec): 3 clusters Score: Raw -392363.303754 + Penalty 3922.742350 = -388440.561403 nChanged 3 SP:Iteration 18Q (16063.050000 sec): 3 clusters Score: Raw -392364.750960 + Penalty 3922.742350 = -388442.008610 nChanged 6 SP:Iteration 19Q (16063.240000 sec): 3 clusters Score: Raw -392367.268544 + Penalty 3922.742350 = -388444.526193 nChanged 4 SP:Iteration 20F (16063.470000 sec): 3 clusters Score: Raw -392368.743467 + Penalty 3922.742350 = -388446.001117 nChanged 2 SP:Iteration 21Q (16063.650000 sec): 3 clusters Score: Raw -392369.902274 + Penalty 3922.742350 = -388447.159923 nChanged 5 SP:Iteration 22Q (16063.830000 sec): 3 clusters Score: Raw -392372.235922 + Penalty 3922.742350 = -388449.493571 nChanged 5 SP:Iteration 23Q (16063.990000 sec): 3 clusters Score: Raw -392374.108113 + Penalty 3922.742350 = -388451.365762 nChanged 1 SP:Iteration 24Q (16064.200000 sec): 3 clusters Score: Raw -392374.761444 + Penalty 3922.742350 = -388452.019094 nChanged 2 SP:Iteration 25Q (16064.380000 sec): 3 clusters Score: Raw -392375.613410 + Penalty 3922.742350 = -388452.871059 nChanged 1 SP:Iteration 26Q (16064.610000 sec): 3 clusters Score: Raw -392375.798592 + Penalty 3922.742350 = -388453.056241 nChanged 1 SP:Iteration 27Q (16064.800000 sec): 3 clusters Score: Raw -392376.228370 + Penalty 3922.742350 = -388453.486020 nChanged 0 SP:Iteration 28F (16064.970000 sec): 3 clusters Score: Raw -392376.228370 + Penalty 3922.742350 = -388453.486020 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 38 (7841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16065.100000 sec): 2 clusters Score: Raw -1198894.542483 + Penalty 2223.846171 = -1196670.696312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16065.330000 sec): 3 clusters Score: Raw -1194791.735427 + Penalty 4447.692341 = -1190344.043085 nChanged 3115 SP:Iteration 1F (16065.550000 sec): 3 clusters Score: Raw -1196502.884304 + Penalty 4447.692341 = -1192055.191962 nChanged 523 SP:Iteration 2F (16065.790000 sec): 3 clusters Score: Raw -1196761.303565 + Penalty 4447.692341 = -1192313.611223 nChanged 379 SP:Iteration 3Q (16065.990000 sec): 3 clusters Score: Raw -1196937.738830 + Penalty 4447.692341 = -1192490.046488 nChanged 314 SP:Iteration 4Q (16066.190000 sec): 3 clusters Score: Raw -1197089.029140 + Penalty 4447.692341 = -1192641.336799 nChanged 287 SP:Iteration 5Q (16066.450000 sec): 3 clusters Score: Raw -1197236.727721 + Penalty 4447.692341 = -1192789.035380 nChanged 284 SP:Iteration 6Q (16066.680000 sec): 3 clusters Score: Raw -1197377.817941 + Penalty 4447.692341 = -1192930.125600 nChanged 275 SP:Iteration 7Q (16066.950000 sec): 3 clusters Score: Raw -1197536.794520 + Penalty 4447.692341 = -1193089.102178 nChanged 291 SP:Iteration 8Q (16067.160000 sec): 3 clusters Score: Raw -1197710.880721 + Penalty 4447.692341 = -1193263.188380 nChanged 279 SP:Iteration 9Q (16067.420000 sec): 3 clusters Score: Raw -1197874.762816 + Penalty 4447.692341 = -1193427.070475 nChanged 268 SP:Iteration 10Q (16067.640000 sec): 3 clusters Score: Raw -1198046.609069 + Penalty 4447.692341 = -1193598.916728 nChanged 251 SP:Iteration 11Q (16067.890000 sec): 3 clusters Score: Raw -1198214.619460 + Penalty 4447.692341 = -1193766.927119 nChanged 229 SP:Iteration 12Q (16068.140000 sec): 3 clusters Score: Raw -1198365.904938 + Penalty 4447.692341 = -1193918.212597 nChanged 187 SP:Iteration 13Q (16068.370000 sec): 3 clusters Score: Raw -1198498.019112 + Penalty 4447.692341 = -1194050.326770 nChanged 160 SP:Iteration 14Q (16068.590000 sec): 3 clusters Score: Raw -1198618.910766 + Penalty 4447.692341 = -1194171.218424 nChanged 145 SP:Iteration 15Q (16068.840000 sec): 3 clusters Score: Raw -1198732.879746 + Penalty 4447.692341 = -1194285.187405 nChanged 115 SP:Iteration 16Q (16069.060000 sec): 3 clusters Score: Raw -1198828.979685 + Penalty 4447.692341 = -1194381.287344 nChanged 92 SP:Iteration 17Q (16069.300000 sec): 3 clusters Score: Raw -1198913.945588 + Penalty 4447.692341 = -1194466.253246 nChanged 65 SP:Iteration 18Q (16069.550000 sec): 3 clusters Score: Raw -1198983.298439 + Penalty 4447.692341 = -1194535.606098 nChanged 51 SP:Iteration 19Q (16069.750000 sec): 3 clusters Score: Raw -1199032.702966 + Penalty 4447.692341 = -1194585.010625 nChanged 38 SP:Iteration 20F (16070.000000 sec): 3 clusters Score: Raw -1199060.440238 + Penalty 4447.692341 = -1194612.747896 nChanged 21 SP:Iteration 21Q (16070.240000 sec): 3 clusters Score: Raw -1199078.458059 + Penalty 4447.692341 = -1194630.765718 nChanged 20 SP:Iteration 22Q (16070.480000 sec): 3 clusters Score: Raw -1199095.284563 + Penalty 4447.692341 = -1194647.592221 nChanged 16 SP:Iteration 23Q (16070.700000 sec): 3 clusters Score: Raw -1199109.894030 + Penalty 4447.692341 = -1194662.201688 nChanged 14 SP:Iteration 24Q (16070.950000 sec): 3 clusters Score: Raw -1199120.481783 + Penalty 4447.692341 = -1194672.789441 nChanged 6 SP:Iteration 25Q (16071.160000 sec): 3 clusters Score: Raw -1199126.129552 + Penalty 4447.692341 = -1194678.437211 nChanged 6 SP:Iteration 26Q (16071.420000 sec): 3 clusters Score: Raw -1199131.304065 + Penalty 4447.692341 = -1194683.611724 nChanged 7 SP:Iteration 27Q (16071.560000 sec): 3 clusters Score: Raw -1199137.343658 + Penalty 4447.692341 = -1194689.651316 nChanged 7 SP:Iteration 28Q (16071.760000 sec): 3 clusters Score: Raw -1199144.072458 + Penalty 4447.692341 = -1194696.380117 nChanged 4 SP:Iteration 29Q (16072.010000 sec): 3 clusters Score: Raw -1199147.640279 + Penalty 4447.692341 = -1194699.947938 nChanged 1 SP:Iteration 30Q (16072.200000 sec): 3 clusters Score: Raw -1199149.088911 + Penalty 4447.692341 = -1194701.396570 nChanged 2 SP:Iteration 31Q (16072.410000 sec): 3 clusters Score: Raw -1199151.203774 + Penalty 4447.692341 = -1194703.511432 nChanged 2 SP:Iteration 32Q (16072.650000 sec): 3 clusters Score: Raw -1199152.690693 + Penalty 4447.692341 = -1194704.998352 nChanged 0 SP:Iteration 33F (16072.870000 sec): 3 clusters Score: Raw -1199152.690693 + Penalty 4447.692341 = -1194704.998352 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 39 (45432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16073.140000 sec): 2 clusters Score: Raw -6608660.781243 + Penalty 2659.545051 = -6606001.236192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16073.570000 sec): 3 clusters Score: Raw -6580593.922069 + Penalty 5319.090103 = -6575274.831966 nChanged 20985 SP:Iteration 1F (16073.980000 sec): 3 clusters Score: Raw -6592333.662166 + Penalty 5319.090103 = -6587014.572063 nChanged 2037 SP:Iteration 2Q (16074.380000 sec): 3 clusters Score: Raw -6593005.244330 + Penalty 5319.090103 = -6587686.154227 nChanged 1950 SP:Iteration 3Q (16074.890000 sec): 3 clusters Score: Raw -6593757.316991 + Penalty 5319.090103 = -6588438.226889 nChanged 2072 SP:Iteration 4Q (16075.370000 sec): 3 clusters Score: Raw -6594733.540032 + Penalty 5319.090103 = -6589414.449930 nChanged 2501 SP:Iteration 5F (16075.820000 sec): 3 clusters Score: Raw -6596131.068506 + Penalty 5319.090103 = -6590811.978403 nChanged 2898 SP:Iteration 6F (16076.320000 sec): 3 clusters Score: Raw -6598030.359301 + Penalty 5319.090103 = -6592711.269198 nChanged 3260 SP:Iteration 7F (16076.740000 sec): 3 clusters Score: Raw -6600564.561255 + Penalty 5319.090103 = -6595245.471152 nChanged 3388 SP:Iteration 8F (16077.190000 sec): 3 clusters Score: Raw -6603506.982791 + Penalty 5319.090103 = -6598187.892688 nChanged 2771 SP:Iteration 9F (16077.680000 sec): 3 clusters Score: Raw -6606020.354401 + Penalty 5319.090103 = -6600701.264298 nChanged 1779 SP:Iteration 10Q (16078.160000 sec): 3 clusters Score: Raw -6607615.712752 + Penalty 5319.090103 = -6602296.622649 nChanged 827 SP:Iteration 11Q (16078.610000 sec): 3 clusters Score: Raw -6608342.252678 + Penalty 5319.090103 = -6603023.162576 nChanged 335 SP:Iteration 12Q (16078.940000 sec): 3 clusters Score: Raw -6608649.538826 + Penalty 5319.090103 = -6603330.448723 nChanged 138 SP:Iteration 13Q (16079.360000 sec): 3 clusters Score: Raw -6608794.185867 + Penalty 5319.090103 = -6603475.095764 nChanged 73 SP:Iteration 14Q (16079.820000 sec): 3 clusters Score: Raw -6608875.298749 + Penalty 5319.090103 = -6603556.208647 nChanged 39 SP:Iteration 15Q (16080.260000 sec): 3 clusters Score: Raw -6608927.776278 + Penalty 5319.090103 = -6603608.686175 nChanged 22 SP:Iteration 16Q (16080.620000 sec): 3 clusters Score: Raw -6608958.175057 + Penalty 5319.090103 = -6603639.084954 nChanged 15 SP:Iteration 17Q (16081.070000 sec): 3 clusters Score: Raw -6608974.665820 + Penalty 5319.090103 = -6603655.575717 nChanged 7 SP:Iteration 18Q (16081.380000 sec): 3 clusters Score: Raw -6608981.372788 + Penalty 5319.090103 = -6603662.282685 nChanged 2 SP:Iteration 19Q (16081.800000 sec): 3 clusters Score: Raw -6608985.634742 + Penalty 5319.090103 = -6603666.544639 nChanged 1 SP:Iteration 20F (16082.170000 sec): 3 clusters Score: Raw -6608988.108534 + Penalty 5319.090103 = -6603669.018431 nChanged 3 SP:Iteration 21Q (16082.540000 sec): 3 clusters Score: Raw -6608991.235315 + Penalty 5319.090103 = -6603672.145212 nChanged 1 SP:Iteration 22Q (16082.870000 sec): 3 clusters Score: Raw -6608993.198573 + Penalty 5319.090103 = -6603674.108471 nChanged 2 SP:Iteration 23Q (16083.290000 sec): 3 clusters Score: Raw -6608995.323318 + Penalty 5319.090103 = -6603676.233215 nChanged 1 SP:Iteration 24Q (16083.750000 sec): 3 clusters Score: Raw -6608996.447278 + Penalty 5319.090103 = -6603677.357175 nChanged 1 SP:Iteration 25Q (16084.070000 sec): 3 clusters Score: Raw -6608996.965463 + Penalty 5319.090103 = -6603677.875360 nChanged 0 SP:Iteration 26F (16084.560000 sec): 3 clusters Score: Raw -6608996.965463 + Penalty 5319.090103 = -6603677.875360 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 40 (9064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16084.710000 sec): 2 clusters Score: Raw -1324448.599513 + Penalty 2259.792319 = -1322188.807194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16084.950000 sec): 3 clusters Score: Raw -1319628.014286 + Penalty 4519.584638 = -1315108.429648 nChanged 3793 SP:Iteration 1F (16085.190000 sec): 3 clusters Score: Raw -1321613.075317 + Penalty 4519.584638 = -1317093.490679 nChanged 576 SP:Iteration 2F (16085.400000 sec): 3 clusters Score: Raw -1321881.732917 + Penalty 4519.584638 = -1317362.148279 nChanged 446 SP:Iteration 3Q (16085.630000 sec): 3 clusters Score: Raw -1322055.027826 + Penalty 4519.584638 = -1317535.443188 nChanged 296 SP:Iteration 4Q (16085.850000 sec): 3 clusters Score: Raw -1322155.229150 + Penalty 4519.584638 = -1317635.644512 nChanged 231 SP:Iteration 5Q (16086.060000 sec): 3 clusters Score: Raw -1322236.097067 + Penalty 4519.584638 = -1317716.512428 nChanged 213 SP:Iteration 6Q (16086.340000 sec): 3 clusters Score: Raw -1322299.706354 + Penalty 4519.584638 = -1317780.121715 nChanged 163 SP:Iteration 7Q (16086.580000 sec): 3 clusters Score: Raw -1322349.813272 + Penalty 4519.584638 = -1317830.228634 nChanged 138 SP:Iteration 8Q (16086.850000 sec): 3 clusters Score: Raw -1322382.339430 + Penalty 4519.584638 = -1317862.754792 nChanged 108 SP:Iteration 9Q (16087.030000 sec): 3 clusters Score: Raw -1322406.448813 + Penalty 4519.584638 = -1317886.864174 nChanged 104 SP:Iteration 10Q (16087.230000 sec): 3 clusters Score: Raw -1322430.530856 + Penalty 4519.584638 = -1317910.946218 nChanged 84 SP:Iteration 11Q (16087.460000 sec): 3 clusters Score: Raw -1322451.745784 + Penalty 4519.584638 = -1317932.161146 nChanged 81 SP:Iteration 12Q (16087.700000 sec): 3 clusters Score: Raw -1322471.222067 + Penalty 4519.584638 = -1317951.637429 nChanged 70 SP:Iteration 13Q (16087.920000 sec): 3 clusters Score: Raw -1322486.763452 + Penalty 4519.584638 = -1317967.178814 nChanged 71 SP:Iteration 14Q (16088.160000 sec): 3 clusters Score: Raw -1322505.662053 + Penalty 4519.584638 = -1317986.077415 nChanged 84 SP:Iteration 15Q (16088.400000 sec): 3 clusters Score: Raw -1322525.605259 + Penalty 4519.584638 = -1318006.020621 nChanged 78 SP:Iteration 16Q (16088.620000 sec): 3 clusters Score: Raw -1322544.736415 + Penalty 4519.584638 = -1318025.151777 nChanged 84 SP:Iteration 17Q (16088.800000 sec): 3 clusters Score: Raw -1322561.460524 + Penalty 4519.584638 = -1318041.875886 nChanged 65 SP:Iteration 18Q (16089.060000 sec): 3 clusters Score: Raw -1322575.028263 + Penalty 4519.584638 = -1318055.443625 nChanged 63 SP:Iteration 19Q (16089.300000 sec): 3 clusters Score: Raw -1322591.441549 + Penalty 4519.584638 = -1318071.856911 nChanged 75 SP:Iteration 20F (16089.500000 sec): 3 clusters Score: Raw -1322611.893968 + Penalty 4519.584638 = -1318092.309330 nChanged 76 SP:Iteration 21Q (16089.750000 sec): 3 clusters Score: Raw -1322631.821817 + Penalty 4519.584638 = -1318112.237179 nChanged 89 SP:Iteration 22Q (16089.970000 sec): 3 clusters Score: Raw -1322652.769573 + Penalty 4519.584638 = -1318133.184935 nChanged 88 SP:Iteration 23Q (16090.190000 sec): 3 clusters Score: Raw -1322673.979879 + Penalty 4519.584638 = -1318154.395240 nChanged 83 SP:Iteration 24Q (16090.420000 sec): 3 clusters Score: Raw -1322695.551441 + Penalty 4519.584638 = -1318175.966803 nChanged 89 SP:Iteration 25Q (16090.670000 sec): 3 clusters Score: Raw -1322717.234163 + Penalty 4519.584638 = -1318197.649525 nChanged 86 SP:Iteration 26Q (16090.930000 sec): 3 clusters Score: Raw -1322737.083222 + Penalty 4519.584638 = -1318217.498584 nChanged 79 SP:Iteration 27Q (16091.160000 sec): 3 clusters Score: Raw -1322756.086965 + Penalty 4519.584638 = -1318236.502326 nChanged 97 SP:Iteration 28Q (16091.380000 sec): 3 clusters Score: Raw -1322782.293707 + Penalty 4519.584638 = -1318262.709069 nChanged 116 SP:Iteration 29Q (16091.610000 sec): 3 clusters Score: Raw -1322813.560280 + Penalty 4519.584638 = -1318293.975642 nChanged 121 SP:Iteration 30Q (16091.850000 sec): 3 clusters Score: Raw -1322849.130925 + Penalty 4519.584638 = -1318329.546287 nChanged 140 SP:Iteration 31Q (16092.110000 sec): 3 clusters Score: Raw -1322890.345138 + Penalty 4519.584638 = -1318370.760500 nChanged 158 SP:Iteration 32Q (16092.360000 sec): 3 clusters Score: Raw -1322942.856967 + Penalty 4519.584638 = -1318423.272329 nChanged 166 SP:Iteration 33Q (16092.580000 sec): 3 clusters Score: Raw -1323003.995139 + Penalty 4519.584638 = -1318484.410500 nChanged 198 SP:Iteration 34Q (16092.810000 sec): 3 clusters Score: Raw -1323080.107283 + Penalty 4519.584638 = -1318560.522645 nChanged 243 SP:Iteration 35Q (16093.130000 sec): 3 clusters Score: Raw -1323188.980796 + Penalty 4519.584638 = -1318669.396158 nChanged 277 SP:Iteration 36Q (16093.320000 sec): 3 clusters Score: Raw -1323332.562456 + Penalty 4519.584638 = -1318812.977818 nChanged 289 SP:Iteration 37Q (16093.600000 sec): 3 clusters Score: Raw -1323493.330019 + Penalty 4519.584638 = -1318973.745381 nChanged 294 SP:Iteration 38Q (16093.830000 sec): 3 clusters Score: Raw -1323677.803342 + Penalty 4519.584638 = -1319158.218704 nChanged 293 SP:Iteration 39Q (16094.090000 sec): 3 clusters Score: Raw -1323876.225154 + Penalty 4519.584638 = -1319356.640516 nChanged 286 SP:Iteration 40F (16094.330000 sec): 3 clusters Score: Raw -1324081.559865 + Penalty 4519.584638 = -1319561.975227 nChanged 235 SP:Iteration 41Q (16094.590000 sec): 3 clusters Score: Raw -1324248.631965 + Penalty 4519.584638 = -1319729.047326 nChanged 186 SP:Iteration 42Q (16094.840000 sec): 3 clusters Score: Raw -1324393.904911 + Penalty 4519.584638 = -1319874.320273 nChanged 144 SP:Iteration 43Q (16095.060000 sec): 3 clusters Score: Raw -1324513.054352 + Penalty 4519.584638 = -1319993.469713 nChanged 106 SP:Iteration 44Q (16095.280000 sec): 3 clusters Score: Raw -1324600.914092 + Penalty 4519.584638 = -1320081.329453 nChanged 74 SP:Iteration 45Q (16095.550000 sec): 3 clusters Score: Raw -1324652.226798 + Penalty 4519.584638 = -1320132.642160 nChanged 44 SP:Iteration 46Q (16095.760000 sec): 3 clusters Score: Raw -1324686.181673 + Penalty 4519.584638 = -1320166.597035 nChanged 39 SP:Iteration 47Q (16096.040000 sec): 3 clusters Score: Raw -1324723.020570 + Penalty 4519.584638 = -1320203.435932 nChanged 26 SP:Iteration 48Q (16096.240000 sec): 3 clusters Score: Raw -1324747.393792 + Penalty 4519.584638 = -1320227.809154 nChanged 25 SP:Iteration 49Q (16096.460000 sec): 3 clusters Score: Raw -1324769.427497 + Penalty 4519.584638 = -1320249.842859 nChanged 22 SP:Iteration 50Q (16096.660000 sec): 3 clusters Score: Raw -1324788.668243 + Penalty 4519.584638 = -1320269.083605 nChanged 19 SP:Iteration 51Q (16096.920000 sec): 3 clusters Score: Raw -1324800.470826 + Penalty 4519.584638 = -1320280.886188 nChanged 14 SP:Iteration 52Q (16097.150000 sec): 3 clusters Score: Raw -1324813.996285 + Penalty 4519.584638 = -1320294.411647 nChanged 9 SP:Iteration 53Q (16097.380000 sec): 3 clusters Score: Raw -1324822.206875 + Penalty 4519.584638 = -1320302.622237 nChanged 9 SP:Iteration 54Q (16097.570000 sec): 3 clusters Score: Raw -1324828.561395 + Penalty 4519.584638 = -1320308.976757 nChanged 9 SP:Iteration 55Q (16097.820000 sec): 3 clusters Score: Raw -1324834.609138 + Penalty 4519.584638 = -1320315.024500 nChanged 2 SP:Iteration 56Q (16098.020000 sec): 3 clusters Score: Raw -1324837.066651 + Penalty 4519.584638 = -1320317.482012 nChanged 5 SP:Iteration 57Q (16098.200000 sec): 3 clusters Score: Raw -1324841.452545 + Penalty 4519.584638 = -1320321.867907 nChanged 3 SP:Iteration 58Q (16098.440000 sec): 3 clusters Score: Raw -1324842.666493 + Penalty 4519.584638 = -1320323.081854 nChanged 0 SP:Iteration 59F (16098.680000 sec): 3 clusters Score: Raw -1324842.666493 + Penalty 4519.584638 = -1320323.081854 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 41 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16098.810000 sec): 2 clusters Score: Raw -38839.326722 + Penalty 1429.767393 = -37409.559329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16098.960000 sec): 3 clusters Score: Raw -38990.692412 + Penalty 2859.534787 = -36131.157625 nChanged 50 SP:Iteration 1F (16099.200000 sec): 3 clusters Score: Raw -39195.808190 + Penalty 2859.534787 = -36336.273403 nChanged 15 SP:Iteration 2Q (16099.360000 sec): 3 clusters Score: Raw -39289.089638 + Penalty 2859.534787 = -36429.554851 nChanged 5 SP:Iteration 3Q (16099.560000 sec): 3 clusters Score: Raw -39355.076660 + Penalty 2859.534787 = -36495.541873 nChanged 8 SP:Iteration 4Q (16099.740000 sec): 3 clusters Score: Raw -39442.182626 + Penalty 2859.534787 = -36582.647839 nChanged 13 SP:Iteration 5Q (16099.930000 sec): 3 clusters Score: Raw -39495.242927 + Penalty 2859.534787 = -36635.708140 nChanged 10 SP:Iteration 6Q (16100.110000 sec): 3 clusters Score: Raw -39530.855402 + Penalty 2859.534787 = -36671.320615 nChanged 1 SP:Iteration 7Q (16100.330000 sec): 3 clusters Score: Raw -39534.156309 + Penalty 2859.534787 = -36674.621522 nChanged 0 SP:Iteration 8F (16100.510000 sec): 3 clusters Score: Raw -39534.156309 + Penalty 2859.534787 = -36674.621522 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 42 (2196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16100.620000 sec): 2 clusters Score: Raw -307664.101435 + Penalty 1908.209415 = -305755.892020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16100.800000 sec): 3 clusters Score: Raw -306819.856302 + Penalty 3816.418830 = -303003.437472 nChanged 693 SP:Iteration 1F (16101.000000 sec): 3 clusters Score: Raw -307327.953853 + Penalty 3816.418830 = -303511.535023 nChanged 184 SP:Iteration 2F (16101.170000 sec): 3 clusters Score: Raw -307491.577297 + Penalty 3816.418830 = -303675.158467 nChanged 88 SP:Iteration 3Q (16101.380000 sec): 3 clusters Score: Raw -307580.350883 + Penalty 3816.418830 = -303763.932052 nChanged 68 SP:Iteration 4Q (16101.540000 sec): 3 clusters Score: Raw -307639.432922 + Penalty 3816.418830 = -303823.014092 nChanged 46 SP:Iteration 5Q (16101.780000 sec): 3 clusters Score: Raw -307680.158182 + Penalty 3816.418830 = -303863.739352 nChanged 46 SP:Iteration 6Q (16101.940000 sec): 3 clusters Score: Raw -307718.166020 + Penalty 3816.418830 = -303901.747190 nChanged 33 SP:Iteration 7Q (16102.140000 sec): 3 clusters Score: Raw -307740.088415 + Penalty 3816.418830 = -303923.669585 nChanged 19 SP:Iteration 8Q (16102.350000 sec): 3 clusters Score: Raw -307752.213600 + Penalty 3816.418830 = -303935.794770 nChanged 15 SP:Iteration 9Q (16102.540000 sec): 3 clusters Score: Raw -307766.052913 + Penalty 3816.418830 = -303949.634082 nChanged 16 SP:Iteration 10Q (16102.740000 sec): 3 clusters Score: Raw -307773.865987 + Penalty 3816.418830 = -303957.447156 nChanged 11 SP:Iteration 11Q (16102.920000 sec): 3 clusters Score: Raw -307780.912974 + Penalty 3816.418830 = -303964.494144 nChanged 6 SP:Iteration 12Q (16103.120000 sec): 3 clusters Score: Raw -307784.766207 + Penalty 3816.418830 = -303968.347377 nChanged 8 SP:Iteration 13Q (16103.270000 sec): 3 clusters Score: Raw -307788.440624 + Penalty 3816.418830 = -303972.021794 nChanged 6 SP:Iteration 14Q (16103.470000 sec): 3 clusters Score: Raw -307790.849370 + Penalty 3816.418830 = -303974.430540 nChanged 4 SP:Iteration 15Q (16103.660000 sec): 3 clusters Score: Raw -307792.309710 + Penalty 3816.418830 = -303975.890880 nChanged 1 SP:Iteration 16Q (16103.830000 sec): 3 clusters Score: Raw -307792.549028 + Penalty 3816.418830 = -303976.130198 nChanged 2 SP:Iteration 17Q (16104.010000 sec): 3 clusters Score: Raw -307793.295312 + Penalty 3816.418830 = -303976.876482 nChanged 0 SP:Iteration 18F (16104.240000 sec): 3 clusters Score: Raw -307793.295312 + Penalty 3816.418830 = -303976.876482 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 43 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16104.330000 sec): 2 clusters Score: Raw -64413.993755 + Penalty 1526.930788 = -62887.062967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16104.500000 sec): 3 clusters Score: Raw -64403.385909 + Penalty 3053.861577 = -61349.524332 nChanged 79 SP:Iteration 1F (16104.720000 sec): 3 clusters Score: Raw -64566.910261 + Penalty 3053.861577 = -61513.048684 nChanged 19 SP:Iteration 2Q (16104.860000 sec): 3 clusters Score: Raw -64611.212304 + Penalty 3053.861577 = -61557.350727 nChanged 11 SP:Iteration 3Q (16105.040000 sec): 3 clusters Score: Raw -64634.969636 + Penalty 3053.861577 = -61581.108060 nChanged 10 SP:Iteration 4Q (16105.210000 sec): 3 clusters Score: Raw -64656.592194 + Penalty 3053.861577 = -61602.730617 nChanged 4 SP:Iteration 5Q (16105.390000 sec): 3 clusters Score: Raw -64666.222901 + Penalty 3053.861577 = -61612.361324 nChanged 1 SP:Iteration 6Q (16105.560000 sec): 3 clusters Score: Raw -64667.502567 + Penalty 3053.861577 = -61613.640990 nChanged 1 SP:Iteration 7Q (16105.800000 sec): 3 clusters Score: Raw -64668.971419 + Penalty 3053.861577 = -61615.109842 nChanged 0 SP:Iteration 8F (16106.020000 sec): 3 clusters Score: Raw -64668.971419 + Penalty 3053.861577 = -61615.109842 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 44 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16106.110000 sec): 2 clusters Score: Raw -44299.043267 + Penalty 1464.529738 = -42834.513528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16106.380000 sec): 3 clusters Score: Raw -44436.449733 + Penalty 2929.059477 = -41507.390257 nChanged 60 SP:Iteration 1F (16106.530000 sec): 3 clusters Score: Raw -44672.242677 + Penalty 2929.059477 = -41743.183201 nChanged 15 SP:Iteration 2Q (16106.680000 sec): 3 clusters Score: Raw -44783.429011 + Penalty 2929.059477 = -41854.369534 nChanged 7 SP:Iteration 3Q (16106.890000 sec): 3 clusters Score: Raw -44811.292892 + Penalty 2929.059477 = -41882.233416 nChanged 5 SP:Iteration 4Q (16107.060000 sec): 3 clusters Score: Raw -44828.455193 + Penalty 2929.059477 = -41899.395716 nChanged 3 SP:Iteration 5Q (16107.250000 sec): 3 clusters Score: Raw -44837.025314 + Penalty 2929.059477 = -41907.965838 nChanged 5 SP:Iteration 6Q (16107.500000 sec): 3 clusters Score: Raw -44870.557496 + Penalty 2929.059477 = -41941.498020 nChanged 7 SP:Iteration 7Q (16107.660000 sec): 3 clusters Score: Raw -44905.757366 + Penalty 2929.059477 = -41976.697889 nChanged 3 SP:Iteration 8Q (16107.890000 sec): 3 clusters Score: Raw -44920.242978 + Penalty 2929.059477 = -41991.183502 nChanged 1 SP:Iteration 9Q (16108.100000 sec): 3 clusters Score: Raw -44924.073891 + Penalty 2929.059477 = -41995.014414 nChanged 0 SP:Iteration 10F (16108.290000 sec): 3 clusters Score: Raw -44924.073891 + Penalty 2929.059477 = -41995.014414 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 45 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16108.420000 sec): 2 clusters Score: Raw -36462.570282 + Penalty 1406.984170 = -35055.586111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16108.580000 sec): 3 clusters Score: Raw -36644.513512 + Penalty 2813.968341 = -33830.545171 nChanged 39 SP:Iteration 1F (16108.790000 sec): 3 clusters Score: Raw -36770.688745 + Penalty 2813.968341 = -33956.720404 nChanged 6 SP:Iteration 2Q (16108.990000 sec): 3 clusters Score: Raw -36793.084723 + Penalty 2813.968341 = -33979.116383 nChanged 5 SP:Iteration 3Q (16109.190000 sec): 3 clusters Score: Raw -36826.071667 + Penalty 2813.968341 = -34012.103327 nChanged 5 SP:Iteration 4Q (16109.400000 sec): 3 clusters Score: Raw -36852.962473 + Penalty 2813.968341 = -34038.994132 nChanged 2 SP:Iteration 5Q (16109.630000 sec): 3 clusters Score: Raw -36861.076605 + Penalty 2813.968341 = -34047.108264 nChanged 2 SP:Iteration 6Q (16109.820000 sec): 3 clusters Score: Raw -36866.768938 + Penalty 2813.968341 = -34052.800597 nChanged 2 SP:Iteration 7Q (16110.070000 sec): 3 clusters Score: Raw -36872.227627 + Penalty 2813.968341 = -34058.259286 nChanged 2 SP:Iteration 8Q (16110.260000 sec): 3 clusters Score: Raw -36875.412266 + Penalty 2813.968341 = -34061.443925 nChanged 1 SP:Iteration 9Q (16110.420000 sec): 3 clusters Score: Raw -36877.386227 + Penalty 2813.968341 = -34063.417886 nChanged 1 SP:Iteration 10Q (16110.630000 sec): 3 clusters Score: Raw -36879.668066 + Penalty 2813.968341 = -34065.699725 nChanged 0 SP:Iteration 11F (16110.780000 sec): 3 clusters Score: Raw -36879.668066 + Penalty 2813.968341 = -34065.699725 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 46 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16110.890000 sec): 2 clusters Score: Raw -60568.834995 + Penalty 1536.212537 = -59032.622458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16111.030000 sec): 3 clusters Score: Raw -60633.817169 + Penalty 3072.425074 = -57561.392095 nChanged 92 SP:Iteration 1F (16111.240000 sec): 3 clusters Score: Raw -60798.176009 + Penalty 3072.425074 = -57725.750935 nChanged 27 SP:Iteration 2F (16111.450000 sec): 3 clusters Score: Raw -60862.748311 + Penalty 3072.425074 = -57790.323237 nChanged 12 SP:Iteration 3Q (16111.660000 sec): 3 clusters Score: Raw -60901.657465 + Penalty 3072.425074 = -57829.232391 nChanged 12 SP:Iteration 4Q (16111.850000 sec): 3 clusters Score: Raw -60937.272941 + Penalty 3072.425074 = -57864.847868 nChanged 2 SP:Iteration 5Q (16112.060000 sec): 3 clusters Score: Raw -60942.743388 + Penalty 3072.425074 = -57870.318314 nChanged 2 SP:Iteration 6Q (16112.250000 sec): 3 clusters Score: Raw -60945.585464 + Penalty 3072.425074 = -57873.160390 nChanged 1 SP:Iteration 7Q (16112.460000 sec): 3 clusters Score: Raw -60948.242379 + Penalty 3072.425074 = -57875.817306 nChanged 0 SP:Iteration 8F (16112.690000 sec): 3 clusters Score: Raw -60948.242379 + Penalty 3072.425074 = -57875.817306 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 47 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16112.770000 sec): 2 clusters Score: Raw -73266.875740 + Penalty 1563.503303 = -71703.372437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16112.970000 sec): 3 clusters Score: Raw -73225.108024 + Penalty 3127.006606 = -70098.101418 nChanged 95 SP:Iteration 1F (16113.110000 sec): 3 clusters Score: Raw -73382.659931 + Penalty 3127.006606 = -70255.653325 nChanged 21 SP:Iteration 2Q (16113.300000 sec): 3 clusters Score: Raw -73424.768365 + Penalty 3127.006606 = -70297.761759 nChanged 14 SP:Iteration 3Q (16113.460000 sec): 3 clusters Score: Raw -73458.934481 + Penalty 3127.006606 = -70331.927875 nChanged 10 SP:Iteration 4Q (16113.640000 sec): 3 clusters Score: Raw -73491.149036 + Penalty 3127.006606 = -70364.142430 nChanged 7 SP:Iteration 5Q (16113.840000 sec): 3 clusters Score: Raw -73516.155099 + Penalty 3127.006606 = -70389.148493 nChanged 7 SP:Iteration 6Q (16114.040000 sec): 3 clusters Score: Raw -73536.085234 + Penalty 3127.006606 = -70409.078628 nChanged 3 SP:Iteration 7Q (16114.240000 sec): 3 clusters Score: Raw -73542.147950 + Penalty 3127.006606 = -70415.141344 nChanged 3 SP:Iteration 8Q (16114.420000 sec): 3 clusters Score: Raw -73546.532644 + Penalty 3127.006606 = -70419.526038 nChanged 1 SP:Iteration 9Q (16114.620000 sec): 3 clusters Score: Raw -73547.572691 + Penalty 3127.006606 = -70420.566085 nChanged 0 SP:Iteration 10F (16114.830000 sec): 3 clusters Score: Raw -73547.572691 + Penalty 3127.006606 = -70420.566085 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 48 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16114.900000 sec): 2 clusters Score: Raw -34003.053406 + Penalty 1392.959232 = -32610.094174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16115.060000 sec): 3 clusters Score: Raw -34265.022819 + Penalty 2785.918464 = -31479.104354 nChanged 45 SP:Iteration 1F (16115.240000 sec): 3 clusters Score: Raw -34492.766059 + Penalty 2785.918464 = -31706.847595 nChanged 28 SP:Iteration 2F (16115.460000 sec): 3 clusters Score: Raw -34801.106093 + Penalty 2785.918464 = -32015.187628 nChanged 16 SP:Iteration 3F (16115.630000 sec): 3 clusters Score: Raw -34948.854482 + Penalty 2785.918464 = -32162.936018 nChanged 3 SP:Iteration 4Q (16115.760000 sec): 3 clusters Score: Raw -35047.846484 + Penalty 2785.918464 = -32261.928019 nChanged 2 SP:Iteration 5Q (16115.920000 sec): 3 clusters Score: Raw -35087.763579 + Penalty 2785.918464 = -32301.845114 nChanged 3 SP:Iteration 6Q (16116.080000 sec): 3 clusters Score: Raw -35151.024994 + Penalty 2785.918464 = -32365.106530 nChanged 1 SP:Iteration 7Q (16116.270000 sec): 3 clusters Score: Raw -35155.515115 + Penalty 2785.918464 = -32369.596650 nChanged 0 SP:Iteration 8F (16116.410000 sec): 3 clusters Score: Raw -35159.688250 + Penalty 2785.918464 = -32373.769786 nChanged 1 SP:Iteration 9Q (16116.550000 sec): 3 clusters Score: Raw -35179.308476 + Penalty 2785.918464 = -32393.390012 nChanged 0 SP:Iteration 10F (16116.690000 sec): 3 clusters Score: Raw -35179.308476 + Penalty 2785.918464 = -32393.390012 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 49 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16116.790000 sec): 2 clusters Score: Raw -32144.878936 + Penalty 1365.322221 = -30779.556715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16117.020000 sec): 3 clusters Score: Raw -32299.644305 + Penalty 2730.644442 = -29568.999864 nChanged 21 SP:Iteration 1F (16117.210000 sec): 3 clusters Score: Raw -32380.935950 + Penalty 2730.644442 = -29650.291508 nChanged 10 SP:Iteration 2Q (16117.410000 sec): 3 clusters Score: Raw -32432.638037 + Penalty 2730.644442 = -29701.993595 nChanged 1 SP:Iteration 3Q (16117.580000 sec): 3 clusters Score: Raw -32436.962714 + Penalty 2730.644442 = -29706.318273 nChanged 1 SP:Iteration 4Q (16117.750000 sec): 3 clusters Score: Raw -32442.826827 + Penalty 2730.644442 = -29712.182385 nChanged 0 SP:Iteration 5F (16117.940000 sec): 3 clusters Score: Raw -32442.826827 + Penalty 2730.644442 = -29712.182385 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 50 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16118.020000 sec): 2 clusters Score: Raw -24313.807338 + Penalty 1320.106475 = -22993.700863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16118.260000 sec): 3 clusters Score: Raw -24526.111109 + Penalty 2640.212950 = -21885.898159 nChanged 16 SP:Iteration 1F (16118.440000 sec): 3 clusters Score: Raw -24594.835015 + Penalty 2640.212950 = -21954.622066 nChanged 2 SP:Iteration 2Q (16118.690000 sec): 3 clusters Score: Raw -24602.202584 + Penalty 2640.212950 = -21961.989635 nChanged 0 SP:Iteration 3F (16118.840000 sec): 3 clusters Score: Raw -24602.202584 + Penalty 2640.212950 = -21961.989635 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 51 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16118.950000 sec): 2 clusters Score: Raw -39221.672261 + Penalty 1412.879185 = -37808.793076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16119.160000 sec): 3 clusters Score: Raw -39389.586383 + Penalty 2825.758369 = -36563.828014 nChanged 38 SP:Iteration 1F (16119.340000 sec): 3 clusters Score: Raw -39503.925402 + Penalty 2825.758369 = -36678.167032 nChanged 6 SP:Iteration 2Q (16119.520000 sec): 3 clusters Score: Raw -39519.906567 + Penalty 2825.758369 = -36694.148198 nChanged 2 SP:Iteration 3Q (16119.770000 sec): 3 clusters Score: Raw -39529.955283 + Penalty 2825.758369 = -36704.196914 nChanged 1 SP:Iteration 4Q (16119.970000 sec): 3 clusters Score: Raw -39531.888301 + Penalty 2825.758369 = -36706.129931 nChanged 0 SP:Iteration 5F (16120.130000 sec): 3 clusters Score: Raw -39531.888301 + Penalty 2825.758369 = -36706.129931 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 52 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16120.240000 sec): 2 clusters Score: Raw -22007.681116 + Penalty 1282.280031 = -20725.401085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16120.440000 sec): 3 clusters Score: Raw -22248.203457 + Penalty 2564.560062 = -19683.643395 nChanged 12 SP:Iteration 1F (16120.640000 sec): 3 clusters Score: Raw -22464.595994 + Penalty 2564.560062 = -19900.035933 nChanged 3 SP:Iteration 2Q (16120.820000 sec): 3 clusters Score: Raw -22488.538705 + Penalty 2564.560062 = -19923.978644 nChanged 2 SP:Iteration 3Q (16120.980000 sec): 3 clusters Score: Raw -22507.030570 + Penalty 2564.560062 = -19942.470509 nChanged 1 SP:Iteration 4Q (16121.150000 sec): 3 clusters Score: Raw -22512.722606 + Penalty 2564.560062 = -19948.162544 nChanged 0 SP:Iteration 5F (16121.370000 sec): 3 clusters Score: Raw -22512.722606 + Penalty 2564.560062 = -19948.162544 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 53 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16121.490000 sec): 2 clusters Score: Raw -33524.864976 + Penalty 1383.772997 = -32141.091980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16121.680000 sec): 3 clusters Score: Raw -33639.700774 + Penalty 2767.545994 = -30872.154781 nChanged 30 SP:Iteration 1F (16121.890000 sec): 3 clusters Score: Raw -33736.723039 + Penalty 2767.545994 = -30969.177046 nChanged 9 SP:Iteration 2Q (16122.130000 sec): 3 clusters Score: Raw -33776.843386 + Penalty 2767.545994 = -31009.297392 nChanged 5 SP:Iteration 3Q (16122.310000 sec): 3 clusters Score: Raw -33804.268590 + Penalty 2767.545994 = -31036.722596 nChanged 2 SP:Iteration 4Q (16122.510000 sec): 3 clusters Score: Raw -33816.733391 + Penalty 2767.545994 = -31049.187398 nChanged 2 SP:Iteration 5Q (16122.690000 sec): 3 clusters Score: Raw -33842.726270 + Penalty 2767.545994 = -31075.180276 nChanged 1 SP:Iteration 6Q (16122.910000 sec): 3 clusters Score: Raw -33848.016751 + Penalty 2767.545994 = -31080.470757 nChanged 2 SP:Iteration 7Q (16123.050000 sec): 3 clusters Score: Raw -33857.228989 + Penalty 2767.545994 = -31089.682995 nChanged 0 SP:Iteration 8F (16123.290000 sec): 3 clusters Score: Raw -33857.228989 + Penalty 2767.545994 = -31089.682995 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 54 (1303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16123.370000 sec): 2 clusters Score: Raw -175057.919103 + Penalty 1778.761295 = -173279.157808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16123.590000 sec): 3 clusters Score: Raw -174702.014160 + Penalty 3557.522590 = -171144.491570 nChanged 348 SP:Iteration 1F (16123.790000 sec): 3 clusters Score: Raw -175096.548165 + Penalty 3557.522590 = -171539.025575 nChanged 102 SP:Iteration 2F (16123.970000 sec): 3 clusters Score: Raw -175268.136759 + Penalty 3557.522590 = -171710.614169 nChanged 78 SP:Iteration 3F (16124.240000 sec): 3 clusters Score: Raw -175390.719745 + Penalty 3557.522590 = -171833.197155 nChanged 53 SP:Iteration 4Q (16124.400000 sec): 3 clusters Score: Raw -175461.021786 + Penalty 3557.522590 = -171903.499195 nChanged 28 SP:Iteration 5Q (16124.590000 sec): 3 clusters Score: Raw -175505.609386 + Penalty 3557.522590 = -171948.086795 nChanged 25 SP:Iteration 6Q (16124.800000 sec): 3 clusters Score: Raw -175551.681562 + Penalty 3557.522590 = -171994.158972 nChanged 30 SP:Iteration 7Q (16125.010000 sec): 3 clusters Score: Raw -175599.951682 + Penalty 3557.522590 = -172042.429092 nChanged 25 SP:Iteration 8Q (16125.210000 sec): 3 clusters Score: Raw -175628.400906 + Penalty 3557.522590 = -172070.878316 nChanged 20 SP:Iteration 9Q (16125.380000 sec): 3 clusters Score: Raw -175653.733733 + Penalty 3557.522590 = -172096.211143 nChanged 13 SP:Iteration 10Q (16125.530000 sec): 3 clusters Score: Raw -175670.378321 + Penalty 3557.522590 = -172112.855731 nChanged 10 SP:Iteration 11Q (16125.680000 sec): 3 clusters Score: Raw -175683.682024 + Penalty 3557.522590 = -172126.159433 nChanged 9 SP:Iteration 12Q (16125.890000 sec): 3 clusters Score: Raw -175692.587623 + Penalty 3557.522590 = -172135.065033 nChanged 8 SP:Iteration 13Q (16126.030000 sec): 3 clusters Score: Raw -175698.653400 + Penalty 3557.522590 = -172141.130810 nChanged 3 SP:Iteration 14Q (16126.250000 sec): 3 clusters Score: Raw -175700.057090 + Penalty 3557.522590 = -172142.534499 nChanged 1 SP:Iteration 15Q (16126.410000 sec): 3 clusters Score: Raw -175701.106910 + Penalty 3557.522590 = -172143.584319 nChanged 1 SP:Iteration 16Q (16126.580000 sec): 3 clusters Score: Raw -175702.442091 + Penalty 3557.522590 = -172144.919500 nChanged 2 SP:Iteration 17Q (16126.770000 sec): 3 clusters Score: Raw -175704.487272 + Penalty 3557.522590 = -172146.964682 nChanged 1 SP:Iteration 18Q (16126.910000 sec): 3 clusters Score: Raw -175705.288059 + Penalty 3557.522590 = -172147.765468 nChanged 2 SP:Iteration 19Q (16127.070000 sec): 3 clusters Score: Raw -175707.477990 + Penalty 3557.522590 = -172149.955400 nChanged 1 SP:Iteration 20F (16127.270000 sec): 3 clusters Score: Raw -175709.133092 + Penalty 3557.522590 = -172151.610501 nChanged 2 SP:Iteration 21Q (16127.450000 sec): 3 clusters Score: Raw -175710.725404 + Penalty 3557.522590 = -172153.202814 nChanged 0 SP:Iteration 22F (16127.570000 sec): 3 clusters Score: Raw -175710.725404 + Penalty 3557.522590 = -172153.202814 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 55 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16127.650000 sec): 2 clusters Score: Raw -41002.550162 + Penalty 1418.637321 = -39583.912841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16127.800000 sec): 3 clusters Score: Raw -41122.074908 + Penalty 2837.274641 = -38284.800267 nChanged 35 SP:Iteration 1F (16127.980000 sec): 3 clusters Score: Raw -41258.894646 + Penalty 2837.274641 = -38421.620004 nChanged 9 SP:Iteration 2Q (16128.100000 sec): 3 clusters Score: Raw -41297.680333 + Penalty 2837.274641 = -38460.405692 nChanged 4 SP:Iteration 3Q (16128.280000 sec): 3 clusters Score: Raw -41319.351398 + Penalty 2837.274641 = -38482.076757 nChanged 3 SP:Iteration 4Q (16128.440000 sec): 3 clusters Score: Raw -41335.514543 + Penalty 2837.274641 = -38498.239901 nChanged 0 SP:Iteration 5F (16128.580000 sec): 3 clusters Score: Raw -41335.514543 + Penalty 2837.274641 = -38498.239901 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 56 (2561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16128.660000 sec): 2 clusters Score: Raw -360781.959363 + Penalty 1946.341965 = -358835.617397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16128.840000 sec): 3 clusters Score: Raw -359697.169797 + Penalty 3892.683931 = -355804.485867 nChanged 918 SP:Iteration 1F (16129.020000 sec): 3 clusters Score: Raw -360350.572124 + Penalty 3892.683931 = -356457.888193 nChanged 204 SP:Iteration 2F (16129.190000 sec): 3 clusters Score: Raw -360504.220079 + Penalty 3892.683931 = -356611.536149 nChanged 119 SP:Iteration 3Q (16129.380000 sec): 3 clusters Score: Raw -360585.774762 + Penalty 3892.683931 = -356693.090831 nChanged 78 SP:Iteration 4Q (16129.540000 sec): 3 clusters Score: Raw -360642.705376 + Penalty 3892.683931 = -356750.021445 nChanged 57 SP:Iteration 5Q (16129.760000 sec): 3 clusters Score: Raw -360680.549927 + Penalty 3892.683931 = -356787.865997 nChanged 52 SP:Iteration 6Q (16129.910000 sec): 3 clusters Score: Raw -360712.953714 + Penalty 3892.683931 = -356820.269784 nChanged 42 SP:Iteration 7Q (16130.130000 sec): 3 clusters Score: Raw -360738.140968 + Penalty 3892.683931 = -356845.457038 nChanged 30 SP:Iteration 8Q (16130.290000 sec): 3 clusters Score: Raw -360760.056825 + Penalty 3892.683931 = -356867.372894 nChanged 24 SP:Iteration 9Q (16130.470000 sec): 3 clusters Score: Raw -360775.987569 + Penalty 3892.683931 = -356883.303639 nChanged 26 SP:Iteration 10Q (16130.690000 sec): 3 clusters Score: Raw -360793.836985 + Penalty 3892.683931 = -356901.153054 nChanged 19 SP:Iteration 11Q (16130.900000 sec): 3 clusters Score: Raw -360807.640774 + Penalty 3892.683931 = -356914.956843 nChanged 22 SP:Iteration 12Q (16131.100000 sec): 3 clusters Score: Raw -360820.673797 + Penalty 3892.683931 = -356927.989866 nChanged 21 SP:Iteration 13Q (16131.340000 sec): 3 clusters Score: Raw -360834.779377 + Penalty 3892.683931 = -356942.095446 nChanged 18 SP:Iteration 14Q (16131.540000 sec): 3 clusters Score: Raw -360846.030149 + Penalty 3892.683931 = -356953.346218 nChanged 16 SP:Iteration 15Q (16131.760000 sec): 3 clusters Score: Raw -360854.192743 + Penalty 3892.683931 = -356961.508812 nChanged 16 SP:Iteration 16Q (16131.950000 sec): 3 clusters Score: Raw -360864.488749 + Penalty 3892.683931 = -356971.804819 nChanged 15 SP:Iteration 17Q (16132.110000 sec): 3 clusters Score: Raw -360872.601349 + Penalty 3892.683931 = -356979.917418 nChanged 15 SP:Iteration 18Q (16132.370000 sec): 3 clusters Score: Raw -360880.463297 + Penalty 3892.683931 = -356987.779367 nChanged 12 SP:Iteration 19Q (16132.560000 sec): 3 clusters Score: Raw -360886.453241 + Penalty 3892.683931 = -356993.769310 nChanged 8 SP:Iteration 20F (16132.710000 sec): 3 clusters Score: Raw -360890.394878 + Penalty 3892.683931 = -356997.710947 nChanged 12 SP:Iteration 21Q (16132.930000 sec): 3 clusters Score: Raw -360899.565175 + Penalty 3892.683931 = -357006.881245 nChanged 11 SP:Iteration 22Q (16133.070000 sec): 3 clusters Score: Raw -360905.463673 + Penalty 3892.683931 = -357012.779743 nChanged 18 SP:Iteration 23Q (16133.270000 sec): 3 clusters Score: Raw -360915.739417 + Penalty 3892.683931 = -357023.055487 nChanged 14 SP:Iteration 24Q (16133.450000 sec): 3 clusters Score: Raw -360925.752855 + Penalty 3892.683931 = -357033.068924 nChanged 22 SP:Iteration 25Q (16133.650000 sec): 3 clusters Score: Raw -360938.328283 + Penalty 3892.683931 = -357045.644352 nChanged 12 SP:Iteration 26Q (16133.860000 sec): 3 clusters Score: Raw -360946.363267 + Penalty 3892.683931 = -357053.679337 nChanged 15 SP:Iteration 27Q (16134.040000 sec): 3 clusters Score: Raw -360955.375101 + Penalty 3892.683931 = -357062.691170 nChanged 13 SP:Iteration 28Q (16134.220000 sec): 3 clusters Score: Raw -360962.077424 + Penalty 3892.683931 = -357069.393493 nChanged 8 SP:Iteration 29Q (16134.420000 sec): 3 clusters Score: Raw -360965.395101 + Penalty 3892.683931 = -357072.711170 nChanged 5 SP:Iteration 30Q (16134.630000 sec): 3 clusters Score: Raw -360967.536949 + Penalty 3892.683931 = -357074.853019 nChanged 5 SP:Iteration 31Q (16134.800000 sec): 3 clusters Score: Raw -360969.702133 + Penalty 3892.683931 = -357077.018202 nChanged 4 SP:Iteration 32Q (16134.970000 sec): 3 clusters Score: Raw -360971.599633 + Penalty 3892.683931 = -357078.915702 nChanged 4 SP:Iteration 33Q (16135.150000 sec): 3 clusters Score: Raw -360973.219694 + Penalty 3892.683931 = -357080.535763 nChanged 3 SP:Iteration 34Q (16135.360000 sec): 3 clusters Score: Raw -360975.153263 + Penalty 3892.683931 = -357082.469332 nChanged 4 SP:Iteration 35Q (16135.570000 sec): 3 clusters Score: Raw -360977.258308 + Penalty 3892.683931 = -357084.574377 nChanged 3 SP:Iteration 36Q (16135.840000 sec): 3 clusters Score: Raw -360978.975664 + Penalty 3892.683931 = -357086.291734 nChanged 3 SP:Iteration 37Q (16136.030000 sec): 3 clusters Score: Raw -360981.215994 + Penalty 3892.683931 = -357088.532063 nChanged 5 SP:Iteration 38Q (16136.200000 sec): 3 clusters Score: Raw -360983.738796 + Penalty 3892.683931 = -357091.054866 nChanged 4 SP:Iteration 39Q (16136.350000 sec): 3 clusters Score: Raw -360986.781338 + Penalty 3892.683931 = -357094.097407 nChanged 5 SP:Iteration 40F (16136.570000 sec): 3 clusters Score: Raw -360989.562663 + Penalty 3892.683931 = -357096.878732 nChanged 6 SP:Iteration 41Q (16136.730000 sec): 3 clusters Score: Raw -360992.944996 + Penalty 3892.683931 = -357100.261065 nChanged 8 SP:Iteration 42Q (16136.880000 sec): 3 clusters Score: Raw -360997.081455 + Penalty 3892.683931 = -357104.397524 nChanged 3 SP:Iteration 43Q (16137.080000 sec): 3 clusters Score: Raw -360998.527111 + Penalty 3892.683931 = -357105.843180 nChanged 6 SP:Iteration 44Q (16137.310000 sec): 3 clusters Score: Raw -361002.703332 + Penalty 3892.683931 = -357110.019402 nChanged 3 SP:Iteration 45Q (16137.490000 sec): 3 clusters Score: Raw -361005.610014 + Penalty 3892.683931 = -357112.926083 nChanged 8 SP:Iteration 46Q (16137.770000 sec): 3 clusters Score: Raw -361009.665659 + Penalty 3892.683931 = -357116.981728 nChanged 6 SP:Iteration 47Q (16137.910000 sec): 3 clusters Score: Raw -361013.281378 + Penalty 3892.683931 = -357120.597447 nChanged 4 SP:Iteration 48Q (16138.130000 sec): 3 clusters Score: Raw -361015.739021 + Penalty 3892.683931 = -357123.055090 nChanged 10 SP:Iteration 49Q (16138.310000 sec): 3 clusters Score: Raw -361022.861300 + Penalty 3892.683931 = -357130.177370 nChanged 11 SP:Iteration 50Q (16138.490000 sec): 3 clusters Score: Raw -361032.264153 + Penalty 3892.683931 = -357139.580223 nChanged 19 SP:Iteration 51Q (16138.690000 sec): 3 clusters Score: Raw -361046.605484 + Penalty 3892.683931 = -357153.921553 nChanged 20 SP:Iteration 52Q (16138.880000 sec): 3 clusters Score: Raw -361058.849585 + Penalty 3892.683931 = -357166.165655 nChanged 13 SP:Iteration 53Q (16139.020000 sec): 3 clusters Score: Raw -361068.743933 + Penalty 3892.683931 = -357176.060002 nChanged 16 SP:Iteration 54Q (16139.250000 sec): 3 clusters Score: Raw -361084.183964 + Penalty 3892.683931 = -357191.500033 nChanged 17 SP:Iteration 55Q (16139.490000 sec): 3 clusters Score: Raw -361096.820231 + Penalty 3892.683931 = -357204.136300 nChanged 21 SP:Iteration 56Q (16139.630000 sec): 3 clusters Score: Raw -361116.244557 + Penalty 3892.683931 = -357223.560626 nChanged 23 SP:Iteration 57Q (16139.840000 sec): 3 clusters Score: Raw -361146.396657 + Penalty 3892.683931 = -357253.712726 nChanged 30 SP:Iteration 58Q (16140.070000 sec): 3 clusters Score: Raw -361178.553258 + Penalty 3892.683931 = -357285.869327 nChanged 30 SP:Iteration 59Q (16140.260000 sec): 3 clusters Score: Raw -361212.442698 + Penalty 3892.683931 = -357319.758767 nChanged 32 SP:Iteration 60F (16140.440000 sec): 3 clusters Score: Raw -361256.714390 + Penalty 3892.683931 = -357364.030459 nChanged 36 SP:Iteration 61Q (16140.630000 sec): 3 clusters Score: Raw -361290.890857 + Penalty 3892.683931 = -357398.206926 nChanged 32 SP:Iteration 62Q (16140.820000 sec): 3 clusters Score: Raw -361314.308064 + Penalty 3892.683931 = -357421.624133 nChanged 22 SP:Iteration 63Q (16141.060000 sec): 3 clusters Score: Raw -361333.071400 + Penalty 3892.683931 = -357440.387469 nChanged 25 SP:Iteration 64Q (16141.270000 sec): 3 clusters Score: Raw -361349.025164 + Penalty 3892.683931 = -357456.341233 nChanged 24 SP:Iteration 65Q (16141.460000 sec): 3 clusters Score: Raw -361364.175456 + Penalty 3892.683931 = -357471.491525 nChanged 29 SP:Iteration 66Q (16141.660000 sec): 3 clusters Score: Raw -361383.886924 + Penalty 3892.683931 = -357491.202994 nChanged 21 SP:Iteration 67Q (16141.930000 sec): 3 clusters Score: Raw -361396.286814 + Penalty 3892.683931 = -357503.602883 nChanged 13 SP:Iteration 68Q (16142.090000 sec): 3 clusters Score: Raw -361405.094915 + Penalty 3892.683931 = -357512.410984 nChanged 16 SP:Iteration 69Q (16142.260000 sec): 3 clusters Score: Raw -361414.797101 + Penalty 3892.683931 = -357522.113170 nChanged 10 SP:Iteration 70Q (16142.460000 sec): 3 clusters Score: Raw -361421.652883 + Penalty 3892.683931 = -357528.968952 nChanged 12 SP:Iteration 71Q (16142.680000 sec): 3 clusters Score: Raw -361429.112279 + Penalty 3892.683931 = -357536.428348 nChanged 7 SP:Iteration 72Q (16142.860000 sec): 3 clusters Score: Raw -361433.700608 + Penalty 3892.683931 = -357541.016677 nChanged 8 SP:Iteration 73Q (16143.070000 sec): 3 clusters Score: Raw -361437.862960 + Penalty 3892.683931 = -357545.179029 nChanged 9 SP:Iteration 74Q (16143.290000 sec): 3 clusters Score: Raw -361445.415797 + Penalty 3892.683931 = -357552.731866 nChanged 6 SP:Iteration 75Q (16143.440000 sec): 3 clusters Score: Raw -361447.819349 + Penalty 3892.683931 = -357555.135418 nChanged 1 SP:Iteration 76Q (16143.640000 sec): 3 clusters Score: Raw -361448.194313 + Penalty 3892.683931 = -357555.510383 nChanged 1 SP:Iteration 77Q (16143.800000 sec): 3 clusters Score: Raw -361448.458513 + Penalty 3892.683931 = -357555.774582 nChanged 1 SP:Iteration 78Q (16143.990000 sec): 3 clusters Score: Raw -361448.737033 + Penalty 3892.683931 = -357556.053102 nChanged 1 SP:Iteration 79Q (16144.200000 sec): 3 clusters Score: Raw -361449.138351 + Penalty 3892.683931 = -357556.454420 nChanged 0 SP:Iteration 80F (16144.390000 sec): 3 clusters Score: Raw -361449.138351 + Penalty 3892.683931 = -357556.454420 nChanged 0 Iteration 206F (16219.130000 sec): 58 clusters Score: Raw -87596716.548210 + Penalty 188465.875507 = -87408250.672703 nChanged 44 Iteration 207F (16293.280000 sec): 58 clusters Score: Raw -87596779.956654 + Penalty 188465.875507 = -87408314.081148 nChanged 21 Iteration 208Q (16325.150000 sec): 58 clusters Score: Raw -87596801.125892 + Penalty 188465.875507 = -87408335.250385 nChanged 22 Iteration 209Q (16356.220000 sec): 58 clusters Score: Raw -87596811.832173 + Penalty 188465.875507 = -87408345.956666 nChanged 24 Iteration 210Q (16386.480000 sec): 58 clusters Score: Raw -87596817.292806 + Penalty 188465.875507 = -87408351.417300 nChanged 11 Iteration 211Q (16418.170000 sec): 58 clusters Score: Raw -87596820.512639 + Penalty 188465.875507 = -87408354.637132 nChanged 6 Iteration 212Q (16449.830000 sec): 58 clusters Score: Raw -87596821.891737 + Penalty 188465.875507 = -87408356.016230 nChanged 5 Iteration 213Q (16482.220000 sec): 58 clusters Score: Raw -87596823.544340 + Penalty 188465.875507 = -87408357.668833 nChanged 6 Iteration 214Q (16515.600000 sec): 58 clusters Score: Raw -87596823.689782 + Penalty 188465.875507 = -87408357.814275 nChanged 2 Iteration 215Q (16548.540000 sec): 58 clusters Score: Raw -87596823.773138 + Penalty 188465.875507 = -87408357.897632 nChanged 2 Iteration 216Q (16584.100000 sec): 58 clusters Score: Raw -87596823.946221 + Penalty 188465.875507 = -87408358.070714 nChanged 6 Iteration 217Q (16618.620000 sec): 58 clusters Score: Raw -87596824.419821 + Penalty 188465.875507 = -87408358.544314 nChanged 6 Iteration 218Q (16654.750000 sec): 58 clusters Score: Raw -87596825.063102 + Penalty 188465.875507 = -87408359.187595 nChanged 5 Writing temp clu file Because OldScore, -87408358.544314, is greater than current (better) Score,-87408359.187595 Compute initial score before splitting: Score: Raw -87596825.063102 + Penalty 188465.875507 = -87408359.187595 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 1 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16655.020000 sec): 2 clusters Score: Raw -20964.649001 + Penalty 1275.132562 = -19689.516439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16655.160000 sec): 3 clusters Score: Raw -21288.230434 + Penalty 2550.265124 = -18737.965310 nChanged 12 SP:Iteration 1F (16655.370000 sec): 3 clusters Score: Raw -21347.276229 + Penalty 2550.265124 = -18797.011105 nChanged 4 SP:Iteration 2Q (16655.600000 sec): 3 clusters Score: Raw -21372.401184 + Penalty 2550.265124 = -18822.136060 nChanged 0 SP:Iteration 3F (16655.770000 sec): 3 clusters Score: Raw -21372.401184 + Penalty 2550.265124 = -18822.136060 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 2 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16655.870000 sec): 2 clusters Score: Raw -235682.161754 + Penalty 1836.713639 = -233845.448115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16656.100000 sec): 3 clusters Score: Raw -235137.859472 + Penalty 3673.427277 = -231464.432195 nChanged 511 SP:Iteration 1F (16656.260000 sec): 3 clusters Score: Raw -235542.364275 + Penalty 3673.427277 = -231868.936998 nChanged 119 SP:Iteration 2F (16656.460000 sec): 3 clusters Score: Raw -235664.359496 + Penalty 3673.427277 = -231990.932219 nChanged 66 SP:Iteration 3Q (16656.690000 sec): 3 clusters Score: Raw -235741.042309 + Penalty 3673.427277 = -232067.615032 nChanged 53 SP:Iteration 4Q (16656.840000 sec): 3 clusters Score: Raw -235804.341357 + Penalty 3673.427277 = -232130.914080 nChanged 34 SP:Iteration 5Q (16657.030000 sec): 3 clusters Score: Raw -235848.246722 + Penalty 3673.427277 = -232174.819445 nChanged 36 SP:Iteration 6Q (16657.250000 sec): 3 clusters Score: Raw -235883.224238 + Penalty 3673.427277 = -232209.796961 nChanged 20 SP:Iteration 7Q (16657.420000 sec): 3 clusters Score: Raw -235904.823236 + Penalty 3673.427277 = -232231.395959 nChanged 13 SP:Iteration 8Q (16657.590000 sec): 3 clusters Score: Raw -235916.959028 + Penalty 3673.427277 = -232243.531751 nChanged 12 SP:Iteration 9Q (16657.790000 sec): 3 clusters Score: Raw -235930.252709 + Penalty 3673.427277 = -232256.825432 nChanged 13 SP:Iteration 10Q (16657.970000 sec): 3 clusters Score: Raw -235945.923777 + Penalty 3673.427277 = -232272.496500 nChanged 7 SP:Iteration 11Q (16658.080000 sec): 3 clusters Score: Raw -235952.562063 + Penalty 3673.427277 = -232279.134786 nChanged 4 SP:Iteration 12Q (16658.310000 sec): 3 clusters Score: Raw -235957.896277 + Penalty 3673.427277 = -232284.469000 nChanged 6 SP:Iteration 13Q (16658.540000 sec): 3 clusters Score: Raw -235966.483103 + Penalty 3673.427277 = -232293.055826 nChanged 7 SP:Iteration 14Q (16658.730000 sec): 3 clusters Score: Raw -235970.504748 + Penalty 3673.427277 = -232297.077471 nChanged 7 SP:Iteration 15Q (16658.920000 sec): 3 clusters Score: Raw -235975.955896 + Penalty 3673.427277 = -232302.528619 nChanged 5 SP:Iteration 16Q (16659.100000 sec): 3 clusters Score: Raw -235980.562640 + Penalty 3673.427277 = -232307.135363 nChanged 8 SP:Iteration 17Q (16659.300000 sec): 3 clusters Score: Raw -235986.158282 + Penalty 3673.427277 = -232312.731005 nChanged 3 SP:Iteration 18Q (16659.460000 sec): 3 clusters Score: Raw -235989.324140 + Penalty 3673.427277 = -232315.896863 nChanged 6 SP:Iteration 19Q (16659.670000 sec): 3 clusters Score: Raw -235995.404042 + Penalty 3673.427277 = -232321.976765 nChanged 6 SP:Iteration 20F (16659.850000 sec): 3 clusters Score: Raw -236000.414931 + Penalty 3673.427277 = -232326.987653 nChanged 4 SP:Iteration 21Q (16660.040000 sec): 3 clusters Score: Raw -236005.357312 + Penalty 3673.427277 = -232331.930035 nChanged 6 SP:Iteration 22Q (16660.280000 sec): 3 clusters Score: Raw -236009.422448 + Penalty 3673.427277 = -232335.995170 nChanged 6 SP:Iteration 23Q (16660.470000 sec): 3 clusters Score: Raw -236014.810860 + Penalty 3673.427277 = -232341.383583 nChanged 8 SP:Iteration 24Q (16660.680000 sec): 3 clusters Score: Raw -236021.965539 + Penalty 3673.427277 = -232348.538262 nChanged 6 SP:Iteration 25Q (16660.850000 sec): 3 clusters Score: Raw -236028.023093 + Penalty 3673.427277 = -232354.595816 nChanged 5 SP:Iteration 26Q (16661.080000 sec): 3 clusters Score: Raw -236031.612925 + Penalty 3673.427277 = -232358.185648 nChanged 5 SP:Iteration 27Q (16661.260000 sec): 3 clusters Score: Raw -236034.423789 + Penalty 3673.427277 = -232360.996512 nChanged 3 SP:Iteration 28Q (16661.470000 sec): 3 clusters Score: Raw -236036.678606 + Penalty 3673.427277 = -232363.251329 nChanged 3 SP:Iteration 29Q (16661.720000 sec): 3 clusters Score: Raw -236038.049749 + Penalty 3673.427277 = -232364.622472 nChanged 1 SP:Iteration 30Q (16661.860000 sec): 3 clusters Score: Raw -236038.584771 + Penalty 3673.427277 = -232365.157494 nChanged 0 SP:Iteration 31F (16662.070000 sec): 3 clusters Score: Raw -236038.584771 + Penalty 3673.427277 = -232365.157494 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 3 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16662.150000 sec): 2 clusters Score: Raw -50114.254663 + Penalty 1485.262431 = -48628.992231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16662.310000 sec): 3 clusters Score: Raw -50230.729216 + Penalty 2970.524863 = -47260.204353 nChanged 71 SP:Iteration 1F (16662.490000 sec): 3 clusters Score: Raw -50458.573216 + Penalty 2970.524863 = -47488.048353 nChanged 37 SP:Iteration 2F (16662.670000 sec): 3 clusters Score: Raw -50619.365226 + Penalty 2970.524863 = -47648.840363 nChanged 19 SP:Iteration 3Q (16662.840000 sec): 3 clusters Score: Raw -50742.223507 + Penalty 2970.524863 = -47771.698644 nChanged 17 SP:Iteration 4Q (16663.060000 sec): 3 clusters Score: Raw -50980.383361 + Penalty 2970.524863 = -48009.858498 nChanged 11 SP:Iteration 5Q (16663.260000 sec): 3 clusters Score: Raw -51188.204820 + Penalty 2970.524863 = -48217.679957 nChanged 11 SP:Iteration 6Q (16663.390000 sec): 3 clusters Score: Raw -51248.259412 + Penalty 2970.524863 = -48277.734550 nChanged 8 SP:Iteration 7Q (16663.630000 sec): 3 clusters Score: Raw -51285.043181 + Penalty 2970.524863 = -48314.518318 nChanged 4 SP:Iteration 8Q (16663.820000 sec): 3 clusters Score: Raw -51348.075383 + Penalty 2970.524863 = -48377.550521 nChanged 5 SP:Iteration 9Q (16663.980000 sec): 3 clusters Score: Raw -51403.470306 + Penalty 2970.524863 = -48432.945443 nChanged 3 SP:Iteration 10Q (16664.170000 sec): 3 clusters Score: Raw -51418.912496 + Penalty 2970.524863 = -48448.387634 nChanged 0 SP:Iteration 11F (16664.370000 sec): 3 clusters Score: Raw -51418.912496 + Penalty 2970.524863 = -48448.387634 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 4 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16664.470000 sec): 2 clusters Score: Raw -117089.744941 + Penalty 1679.723933 = -115410.021008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16664.680000 sec): 3 clusters Score: Raw -116936.826241 + Penalty 3359.447866 = -113577.378375 nChanged 205 SP:Iteration 1F (16664.870000 sec): 3 clusters Score: Raw -117197.051210 + Penalty 3359.447866 = -113837.603343 nChanged 62 SP:Iteration 2F (16665.030000 sec): 3 clusters Score: Raw -117309.755037 + Penalty 3359.447866 = -113950.307171 nChanged 29 SP:Iteration 3Q (16665.170000 sec): 3 clusters Score: Raw -117361.859238 + Penalty 3359.447866 = -114002.411371 nChanged 23 SP:Iteration 4Q (16665.340000 sec): 3 clusters Score: Raw -117397.344496 + Penalty 3359.447866 = -114037.896630 nChanged 17 SP:Iteration 5Q (16665.470000 sec): 3 clusters Score: Raw -117431.147761 + Penalty 3359.447866 = -114071.699895 nChanged 14 SP:Iteration 6Q (16665.650000 sec): 3 clusters Score: Raw -117464.217129 + Penalty 3359.447866 = -114104.769262 nChanged 10 SP:Iteration 7Q (16665.830000 sec): 3 clusters Score: Raw -117481.328382 + Penalty 3359.447866 = -114121.880516 nChanged 5 SP:Iteration 8Q (16666.000000 sec): 3 clusters Score: Raw -117491.719266 + Penalty 3359.447866 = -114132.271399 nChanged 5 SP:Iteration 9Q (16666.150000 sec): 3 clusters Score: Raw -117499.692651 + Penalty 3359.447866 = -114140.244785 nChanged 6 SP:Iteration 10Q (16666.340000 sec): 3 clusters Score: Raw -117505.230447 + Penalty 3359.447866 = -114145.782580 nChanged 3 SP:Iteration 11Q (16666.510000 sec): 3 clusters Score: Raw -117508.374183 + Penalty 3359.447866 = -114148.926317 nChanged 1 SP:Iteration 12Q (16666.690000 sec): 3 clusters Score: Raw -117509.314049 + Penalty 3359.447866 = -114149.866183 nChanged 0 SP:Iteration 13F (16666.870000 sec): 3 clusters Score: Raw -117509.314049 + Penalty 3359.447866 = -114149.866183 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 5 (13740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16667.060000 sec): 2 clusters Score: Raw -1952349.581711 + Penalty 2362.960508 = -1949986.621203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16667.350000 sec): 3 clusters Score: Raw -1944795.891504 + Penalty 4725.921017 = -1940069.970488 nChanged 5824 SP:Iteration 1F (16667.550000 sec): 3 clusters Score: Raw -1948032.875049 + Penalty 4725.921017 = -1943306.954033 nChanged 884 SP:Iteration 2F (16667.800000 sec): 3 clusters Score: Raw -1948479.091519 + Penalty 4725.921017 = -1943753.170503 nChanged 713 SP:Iteration 3F (16668.070000 sec): 3 clusters Score: Raw -1948813.229863 + Penalty 4725.921017 = -1944087.308846 nChanged 609 SP:Iteration 4Q (16668.370000 sec): 3 clusters Score: Raw -1949071.111301 + Penalty 4725.921017 = -1944345.190284 nChanged 537 SP:Iteration 5Q (16668.670000 sec): 3 clusters Score: Raw -1949298.728859 + Penalty 4725.921017 = -1944572.807842 nChanged 484 SP:Iteration 6Q (16668.980000 sec): 3 clusters Score: Raw -1949491.921304 + Penalty 4725.921017 = -1944766.000288 nChanged 479 SP:Iteration 7Q (16669.250000 sec): 3 clusters Score: Raw -1949676.818370 + Penalty 4725.921017 = -1944950.897353 nChanged 464 SP:Iteration 8Q (16669.530000 sec): 3 clusters Score: Raw -1949880.832907 + Penalty 4725.921017 = -1945154.911891 nChanged 499 SP:Iteration 9Q (16669.770000 sec): 3 clusters Score: Raw -1950114.142809 + Penalty 4725.921017 = -1945388.221793 nChanged 529 SP:Iteration 10Q (16670.100000 sec): 3 clusters Score: Raw -1950374.670484 + Penalty 4725.921017 = -1945648.749468 nChanged 548 SP:Iteration 11Q (16670.360000 sec): 3 clusters Score: Raw -1950675.514945 + Penalty 4725.921017 = -1945949.593928 nChanged 593 SP:Iteration 12Q (16670.670000 sec): 3 clusters Score: Raw -1951024.694154 + Penalty 4725.921017 = -1946298.773137 nChanged 561 SP:Iteration 13Q (16670.930000 sec): 3 clusters Score: Raw -1951359.793169 + Penalty 4725.921017 = -1946633.872152 nChanged 486 SP:Iteration 14Q (16671.230000 sec): 3 clusters Score: Raw -1951644.218477 + Penalty 4725.921017 = -1946918.297460 nChanged 414 SP:Iteration 15Q (16671.480000 sec): 3 clusters Score: Raw -1951923.049636 + Penalty 4725.921017 = -1947197.128619 nChanged 362 SP:Iteration 16Q (16671.770000 sec): 3 clusters Score: Raw -1952237.423824 + Penalty 4725.921017 = -1947511.502807 nChanged 312 SP:Iteration 17Q (16672.020000 sec): 3 clusters Score: Raw -1952548.663977 + Penalty 4725.921017 = -1947822.742960 nChanged 214 SP:Iteration 18Q (16672.250000 sec): 3 clusters Score: Raw -1952804.622345 + Penalty 4725.921017 = -1948078.701328 nChanged 161 SP:Iteration 19Q (16672.560000 sec): 3 clusters Score: Raw -1952965.409535 + Penalty 4725.921017 = -1948239.488518 nChanged 90 SP:Iteration 20F (16672.890000 sec): 3 clusters Score: Raw -1953024.937515 + Penalty 4725.921017 = -1948299.016499 nChanged 62 SP:Iteration 21Q (16673.160000 sec): 3 clusters Score: Raw -1953063.007162 + Penalty 4725.921017 = -1948337.086145 nChanged 51 SP:Iteration 22Q (16673.390000 sec): 3 clusters Score: Raw -1953091.516726 + Penalty 4725.921017 = -1948365.595710 nChanged 47 SP:Iteration 23Q (16673.650000 sec): 3 clusters Score: Raw -1953117.323167 + Penalty 4725.921017 = -1948391.402150 nChanged 44 SP:Iteration 24Q (16673.920000 sec): 3 clusters Score: Raw -1953141.689391 + Penalty 4725.921017 = -1948415.768374 nChanged 34 SP:Iteration 25Q (16674.180000 sec): 3 clusters Score: Raw -1953155.379440 + Penalty 4725.921017 = -1948429.458424 nChanged 17 SP:Iteration 26Q (16674.420000 sec): 3 clusters Score: Raw -1953162.054850 + Penalty 4725.921017 = -1948436.133833 nChanged 15 SP:Iteration 27Q (16674.700000 sec): 3 clusters Score: Raw -1953167.797975 + Penalty 4725.921017 = -1948441.876958 nChanged 9 SP:Iteration 28Q (16674.970000 sec): 3 clusters Score: Raw -1953171.597656 + Penalty 4725.921017 = -1948445.676639 nChanged 7 SP:Iteration 29Q (16675.210000 sec): 3 clusters Score: Raw -1953173.049789 + Penalty 4725.921017 = -1948447.128772 nChanged 3 SP:Iteration 30Q (16675.430000 sec): 3 clusters Score: Raw -1953173.547292 + Penalty 4725.921017 = -1948447.626275 nChanged 2 SP:Iteration 31Q (16675.690000 sec): 3 clusters Score: Raw -1953173.775511 + Penalty 4725.921017 = -1948447.854494 nChanged 1 SP:Iteration 32Q (16675.950000 sec): 3 clusters Score: Raw -1953173.880531 + Penalty 4725.921017 = -1948447.959515 nChanged 0 SP:Iteration 33F (16676.170000 sec): 3 clusters Score: Raw -1953173.880531 + Penalty 4725.921017 = -1948447.959515 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 6 (7731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16676.310000 sec): 2 clusters Score: Raw -1080671.691315 + Penalty 2220.342388 = -1078451.348927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16676.570000 sec): 3 clusters Score: Raw -1076779.924709 + Penalty 4440.684776 = -1072339.239933 nChanged 3082 SP:Iteration 1F (16676.750000 sec): 3 clusters Score: Raw -1078653.679948 + Penalty 4440.684776 = -1074212.995173 nChanged 636 SP:Iteration 2F (16676.940000 sec): 3 clusters Score: Raw -1079122.625513 + Penalty 4440.684776 = -1074681.940737 nChanged 517 SP:Iteration 3F (16677.130000 sec): 3 clusters Score: Raw -1079504.707707 + Penalty 4440.684776 = -1075064.022931 nChanged 429 SP:Iteration 4F (16677.340000 sec): 3 clusters Score: Raw -1079784.875323 + Penalty 4440.684776 = -1075344.190547 nChanged 354 SP:Iteration 5Q (16677.550000 sec): 3 clusters Score: Raw -1080037.321756 + Penalty 4440.684776 = -1075596.636980 nChanged 322 SP:Iteration 6Q (16677.760000 sec): 3 clusters Score: Raw -1080258.251070 + Penalty 4440.684776 = -1075817.566294 nChanged 277 SP:Iteration 7Q (16677.940000 sec): 3 clusters Score: Raw -1080432.864549 + Penalty 4440.684776 = -1075992.179774 nChanged 241 SP:Iteration 8Q (16678.180000 sec): 3 clusters Score: Raw -1080577.583227 + Penalty 4440.684776 = -1076136.898451 nChanged 220 SP:Iteration 9Q (16678.440000 sec): 3 clusters Score: Raw -1080687.965631 + Penalty 4440.684776 = -1076247.280855 nChanged 195 SP:Iteration 10Q (16678.670000 sec): 3 clusters Score: Raw -1080784.688633 + Penalty 4440.684776 = -1076344.003857 nChanged 163 SP:Iteration 11Q (16678.900000 sec): 3 clusters Score: Raw -1080870.013178 + Penalty 4440.684776 = -1076429.328402 nChanged 136 SP:Iteration 12Q (16679.160000 sec): 3 clusters Score: Raw -1080939.637563 + Penalty 4440.684776 = -1076498.952787 nChanged 125 SP:Iteration 13Q (16679.370000 sec): 3 clusters Score: Raw -1081000.227817 + Penalty 4440.684776 = -1076559.543041 nChanged 110 SP:Iteration 14Q (16679.590000 sec): 3 clusters Score: Raw -1081042.295375 + Penalty 4440.684776 = -1076601.610599 nChanged 81 SP:Iteration 15Q (16679.810000 sec): 3 clusters Score: Raw -1081071.142761 + Penalty 4440.684776 = -1076630.457985 nChanged 77 SP:Iteration 16Q (16680.080000 sec): 3 clusters Score: Raw -1081097.360431 + Penalty 4440.684776 = -1076656.675655 nChanged 54 SP:Iteration 17Q (16680.290000 sec): 3 clusters Score: Raw -1081112.317700 + Penalty 4440.684776 = -1076671.632924 nChanged 41 SP:Iteration 18Q (16680.490000 sec): 3 clusters Score: Raw -1081122.405045 + Penalty 4440.684776 = -1076681.720269 nChanged 32 SP:Iteration 19Q (16680.720000 sec): 3 clusters Score: Raw -1081129.572683 + Penalty 4440.684776 = -1076688.887908 nChanged 28 SP:Iteration 20F (16680.910000 sec): 3 clusters Score: Raw -1081136.820235 + Penalty 4440.684776 = -1076696.135460 nChanged 28 SP:Iteration 21Q (16681.150000 sec): 3 clusters Score: Raw -1081142.223852 + Penalty 4440.684776 = -1076701.539076 nChanged 16 SP:Iteration 22Q (16681.350000 sec): 3 clusters Score: Raw -1081145.527746 + Penalty 4440.684776 = -1076704.842970 nChanged 11 SP:Iteration 23Q (16681.590000 sec): 3 clusters Score: Raw -1081147.851340 + Penalty 4440.684776 = -1076707.166564 nChanged 16 SP:Iteration 24Q (16681.870000 sec): 3 clusters Score: Raw -1081151.178648 + Penalty 4440.684776 = -1076710.493872 nChanged 11 SP:Iteration 25Q (16682.080000 sec): 3 clusters Score: Raw -1081153.187465 + Penalty 4440.684776 = -1076712.502689 nChanged 11 SP:Iteration 26Q (16682.350000 sec): 3 clusters Score: Raw -1081155.743008 + Penalty 4440.684776 = -1076715.058232 nChanged 10 SP:Iteration 27Q (16682.560000 sec): 3 clusters Score: Raw -1081157.772350 + Penalty 4440.684776 = -1076717.087574 nChanged 11 SP:Iteration 28Q (16682.780000 sec): 3 clusters Score: Raw -1081160.448157 + Penalty 4440.684776 = -1076719.763382 nChanged 12 SP:Iteration 29Q (16683.060000 sec): 3 clusters Score: Raw -1081162.997532 + Penalty 4440.684776 = -1076722.312756 nChanged 14 SP:Iteration 30Q (16683.240000 sec): 3 clusters Score: Raw -1081166.651653 + Penalty 4440.684776 = -1076725.966878 nChanged 20 SP:Iteration 31Q (16683.490000 sec): 3 clusters Score: Raw -1081171.101227 + Penalty 4440.684776 = -1076730.416451 nChanged 12 SP:Iteration 32Q (16683.700000 sec): 3 clusters Score: Raw -1081173.021722 + Penalty 4440.684776 = -1076732.336946 nChanged 6 SP:Iteration 33Q (16683.900000 sec): 3 clusters Score: Raw -1081174.249394 + Penalty 4440.684776 = -1076733.564618 nChanged 11 SP:Iteration 34Q (16684.120000 sec): 3 clusters Score: Raw -1081176.662734 + Penalty 4440.684776 = -1076735.977959 nChanged 14 SP:Iteration 35Q (16684.360000 sec): 3 clusters Score: Raw -1081179.537710 + Penalty 4440.684776 = -1076738.852935 nChanged 7 SP:Iteration 36Q (16684.620000 sec): 3 clusters Score: Raw -1081180.948976 + Penalty 4440.684776 = -1076740.264200 nChanged 9 SP:Iteration 37Q (16684.800000 sec): 3 clusters Score: Raw -1081182.495565 + Penalty 4440.684776 = -1076741.810789 nChanged 7 SP:Iteration 38Q (16685.010000 sec): 3 clusters Score: Raw -1081183.843792 + Penalty 4440.684776 = -1076743.159016 nChanged 5 SP:Iteration 39Q (16685.240000 sec): 3 clusters Score: Raw -1081184.506582 + Penalty 4440.684776 = -1076743.821807 nChanged 12 SP:Iteration 40F (16685.510000 sec): 3 clusters Score: Raw -1081186.621997 + Penalty 4440.684776 = -1076745.937221 nChanged 9 SP:Iteration 41Q (16685.730000 sec): 3 clusters Score: Raw -1081188.496941 + Penalty 4440.684776 = -1076747.812165 nChanged 11 SP:Iteration 42Q (16685.990000 sec): 3 clusters Score: Raw -1081190.620564 + Penalty 4440.684776 = -1076749.935788 nChanged 12 SP:Iteration 43Q (16686.230000 sec): 3 clusters Score: Raw -1081193.177764 + Penalty 4440.684776 = -1076752.492988 nChanged 8 SP:Iteration 44Q (16686.470000 sec): 3 clusters Score: Raw -1081194.500548 + Penalty 4440.684776 = -1076753.815772 nChanged 4 SP:Iteration 45Q (16686.680000 sec): 3 clusters Score: Raw -1081195.247521 + Penalty 4440.684776 = -1076754.562745 nChanged 7 SP:Iteration 46Q (16686.890000 sec): 3 clusters Score: Raw -1081196.433076 + Penalty 4440.684776 = -1076755.748300 nChanged 3 SP:Iteration 47Q (16687.150000 sec): 3 clusters Score: Raw -1081197.646341 + Penalty 4440.684776 = -1076756.961565 nChanged 12 SP:Iteration 48Q (16687.400000 sec): 3 clusters Score: Raw -1081201.425906 + Penalty 4440.684776 = -1076760.741130 nChanged 12 SP:Iteration 49Q (16687.620000 sec): 3 clusters Score: Raw -1081204.464806 + Penalty 4440.684776 = -1076763.780031 nChanged 10 SP:Iteration 50Q (16687.840000 sec): 3 clusters Score: Raw -1081206.929863 + Penalty 4440.684776 = -1076766.245087 nChanged 10 SP:Iteration 51Q (16688.080000 sec): 3 clusters Score: Raw -1081208.996365 + Penalty 4440.684776 = -1076768.311590 nChanged 8 SP:Iteration 52Q (16688.340000 sec): 3 clusters Score: Raw -1081210.342889 + Penalty 4440.684776 = -1076769.658114 nChanged 3 SP:Iteration 53Q (16688.550000 sec): 3 clusters Score: Raw -1081210.749665 + Penalty 4440.684776 = -1076770.064890 nChanged 4 SP:Iteration 54Q (16688.800000 sec): 3 clusters Score: Raw -1081211.526323 + Penalty 4440.684776 = -1076770.841547 nChanged 4 SP:Iteration 55Q (16689.040000 sec): 3 clusters Score: Raw -1081212.258951 + Penalty 4440.684776 = -1076771.574175 nChanged 3 SP:Iteration 56Q (16689.280000 sec): 3 clusters Score: Raw -1081212.552218 + Penalty 4440.684776 = -1076771.867443 nChanged 0 SP:Iteration 57F (16689.500000 sec): 3 clusters Score: Raw -1081212.552218 + Penalty 4440.684776 = -1076771.867443 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 7 (7197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16689.600000 sec): 2 clusters Score: Raw -1051292.699552 + Penalty 2202.592049 = -1049090.107503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16689.850000 sec): 3 clusters Score: Raw -1047602.306450 + Penalty 4405.184098 = -1043197.122352 nChanged 2866 SP:Iteration 1F (16690.040000 sec): 3 clusters Score: Raw -1049136.308853 + Penalty 4405.184098 = -1044731.124756 nChanged 507 SP:Iteration 2F (16690.260000 sec): 3 clusters Score: Raw -1049407.399234 + Penalty 4405.184098 = -1045002.215137 nChanged 366 SP:Iteration 3F (16690.480000 sec): 3 clusters Score: Raw -1049588.089409 + Penalty 4405.184098 = -1045182.905312 nChanged 293 SP:Iteration 4Q (16690.730000 sec): 3 clusters Score: Raw -1049741.952132 + Penalty 4405.184098 = -1045336.768035 nChanged 268 SP:Iteration 5Q (16690.950000 sec): 3 clusters Score: Raw -1049873.510099 + Penalty 4405.184098 = -1045468.326001 nChanged 233 SP:Iteration 6Q (16691.150000 sec): 3 clusters Score: Raw -1049994.972402 + Penalty 4405.184098 = -1045589.788305 nChanged 231 SP:Iteration 7Q (16691.380000 sec): 3 clusters Score: Raw -1050115.690821 + Penalty 4405.184098 = -1045710.506724 nChanged 244 SP:Iteration 8Q (16691.650000 sec): 3 clusters Score: Raw -1050265.420818 + Penalty 4405.184098 = -1045860.236720 nChanged 253 SP:Iteration 9Q (16691.890000 sec): 3 clusters Score: Raw -1050432.313986 + Penalty 4405.184098 = -1046027.129888 nChanged 263 SP:Iteration 10Q (16692.070000 sec): 3 clusters Score: Raw -1050619.011396 + Penalty 4405.184098 = -1046213.827298 nChanged 242 SP:Iteration 11Q (16692.330000 sec): 3 clusters Score: Raw -1050794.851772 + Penalty 4405.184098 = -1046389.667674 nChanged 211 SP:Iteration 12Q (16692.550000 sec): 3 clusters Score: Raw -1050958.164706 + Penalty 4405.184098 = -1046552.980608 nChanged 176 SP:Iteration 13Q (16692.860000 sec): 3 clusters Score: Raw -1051097.652651 + Penalty 4405.184098 = -1046692.468554 nChanged 147 SP:Iteration 14Q (16693.070000 sec): 3 clusters Score: Raw -1051220.681898 + Penalty 4405.184098 = -1046815.497801 nChanged 128 SP:Iteration 15Q (16693.270000 sec): 3 clusters Score: Raw -1051327.953918 + Penalty 4405.184098 = -1046922.769821 nChanged 74 SP:Iteration 16Q (16693.500000 sec): 3 clusters Score: Raw -1051385.195425 + Penalty 4405.184098 = -1046980.011328 nChanged 60 SP:Iteration 17Q (16693.730000 sec): 3 clusters Score: Raw -1051431.860265 + Penalty 4405.184098 = -1047026.676168 nChanged 44 SP:Iteration 18Q (16693.960000 sec): 3 clusters Score: Raw -1051464.086604 + Penalty 4405.184098 = -1047058.902506 nChanged 36 SP:Iteration 19Q (16694.220000 sec): 3 clusters Score: Raw -1051493.050703 + Penalty 4405.184098 = -1047087.866606 nChanged 22 SP:Iteration 20F (16694.440000 sec): 3 clusters Score: Raw -1051511.935955 + Penalty 4405.184098 = -1047106.751858 nChanged 19 SP:Iteration 21Q (16694.650000 sec): 3 clusters Score: Raw -1051526.904420 + Penalty 4405.184098 = -1047121.720322 nChanged 9 SP:Iteration 22Q (16694.910000 sec): 3 clusters Score: Raw -1051535.035803 + Penalty 4405.184098 = -1047129.851705 nChanged 11 SP:Iteration 23Q (16695.090000 sec): 3 clusters Score: Raw -1051547.508308 + Penalty 4405.184098 = -1047142.324211 nChanged 7 SP:Iteration 24Q (16695.270000 sec): 3 clusters Score: Raw -1051554.174259 + Penalty 4405.184098 = -1047148.990162 nChanged 6 SP:Iteration 25Q (16695.510000 sec): 3 clusters Score: Raw -1051561.128038 + Penalty 4405.184098 = -1047155.943940 nChanged 6 SP:Iteration 26Q (16695.670000 sec): 3 clusters Score: Raw -1051565.988425 + Penalty 4405.184098 = -1047160.804328 nChanged 3 SP:Iteration 27Q (16695.890000 sec): 3 clusters Score: Raw -1051568.940049 + Penalty 4405.184098 = -1047163.755951 nChanged 3 SP:Iteration 28Q (16696.100000 sec): 3 clusters Score: Raw -1051572.534444 + Penalty 4405.184098 = -1047167.350347 nChanged 7 SP:Iteration 29Q (16696.270000 sec): 3 clusters Score: Raw -1051579.700171 + Penalty 4405.184098 = -1047174.516073 nChanged 4 SP:Iteration 30Q (16696.470000 sec): 3 clusters Score: Raw -1051582.376366 + Penalty 4405.184098 = -1047177.192268 nChanged 1 SP:Iteration 31Q (16696.690000 sec): 3 clusters Score: Raw -1051582.809010 + Penalty 4405.184098 = -1047177.624913 nChanged 1 SP:Iteration 32Q (16696.910000 sec): 3 clusters Score: Raw -1051583.017943 + Penalty 4405.184098 = -1047177.833845 nChanged 0 SP:Iteration 33F (16697.110000 sec): 3 clusters Score: Raw -1051583.017943 + Penalty 4405.184098 = -1047177.833845 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 8 (177139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16698.130000 sec): 2 clusters Score: Raw -25604178.190424 + Penalty 2997.003123 = -25601181.187301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16699.360000 sec): 3 clusters Score: Raw -25488084.773810 + Penalty 5994.006247 = -25482090.767563 nChanged 85132 SP:Iteration 1F (16700.450000 sec): 3 clusters Score: Raw -25537634.704888 + Penalty 5994.006247 = -25531640.698641 nChanged 5497 SP:Iteration 2Q (16701.600000 sec): 3 clusters Score: Raw -25538865.843715 + Penalty 5994.006247 = -25532871.837468 nChanged 5926 SP:Iteration 3Q (16702.740000 sec): 3 clusters Score: Raw -25540462.322200 + Penalty 5994.006247 = -25534468.315953 nChanged 6836 SP:Iteration 4Q (16703.960000 sec): 3 clusters Score: Raw -25542716.171459 + Penalty 5994.006247 = -25536722.165212 nChanged 8076 SP:Iteration 5Q (16705.120000 sec): 3 clusters Score: Raw -25545969.068470 + Penalty 5994.006247 = -25539975.062223 nChanged 9262 SP:Iteration 6F (16706.270000 sec): 3 clusters Score: Raw -25550617.464940 + Penalty 5994.006247 = -25544623.458693 nChanged 10662 SP:Iteration 7F (16707.490000 sec): 3 clusters Score: Raw -25556995.645311 + Penalty 5994.006247 = -25551001.639064 nChanged 11371 SP:Iteration 8F (16708.670000 sec): 3 clusters Score: Raw -25564957.072917 + Penalty 5994.006247 = -25558963.066670 nChanged 10967 SP:Iteration 9F (16709.930000 sec): 3 clusters Score: Raw -25573439.048028 + Penalty 5994.006247 = -25567445.041781 nChanged 9495 SP:Iteration 10F (16711.110000 sec): 3 clusters Score: Raw -25581206.373770 + Penalty 5994.006247 = -25575212.367523 nChanged 7332 SP:Iteration 11Q (16712.260000 sec): 3 clusters Score: Raw -25586963.784244 + Penalty 5994.006247 = -25580969.777997 nChanged 5525 SP:Iteration 12Q (16713.290000 sec): 3 clusters Score: Raw -25591022.879205 + Penalty 5994.006247 = -25585028.872958 nChanged 4325 SP:Iteration 13Q (16714.310000 sec): 3 clusters Score: Raw -25594002.556832 + Penalty 5994.006247 = -25588008.550585 nChanged 3552 SP:Iteration 14Q (16715.370000 sec): 3 clusters Score: Raw -25596368.604469 + Penalty 5994.006247 = -25590374.598222 nChanged 3020 SP:Iteration 15Q (16716.410000 sec): 3 clusters Score: Raw -25598348.492946 + Penalty 5994.006247 = -25592354.486699 nChanged 2512 SP:Iteration 16Q (16717.460000 sec): 3 clusters Score: Raw -25599979.960473 + Penalty 5994.006247 = -25593985.954226 nChanged 2056 SP:Iteration 17Q (16718.460000 sec): 3 clusters Score: Raw -25601338.566874 + Penalty 5994.006247 = -25595344.560627 nChanged 1583 SP:Iteration 18Q (16719.530000 sec): 3 clusters Score: Raw -25602392.395679 + Penalty 5994.006247 = -25596398.389432 nChanged 1173 SP:Iteration 19Q (16720.590000 sec): 3 clusters Score: Raw -25603163.744059 + Penalty 5994.006247 = -25597169.737812 nChanged 799 SP:Iteration 20F (16721.750000 sec): 3 clusters Score: Raw -25603690.246455 + Penalty 5994.006247 = -25597696.240208 nChanged 516 SP:Iteration 21Q (16722.780000 sec): 3 clusters Score: Raw -25604041.813890 + Penalty 5994.006247 = -25598047.807643 nChanged 350 SP:Iteration 22Q (16723.810000 sec): 3 clusters Score: Raw -25604298.306335 + Penalty 5994.006247 = -25598304.300088 nChanged 237 SP:Iteration 23Q (16724.840000 sec): 3 clusters Score: Raw -25604483.670426 + Penalty 5994.006247 = -25598489.664179 nChanged 179 SP:Iteration 24Q (16725.760000 sec): 3 clusters Score: Raw -25604626.243874 + Penalty 5994.006247 = -25598632.237627 nChanged 118 SP:Iteration 25Q (16726.650000 sec): 3 clusters Score: Raw -25604708.309227 + Penalty 5994.006247 = -25598714.302980 nChanged 83 SP:Iteration 26Q (16727.620000 sec): 3 clusters Score: Raw -25604757.771734 + Penalty 5994.006247 = -25598763.765487 nChanged 62 SP:Iteration 27Q (16728.630000 sec): 3 clusters Score: Raw -25604790.059392 + Penalty 5994.006247 = -25598796.053145 nChanged 48 SP:Iteration 28Q (16729.680000 sec): 3 clusters Score: Raw -25604814.479541 + Penalty 5994.006247 = -25598820.473294 nChanged 41 SP:Iteration 29Q (16730.690000 sec): 3 clusters Score: Raw -25604831.353285 + Penalty 5994.006247 = -25598837.347038 nChanged 32 SP:Iteration 30Q (16731.740000 sec): 3 clusters Score: Raw -25604846.395245 + Penalty 5994.006247 = -25598852.388998 nChanged 25 SP:Iteration 31Q (16732.730000 sec): 3 clusters Score: Raw -25604856.301275 + Penalty 5994.006247 = -25598862.295028 nChanged 23 SP:Iteration 32Q (16733.720000 sec): 3 clusters Score: Raw -25604864.315680 + Penalty 5994.006247 = -25598870.309433 nChanged 21 SP:Iteration 33Q (16734.700000 sec): 3 clusters Score: Raw -25604872.752956 + Penalty 5994.006247 = -25598878.746709 nChanged 14 SP:Iteration 34Q (16735.690000 sec): 3 clusters Score: Raw -25604877.619776 + Penalty 5994.006247 = -25598883.613529 nChanged 10 SP:Iteration 35Q (16736.700000 sec): 3 clusters Score: Raw -25604880.746855 + Penalty 5994.006247 = -25598886.740608 nChanged 5 SP:Iteration 36Q (16737.680000 sec): 3 clusters Score: Raw -25604882.778537 + Penalty 5994.006247 = -25598888.772290 nChanged 6 SP:Iteration 37Q (16738.680000 sec): 3 clusters Score: Raw -25604885.134207 + Penalty 5994.006247 = -25598891.127960 nChanged 10 SP:Iteration 38Q (16739.720000 sec): 3 clusters Score: Raw -25604889.058697 + Penalty 5994.006247 = -25598895.052450 nChanged 11 SP:Iteration 39Q (16740.750000 sec): 3 clusters Score: Raw -25604894.315590 + Penalty 5994.006247 = -25598900.309343 nChanged 8 SP:Iteration 40F (16741.960000 sec): 3 clusters Score: Raw -25604898.053300 + Penalty 5994.006247 = -25598904.047053 nChanged 11 SP:Iteration 41Q (16742.930000 sec): 3 clusters Score: Raw -25604902.667162 + Penalty 5994.006247 = -25598908.660915 nChanged 11 SP:Iteration 42Q (16743.920000 sec): 3 clusters Score: Raw -25604907.386035 + Penalty 5994.006247 = -25598913.379788 nChanged 14 SP:Iteration 43Q (16744.890000 sec): 3 clusters Score: Raw -25604914.545156 + Penalty 5994.006247 = -25598920.538909 nChanged 13 SP:Iteration 44Q (16745.840000 sec): 3 clusters Score: Raw -25604920.194332 + Penalty 5994.006247 = -25598926.188085 nChanged 9 SP:Iteration 45Q (16746.830000 sec): 3 clusters Score: Raw -25604923.513465 + Penalty 5994.006247 = -25598929.507218 nChanged 7 SP:Iteration 46Q (16747.910000 sec): 3 clusters Score: Raw -25604926.410608 + Penalty 5994.006247 = -25598932.404361 nChanged 4 SP:Iteration 47Q (16748.950000 sec): 3 clusters Score: Raw -25604927.407022 + Penalty 5994.006247 = -25598933.400775 nChanged 1 SP:Iteration 48Q (16749.970000 sec): 3 clusters Score: Raw -25604927.784483 + Penalty 5994.006247 = -25598933.778236 nChanged 3 SP:Iteration 49Q (16751.050000 sec): 3 clusters Score: Raw -25604928.588949 + Penalty 5994.006247 = -25598934.582702 nChanged 1 SP:Iteration 50Q (16752.130000 sec): 3 clusters Score: Raw -25604928.987961 + Penalty 5994.006247 = -25598934.981714 nChanged 4 SP:Iteration 51Q (16753.210000 sec): 3 clusters Score: Raw -25604929.962164 + Penalty 5994.006247 = -25598935.955917 nChanged 2 SP:Iteration 52Q (16754.210000 sec): 3 clusters Score: Raw -25604931.232241 + Penalty 5994.006247 = -25598937.225994 nChanged 3 SP:Iteration 53Q (16755.170000 sec): 3 clusters Score: Raw -25604932.001291 + Penalty 5994.006247 = -25598937.995044 nChanged 2 SP:Iteration 54Q (16756.090000 sec): 3 clusters Score: Raw -25604932.628374 + Penalty 5994.006247 = -25598938.622127 nChanged 2 SP:Iteration 55Q (16757.070000 sec): 3 clusters Score: Raw -25604934.172447 + Penalty 5994.006247 = -25598940.166200 nChanged 4 SP:Iteration 56Q (16758.110000 sec): 3 clusters Score: Raw -25604936.397517 + Penalty 5994.006247 = -25598942.391270 nChanged 5 SP:Iteration 57Q (16759.170000 sec): 3 clusters Score: Raw -25604939.060955 + Penalty 5994.006247 = -25598945.054708 nChanged 8 SP:Iteration 58Q (16760.200000 sec): 3 clusters Score: Raw -25604943.069559 + Penalty 5994.006247 = -25598949.063312 nChanged 8 SP:Iteration 59Q (16761.210000 sec): 3 clusters Score: Raw -25604945.955908 + Penalty 5994.006247 = -25598951.949661 nChanged 3 SP:Iteration 60F (16762.360000 sec): 3 clusters Score: Raw -25604946.810241 + Penalty 5994.006247 = -25598952.803994 nChanged 3 SP:Iteration 61Q (16763.370000 sec): 3 clusters Score: Raw -25604948.210019 + Penalty 5994.006247 = -25598954.203772 nChanged 3 SP:Iteration 62Q (16764.350000 sec): 3 clusters Score: Raw -25604949.333974 + Penalty 5994.006247 = -25598955.327727 nChanged 2 SP:Iteration 63Q (16765.430000 sec): 3 clusters Score: Raw -25604950.002238 + Penalty 5994.006247 = -25598955.995991 nChanged 1 SP:Iteration 64Q (16766.480000 sec): 3 clusters Score: Raw -25604950.277132 + Penalty 5994.006247 = -25598956.270885 nChanged 1 SP:Iteration 65Q (16767.490000 sec): 3 clusters Score: Raw -25604950.503185 + Penalty 5994.006247 = -25598956.496938 nChanged 1 SP:Iteration 66Q (16768.510000 sec): 3 clusters Score: Raw -25604950.621223 + Penalty 5994.006247 = -25598956.614976 nChanged 0 SP:Iteration 67F (16769.690000 sec): 3 clusters Score: Raw -25604950.621223 + Penalty 5994.006247 = -25598956.614976 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 9 (7225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16769.870000 sec): 2 clusters Score: Raw -1014302.491479 + Penalty 2203.555023 = -1012098.936456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16770.090000 sec): 3 clusters Score: Raw -1010557.992368 + Penalty 4407.110046 = -1006150.882322 nChanged 2875 SP:Iteration 1F (16770.330000 sec): 3 clusters Score: Raw -1012133.031143 + Penalty 4407.110046 = -1007725.921096 nChanged 563 SP:Iteration 2F (16770.590000 sec): 3 clusters Score: Raw -1012469.756598 + Penalty 4407.110046 = -1008062.646551 nChanged 475 SP:Iteration 3F (16770.790000 sec): 3 clusters Score: Raw -1012760.441077 + Penalty 4407.110046 = -1008353.331031 nChanged 403 SP:Iteration 4F (16771.040000 sec): 3 clusters Score: Raw -1013009.967117 + Penalty 4407.110046 = -1008602.857070 nChanged 347 SP:Iteration 5Q (16771.250000 sec): 3 clusters Score: Raw -1013246.362272 + Penalty 4407.110046 = -1008839.252225 nChanged 342 SP:Iteration 6Q (16771.450000 sec): 3 clusters Score: Raw -1013505.463459 + Penalty 4407.110046 = -1009098.353413 nChanged 332 SP:Iteration 7Q (16771.710000 sec): 3 clusters Score: Raw -1013761.298786 + Penalty 4407.110046 = -1009354.188739 nChanged 302 SP:Iteration 8Q (16771.950000 sec): 3 clusters Score: Raw -1014032.305653 + Penalty 4407.110046 = -1009625.195606 nChanged 269 SP:Iteration 9Q (16772.150000 sec): 3 clusters Score: Raw -1014272.383526 + Penalty 4407.110046 = -1009865.273479 nChanged 242 SP:Iteration 10Q (16772.330000 sec): 3 clusters Score: Raw -1014473.929730 + Penalty 4407.110046 = -1010066.819683 nChanged 219 SP:Iteration 11Q (16772.590000 sec): 3 clusters Score: Raw -1014630.945537 + Penalty 4407.110046 = -1010223.835490 nChanged 152 SP:Iteration 12Q (16772.800000 sec): 3 clusters Score: Raw -1014738.512493 + Penalty 4407.110046 = -1010331.402447 nChanged 149 SP:Iteration 13Q (16773.040000 sec): 3 clusters Score: Raw -1014834.714103 + Penalty 4407.110046 = -1010427.604056 nChanged 135 SP:Iteration 14Q (16773.230000 sec): 3 clusters Score: Raw -1014910.813906 + Penalty 4407.110046 = -1010503.703860 nChanged 112 SP:Iteration 15Q (16773.450000 sec): 3 clusters Score: Raw -1014958.359199 + Penalty 4407.110046 = -1010551.249152 nChanged 77 SP:Iteration 16Q (16773.660000 sec): 3 clusters Score: Raw -1014988.937709 + Penalty 4407.110046 = -1010581.827663 nChanged 58 SP:Iteration 17Q (16773.930000 sec): 3 clusters Score: Raw -1015012.312594 + Penalty 4407.110046 = -1010605.202547 nChanged 57 SP:Iteration 18Q (16774.100000 sec): 3 clusters Score: Raw -1015028.649485 + Penalty 4407.110046 = -1010621.539438 nChanged 38 SP:Iteration 19Q (16774.340000 sec): 3 clusters Score: Raw -1015040.566373 + Penalty 4407.110046 = -1010633.456327 nChanged 31 SP:Iteration 20F (16774.570000 sec): 3 clusters Score: Raw -1015048.865330 + Penalty 4407.110046 = -1010641.755283 nChanged 19 SP:Iteration 21Q (16774.810000 sec): 3 clusters Score: Raw -1015055.293840 + Penalty 4407.110046 = -1010648.183794 nChanged 22 SP:Iteration 22Q (16775.010000 sec): 3 clusters Score: Raw -1015062.401390 + Penalty 4407.110046 = -1010655.291344 nChanged 15 SP:Iteration 23Q (16775.180000 sec): 3 clusters Score: Raw -1015066.336887 + Penalty 4407.110046 = -1010659.226841 nChanged 11 SP:Iteration 24Q (16775.390000 sec): 3 clusters Score: Raw -1015068.796723 + Penalty 4407.110046 = -1010661.686676 nChanged 5 SP:Iteration 25Q (16775.690000 sec): 3 clusters Score: Raw -1015069.450241 + Penalty 4407.110046 = -1010662.340195 nChanged 2 SP:Iteration 26Q (16775.870000 sec): 3 clusters Score: Raw -1015069.794465 + Penalty 4407.110046 = -1010662.684419 nChanged 0 SP:Iteration 27F (16776.110000 sec): 3 clusters Score: Raw -1015069.794465 + Penalty 4407.110046 = -1010662.684419 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 10 (11181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16776.260000 sec): 2 clusters Score: Raw -1663865.793689 + Penalty 2311.848855 = -1661553.944835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16776.480000 sec): 3 clusters Score: Raw -1657817.821100 + Penalty 4623.697709 = -1653194.123391 nChanged 4615 SP:Iteration 1F (16776.730000 sec): 3 clusters Score: Raw -1660170.483792 + Penalty 4623.697709 = -1655546.786083 nChanged 706 SP:Iteration 2F (16776.970000 sec): 3 clusters Score: Raw -1660468.950802 + Penalty 4623.697709 = -1655845.253093 nChanged 535 SP:Iteration 3Q (16777.180000 sec): 3 clusters Score: Raw -1660679.061011 + Penalty 4623.697709 = -1656055.363301 nChanged 431 SP:Iteration 4Q (16777.440000 sec): 3 clusters Score: Raw -1660866.978821 + Penalty 4623.697709 = -1656243.281111 nChanged 391 SP:Iteration 5Q (16777.700000 sec): 3 clusters Score: Raw -1661070.727079 + Penalty 4623.697709 = -1656447.029369 nChanged 390 SP:Iteration 6Q (16778.030000 sec): 3 clusters Score: Raw -1661306.678728 + Penalty 4623.697709 = -1656682.981019 nChanged 475 SP:Iteration 7Q (16778.250000 sec): 3 clusters Score: Raw -1661607.938091 + Penalty 4623.697709 = -1656984.240381 nChanged 561 SP:Iteration 8F (16778.520000 sec): 3 clusters Score: Raw -1661951.052628 + Penalty 4623.697709 = -1657327.354918 nChanged 616 SP:Iteration 9F (16778.770000 sec): 3 clusters Score: Raw -1662356.013394 + Penalty 4623.697709 = -1657732.315685 nChanged 676 SP:Iteration 10F (16779.000000 sec): 3 clusters Score: Raw -1662859.935102 + Penalty 4623.697709 = -1658236.237393 nChanged 695 SP:Iteration 11F (16779.240000 sec): 3 clusters Score: Raw -1663441.148147 + Penalty 4623.697709 = -1658817.450438 nChanged 659 SP:Iteration 12F (16779.450000 sec): 3 clusters Score: Raw -1664033.058973 + Penalty 4623.697709 = -1659409.361264 nChanged 546 SP:Iteration 13Q (16779.690000 sec): 3 clusters Score: Raw -1664495.623115 + Penalty 4623.697709 = -1659871.925406 nChanged 345 SP:Iteration 14Q (16779.940000 sec): 3 clusters Score: Raw -1664747.291140 + Penalty 4623.697709 = -1660123.593431 nChanged 211 SP:Iteration 15Q (16780.180000 sec): 3 clusters Score: Raw -1664895.500534 + Penalty 4623.697709 = -1660271.802825 nChanged 152 SP:Iteration 16Q (16780.400000 sec): 3 clusters Score: Raw -1665004.699558 + Penalty 4623.697709 = -1660381.001849 nChanged 96 SP:Iteration 17Q (16780.640000 sec): 3 clusters Score: Raw -1665063.042328 + Penalty 4623.697709 = -1660439.344619 nChanged 71 SP:Iteration 18Q (16780.900000 sec): 3 clusters Score: Raw -1665100.942653 + Penalty 4623.697709 = -1660477.244943 nChanged 49 SP:Iteration 19Q (16781.120000 sec): 3 clusters Score: Raw -1665130.573281 + Penalty 4623.697709 = -1660506.875571 nChanged 39 SP:Iteration 20F (16781.340000 sec): 3 clusters Score: Raw -1665151.877964 + Penalty 4623.697709 = -1660528.180254 nChanged 38 SP:Iteration 21Q (16781.590000 sec): 3 clusters Score: Raw -1665170.349752 + Penalty 4623.697709 = -1660546.652043 nChanged 23 SP:Iteration 22Q (16781.830000 sec): 3 clusters Score: Raw -1665182.021040 + Penalty 4623.697709 = -1660558.323330 nChanged 17 SP:Iteration 23Q (16782.100000 sec): 3 clusters Score: Raw -1665191.066099 + Penalty 4623.697709 = -1660567.368389 nChanged 21 SP:Iteration 24Q (16782.360000 sec): 3 clusters Score: Raw -1665200.891068 + Penalty 4623.697709 = -1660577.193359 nChanged 7 SP:Iteration 25Q (16782.600000 sec): 3 clusters Score: Raw -1665204.719156 + Penalty 4623.697709 = -1660581.021447 nChanged 11 SP:Iteration 26Q (16782.840000 sec): 3 clusters Score: Raw -1665212.947796 + Penalty 4623.697709 = -1660589.250087 nChanged 17 SP:Iteration 27Q (16783.080000 sec): 3 clusters Score: Raw -1665223.629982 + Penalty 4623.697709 = -1660599.932272 nChanged 20 SP:Iteration 28Q (16783.340000 sec): 3 clusters Score: Raw -1665235.714767 + Penalty 4623.697709 = -1660612.017057 nChanged 22 SP:Iteration 29Q (16783.560000 sec): 3 clusters Score: Raw -1665249.630049 + Penalty 4623.697709 = -1660625.932339 nChanged 20 SP:Iteration 30Q (16783.800000 sec): 3 clusters Score: Raw -1665262.543113 + Penalty 4623.697709 = -1660638.845403 nChanged 24 SP:Iteration 31Q (16784.030000 sec): 3 clusters Score: Raw -1665279.537694 + Penalty 4623.697709 = -1660655.839985 nChanged 29 SP:Iteration 32Q (16784.290000 sec): 3 clusters Score: Raw -1665296.300149 + Penalty 4623.697709 = -1660672.602440 nChanged 20 SP:Iteration 33Q (16784.490000 sec): 3 clusters Score: Raw -1665313.847979 + Penalty 4623.697709 = -1660690.150269 nChanged 22 SP:Iteration 34Q (16784.770000 sec): 3 clusters Score: Raw -1665338.206793 + Penalty 4623.697709 = -1660714.509084 nChanged 26 SP:Iteration 35Q (16784.970000 sec): 3 clusters Score: Raw -1665363.370668 + Penalty 4623.697709 = -1660739.672959 nChanged 30 SP:Iteration 36Q (16785.260000 sec): 3 clusters Score: Raw -1665385.063889 + Penalty 4623.697709 = -1660761.366180 nChanged 25 SP:Iteration 37Q (16785.430000 sec): 3 clusters Score: Raw -1665406.425932 + Penalty 4623.697709 = -1660782.728223 nChanged 25 SP:Iteration 38Q (16785.660000 sec): 3 clusters Score: Raw -1665434.699777 + Penalty 4623.697709 = -1660811.002068 nChanged 28 SP:Iteration 39Q (16785.900000 sec): 3 clusters Score: Raw -1665459.068466 + Penalty 4623.697709 = -1660835.370756 nChanged 14 SP:Iteration 40F (16786.170000 sec): 3 clusters Score: Raw -1665467.428047 + Penalty 4623.697709 = -1660843.730338 nChanged 6 SP:Iteration 41Q (16786.380000 sec): 3 clusters Score: Raw -1665470.836227 + Penalty 4623.697709 = -1660847.138518 nChanged 6 SP:Iteration 42Q (16786.610000 sec): 3 clusters Score: Raw -1665476.681107 + Penalty 4623.697709 = -1660852.983398 nChanged 8 SP:Iteration 43Q (16786.880000 sec): 3 clusters Score: Raw -1665482.279865 + Penalty 4623.697709 = -1660858.582156 nChanged 10 SP:Iteration 44Q (16787.080000 sec): 3 clusters Score: Raw -1665490.321836 + Penalty 4623.697709 = -1660866.624127 nChanged 7 SP:Iteration 45Q (16787.320000 sec): 3 clusters Score: Raw -1665493.275217 + Penalty 4623.697709 = -1660869.577508 nChanged 3 SP:Iteration 46Q (16787.580000 sec): 3 clusters Score: Raw -1665495.660508 + Penalty 4623.697709 = -1660871.962798 nChanged 4 SP:Iteration 47Q (16787.790000 sec): 3 clusters Score: Raw -1665497.794111 + Penalty 4623.697709 = -1660874.096402 nChanged 2 SP:Iteration 48Q (16788.030000 sec): 3 clusters Score: Raw -1665498.812180 + Penalty 4623.697709 = -1660875.114471 nChanged 5 SP:Iteration 49Q (16788.210000 sec): 3 clusters Score: Raw -1665501.528615 + Penalty 4623.697709 = -1660877.830906 nChanged 4 SP:Iteration 50Q (16788.470000 sec): 3 clusters Score: Raw -1665505.135864 + Penalty 4623.697709 = -1660881.438155 nChanged 7 SP:Iteration 51Q (16788.680000 sec): 3 clusters Score: Raw -1665510.468034 + Penalty 4623.697709 = -1660886.770324 nChanged 3 SP:Iteration 52Q (16788.890000 sec): 3 clusters Score: Raw -1665511.642311 + Penalty 4623.697709 = -1660887.944602 nChanged 1 SP:Iteration 53Q (16789.140000 sec): 3 clusters Score: Raw -1665512.297590 + Penalty 4623.697709 = -1660888.599881 nChanged 2 SP:Iteration 54Q (16789.340000 sec): 3 clusters Score: Raw -1665512.892778 + Penalty 4623.697709 = -1660889.195069 nChanged 0 SP:Iteration 55F (16789.590000 sec): 3 clusters Score: Raw -1665512.892778 + Penalty 4623.697709 = -1660889.195069 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 11 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16789.720000 sec): 2 clusters Score: Raw -37253.478982 + Penalty 1399.192954 = -35854.286028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16789.920000 sec): 3 clusters Score: Raw -37437.572857 + Penalty 2798.385907 = -34639.186950 nChanged 33 SP:Iteration 1F (16790.110000 sec): 3 clusters Score: Raw -37530.887437 + Penalty 2798.385907 = -34732.501530 nChanged 6 SP:Iteration 2Q (16790.310000 sec): 3 clusters Score: Raw -37553.686238 + Penalty 2798.385907 = -34755.300331 nChanged 1 SP:Iteration 3Q (16790.460000 sec): 3 clusters Score: Raw -37557.714310 + Penalty 2798.385907 = -34759.328403 nChanged 1 SP:Iteration 4Q (16790.640000 sec): 3 clusters Score: Raw -37563.779324 + Penalty 2798.385907 = -34765.393417 nChanged 2 SP:Iteration 5Q (16790.860000 sec): 3 clusters Score: Raw -37566.914008 + Penalty 2798.385907 = -34768.528100 nChanged 1 SP:Iteration 6Q (16791.060000 sec): 3 clusters Score: Raw -37568.409188 + Penalty 2798.385907 = -34770.023281 nChanged 1 SP:Iteration 7Q (16791.230000 sec): 3 clusters Score: Raw -37570.558258 + Penalty 2798.385907 = -34772.172351 nChanged 0 SP:Iteration 8F (16791.450000 sec): 3 clusters Score: Raw -37570.558258 + Penalty 2798.385907 = -34772.172351 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 12 (21573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16791.670000 sec): 2 clusters Score: Raw -3154772.862824 + Penalty 2474.841057 = -3152298.021767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16791.960000 sec): 3 clusters Score: Raw -3142198.486790 + Penalty 4949.682115 = -3137248.804676 nChanged 9479 SP:Iteration 1F (16792.250000 sec): 3 clusters Score: Raw -3147313.285457 + Penalty 4949.682115 = -3142363.603343 nChanged 1162 SP:Iteration 2F (16792.540000 sec): 3 clusters Score: Raw -3147741.407768 + Penalty 4949.682115 = -3142791.725654 nChanged 1015 SP:Iteration 3Q (16792.870000 sec): 3 clusters Score: Raw -3148110.888374 + Penalty 4949.682115 = -3143161.206259 nChanged 900 SP:Iteration 4Q (16793.180000 sec): 3 clusters Score: Raw -3148433.588267 + Penalty 4949.682115 = -3143483.906152 nChanged 853 SP:Iteration 5Q (16793.520000 sec): 3 clusters Score: Raw -3148761.429403 + Penalty 4949.682115 = -3143811.747289 nChanged 860 SP:Iteration 6Q (16793.820000 sec): 3 clusters Score: Raw -3149091.981275 + Penalty 4949.682115 = -3144142.299161 nChanged 847 SP:Iteration 7Q (16794.110000 sec): 3 clusters Score: Raw -3149439.516338 + Penalty 4949.682115 = -3144489.834223 nChanged 910 SP:Iteration 8Q (16794.450000 sec): 3 clusters Score: Raw -3149857.579005 + Penalty 4949.682115 = -3144907.896890 nChanged 993 SP:Iteration 9Q (16794.740000 sec): 3 clusters Score: Raw -3150347.695923 + Penalty 4949.682115 = -3145398.013808 nChanged 1023 SP:Iteration 10Q (16795.010000 sec): 3 clusters Score: Raw -3150867.595641 + Penalty 4949.682115 = -3145917.913527 nChanged 1007 SP:Iteration 11Q (16795.340000 sec): 3 clusters Score: Raw -3151391.037199 + Penalty 4949.682115 = -3146441.355084 nChanged 889 SP:Iteration 12Q (16795.650000 sec): 3 clusters Score: Raw -3151853.905418 + Penalty 4949.682115 = -3146904.223304 nChanged 754 SP:Iteration 13Q (16795.970000 sec): 3 clusters Score: Raw -3152219.667299 + Penalty 4949.682115 = -3147269.985184 nChanged 628 SP:Iteration 14Q (16796.250000 sec): 3 clusters Score: Raw -3152511.906709 + Penalty 4949.682115 = -3147562.224594 nChanged 565 SP:Iteration 15Q (16796.550000 sec): 3 clusters Score: Raw -3152783.140914 + Penalty 4949.682115 = -3147833.458800 nChanged 544 SP:Iteration 16Q (16796.870000 sec): 3 clusters Score: Raw -3153040.277458 + Penalty 4949.682115 = -3148090.595344 nChanged 485 SP:Iteration 17Q (16797.170000 sec): 3 clusters Score: Raw -3153278.348340 + Penalty 4949.682115 = -3148328.666225 nChanged 430 SP:Iteration 18Q (16797.460000 sec): 3 clusters Score: Raw -3153500.184077 + Penalty 4949.682115 = -3148550.501963 nChanged 383 SP:Iteration 19Q (16797.770000 sec): 3 clusters Score: Raw -3153695.640086 + Penalty 4949.682115 = -3148745.957971 nChanged 376 SP:Iteration 20F (16798.090000 sec): 3 clusters Score: Raw -3153892.388803 + Penalty 4949.682115 = -3148942.706689 nChanged 331 SP:Iteration 21Q (16798.370000 sec): 3 clusters Score: Raw -3154079.878209 + Penalty 4949.682115 = -3149130.196094 nChanged 305 SP:Iteration 22Q (16798.700000 sec): 3 clusters Score: Raw -3154249.366431 + Penalty 4949.682115 = -3149299.684316 nChanged 272 SP:Iteration 23Q (16798.990000 sec): 3 clusters Score: Raw -3154411.655679 + Penalty 4949.682115 = -3149461.973564 nChanged 239 SP:Iteration 24Q (16799.300000 sec): 3 clusters Score: Raw -3154566.641438 + Penalty 4949.682115 = -3149616.959324 nChanged 206 SP:Iteration 25Q (16799.570000 sec): 3 clusters Score: Raw -3154703.947667 + Penalty 4949.682115 = -3149754.265553 nChanged 178 SP:Iteration 26Q (16799.850000 sec): 3 clusters Score: Raw -3154820.699586 + Penalty 4949.682115 = -3149871.017471 nChanged 124 SP:Iteration 27Q (16800.190000 sec): 3 clusters Score: Raw -3154919.934584 + Penalty 4949.682115 = -3149970.252470 nChanged 97 SP:Iteration 28Q (16800.460000 sec): 3 clusters Score: Raw -3154984.230982 + Penalty 4949.682115 = -3150034.548868 nChanged 81 SP:Iteration 29Q (16800.710000 sec): 3 clusters Score: Raw -3155036.288285 + Penalty 4949.682115 = -3150086.606171 nChanged 63 SP:Iteration 30Q (16801.030000 sec): 3 clusters Score: Raw -3155072.617504 + Penalty 4949.682115 = -3150122.935390 nChanged 58 SP:Iteration 31Q (16801.290000 sec): 3 clusters Score: Raw -3155101.211807 + Penalty 4949.682115 = -3150151.529693 nChanged 43 SP:Iteration 32Q (16801.610000 sec): 3 clusters Score: Raw -3155126.332540 + Penalty 4949.682115 = -3150176.650426 nChanged 40 SP:Iteration 33Q (16801.890000 sec): 3 clusters Score: Raw -3155150.890140 + Penalty 4949.682115 = -3150201.208025 nChanged 42 SP:Iteration 34Q (16802.180000 sec): 3 clusters Score: Raw -3155176.624367 + Penalty 4949.682115 = -3150226.942252 nChanged 32 SP:Iteration 35Q (16802.470000 sec): 3 clusters Score: Raw -3155193.236631 + Penalty 4949.682115 = -3150243.554516 nChanged 17 SP:Iteration 36Q (16802.760000 sec): 3 clusters Score: Raw -3155204.372263 + Penalty 4949.682115 = -3150254.690148 nChanged 14 SP:Iteration 37Q (16803.030000 sec): 3 clusters Score: Raw -3155214.211943 + Penalty 4949.682115 = -3150264.529829 nChanged 15 SP:Iteration 38Q (16803.330000 sec): 3 clusters Score: Raw -3155223.340726 + Penalty 4949.682115 = -3150273.658612 nChanged 8 SP:Iteration 39Q (16803.620000 sec): 3 clusters Score: Raw -3155227.892501 + Penalty 4949.682115 = -3150278.210387 nChanged 9 SP:Iteration 40F (16803.940000 sec): 3 clusters Score: Raw -3155231.679730 + Penalty 4949.682115 = -3150281.997616 nChanged 1 SP:Iteration 41Q (16804.240000 sec): 3 clusters Score: Raw -3155231.836231 + Penalty 4949.682115 = -3150282.154116 nChanged 0 SP:Iteration 42F (16804.560000 sec): 3 clusters Score: Raw -3155231.836231 + Penalty 4949.682115 = -3150282.154116 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 13 (45363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16804.850000 sec): 2 clusters Score: Raw -6635279.883522 + Penalty 2659.168114 = -6632620.715408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16805.330000 sec): 3 clusters Score: Raw -6607206.247632 + Penalty 5318.336229 = -6601887.911403 nChanged 20979 SP:Iteration 1F (16805.770000 sec): 3 clusters Score: Raw -6618611.404456 + Penalty 5318.336229 = -6613293.068228 nChanged 1964 SP:Iteration 2Q (16806.210000 sec): 3 clusters Score: Raw -6619320.396659 + Penalty 5318.336229 = -6614002.060430 nChanged 1968 SP:Iteration 3Q (16806.670000 sec): 3 clusters Score: Raw -6620161.920130 + Penalty 5318.336229 = -6614843.583902 nChanged 2186 SP:Iteration 4Q (16807.120000 sec): 3 clusters Score: Raw -6621289.635789 + Penalty 5318.336229 = -6615971.299560 nChanged 2463 SP:Iteration 5F (16807.500000 sec): 3 clusters Score: Raw -6622684.031573 + Penalty 5318.336229 = -6617365.695344 nChanged 2721 SP:Iteration 6F (16807.910000 sec): 3 clusters Score: Raw -6624465.048004 + Penalty 5318.336229 = -6619146.711775 nChanged 2815 SP:Iteration 7F (16808.340000 sec): 3 clusters Score: Raw -6626554.798906 + Penalty 5318.336229 = -6621236.462677 nChanged 2741 SP:Iteration 8F (16808.750000 sec): 3 clusters Score: Raw -6628704.042692 + Penalty 5318.336229 = -6623385.706464 nChanged 2389 SP:Iteration 9F (16809.130000 sec): 3 clusters Score: Raw -6630640.468947 + Penalty 5318.336229 = -6625322.132719 nChanged 1851 SP:Iteration 10Q (16809.490000 sec): 3 clusters Score: Raw -6632116.968747 + Penalty 5318.336229 = -6626798.632519 nChanged 1272 SP:Iteration 11Q (16809.920000 sec): 3 clusters Score: Raw -6633097.872263 + Penalty 5318.336229 = -6627779.536035 nChanged 887 SP:Iteration 12Q (16810.280000 sec): 3 clusters Score: Raw -6633733.017433 + Penalty 5318.336229 = -6628414.681205 nChanged 677 SP:Iteration 13Q (16810.740000 sec): 3 clusters Score: Raw -6634155.840842 + Penalty 5318.336229 = -6628837.504614 nChanged 514 SP:Iteration 14Q (16811.110000 sec): 3 clusters Score: Raw -6634449.269972 + Penalty 5318.336229 = -6629130.933744 nChanged 380 SP:Iteration 15Q (16811.530000 sec): 3 clusters Score: Raw -6634649.318869 + Penalty 5318.336229 = -6629330.982641 nChanged 315 SP:Iteration 16Q (16811.920000 sec): 3 clusters Score: Raw -6634820.688357 + Penalty 5318.336229 = -6629502.352128 nChanged 259 SP:Iteration 17Q (16812.310000 sec): 3 clusters Score: Raw -6634958.159313 + Penalty 5318.336229 = -6629639.823084 nChanged 215 SP:Iteration 18Q (16812.700000 sec): 3 clusters Score: Raw -6635063.850818 + Penalty 5318.336229 = -6629745.514590 nChanged 193 SP:Iteration 19Q (16813.080000 sec): 3 clusters Score: Raw -6635163.827053 + Penalty 5318.336229 = -6629845.490825 nChanged 153 SP:Iteration 20F (16813.520000 sec): 3 clusters Score: Raw -6635241.852394 + Penalty 5318.336229 = -6629923.516165 nChanged 115 SP:Iteration 21Q (16813.940000 sec): 3 clusters Score: Raw -6635301.343062 + Penalty 5318.336229 = -6629983.006834 nChanged 104 SP:Iteration 22Q (16814.360000 sec): 3 clusters Score: Raw -6635351.058810 + Penalty 5318.336229 = -6630032.722582 nChanged 86 SP:Iteration 23Q (16814.770000 sec): 3 clusters Score: Raw -6635392.847792 + Penalty 5318.336229 = -6630074.511563 nChanged 75 SP:Iteration 24Q (16815.160000 sec): 3 clusters Score: Raw -6635432.181286 + Penalty 5318.336229 = -6630113.845057 nChanged 68 SP:Iteration 25Q (16815.560000 sec): 3 clusters Score: Raw -6635466.985812 + Penalty 5318.336229 = -6630148.649584 nChanged 59 SP:Iteration 26Q (16815.950000 sec): 3 clusters Score: Raw -6635497.171913 + Penalty 5318.336229 = -6630178.835684 nChanged 41 SP:Iteration 27Q (16816.330000 sec): 3 clusters Score: Raw -6635518.552321 + Penalty 5318.336229 = -6630200.216093 nChanged 36 SP:Iteration 28Q (16816.800000 sec): 3 clusters Score: Raw -6635535.153837 + Penalty 5318.336229 = -6630216.817608 nChanged 26 SP:Iteration 29Q (16817.200000 sec): 3 clusters Score: Raw -6635545.948268 + Penalty 5318.336229 = -6630227.612039 nChanged 14 SP:Iteration 30Q (16817.560000 sec): 3 clusters Score: Raw -6635551.541853 + Penalty 5318.336229 = -6630233.205625 nChanged 16 SP:Iteration 31Q (16817.930000 sec): 3 clusters Score: Raw -6635557.992433 + Penalty 5318.336229 = -6630239.656204 nChanged 8 SP:Iteration 32Q (16818.360000 sec): 3 clusters Score: Raw -6635560.729581 + Penalty 5318.336229 = -6630242.393353 nChanged 9 SP:Iteration 33Q (16818.750000 sec): 3 clusters Score: Raw -6635563.246292 + Penalty 5318.336229 = -6630244.910063 nChanged 5 SP:Iteration 34Q (16819.120000 sec): 3 clusters Score: Raw -6635565.709412 + Penalty 5318.336229 = -6630247.373184 nChanged 10 SP:Iteration 35Q (16819.510000 sec): 3 clusters Score: Raw -6635569.358059 + Penalty 5318.336229 = -6630251.021830 nChanged 6 SP:Iteration 36Q (16819.920000 sec): 3 clusters Score: Raw -6635571.647139 + Penalty 5318.336229 = -6630253.310910 nChanged 5 SP:Iteration 37Q (16820.320000 sec): 3 clusters Score: Raw -6635574.044322 + Penalty 5318.336229 = -6630255.708094 nChanged 6 SP:Iteration 38Q (16820.750000 sec): 3 clusters Score: Raw -6635576.810290 + Penalty 5318.336229 = -6630258.474062 nChanged 7 SP:Iteration 39Q (16821.160000 sec): 3 clusters Score: Raw -6635579.947267 + Penalty 5318.336229 = -6630261.611038 nChanged 6 SP:Iteration 40F (16821.620000 sec): 3 clusters Score: Raw -6635581.731081 + Penalty 5318.336229 = -6630263.394853 nChanged 1 SP:Iteration 41Q (16822.050000 sec): 3 clusters Score: Raw -6635582.738332 + Penalty 5318.336229 = -6630264.402103 nChanged 3 SP:Iteration 42Q (16822.420000 sec): 3 clusters Score: Raw -6635584.082845 + Penalty 5318.336229 = -6630265.746617 nChanged 5 SP:Iteration 43Q (16822.810000 sec): 3 clusters Score: Raw -6635587.187341 + Penalty 5318.336229 = -6630268.851112 nChanged 6 SP:Iteration 44Q (16823.200000 sec): 3 clusters Score: Raw -6635589.082008 + Penalty 5318.336229 = -6630270.745780 nChanged 6 SP:Iteration 45Q (16823.570000 sec): 3 clusters Score: Raw -6635591.582688 + Penalty 5318.336229 = -6630273.246459 nChanged 3 SP:Iteration 46Q (16823.940000 sec): 3 clusters Score: Raw -6635592.747092 + Penalty 5318.336229 = -6630274.410863 nChanged 4 SP:Iteration 47Q (16824.300000 sec): 3 clusters Score: Raw -6635594.017135 + Penalty 5318.336229 = -6630275.680907 nChanged 2 SP:Iteration 48Q (16824.680000 sec): 3 clusters Score: Raw -6635594.937676 + Penalty 5318.336229 = -6630276.601447 nChanged 1 SP:Iteration 49Q (16825.060000 sec): 3 clusters Score: Raw -6635595.292336 + Penalty 5318.336229 = -6630276.956107 nChanged 1 SP:Iteration 50Q (16825.440000 sec): 3 clusters Score: Raw -6635595.606771 + Penalty 5318.336229 = -6630277.270542 nChanged 1 SP:Iteration 51Q (16825.840000 sec): 3 clusters Score: Raw -6635596.026766 + Penalty 5318.336229 = -6630277.690537 nChanged 3 SP:Iteration 52Q (16826.260000 sec): 3 clusters Score: Raw -6635596.464728 + Penalty 5318.336229 = -6630278.128499 nChanged 1 SP:Iteration 53Q (16826.620000 sec): 3 clusters Score: Raw -6635596.702505 + Penalty 5318.336229 = -6630278.366277 nChanged 2 SP:Iteration 54Q (16827.030000 sec): 3 clusters Score: Raw -6635598.257881 + Penalty 5318.336229 = -6630279.921653 nChanged 3 SP:Iteration 55Q (16827.380000 sec): 3 clusters Score: Raw -6635599.149076 + Penalty 5318.336229 = -6630280.812847 nChanged 0 SP:Iteration 56F (16827.780000 sec): 3 clusters Score: Raw -6635599.149076 + Penalty 5318.336229 = -6630280.812847 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 14 (10188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16827.930000 sec): 2 clusters Score: Raw -1406745.042421 + Penalty 2288.783527 = -1404456.258894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16828.170000 sec): 3 clusters Score: Raw -1401302.446317 + Penalty 4577.567055 = -1396724.879262 nChanged 4197 SP:Iteration 1F (16828.380000 sec): 3 clusters Score: Raw -1403528.136476 + Penalty 4577.567055 = -1398950.569421 nChanged 658 SP:Iteration 2F (16828.640000 sec): 3 clusters Score: Raw -1403838.259333 + Penalty 4577.567055 = -1399260.692279 nChanged 491 SP:Iteration 3Q (16828.810000 sec): 3 clusters Score: Raw -1404089.780979 + Penalty 4577.567055 = -1399512.213925 nChanged 487 SP:Iteration 4Q (16829.020000 sec): 3 clusters Score: Raw -1404379.923991 + Penalty 4577.567055 = -1399802.356937 nChanged 513 SP:Iteration 5F (16829.280000 sec): 3 clusters Score: Raw -1404710.425987 + Penalty 4577.567055 = -1400132.858932 nChanged 514 SP:Iteration 6F (16829.480000 sec): 3 clusters Score: Raw -1405134.280312 + Penalty 4577.567055 = -1400556.713257 nChanged 593 SP:Iteration 7F (16829.720000 sec): 3 clusters Score: Raw -1405646.443620 + Penalty 4577.567055 = -1401068.876566 nChanged 576 SP:Iteration 8F (16829.910000 sec): 3 clusters Score: Raw -1406100.653858 + Penalty 4577.567055 = -1401523.086803 nChanged 522 SP:Iteration 9F (16830.080000 sec): 3 clusters Score: Raw -1406507.676225 + Penalty 4577.567055 = -1401930.109171 nChanged 448 SP:Iteration 10Q (16830.260000 sec): 3 clusters Score: Raw -1406809.814322 + Penalty 4577.567055 = -1402232.247268 nChanged 416 SP:Iteration 11Q (16830.500000 sec): 3 clusters Score: Raw -1407051.188792 + Penalty 4577.567055 = -1402473.621737 nChanged 311 SP:Iteration 12Q (16830.750000 sec): 3 clusters Score: Raw -1407208.647905 + Penalty 4577.567055 = -1402631.080850 nChanged 242 SP:Iteration 13Q (16830.980000 sec): 3 clusters Score: Raw -1407307.891413 + Penalty 4577.567055 = -1402730.324358 nChanged 175 SP:Iteration 14Q (16831.210000 sec): 3 clusters Score: Raw -1407377.527328 + Penalty 4577.567055 = -1402799.960274 nChanged 150 SP:Iteration 15Q (16831.440000 sec): 3 clusters Score: Raw -1407432.104455 + Penalty 4577.567055 = -1402854.537400 nChanged 134 SP:Iteration 16Q (16831.650000 sec): 3 clusters Score: Raw -1407476.233488 + Penalty 4577.567055 = -1402898.666434 nChanged 109 SP:Iteration 17Q (16831.850000 sec): 3 clusters Score: Raw -1407506.643905 + Penalty 4577.567055 = -1402929.076850 nChanged 76 SP:Iteration 18Q (16832.090000 sec): 3 clusters Score: Raw -1407524.021371 + Penalty 4577.567055 = -1402946.454316 nChanged 62 SP:Iteration 19Q (16832.310000 sec): 3 clusters Score: Raw -1407541.257714 + Penalty 4577.567055 = -1402963.690660 nChanged 58 SP:Iteration 20F (16832.530000 sec): 3 clusters Score: Raw -1407554.122843 + Penalty 4577.567055 = -1402976.555789 nChanged 58 SP:Iteration 21Q (16832.730000 sec): 3 clusters Score: Raw -1407564.711233 + Penalty 4577.567055 = -1402987.144178 nChanged 36 SP:Iteration 22Q (16832.940000 sec): 3 clusters Score: Raw -1407571.781962 + Penalty 4577.567055 = -1402994.214907 nChanged 24 SP:Iteration 23Q (16833.190000 sec): 3 clusters Score: Raw -1407575.844426 + Penalty 4577.567055 = -1402998.277372 nChanged 24 SP:Iteration 24Q (16833.370000 sec): 3 clusters Score: Raw -1407580.723392 + Penalty 4577.567055 = -1403003.156338 nChanged 27 SP:Iteration 25Q (16833.590000 sec): 3 clusters Score: Raw -1407585.194140 + Penalty 4577.567055 = -1403007.627085 nChanged 26 SP:Iteration 26Q (16833.820000 sec): 3 clusters Score: Raw -1407588.745578 + Penalty 4577.567055 = -1403011.178523 nChanged 20 SP:Iteration 27Q (16834.050000 sec): 3 clusters Score: Raw -1407592.218860 + Penalty 4577.567055 = -1403014.651805 nChanged 21 SP:Iteration 28Q (16834.250000 sec): 3 clusters Score: Raw -1407595.252524 + Penalty 4577.567055 = -1403017.685469 nChanged 17 SP:Iteration 29Q (16834.490000 sec): 3 clusters Score: Raw -1407598.135097 + Penalty 4577.567055 = -1403020.568043 nChanged 21 SP:Iteration 30Q (16834.710000 sec): 3 clusters Score: Raw -1407602.008717 + Penalty 4577.567055 = -1403024.441662 nChanged 16 SP:Iteration 31Q (16834.890000 sec): 3 clusters Score: Raw -1407604.359579 + Penalty 4577.567055 = -1403026.792524 nChanged 12 SP:Iteration 32Q (16835.110000 sec): 3 clusters Score: Raw -1407605.906647 + Penalty 4577.567055 = -1403028.339592 nChanged 10 SP:Iteration 33Q (16835.330000 sec): 3 clusters Score: Raw -1407607.453121 + Penalty 4577.567055 = -1403029.886066 nChanged 9 SP:Iteration 34Q (16835.560000 sec): 3 clusters Score: Raw -1407609.046272 + Penalty 4577.567055 = -1403031.479217 nChanged 16 SP:Iteration 35Q (16835.790000 sec): 3 clusters Score: Raw -1407612.087738 + Penalty 4577.567055 = -1403034.520683 nChanged 19 SP:Iteration 36Q (16836.020000 sec): 3 clusters Score: Raw -1407615.448101 + Penalty 4577.567055 = -1403037.881047 nChanged 16 SP:Iteration 37Q (16836.270000 sec): 3 clusters Score: Raw -1407618.179218 + Penalty 4577.567055 = -1403040.612164 nChanged 20 SP:Iteration 38Q (16836.460000 sec): 3 clusters Score: Raw -1407620.887613 + Penalty 4577.567055 = -1403043.320558 nChanged 10 SP:Iteration 39Q (16836.690000 sec): 3 clusters Score: Raw -1407622.130821 + Penalty 4577.567055 = -1403044.563767 nChanged 10 SP:Iteration 40F (16836.950000 sec): 3 clusters Score: Raw -1407623.279054 + Penalty 4577.567055 = -1403045.712000 nChanged 4 SP:Iteration 41Q (16837.130000 sec): 3 clusters Score: Raw -1407624.140922 + Penalty 4577.567055 = -1403046.573867 nChanged 4 SP:Iteration 42Q (16837.360000 sec): 3 clusters Score: Raw -1407624.875974 + Penalty 4577.567055 = -1403047.308919 nChanged 3 SP:Iteration 43Q (16837.560000 sec): 3 clusters Score: Raw -1407625.341476 + Penalty 4577.567055 = -1403047.774421 nChanged 5 SP:Iteration 44Q (16837.830000 sec): 3 clusters Score: Raw -1407626.223778 + Penalty 4577.567055 = -1403048.656723 nChanged 4 SP:Iteration 45Q (16838.060000 sec): 3 clusters Score: Raw -1407627.400002 + Penalty 4577.567055 = -1403049.832947 nChanged 7 SP:Iteration 46Q (16838.260000 sec): 3 clusters Score: Raw -1407628.231251 + Penalty 4577.567055 = -1403050.664197 nChanged 4 SP:Iteration 47Q (16838.490000 sec): 3 clusters Score: Raw -1407628.703964 + Penalty 4577.567055 = -1403051.136910 nChanged 5 SP:Iteration 48Q (16838.670000 sec): 3 clusters Score: Raw -1407629.272654 + Penalty 4577.567055 = -1403051.705599 nChanged 5 SP:Iteration 49Q (16838.910000 sec): 3 clusters Score: Raw -1407629.646050 + Penalty 4577.567055 = -1403052.078995 nChanged 4 SP:Iteration 50Q (16839.130000 sec): 3 clusters Score: Raw -1407630.290551 + Penalty 4577.567055 = -1403052.723496 nChanged 3 SP:Iteration 51Q (16839.350000 sec): 3 clusters Score: Raw -1407630.847012 + Penalty 4577.567055 = -1403053.279957 nChanged 3 SP:Iteration 52Q (16839.550000 sec): 3 clusters Score: Raw -1407631.127015 + Penalty 4577.567055 = -1403053.559960 nChanged 2 SP:Iteration 53Q (16839.790000 sec): 3 clusters Score: Raw -1407631.744506 + Penalty 4577.567055 = -1403054.177451 nChanged 4 SP:Iteration 54Q (16840.010000 sec): 3 clusters Score: Raw -1407632.145870 + Penalty 4577.567055 = -1403054.578815 nChanged 1 SP:Iteration 55Q (16840.220000 sec): 3 clusters Score: Raw -1407632.347899 + Penalty 4577.567055 = -1403054.780844 nChanged 0 SP:Iteration 56F (16840.450000 sec): 3 clusters Score: Raw -1407632.347899 + Penalty 4577.567055 = -1403054.780844 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 15 (12889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16840.590000 sec): 2 clusters Score: Raw -1849301.673067 + Penalty 2347.104119 = -1846954.568948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16840.860000 sec): 3 clusters Score: Raw -1842071.404329 + Penalty 4694.208239 = -1837377.196090 nChanged 5552 SP:Iteration 1F (16841.050000 sec): 3 clusters Score: Raw -1844986.174416 + Penalty 4694.208239 = -1840291.966178 nChanged 811 SP:Iteration 2F (16841.310000 sec): 3 clusters Score: Raw -1845347.812747 + Penalty 4694.208239 = -1840653.604508 nChanged 664 SP:Iteration 3F (16841.540000 sec): 3 clusters Score: Raw -1845635.417482 + Penalty 4694.208239 = -1840941.209244 nChanged 607 SP:Iteration 4Q (16841.760000 sec): 3 clusters Score: Raw -1845888.238922 + Penalty 4694.208239 = -1841194.030683 nChanged 533 SP:Iteration 5Q (16842.000000 sec): 3 clusters Score: Raw -1846129.666683 + Penalty 4694.208239 = -1841435.458444 nChanged 564 SP:Iteration 6Q (16842.240000 sec): 3 clusters Score: Raw -1846395.354076 + Penalty 4694.208239 = -1841701.145838 nChanged 565 SP:Iteration 7Q (16842.520000 sec): 3 clusters Score: Raw -1846678.185437 + Penalty 4694.208239 = -1841983.977198 nChanged 576 SP:Iteration 8Q (16842.740000 sec): 3 clusters Score: Raw -1846992.742418 + Penalty 4694.208239 = -1842298.534179 nChanged 606 SP:Iteration 9Q (16843.020000 sec): 3 clusters Score: Raw -1847359.644814 + Penalty 4694.208239 = -1842665.436575 nChanged 578 SP:Iteration 10Q (16843.260000 sec): 3 clusters Score: Raw -1847730.089066 + Penalty 4694.208239 = -1843035.880828 nChanged 552 SP:Iteration 11Q (16843.510000 sec): 3 clusters Score: Raw -1848119.450160 + Penalty 4694.208239 = -1843425.241921 nChanged 512 SP:Iteration 12Q (16843.750000 sec): 3 clusters Score: Raw -1848476.002604 + Penalty 4694.208239 = -1843781.794366 nChanged 405 SP:Iteration 13Q (16843.980000 sec): 3 clusters Score: Raw -1848760.955138 + Penalty 4694.208239 = -1844066.746899 nChanged 306 SP:Iteration 14Q (16844.250000 sec): 3 clusters Score: Raw -1848972.637615 + Penalty 4694.208239 = -1844278.429377 nChanged 225 SP:Iteration 15Q (16844.520000 sec): 3 clusters Score: Raw -1849123.734605 + Penalty 4694.208239 = -1844429.526366 nChanged 164 SP:Iteration 16Q (16844.750000 sec): 3 clusters Score: Raw -1849232.631247 + Penalty 4694.208239 = -1844538.423009 nChanged 128 SP:Iteration 17Q (16844.980000 sec): 3 clusters Score: Raw -1849320.407359 + Penalty 4694.208239 = -1844626.199120 nChanged 93 SP:Iteration 18Q (16845.230000 sec): 3 clusters Score: Raw -1849378.365259 + Penalty 4694.208239 = -1844684.157020 nChanged 73 SP:Iteration 19Q (16845.510000 sec): 3 clusters Score: Raw -1849422.859988 + Penalty 4694.208239 = -1844728.651749 nChanged 49 SP:Iteration 20F (16845.770000 sec): 3 clusters Score: Raw -1849457.706625 + Penalty 4694.208239 = -1844763.498386 nChanged 43 SP:Iteration 21Q (16845.970000 sec): 3 clusters Score: Raw -1849487.685101 + Penalty 4694.208239 = -1844793.476862 nChanged 34 SP:Iteration 22Q (16846.270000 sec): 3 clusters Score: Raw -1849516.220484 + Penalty 4694.208239 = -1844822.012246 nChanged 35 SP:Iteration 23Q (16846.470000 sec): 3 clusters Score: Raw -1849546.186028 + Penalty 4694.208239 = -1844851.977789 nChanged 31 SP:Iteration 24Q (16846.730000 sec): 3 clusters Score: Raw -1849567.370965 + Penalty 4694.208239 = -1844873.162727 nChanged 27 SP:Iteration 25Q (16846.920000 sec): 3 clusters Score: Raw -1849586.152032 + Penalty 4694.208239 = -1844891.943793 nChanged 25 SP:Iteration 26Q (16847.120000 sec): 3 clusters Score: Raw -1849603.584053 + Penalty 4694.208239 = -1844909.375814 nChanged 19 SP:Iteration 27Q (16847.340000 sec): 3 clusters Score: Raw -1849618.017935 + Penalty 4694.208239 = -1844923.809696 nChanged 11 SP:Iteration 28Q (16847.580000 sec): 3 clusters Score: Raw -1849627.434437 + Penalty 4694.208239 = -1844933.226199 nChanged 15 SP:Iteration 29Q (16847.830000 sec): 3 clusters Score: Raw -1849637.042579 + Penalty 4694.208239 = -1844942.834340 nChanged 11 SP:Iteration 30Q (16848.090000 sec): 3 clusters Score: Raw -1849644.865148 + Penalty 4694.208239 = -1844950.656909 nChanged 10 SP:Iteration 31Q (16848.260000 sec): 3 clusters Score: Raw -1849653.418626 + Penalty 4694.208239 = -1844959.210387 nChanged 12 SP:Iteration 32Q (16848.520000 sec): 3 clusters Score: Raw -1849664.095617 + Penalty 4694.208239 = -1844969.887378 nChanged 12 SP:Iteration 33Q (16848.750000 sec): 3 clusters Score: Raw -1849672.599954 + Penalty 4694.208239 = -1844978.391715 nChanged 8 SP:Iteration 34Q (16848.960000 sec): 3 clusters Score: Raw -1849678.924516 + Penalty 4694.208239 = -1844984.716278 nChanged 7 SP:Iteration 35Q (16849.210000 sec): 3 clusters Score: Raw -1849683.709822 + Penalty 4694.208239 = -1844989.501584 nChanged 3 SP:Iteration 36Q (16849.420000 sec): 3 clusters Score: Raw -1849687.211432 + Penalty 4694.208239 = -1844993.003193 nChanged 6 SP:Iteration 37Q (16849.680000 sec): 3 clusters Score: Raw -1849690.745226 + Penalty 4694.208239 = -1844996.536988 nChanged 5 SP:Iteration 38Q (16849.900000 sec): 3 clusters Score: Raw -1849693.904865 + Penalty 4694.208239 = -1844999.696626 nChanged 2 SP:Iteration 39Q (16850.150000 sec): 3 clusters Score: Raw -1849695.243033 + Penalty 4694.208239 = -1845001.034794 nChanged 3 SP:Iteration 40F (16850.380000 sec): 3 clusters Score: Raw -1849696.799609 + Penalty 4694.208239 = -1845002.591371 nChanged 2 SP:Iteration 41Q (16850.580000 sec): 3 clusters Score: Raw -1849699.105059 + Penalty 4694.208239 = -1845004.896820 nChanged 1 SP:Iteration 42Q (16850.820000 sec): 3 clusters Score: Raw -1849699.750191 + Penalty 4694.208239 = -1845005.541953 nChanged 0 SP:Iteration 43F (16851.050000 sec): 3 clusters Score: Raw -1849699.750191 + Penalty 4694.208239 = -1845005.541953 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 16 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16851.160000 sec): 2 clusters Score: Raw -120473.166521 + Penalty 1673.401459 = -118799.765062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16851.300000 sec): 3 clusters Score: Raw -120354.556436 + Penalty 3346.802917 = -117007.753518 nChanged 204 SP:Iteration 1F (16851.490000 sec): 3 clusters Score: Raw -120604.822558 + Penalty 3346.802917 = -117258.019641 nChanged 48 SP:Iteration 2F (16851.610000 sec): 3 clusters Score: Raw -120673.943309 + Penalty 3346.802917 = -117327.140392 nChanged 25 SP:Iteration 3Q (16851.790000 sec): 3 clusters Score: Raw -120717.181322 + Penalty 3346.802917 = -117370.378405 nChanged 18 SP:Iteration 4Q (16851.960000 sec): 3 clusters Score: Raw -120744.898701 + Penalty 3346.802917 = -117398.095784 nChanged 13 SP:Iteration 5Q (16852.120000 sec): 3 clusters Score: Raw -120764.888697 + Penalty 3346.802917 = -117418.085780 nChanged 11 SP:Iteration 6Q (16852.240000 sec): 3 clusters Score: Raw -120779.021686 + Penalty 3346.802917 = -117432.218768 nChanged 5 SP:Iteration 7Q (16852.440000 sec): 3 clusters Score: Raw -120785.404717 + Penalty 3346.802917 = -117438.601800 nChanged 5 SP:Iteration 8Q (16852.600000 sec): 3 clusters Score: Raw -120791.507670 + Penalty 3346.802917 = -117444.704752 nChanged 2 SP:Iteration 9Q (16852.770000 sec): 3 clusters Score: Raw -120796.185573 + Penalty 3346.802917 = -117449.382656 nChanged 2 SP:Iteration 10Q (16852.950000 sec): 3 clusters Score: Raw -120798.375547 + Penalty 3346.802917 = -117451.572629 nChanged 0 SP:Iteration 11F (16853.110000 sec): 3 clusters Score: Raw -120798.375547 + Penalty 3346.802917 = -117451.572629 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 17 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16853.230000 sec): 2 clusters Score: Raw -604325.491262 + Penalty 2061.713764 = -602263.777498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16853.450000 sec): 3 clusters Score: Raw -602478.780489 + Penalty 4123.427528 = -598355.352961 nChanged 1466 SP:Iteration 1F (16853.660000 sec): 3 clusters Score: Raw -603266.985344 + Penalty 4123.427528 = -599143.557817 nChanged 294 SP:Iteration 2F (16853.840000 sec): 3 clusters Score: Raw -603439.980175 + Penalty 4123.427528 = -599316.552647 nChanged 190 SP:Iteration 3Q (16854.020000 sec): 3 clusters Score: Raw -603546.544495 + Penalty 4123.427528 = -599423.116968 nChanged 140 SP:Iteration 4Q (16854.230000 sec): 3 clusters Score: Raw -603626.067366 + Penalty 4123.427528 = -599502.639839 nChanged 121 SP:Iteration 5Q (16854.420000 sec): 3 clusters Score: Raw -603689.651251 + Penalty 4123.427528 = -599566.223724 nChanged 93 SP:Iteration 6Q (16854.550000 sec): 3 clusters Score: Raw -603736.203855 + Penalty 4123.427528 = -599612.776327 nChanged 74 SP:Iteration 7Q (16854.780000 sec): 3 clusters Score: Raw -603772.541272 + Penalty 4123.427528 = -599649.113744 nChanged 65 SP:Iteration 8Q (16854.930000 sec): 3 clusters Score: Raw -603809.531760 + Penalty 4123.427528 = -599686.104232 nChanged 95 SP:Iteration 9Q (16855.150000 sec): 3 clusters Score: Raw -603865.406687 + Penalty 4123.427528 = -599741.979159 nChanged 106 SP:Iteration 10Q (16855.380000 sec): 3 clusters Score: Raw -603928.391740 + Penalty 4123.427528 = -599804.964212 nChanged 105 SP:Iteration 11Q (16855.560000 sec): 3 clusters Score: Raw -603984.861823 + Penalty 4123.427528 = -599861.434295 nChanged 96 SP:Iteration 12Q (16855.780000 sec): 3 clusters Score: Raw -604038.880647 + Penalty 4123.427528 = -599915.453120 nChanged 91 SP:Iteration 13Q (16855.980000 sec): 3 clusters Score: Raw -604098.872849 + Penalty 4123.427528 = -599975.445321 nChanged 92 SP:Iteration 14Q (16856.150000 sec): 3 clusters Score: Raw -604153.883228 + Penalty 4123.427528 = -600030.455700 nChanged 85 SP:Iteration 15Q (16856.330000 sec): 3 clusters Score: Raw -604209.032040 + Penalty 4123.427528 = -600085.604512 nChanged 81 SP:Iteration 16Q (16856.470000 sec): 3 clusters Score: Raw -604254.686634 + Penalty 4123.427528 = -600131.259106 nChanged 73 SP:Iteration 17Q (16856.650000 sec): 3 clusters Score: Raw -604296.176170 + Penalty 4123.427528 = -600172.748642 nChanged 62 SP:Iteration 18Q (16856.870000 sec): 3 clusters Score: Raw -604329.972493 + Penalty 4123.427528 = -600206.544966 nChanged 54 SP:Iteration 19Q (16857.050000 sec): 3 clusters Score: Raw -604365.271842 + Penalty 4123.427528 = -600241.844315 nChanged 61 SP:Iteration 20F (16857.250000 sec): 3 clusters Score: Raw -604409.806291 + Penalty 4123.427528 = -600286.378764 nChanged 62 SP:Iteration 21Q (16857.490000 sec): 3 clusters Score: Raw -604446.566285 + Penalty 4123.427528 = -600323.138757 nChanged 43 SP:Iteration 22Q (16857.660000 sec): 3 clusters Score: Raw -604473.821970 + Penalty 4123.427528 = -600350.394443 nChanged 34 SP:Iteration 23Q (16857.870000 sec): 3 clusters Score: Raw -604495.615055 + Penalty 4123.427528 = -600372.187527 nChanged 35 SP:Iteration 24Q (16858.020000 sec): 3 clusters Score: Raw -604513.956291 + Penalty 4123.427528 = -600390.528763 nChanged 21 SP:Iteration 25Q (16858.230000 sec): 3 clusters Score: Raw -604522.709470 + Penalty 4123.427528 = -600399.281942 nChanged 18 SP:Iteration 26Q (16858.420000 sec): 3 clusters Score: Raw -604532.089500 + Penalty 4123.427528 = -600408.661972 nChanged 15 SP:Iteration 27Q (16858.610000 sec): 3 clusters Score: Raw -604539.102497 + Penalty 4123.427528 = -600415.674969 nChanged 16 SP:Iteration 28Q (16858.820000 sec): 3 clusters Score: Raw -604547.742429 + Penalty 4123.427528 = -600424.314901 nChanged 9 SP:Iteration 29Q (16859.030000 sec): 3 clusters Score: Raw -604553.115499 + Penalty 4123.427528 = -600429.687971 nChanged 8 SP:Iteration 30Q (16859.200000 sec): 3 clusters Score: Raw -604558.100797 + Penalty 4123.427528 = -600434.673269 nChanged 11 SP:Iteration 31Q (16859.410000 sec): 3 clusters Score: Raw -604563.286148 + Penalty 4123.427528 = -600439.858620 nChanged 9 SP:Iteration 32Q (16859.570000 sec): 3 clusters Score: Raw -604567.459570 + Penalty 4123.427528 = -600444.032042 nChanged 7 SP:Iteration 33Q (16859.760000 sec): 3 clusters Score: Raw -604571.521285 + Penalty 4123.427528 = -600448.093757 nChanged 6 SP:Iteration 34Q (16859.970000 sec): 3 clusters Score: Raw -604575.890879 + Penalty 4123.427528 = -600452.463351 nChanged 9 SP:Iteration 35Q (16860.180000 sec): 3 clusters Score: Raw -604582.018664 + Penalty 4123.427528 = -600458.591137 nChanged 7 SP:Iteration 36Q (16860.350000 sec): 3 clusters Score: Raw -604585.131295 + Penalty 4123.427528 = -600461.703767 nChanged 8 SP:Iteration 37Q (16860.550000 sec): 3 clusters Score: Raw -604588.360628 + Penalty 4123.427528 = -600464.933101 nChanged 7 SP:Iteration 38Q (16860.750000 sec): 3 clusters Score: Raw -604591.352993 + Penalty 4123.427528 = -600467.925465 nChanged 7 SP:Iteration 39Q (16860.940000 sec): 3 clusters Score: Raw -604595.196772 + Penalty 4123.427528 = -600471.769244 nChanged 10 SP:Iteration 40F (16861.130000 sec): 3 clusters Score: Raw -604601.868881 + Penalty 4123.427528 = -600478.441353 nChanged 7 SP:Iteration 41Q (16861.310000 sec): 3 clusters Score: Raw -604606.249902 + Penalty 4123.427528 = -600482.822375 nChanged 8 SP:Iteration 42Q (16861.540000 sec): 3 clusters Score: Raw -604610.346024 + Penalty 4123.427528 = -600486.918496 nChanged 8 SP:Iteration 43Q (16861.710000 sec): 3 clusters Score: Raw -604614.951891 + Penalty 4123.427528 = -600491.524363 nChanged 7 SP:Iteration 44Q (16861.950000 sec): 3 clusters Score: Raw -604618.955441 + Penalty 4123.427528 = -600495.527913 nChanged 6 SP:Iteration 45Q (16862.140000 sec): 3 clusters Score: Raw -604623.130744 + Penalty 4123.427528 = -600499.703217 nChanged 7 SP:Iteration 46Q (16862.330000 sec): 3 clusters Score: Raw -604627.335063 + Penalty 4123.427528 = -600503.907536 nChanged 9 SP:Iteration 47Q (16862.520000 sec): 3 clusters Score: Raw -604631.368944 + Penalty 4123.427528 = -600507.941416 nChanged 5 SP:Iteration 48Q (16862.720000 sec): 3 clusters Score: Raw -604633.120884 + Penalty 4123.427528 = -600509.693356 nChanged 4 SP:Iteration 49Q (16862.910000 sec): 3 clusters Score: Raw -604634.607552 + Penalty 4123.427528 = -600511.180024 nChanged 4 SP:Iteration 50Q (16863.120000 sec): 3 clusters Score: Raw -604637.074155 + Penalty 4123.427528 = -600513.646627 nChanged 5 SP:Iteration 51Q (16863.300000 sec): 3 clusters Score: Raw -604640.731862 + Penalty 4123.427528 = -600517.304334 nChanged 4 SP:Iteration 52Q (16863.500000 sec): 3 clusters Score: Raw -604642.603736 + Penalty 4123.427528 = -600519.176208 nChanged 1 SP:Iteration 53Q (16863.680000 sec): 3 clusters Score: Raw -604642.953891 + Penalty 4123.427528 = -600519.526363 nChanged 0 SP:Iteration 54F (16863.860000 sec): 3 clusters Score: Raw -604642.953891 + Penalty 4123.427528 = -600519.526363 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 18 (2828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16863.960000 sec): 2 clusters Score: Raw -392133.958475 + Penalty 1970.936607 = -390163.021868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16864.150000 sec): 3 clusters Score: Raw -390964.566855 + Penalty 3941.873213 = -387022.693642 nChanged 967 SP:Iteration 1F (16864.330000 sec): 3 clusters Score: Raw -391578.887587 + Penalty 3941.873213 = -387637.014374 nChanged 225 SP:Iteration 2F (16864.520000 sec): 3 clusters Score: Raw -391730.392909 + Penalty 3941.873213 = -387788.519695 nChanged 127 SP:Iteration 3Q (16864.730000 sec): 3 clusters Score: Raw -391830.887207 + Penalty 3941.873213 = -387889.013994 nChanged 91 SP:Iteration 4Q (16864.940000 sec): 3 clusters Score: Raw -391895.089236 + Penalty 3941.873213 = -387953.216023 nChanged 76 SP:Iteration 5Q (16865.120000 sec): 3 clusters Score: Raw -391942.885105 + Penalty 3941.873213 = -388001.011892 nChanged 57 SP:Iteration 6Q (16865.260000 sec): 3 clusters Score: Raw -391977.361399 + Penalty 3941.873213 = -388035.488186 nChanged 42 SP:Iteration 7Q (16865.440000 sec): 3 clusters Score: Raw -392002.200823 + Penalty 3941.873213 = -388060.327609 nChanged 33 SP:Iteration 8Q (16865.620000 sec): 3 clusters Score: Raw -392020.026776 + Penalty 3941.873213 = -388078.153563 nChanged 30 SP:Iteration 9Q (16865.790000 sec): 3 clusters Score: Raw -392035.410765 + Penalty 3941.873213 = -388093.537551 nChanged 20 SP:Iteration 10Q (16866.000000 sec): 3 clusters Score: Raw -392043.797685 + Penalty 3941.873213 = -388101.924472 nChanged 10 SP:Iteration 11Q (16866.220000 sec): 3 clusters Score: Raw -392048.019626 + Penalty 3941.873213 = -388106.146413 nChanged 6 SP:Iteration 12Q (16866.370000 sec): 3 clusters Score: Raw -392053.311159 + Penalty 3941.873213 = -388111.437945 nChanged 9 SP:Iteration 13Q (16866.590000 sec): 3 clusters Score: Raw -392057.533558 + Penalty 3941.873213 = -388115.660344 nChanged 6 SP:Iteration 14Q (16866.740000 sec): 3 clusters Score: Raw -392059.710719 + Penalty 3941.873213 = -388117.837505 nChanged 2 SP:Iteration 15Q (16866.920000 sec): 3 clusters Score: Raw -392060.911465 + Penalty 3941.873213 = -388119.038251 nChanged 1 SP:Iteration 16Q (16867.170000 sec): 3 clusters Score: Raw -392061.103118 + Penalty 3941.873213 = -388119.229904 nChanged 0 SP:Iteration 17F (16867.290000 sec): 3 clusters Score: Raw -392061.103118 + Penalty 3941.873213 = -388119.229904 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 19 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16867.400000 sec): 2 clusters Score: Raw -107556.432157 + Penalty 1666.614598 = -105889.817559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16867.560000 sec): 3 clusters Score: Raw -107419.991923 + Penalty 3333.229197 = -104086.762726 nChanged 211 SP:Iteration 1F (16867.770000 sec): 3 clusters Score: Raw -107715.684516 + Penalty 3333.229197 = -104382.455319 nChanged 57 SP:Iteration 2F (16867.910000 sec): 3 clusters Score: Raw -107808.672572 + Penalty 3333.229197 = -104475.443375 nChanged 26 SP:Iteration 3Q (16868.110000 sec): 3 clusters Score: Raw -107866.041815 + Penalty 3333.229197 = -104532.812618 nChanged 29 SP:Iteration 4Q (16868.290000 sec): 3 clusters Score: Raw -107928.873115 + Penalty 3333.229197 = -104595.643918 nChanged 14 SP:Iteration 5Q (16868.450000 sec): 3 clusters Score: Raw -107951.534211 + Penalty 3333.229197 = -104618.305014 nChanged 6 SP:Iteration 6Q (16868.610000 sec): 3 clusters Score: Raw -107966.534079 + Penalty 3333.229197 = -104633.304882 nChanged 3 SP:Iteration 7Q (16868.810000 sec): 3 clusters Score: Raw -107973.400677 + Penalty 3333.229197 = -104640.171480 nChanged 4 SP:Iteration 8Q (16869.000000 sec): 3 clusters Score: Raw -107980.690383 + Penalty 3333.229197 = -104647.461186 nChanged 4 SP:Iteration 9Q (16869.190000 sec): 3 clusters Score: Raw -107986.389695 + Penalty 3333.229197 = -104653.160498 nChanged 2 SP:Iteration 10Q (16869.330000 sec): 3 clusters Score: Raw -107988.303709 + Penalty 3333.229197 = -104655.074512 nChanged 0 SP:Iteration 11F (16869.490000 sec): 3 clusters Score: Raw -107988.303709 + Penalty 3333.229197 = -104655.074512 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 20 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16869.590000 sec): 2 clusters Score: Raw -57231.982212 + Penalty 1497.391988 = -55734.590224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16869.720000 sec): 3 clusters Score: Raw -57264.143162 + Penalty 2994.783976 = -54269.359186 nChanged 62 SP:Iteration 1F (16869.900000 sec): 3 clusters Score: Raw -57389.184564 + Penalty 2994.783976 = -54394.400588 nChanged 13 SP:Iteration 2Q (16870.050000 sec): 3 clusters Score: Raw -57427.908842 + Penalty 2994.783976 = -54433.124865 nChanged 9 SP:Iteration 3Q (16870.240000 sec): 3 clusters Score: Raw -57462.878197 + Penalty 2994.783976 = -54468.094221 nChanged 3 SP:Iteration 4Q (16870.410000 sec): 3 clusters Score: Raw -57468.158487 + Penalty 2994.783976 = -54473.374511 nChanged 1 SP:Iteration 5Q (16870.650000 sec): 3 clusters Score: Raw -57470.349730 + Penalty 2994.783976 = -54475.565754 nChanged 2 SP:Iteration 6Q (16870.810000 sec): 3 clusters Score: Raw -57477.325170 + Penalty 2994.783976 = -54482.541194 nChanged 0 SP:Iteration 7F (16870.960000 sec): 3 clusters Score: Raw -57477.325170 + Penalty 2994.783976 = -54482.541194 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 21 (3352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16871.080000 sec): 2 clusters Score: Raw -483711.432012 + Penalty 2013.093490 = -481698.338522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16871.310000 sec): 3 clusters Score: Raw -482267.656209 + Penalty 4026.186981 = -478241.469228 nChanged 1178 SP:Iteration 1F (16871.470000 sec): 3 clusters Score: Raw -483018.487796 + Penalty 4026.186981 = -478992.300815 nChanged 250 SP:Iteration 2F (16871.670000 sec): 3 clusters Score: Raw -483178.404433 + Penalty 4026.186981 = -479152.217452 nChanged 138 SP:Iteration 3Q (16871.940000 sec): 3 clusters Score: Raw -483257.579062 + Penalty 4026.186981 = -479231.392081 nChanged 96 SP:Iteration 4Q (16872.140000 sec): 3 clusters Score: Raw -483317.084348 + Penalty 4026.186981 = -479290.897367 nChanged 74 SP:Iteration 5Q (16872.310000 sec): 3 clusters Score: Raw -483362.667286 + Penalty 4026.186981 = -479336.480305 nChanged 51 SP:Iteration 6Q (16872.530000 sec): 3 clusters Score: Raw -483390.571445 + Penalty 4026.186981 = -479364.384464 nChanged 43 SP:Iteration 7Q (16872.690000 sec): 3 clusters Score: Raw -483413.941043 + Penalty 4026.186981 = -479387.754062 nChanged 37 SP:Iteration 8Q (16872.930000 sec): 3 clusters Score: Raw -483432.286632 + Penalty 4026.186981 = -479406.099651 nChanged 37 SP:Iteration 9Q (16873.120000 sec): 3 clusters Score: Raw -483452.801261 + Penalty 4026.186981 = -479426.614280 nChanged 34 SP:Iteration 10Q (16873.310000 sec): 3 clusters Score: Raw -483473.890098 + Penalty 4026.186981 = -479447.703117 nChanged 37 SP:Iteration 11Q (16873.480000 sec): 3 clusters Score: Raw -483490.789081 + Penalty 4026.186981 = -479464.602100 nChanged 34 SP:Iteration 12Q (16873.670000 sec): 3 clusters Score: Raw -483509.495224 + Penalty 4026.186981 = -479483.308243 nChanged 38 SP:Iteration 13Q (16873.900000 sec): 3 clusters Score: Raw -483531.603608 + Penalty 4026.186981 = -479505.416627 nChanged 26 SP:Iteration 14Q (16874.050000 sec): 3 clusters Score: Raw -483545.876097 + Penalty 4026.186981 = -479519.689116 nChanged 25 SP:Iteration 15Q (16874.230000 sec): 3 clusters Score: Raw -483556.664619 + Penalty 4026.186981 = -479530.477638 nChanged 24 SP:Iteration 16Q (16874.410000 sec): 3 clusters Score: Raw -483569.348356 + Penalty 4026.186981 = -479543.161375 nChanged 25 SP:Iteration 17Q (16874.560000 sec): 3 clusters Score: Raw -483583.354431 + Penalty 4026.186981 = -479557.167450 nChanged 23 SP:Iteration 18Q (16874.760000 sec): 3 clusters Score: Raw -483594.211915 + Penalty 4026.186981 = -479568.024934 nChanged 23 SP:Iteration 19Q (16874.940000 sec): 3 clusters Score: Raw -483604.816078 + Penalty 4026.186981 = -479578.629097 nChanged 31 SP:Iteration 20F (16875.150000 sec): 3 clusters Score: Raw -483620.255980 + Penalty 4026.186981 = -479594.068999 nChanged 33 SP:Iteration 21Q (16875.340000 sec): 3 clusters Score: Raw -483637.120209 + Penalty 4026.186981 = -479610.933228 nChanged 30 SP:Iteration 22Q (16875.490000 sec): 3 clusters Score: Raw -483656.708468 + Penalty 4026.186981 = -479630.521487 nChanged 36 SP:Iteration 23Q (16875.710000 sec): 3 clusters Score: Raw -483676.592038 + Penalty 4026.186981 = -479650.405057 nChanged 25 SP:Iteration 24Q (16875.880000 sec): 3 clusters Score: Raw -483687.795662 + Penalty 4026.186981 = -479661.608681 nChanged 18 SP:Iteration 25Q (16876.080000 sec): 3 clusters Score: Raw -483696.836837 + Penalty 4026.186981 = -479670.649856 nChanged 14 SP:Iteration 26Q (16876.270000 sec): 3 clusters Score: Raw -483701.645411 + Penalty 4026.186981 = -479675.458430 nChanged 15 SP:Iteration 27Q (16876.400000 sec): 3 clusters Score: Raw -483708.419185 + Penalty 4026.186981 = -479682.232204 nChanged 12 SP:Iteration 28Q (16876.580000 sec): 3 clusters Score: Raw -483712.613214 + Penalty 4026.186981 = -479686.426233 nChanged 11 SP:Iteration 29Q (16876.770000 sec): 3 clusters Score: Raw -483716.108164 + Penalty 4026.186981 = -479689.921183 nChanged 9 SP:Iteration 30Q (16876.960000 sec): 3 clusters Score: Raw -483720.738542 + Penalty 4026.186981 = -479694.551561 nChanged 3 SP:Iteration 31Q (16877.170000 sec): 3 clusters Score: Raw -483722.070400 + Penalty 4026.186981 = -479695.883419 nChanged 4 SP:Iteration 32Q (16877.330000 sec): 3 clusters Score: Raw -483723.545771 + Penalty 4026.186981 = -479697.358790 nChanged 2 SP:Iteration 33Q (16877.560000 sec): 3 clusters Score: Raw -483724.374919 + Penalty 4026.186981 = -479698.187938 nChanged 1 SP:Iteration 34Q (16877.750000 sec): 3 clusters Score: Raw -483724.911593 + Penalty 4026.186981 = -479698.724613 nChanged 2 SP:Iteration 35Q (16877.910000 sec): 3 clusters Score: Raw -483725.689462 + Penalty 4026.186981 = -479699.502481 nChanged 2 SP:Iteration 36Q (16878.050000 sec): 3 clusters Score: Raw -483726.374763 + Penalty 4026.186981 = -479700.187782 nChanged 2 SP:Iteration 37Q (16878.200000 sec): 3 clusters Score: Raw -483727.562376 + Penalty 4026.186981 = -479701.375395 nChanged 2 SP:Iteration 38Q (16878.390000 sec): 3 clusters Score: Raw -483728.047851 + Penalty 4026.186981 = -479701.860870 nChanged 1 SP:Iteration 39Q (16878.630000 sec): 3 clusters Score: Raw -483728.465417 + Penalty 4026.186981 = -479702.278436 nChanged 2 SP:Iteration 40F (16878.800000 sec): 3 clusters Score: Raw -483729.989262 + Penalty 4026.186981 = -479703.802281 nChanged 1 SP:Iteration 41Q (16878.980000 sec): 3 clusters Score: Raw -483730.365921 + Penalty 4026.186981 = -479704.178940 nChanged 1 SP:Iteration 42Q (16879.230000 sec): 3 clusters Score: Raw -483731.260938 + Penalty 4026.186981 = -479705.073957 nChanged 3 SP:Iteration 43Q (16879.430000 sec): 3 clusters Score: Raw -483732.708866 + Penalty 4026.186981 = -479706.521885 nChanged 3 SP:Iteration 44Q (16879.570000 sec): 3 clusters Score: Raw -483734.039894 + Penalty 4026.186981 = -479707.852913 nChanged 1 SP:Iteration 45Q (16879.750000 sec): 3 clusters Score: Raw -483734.302304 + Penalty 4026.186981 = -479708.115323 nChanged 2 SP:Iteration 46Q (16879.950000 sec): 3 clusters Score: Raw -483735.312432 + Penalty 4026.186981 = -479709.125451 nChanged 2 SP:Iteration 47Q (16880.130000 sec): 3 clusters Score: Raw -483735.756731 + Penalty 4026.186981 = -479709.569750 nChanged 0 SP:Iteration 48F (16880.300000 sec): 3 clusters Score: Raw -483735.756731 + Penalty 4026.186981 = -479709.569750 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 22 (2315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16880.420000 sec): 2 clusters Score: Raw -339940.304734 + Penalty 1921.296912 = -338019.007822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16880.580000 sec): 3 clusters Score: Raw -339018.648552 + Penalty 3842.593823 = -335176.054728 nChanged 756 SP:Iteration 1F (16880.760000 sec): 3 clusters Score: Raw -339518.983822 + Penalty 3842.593823 = -335676.389998 nChanged 174 SP:Iteration 2F (16880.940000 sec): 3 clusters Score: Raw -339655.111059 + Penalty 3842.593823 = -335812.517236 nChanged 100 SP:Iteration 3Q (16881.120000 sec): 3 clusters Score: Raw -339735.256705 + Penalty 3842.593823 = -335892.662881 nChanged 50 SP:Iteration 4Q (16881.320000 sec): 3 clusters Score: Raw -339775.473136 + Penalty 3842.593823 = -335932.879313 nChanged 35 SP:Iteration 5Q (16881.470000 sec): 3 clusters Score: Raw -339802.511681 + Penalty 3842.593823 = -335959.917858 nChanged 28 SP:Iteration 6Q (16881.700000 sec): 3 clusters Score: Raw -339820.879817 + Penalty 3842.593823 = -335978.285994 nChanged 22 SP:Iteration 7Q (16881.840000 sec): 3 clusters Score: Raw -339828.680585 + Penalty 3842.593823 = -335986.086762 nChanged 8 SP:Iteration 8Q (16882.020000 sec): 3 clusters Score: Raw -339834.456891 + Penalty 3842.593823 = -335991.863068 nChanged 11 SP:Iteration 9Q (16882.160000 sec): 3 clusters Score: Raw -339840.949353 + Penalty 3842.593823 = -335998.355530 nChanged 9 SP:Iteration 10Q (16882.300000 sec): 3 clusters Score: Raw -339845.755262 + Penalty 3842.593823 = -336003.161439 nChanged 12 SP:Iteration 11Q (16882.460000 sec): 3 clusters Score: Raw -339855.417059 + Penalty 3842.593823 = -336012.823235 nChanged 19 SP:Iteration 12Q (16882.670000 sec): 3 clusters Score: Raw -339866.032607 + Penalty 3842.593823 = -336023.438784 nChanged 12 SP:Iteration 13Q (16882.920000 sec): 3 clusters Score: Raw -339874.223397 + Penalty 3842.593823 = -336031.629574 nChanged 13 SP:Iteration 14Q (16883.110000 sec): 3 clusters Score: Raw -339881.144066 + Penalty 3842.593823 = -336038.550242 nChanged 5 SP:Iteration 15Q (16883.250000 sec): 3 clusters Score: Raw -339883.247994 + Penalty 3842.593823 = -336040.654171 nChanged 5 SP:Iteration 16Q (16883.460000 sec): 3 clusters Score: Raw -339885.424535 + Penalty 3842.593823 = -336042.830712 nChanged 3 SP:Iteration 17Q (16883.670000 sec): 3 clusters Score: Raw -339886.582358 + Penalty 3842.593823 = -336043.988534 nChanged 1 SP:Iteration 18Q (16883.820000 sec): 3 clusters Score: Raw -339887.021471 + Penalty 3842.593823 = -336044.427647 nChanged 0 SP:Iteration 19F (16884.030000 sec): 3 clusters Score: Raw -339887.021471 + Penalty 3842.593823 = -336044.427647 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 23 (5575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16884.140000 sec): 2 clusters Score: Raw -821445.129082 + Penalty 2139.259804 = -819305.869278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16884.300000 sec): 3 clusters Score: Raw -818687.401209 + Penalty 4278.519608 = -814408.881601 nChanged 2160 SP:Iteration 1F (16884.490000 sec): 3 clusters Score: Raw -819901.511530 + Penalty 4278.519608 = -815622.991923 nChanged 421 SP:Iteration 2F (16884.710000 sec): 3 clusters Score: Raw -820130.682177 + Penalty 4278.519608 = -815852.162569 nChanged 272 SP:Iteration 3Q (16884.900000 sec): 3 clusters Score: Raw -820276.273080 + Penalty 4278.519608 = -815997.753472 nChanged 232 SP:Iteration 4Q (16885.100000 sec): 3 clusters Score: Raw -820397.435075 + Penalty 4278.519608 = -816118.915467 nChanged 195 SP:Iteration 5Q (16885.310000 sec): 3 clusters Score: Raw -820507.045747 + Penalty 4278.519608 = -816228.526140 nChanged 197 SP:Iteration 6Q (16885.480000 sec): 3 clusters Score: Raw -820622.934758 + Penalty 4278.519608 = -816344.415151 nChanged 193 SP:Iteration 7Q (16885.700000 sec): 3 clusters Score: Raw -820727.954834 + Penalty 4278.519608 = -816449.435226 nChanged 185 SP:Iteration 8Q (16885.910000 sec): 3 clusters Score: Raw -820827.509100 + Penalty 4278.519608 = -816548.989492 nChanged 161 SP:Iteration 9Q (16886.120000 sec): 3 clusters Score: Raw -820916.539494 + Penalty 4278.519608 = -816638.019887 nChanged 137 SP:Iteration 10Q (16886.290000 sec): 3 clusters Score: Raw -820997.788412 + Penalty 4278.519608 = -816719.268804 nChanged 140 SP:Iteration 11Q (16886.480000 sec): 3 clusters Score: Raw -821075.602961 + Penalty 4278.519608 = -816797.083354 nChanged 147 SP:Iteration 12Q (16886.730000 sec): 3 clusters Score: Raw -821175.496574 + Penalty 4278.519608 = -816896.976967 nChanged 139 SP:Iteration 13Q (16886.910000 sec): 3 clusters Score: Raw -821253.779436 + Penalty 4278.519608 = -816975.259828 nChanged 120 SP:Iteration 14Q (16887.090000 sec): 3 clusters Score: Raw -821332.166847 + Penalty 4278.519608 = -817053.647240 nChanged 107 SP:Iteration 15Q (16887.300000 sec): 3 clusters Score: Raw -821398.997833 + Penalty 4278.519608 = -817120.478225 nChanged 91 SP:Iteration 16Q (16887.500000 sec): 3 clusters Score: Raw -821451.773554 + Penalty 4278.519608 = -817173.253947 nChanged 86 SP:Iteration 17Q (16887.670000 sec): 3 clusters Score: Raw -821505.448172 + Penalty 4278.519608 = -817226.928564 nChanged 76 SP:Iteration 18Q (16887.860000 sec): 3 clusters Score: Raw -821547.521755 + Penalty 4278.519608 = -817269.002147 nChanged 52 SP:Iteration 19Q (16888.010000 sec): 3 clusters Score: Raw -821581.373693 + Penalty 4278.519608 = -817302.854085 nChanged 54 SP:Iteration 20F (16888.240000 sec): 3 clusters Score: Raw -821613.571980 + Penalty 4278.519608 = -817335.052372 nChanged 54 SP:Iteration 21Q (16888.430000 sec): 3 clusters Score: Raw -821644.175594 + Penalty 4278.519608 = -817365.655986 nChanged 41 SP:Iteration 22Q (16888.630000 sec): 3 clusters Score: Raw -821668.124478 + Penalty 4278.519608 = -817389.604870 nChanged 33 SP:Iteration 23Q (16888.830000 sec): 3 clusters Score: Raw -821685.457129 + Penalty 4278.519608 = -817406.937521 nChanged 21 SP:Iteration 24Q (16889.010000 sec): 3 clusters Score: Raw -821695.161254 + Penalty 4278.519608 = -817416.641646 nChanged 14 SP:Iteration 25Q (16889.260000 sec): 3 clusters Score: Raw -821702.445806 + Penalty 4278.519608 = -817423.926199 nChanged 10 SP:Iteration 26Q (16889.420000 sec): 3 clusters Score: Raw -821706.850725 + Penalty 4278.519608 = -817428.331117 nChanged 4 SP:Iteration 27Q (16889.640000 sec): 3 clusters Score: Raw -821708.120966 + Penalty 4278.519608 = -817429.601359 nChanged 4 SP:Iteration 28Q (16889.890000 sec): 3 clusters Score: Raw -821710.422795 + Penalty 4278.519608 = -817431.903187 nChanged 4 SP:Iteration 29Q (16890.090000 sec): 3 clusters Score: Raw -821713.248516 + Penalty 4278.519608 = -817434.728908 nChanged 8 SP:Iteration 30Q (16890.280000 sec): 3 clusters Score: Raw -821717.424522 + Penalty 4278.519608 = -817438.904914 nChanged 9 SP:Iteration 31Q (16890.450000 sec): 3 clusters Score: Raw -821722.582461 + Penalty 4278.519608 = -817444.062853 nChanged 7 SP:Iteration 32Q (16890.690000 sec): 3 clusters Score: Raw -821725.386877 + Penalty 4278.519608 = -817446.867269 nChanged 7 SP:Iteration 33Q (16890.910000 sec): 3 clusters Score: Raw -821729.022010 + Penalty 4278.519608 = -817450.502402 nChanged 8 SP:Iteration 34Q (16891.070000 sec): 3 clusters Score: Raw -821732.784269 + Penalty 4278.519608 = -817454.264662 nChanged 7 SP:Iteration 35Q (16891.240000 sec): 3 clusters Score: Raw -821737.710554 + Penalty 4278.519608 = -817459.190946 nChanged 8 SP:Iteration 36Q (16891.440000 sec): 3 clusters Score: Raw -821741.215990 + Penalty 4278.519608 = -817462.696382 nChanged 6 SP:Iteration 37Q (16891.640000 sec): 3 clusters Score: Raw -821744.350607 + Penalty 4278.519608 = -817465.830999 nChanged 1 SP:Iteration 38Q (16891.810000 sec): 3 clusters Score: Raw -821744.752206 + Penalty 4278.519608 = -817466.232598 nChanged 1 SP:Iteration 39Q (16892.030000 sec): 3 clusters Score: Raw -821745.073519 + Penalty 4278.519608 = -817466.553911 nChanged 1 SP:Iteration 40F (16892.230000 sec): 3 clusters Score: Raw -821746.060446 + Penalty 4278.519608 = -817467.540838 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 24 (1236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16892.340000 sec): 2 clusters Score: Raw -167944.225331 + Penalty 1765.669638 = -166178.555692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16892.480000 sec): 3 clusters Score: Raw -167619.525214 + Penalty 3531.339276 = -164088.185937 nChanged 332 SP:Iteration 1F (16892.680000 sec): 3 clusters Score: Raw -167974.957109 + Penalty 3531.339276 = -164443.617833 nChanged 90 SP:Iteration 2F (16892.860000 sec): 3 clusters Score: Raw -168085.480229 + Penalty 3531.339276 = -164554.140953 nChanged 47 SP:Iteration 3Q (16893.030000 sec): 3 clusters Score: Raw -168146.069488 + Penalty 3531.339276 = -164614.730212 nChanged 35 SP:Iteration 4Q (16893.220000 sec): 3 clusters Score: Raw -168190.320831 + Penalty 3531.339276 = -164658.981555 nChanged 32 SP:Iteration 5Q (16893.370000 sec): 3 clusters Score: Raw -168237.828532 + Penalty 3531.339276 = -164706.489256 nChanged 26 SP:Iteration 6Q (16893.520000 sec): 3 clusters Score: Raw -168281.024893 + Penalty 3531.339276 = -164749.685617 nChanged 25 SP:Iteration 7Q (16893.750000 sec): 3 clusters Score: Raw -168324.826524 + Penalty 3531.339276 = -164793.487248 nChanged 33 SP:Iteration 8Q (16893.880000 sec): 3 clusters Score: Raw -168386.143668 + Penalty 3531.339276 = -164854.804392 nChanged 32 SP:Iteration 9Q (16894.130000 sec): 3 clusters Score: Raw -168437.628827 + Penalty 3531.339276 = -164906.289551 nChanged 28 SP:Iteration 10Q (16894.280000 sec): 3 clusters Score: Raw -168484.223804 + Penalty 3531.339276 = -164952.884527 nChanged 25 SP:Iteration 11Q (16894.450000 sec): 3 clusters Score: Raw -168528.501319 + Penalty 3531.339276 = -164997.162043 nChanged 22 SP:Iteration 12Q (16894.640000 sec): 3 clusters Score: Raw -168558.467267 + Penalty 3531.339276 = -165027.127991 nChanged 14 SP:Iteration 13Q (16894.840000 sec): 3 clusters Score: Raw -168580.092022 + Penalty 3531.339276 = -165048.752746 nChanged 14 SP:Iteration 14Q (16895.010000 sec): 3 clusters Score: Raw -168600.303366 + Penalty 3531.339276 = -165068.964089 nChanged 12 SP:Iteration 15Q (16895.210000 sec): 3 clusters Score: Raw -168613.851879 + Penalty 3531.339276 = -165082.512603 nChanged 7 SP:Iteration 16Q (16895.350000 sec): 3 clusters Score: Raw -168621.326487 + Penalty 3531.339276 = -165089.987211 nChanged 4 SP:Iteration 17Q (16895.560000 sec): 3 clusters Score: Raw -168625.414089 + Penalty 3531.339276 = -165094.074812 nChanged 3 SP:Iteration 18Q (16895.710000 sec): 3 clusters Score: Raw -168630.031967 + Penalty 3531.339276 = -165098.692690 nChanged 3 SP:Iteration 19Q (16895.890000 sec): 3 clusters Score: Raw -168635.866501 + Penalty 3531.339276 = -165104.527224 nChanged 5 SP:Iteration 20F (16896.060000 sec): 3 clusters Score: Raw -168640.178406 + Penalty 3531.339276 = -165108.839130 nChanged 1 SP:Iteration 21Q (16896.230000 sec): 3 clusters Score: Raw -168641.468096 + Penalty 3531.339276 = -165110.128820 nChanged 2 SP:Iteration 22Q (16896.350000 sec): 3 clusters Score: Raw -168643.548610 + Penalty 3531.339276 = -165112.209333 nChanged 2 SP:Iteration 23Q (16896.530000 sec): 3 clusters Score: Raw -168645.067000 + Penalty 3531.339276 = -165113.727724 nChanged 1 SP:Iteration 24Q (16896.670000 sec): 3 clusters Score: Raw -168645.712777 + Penalty 3531.339276 = -165114.373500 nChanged 0 SP:Iteration 25F (16896.850000 sec): 3 clusters Score: Raw -168645.712777 + Penalty 3531.339276 = -165114.373500 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 25 (4674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16896.990000 sec): 2 clusters Score: Raw -657758.027183 + Penalty 2095.543088 = -655662.484095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16897.150000 sec): 3 clusters Score: Raw -655543.732579 + Penalty 4191.086175 = -651352.646404 nChanged 1823 SP:Iteration 1F (16897.330000 sec): 3 clusters Score: Raw -656610.446912 + Penalty 4191.086175 = -652419.360737 nChanged 355 SP:Iteration 2F (16897.530000 sec): 3 clusters Score: Raw -656832.138049 + Penalty 4191.086175 = -652641.051873 nChanged 244 SP:Iteration 3F (16897.740000 sec): 3 clusters Score: Raw -656981.135990 + Penalty 4191.086175 = -652790.049815 nChanged 174 SP:Iteration 4Q (16897.930000 sec): 3 clusters Score: Raw -657079.651133 + Penalty 4191.086175 = -652888.564958 nChanged 144 SP:Iteration 5Q (16898.130000 sec): 3 clusters Score: Raw -657155.314083 + Penalty 4191.086175 = -652964.227907 nChanged 104 SP:Iteration 6Q (16898.320000 sec): 3 clusters Score: Raw -657201.794724 + Penalty 4191.086175 = -653010.708548 nChanged 76 SP:Iteration 7Q (16898.510000 sec): 3 clusters Score: Raw -657237.393730 + Penalty 4191.086175 = -653046.307555 nChanged 54 SP:Iteration 8Q (16898.710000 sec): 3 clusters Score: Raw -657260.776406 + Penalty 4191.086175 = -653069.690231 nChanged 53 SP:Iteration 9Q (16898.940000 sec): 3 clusters Score: Raw -657281.079621 + Penalty 4191.086175 = -653089.993446 nChanged 44 SP:Iteration 10Q (16899.100000 sec): 3 clusters Score: Raw -657295.690885 + Penalty 4191.086175 = -653104.604709 nChanged 34 SP:Iteration 11Q (16899.290000 sec): 3 clusters Score: Raw -657306.514694 + Penalty 4191.086175 = -653115.428518 nChanged 31 SP:Iteration 12Q (16899.470000 sec): 3 clusters Score: Raw -657318.593985 + Penalty 4191.086175 = -653127.507809 nChanged 38 SP:Iteration 13Q (16899.680000 sec): 3 clusters Score: Raw -657334.081709 + Penalty 4191.086175 = -653142.995533 nChanged 40 SP:Iteration 14Q (16899.870000 sec): 3 clusters Score: Raw -657350.416557 + Penalty 4191.086175 = -653159.330382 nChanged 39 SP:Iteration 15Q (16900.060000 sec): 3 clusters Score: Raw -657365.370556 + Penalty 4191.086175 = -653174.284380 nChanged 41 SP:Iteration 16Q (16900.240000 sec): 3 clusters Score: Raw -657378.922643 + Penalty 4191.086175 = -653187.836467 nChanged 27 SP:Iteration 17Q (16900.400000 sec): 3 clusters Score: Raw -657388.334653 + Penalty 4191.086175 = -653197.248477 nChanged 36 SP:Iteration 18Q (16900.600000 sec): 3 clusters Score: Raw -657401.463387 + Penalty 4191.086175 = -653210.377212 nChanged 24 SP:Iteration 19Q (16900.720000 sec): 3 clusters Score: Raw -657407.293182 + Penalty 4191.086175 = -653216.207007 nChanged 13 SP:Iteration 20F (16900.880000 sec): 3 clusters Score: Raw -657410.040757 + Penalty 4191.086175 = -653218.954582 nChanged 9 SP:Iteration 21Q (16901.080000 sec): 3 clusters Score: Raw -657412.185374 + Penalty 4191.086175 = -653221.099199 nChanged 3 SP:Iteration 22Q (16901.250000 sec): 3 clusters Score: Raw -657413.040843 + Penalty 4191.086175 = -653221.954667 nChanged 4 SP:Iteration 23Q (16901.470000 sec): 3 clusters Score: Raw -657413.841661 + Penalty 4191.086175 = -653222.755486 nChanged 4 SP:Iteration 24Q (16901.640000 sec): 3 clusters Score: Raw -657414.735452 + Penalty 4191.086175 = -653223.649277 nChanged 7 SP:Iteration 25Q (16901.820000 sec): 3 clusters Score: Raw -657416.864932 + Penalty 4191.086175 = -653225.778757 nChanged 10 SP:Iteration 26Q (16902.020000 sec): 3 clusters Score: Raw -657420.087924 + Penalty 4191.086175 = -653229.001748 nChanged 10 SP:Iteration 27Q (16902.210000 sec): 3 clusters Score: Raw -657423.519408 + Penalty 4191.086175 = -653232.433233 nChanged 16 SP:Iteration 28Q (16902.440000 sec): 3 clusters Score: Raw -657427.917339 + Penalty 4191.086175 = -653236.831163 nChanged 10 SP:Iteration 29Q (16902.570000 sec): 3 clusters Score: Raw -657430.397570 + Penalty 4191.086175 = -653239.311394 nChanged 9 SP:Iteration 30Q (16902.770000 sec): 3 clusters Score: Raw -657432.248998 + Penalty 4191.086175 = -653241.162823 nChanged 6 SP:Iteration 31Q (16902.950000 sec): 3 clusters Score: Raw -657434.118475 + Penalty 4191.086175 = -653243.032299 nChanged 7 SP:Iteration 32Q (16903.060000 sec): 3 clusters Score: Raw -657435.793748 + Penalty 4191.086175 = -653244.707573 nChanged 5 SP:Iteration 33Q (16903.270000 sec): 3 clusters Score: Raw -657436.758175 + Penalty 4191.086175 = -653245.672000 nChanged 1 SP:Iteration 34Q (16903.480000 sec): 3 clusters Score: Raw -657436.846653 + Penalty 4191.086175 = -653245.760477 nChanged 0 SP:Iteration 35F (16903.670000 sec): 3 clusters Score: Raw -657436.846653 + Penalty 4191.086175 = -653245.760477 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 26 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16903.760000 sec): 2 clusters Score: Raw -66801.632665 + Penalty 1555.205131 = -65246.427534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16903.940000 sec): 3 clusters Score: Raw -66931.135726 + Penalty 3110.410262 = -63820.725464 nChanged 111 SP:Iteration 1F (16904.140000 sec): 3 clusters Score: Raw -67316.024259 + Penalty 3110.410262 = -64205.613997 nChanged 50 SP:Iteration 2F (16904.270000 sec): 3 clusters Score: Raw -67772.349346 + Penalty 3110.410262 = -64661.939084 nChanged 35 SP:Iteration 3F (16904.430000 sec): 3 clusters Score: Raw -67886.432609 + Penalty 3110.410262 = -64776.022347 nChanged 17 SP:Iteration 4Q (16904.590000 sec): 3 clusters Score: Raw -67946.901790 + Penalty 3110.410262 = -64836.491528 nChanged 7 SP:Iteration 5Q (16904.760000 sec): 3 clusters Score: Raw -67974.521216 + Penalty 3110.410262 = -64864.110954 nChanged 2 SP:Iteration 6Q (16904.900000 sec): 3 clusters Score: Raw -67979.265812 + Penalty 3110.410262 = -64868.855550 nChanged 1 SP:Iteration 7Q (16905.040000 sec): 3 clusters Score: Raw -67981.173037 + Penalty 3110.410262 = -64870.762775 nChanged 2 SP:Iteration 8Q (16905.150000 sec): 3 clusters Score: Raw -67993.723187 + Penalty 3110.410262 = -64883.312925 nChanged 2 SP:Iteration 9Q (16905.340000 sec): 3 clusters Score: Raw -67999.815607 + Penalty 3110.410262 = -64889.405344 nChanged 0 SP:Iteration 10F (16905.500000 sec): 3 clusters Score: Raw -67999.815607 + Penalty 3110.410262 = -64889.405344 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 27 (6453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16905.600000 sec): 2 clusters Score: Raw -877334.373137 + Penalty 2175.530504 = -875158.842634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16905.790000 sec): 3 clusters Score: Raw -874083.453934 + Penalty 4351.061007 = -869732.392926 nChanged 2533 SP:Iteration 1F (16905.980000 sec): 3 clusters Score: Raw -875557.134274 + Penalty 4351.061007 = -871206.073267 nChanged 508 SP:Iteration 2F (16906.210000 sec): 3 clusters Score: Raw -875878.286963 + Penalty 4351.061007 = -871527.225956 nChanged 406 SP:Iteration 3F (16906.350000 sec): 3 clusters Score: Raw -876159.234600 + Penalty 4351.061007 = -871808.173593 nChanged 363 SP:Iteration 4F (16906.520000 sec): 3 clusters Score: Raw -876418.099373 + Penalty 4351.061007 = -872067.038365 nChanged 337 SP:Iteration 5F (16906.720000 sec): 3 clusters Score: Raw -876637.971725 + Penalty 4351.061007 = -872286.910717 nChanged 268 SP:Iteration 6Q (16906.890000 sec): 3 clusters Score: Raw -876821.149805 + Penalty 4351.061007 = -872470.088797 nChanged 238 SP:Iteration 7Q (16907.100000 sec): 3 clusters Score: Raw -876977.503107 + Penalty 4351.061007 = -872626.442100 nChanged 216 SP:Iteration 8Q (16907.280000 sec): 3 clusters Score: Raw -877093.933152 + Penalty 4351.061007 = -872742.872145 nChanged 181 SP:Iteration 9Q (16907.480000 sec): 3 clusters Score: Raw -877191.221487 + Penalty 4351.061007 = -872840.160480 nChanged 158 SP:Iteration 10Q (16907.700000 sec): 3 clusters Score: Raw -877264.335861 + Penalty 4351.061007 = -872913.274854 nChanged 116 SP:Iteration 11Q (16907.870000 sec): 3 clusters Score: Raw -877318.839679 + Penalty 4351.061007 = -872967.778672 nChanged 105 SP:Iteration 12Q (16908.070000 sec): 3 clusters Score: Raw -877372.553634 + Penalty 4351.061007 = -873021.492627 nChanged 102 SP:Iteration 13Q (16908.310000 sec): 3 clusters Score: Raw -877420.154310 + Penalty 4351.061007 = -873069.093302 nChanged 98 SP:Iteration 14Q (16908.530000 sec): 3 clusters Score: Raw -877462.433875 + Penalty 4351.061007 = -873111.372867 nChanged 80 SP:Iteration 15Q (16908.670000 sec): 3 clusters Score: Raw -877494.532028 + Penalty 4351.061007 = -873143.471021 nChanged 83 SP:Iteration 16Q (16908.880000 sec): 3 clusters Score: Raw -877541.016338 + Penalty 4351.061007 = -873189.955331 nChanged 96 SP:Iteration 17Q (16909.090000 sec): 3 clusters Score: Raw -877584.455003 + Penalty 4351.061007 = -873233.393996 nChanged 81 SP:Iteration 18Q (16909.290000 sec): 3 clusters Score: Raw -877624.503183 + Penalty 4351.061007 = -873273.442175 nChanged 80 SP:Iteration 19Q (16909.460000 sec): 3 clusters Score: Raw -877667.550579 + Penalty 4351.061007 = -873316.489572 nChanged 92 SP:Iteration 20F (16909.670000 sec): 3 clusters Score: Raw -877716.111395 + Penalty 4351.061007 = -873365.050387 nChanged 91 SP:Iteration 21Q (16909.910000 sec): 3 clusters Score: Raw -877762.344027 + Penalty 4351.061007 = -873411.283020 nChanged 86 SP:Iteration 22Q (16910.090000 sec): 3 clusters Score: Raw -877806.066590 + Penalty 4351.061007 = -873455.005583 nChanged 81 SP:Iteration 23Q (16910.270000 sec): 3 clusters Score: Raw -877842.037745 + Penalty 4351.061007 = -873490.976737 nChanged 70 SP:Iteration 24Q (16910.450000 sec): 3 clusters Score: Raw -877872.711034 + Penalty 4351.061007 = -873521.650027 nChanged 53 SP:Iteration 25Q (16910.650000 sec): 3 clusters Score: Raw -877892.882096 + Penalty 4351.061007 = -873541.821089 nChanged 41 SP:Iteration 26Q (16910.870000 sec): 3 clusters Score: Raw -877908.851158 + Penalty 4351.061007 = -873557.790151 nChanged 33 SP:Iteration 27Q (16911.060000 sec): 3 clusters Score: Raw -877920.702973 + Penalty 4351.061007 = -873569.641966 nChanged 28 SP:Iteration 28Q (16911.260000 sec): 3 clusters Score: Raw -877928.136459 + Penalty 4351.061007 = -873577.075451 nChanged 14 SP:Iteration 29Q (16911.410000 sec): 3 clusters Score: Raw -877931.298272 + Penalty 4351.061007 = -873580.237265 nChanged 7 SP:Iteration 30Q (16911.610000 sec): 3 clusters Score: Raw -877933.347908 + Penalty 4351.061007 = -873582.286901 nChanged 7 SP:Iteration 31Q (16911.850000 sec): 3 clusters Score: Raw -877935.152241 + Penalty 4351.061007 = -873584.091234 nChanged 10 SP:Iteration 32Q (16912.010000 sec): 3 clusters Score: Raw -877937.267384 + Penalty 4351.061007 = -873586.206377 nChanged 8 SP:Iteration 33Q (16912.210000 sec): 3 clusters Score: Raw -877939.731766 + Penalty 4351.061007 = -873588.670758 nChanged 8 SP:Iteration 34Q (16912.350000 sec): 3 clusters Score: Raw -877942.678883 + Penalty 4351.061007 = -873591.617876 nChanged 7 SP:Iteration 35Q (16912.590000 sec): 3 clusters Score: Raw -877944.578917 + Penalty 4351.061007 = -873593.517910 nChanged 6 SP:Iteration 36Q (16912.750000 sec): 3 clusters Score: Raw -877945.869210 + Penalty 4351.061007 = -873594.808203 nChanged 2 SP:Iteration 37Q (16912.970000 sec): 3 clusters Score: Raw -877946.338672 + Penalty 4351.061007 = -873595.277665 nChanged 1 SP:Iteration 38Q (16913.180000 sec): 3 clusters Score: Raw -877946.466354 + Penalty 4351.061007 = -873595.405346 nChanged 0 SP:Iteration 39F (16913.350000 sec): 3 clusters Score: Raw -877946.466354 + Penalty 4351.061007 = -873595.405346 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 28 (1824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16913.490000 sec): 2 clusters Score: Raw -259067.555942 + Penalty 1862.179218 = -257205.376724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16913.640000 sec): 3 clusters Score: Raw -258395.081229 + Penalty 3724.358437 = -254670.722792 nChanged 563 SP:Iteration 1F (16913.840000 sec): 3 clusters Score: Raw -258874.412872 + Penalty 3724.358437 = -255150.054435 nChanged 160 SP:Iteration 2F (16914.050000 sec): 3 clusters Score: Raw -259055.777480 + Penalty 3724.358437 = -255331.419043 nChanged 92 SP:Iteration 3F (16914.210000 sec): 3 clusters Score: Raw -259170.685904 + Penalty 3724.358437 = -255446.327467 nChanged 72 SP:Iteration 4Q (16914.390000 sec): 3 clusters Score: Raw -259241.399895 + Penalty 3724.358437 = -255517.041458 nChanged 41 SP:Iteration 5Q (16914.580000 sec): 3 clusters Score: Raw -259278.724842 + Penalty 3724.358437 = -255554.366406 nChanged 31 SP:Iteration 6Q (16914.780000 sec): 3 clusters Score: Raw -259303.149325 + Penalty 3724.358437 = -255578.790889 nChanged 22 SP:Iteration 7Q (16914.970000 sec): 3 clusters Score: Raw -259322.723714 + Penalty 3724.358437 = -255598.365277 nChanged 18 SP:Iteration 8Q (16915.180000 sec): 3 clusters Score: Raw -259341.714645 + Penalty 3724.358437 = -255617.356209 nChanged 19 SP:Iteration 9Q (16915.360000 sec): 3 clusters Score: Raw -259357.660088 + Penalty 3724.358437 = -255633.301652 nChanged 17 SP:Iteration 10Q (16915.560000 sec): 3 clusters Score: Raw -259373.233383 + Penalty 3724.358437 = -255648.874946 nChanged 23 SP:Iteration 11Q (16915.750000 sec): 3 clusters Score: Raw -259389.859249 + Penalty 3724.358437 = -255665.500812 nChanged 13 SP:Iteration 12Q (16915.910000 sec): 3 clusters Score: Raw -259398.766773 + Penalty 3724.358437 = -255674.408336 nChanged 9 SP:Iteration 13Q (16916.110000 sec): 3 clusters Score: Raw -259404.305341 + Penalty 3724.358437 = -255679.946905 nChanged 6 SP:Iteration 14Q (16916.240000 sec): 3 clusters Score: Raw -259408.025439 + Penalty 3724.358437 = -255683.667003 nChanged 9 SP:Iteration 15Q (16916.410000 sec): 3 clusters Score: Raw -259416.959797 + Penalty 3724.358437 = -255692.601361 nChanged 14 SP:Iteration 16Q (16916.590000 sec): 3 clusters Score: Raw -259429.746154 + Penalty 3724.358437 = -255705.387717 nChanged 14 SP:Iteration 17Q (16916.770000 sec): 3 clusters Score: Raw -259442.947930 + Penalty 3724.358437 = -255718.589493 nChanged 13 SP:Iteration 18Q (16916.950000 sec): 3 clusters Score: Raw -259454.357782 + Penalty 3724.358437 = -255729.999346 nChanged 9 SP:Iteration 19Q (16917.190000 sec): 3 clusters Score: Raw -259465.800896 + Penalty 3724.358437 = -255741.442459 nChanged 7 SP:Iteration 20F (16917.340000 sec): 3 clusters Score: Raw -259473.089629 + Penalty 3724.358437 = -255748.731192 nChanged 7 SP:Iteration 21Q (16917.480000 sec): 3 clusters Score: Raw -259481.585086 + Penalty 3724.358437 = -255757.226650 nChanged 8 SP:Iteration 22Q (16917.670000 sec): 3 clusters Score: Raw -259501.725442 + Penalty 3724.358437 = -255777.367005 nChanged 10 SP:Iteration 23Q (16917.820000 sec): 3 clusters Score: Raw -259509.250013 + Penalty 3724.358437 = -255784.891577 nChanged 11 SP:Iteration 24Q (16917.950000 sec): 3 clusters Score: Raw -259515.963245 + Penalty 3724.358437 = -255791.604809 nChanged 7 SP:Iteration 25Q (16918.100000 sec): 3 clusters Score: Raw -259523.748525 + Penalty 3724.358437 = -255799.390088 nChanged 8 SP:Iteration 26Q (16918.300000 sec): 3 clusters Score: Raw -259530.119868 + Penalty 3724.358437 = -255805.761431 nChanged 3 SP:Iteration 27Q (16918.410000 sec): 3 clusters Score: Raw -259532.306346 + Penalty 3724.358437 = -255807.947910 nChanged 3 SP:Iteration 28Q (16918.550000 sec): 3 clusters Score: Raw -259533.944434 + Penalty 3724.358437 = -255809.585998 nChanged 0 SP:Iteration 29F (16918.710000 sec): 3 clusters Score: Raw -259533.944434 + Penalty 3724.358437 = -255809.585998 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 29 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16918.820000 sec): 2 clusters Score: Raw -119967.058912 + Penalty 1680.290791 = -118286.768122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16918.980000 sec): 3 clusters Score: Raw -119796.052946 + Penalty 3360.581581 = -116435.471365 nChanged 217 SP:Iteration 1F (16919.210000 sec): 3 clusters Score: Raw -120062.349253 + Penalty 3360.581581 = -116701.767672 nChanged 53 SP:Iteration 2F (16919.360000 sec): 3 clusters Score: Raw -120137.635514 + Penalty 3360.581581 = -116777.053933 nChanged 30 SP:Iteration 3Q (16919.500000 sec): 3 clusters Score: Raw -120189.040666 + Penalty 3360.581581 = -116828.459085 nChanged 13 SP:Iteration 4Q (16919.610000 sec): 3 clusters Score: Raw -120212.213395 + Penalty 3360.581581 = -116851.631814 nChanged 15 SP:Iteration 5Q (16919.710000 sec): 3 clusters Score: Raw -120233.792779 + Penalty 3360.581581 = -116873.211198 nChanged 9 SP:Iteration 6Q (16919.840000 sec): 3 clusters Score: Raw -120243.359963 + Penalty 3360.581581 = -116882.778382 nChanged 4 SP:Iteration 7Q (16919.990000 sec): 3 clusters Score: Raw -120246.619290 + Penalty 3360.581581 = -116886.037709 nChanged 6 SP:Iteration 8Q (16920.120000 sec): 3 clusters Score: Raw -120256.361573 + Penalty 3360.581581 = -116895.779992 nChanged 8 SP:Iteration 9Q (16920.280000 sec): 3 clusters Score: Raw -120263.453039 + Penalty 3360.581581 = -116902.871458 nChanged 3 SP:Iteration 10Q (16920.410000 sec): 3 clusters Score: Raw -120267.133164 + Penalty 3360.581581 = -116906.551583 nChanged 1 SP:Iteration 11Q (16920.570000 sec): 3 clusters Score: Raw -120269.672100 + Penalty 3360.581581 = -116909.090519 nChanged 3 SP:Iteration 12Q (16920.700000 sec): 3 clusters Score: Raw -120272.841990 + Penalty 3360.581581 = -116912.260408 nChanged 3 SP:Iteration 13Q (16920.860000 sec): 3 clusters Score: Raw -120278.472307 + Penalty 3360.581581 = -116917.890726 nChanged 2 SP:Iteration 14Q (16921.020000 sec): 3 clusters Score: Raw -120281.095157 + Penalty 3360.581581 = -116920.513576 nChanged 1 SP:Iteration 15Q (16921.220000 sec): 3 clusters Score: Raw -120281.796231 + Penalty 3360.581581 = -116921.214649 nChanged 0 SP:Iteration 16F (16921.390000 sec): 3 clusters Score: Raw -120281.796231 + Penalty 3360.581581 = -116921.214649 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 30 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16921.430000 sec): 2 clusters Score: Raw -9883.809898 + Penalty 1095.872471 = -8787.937427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16921.560000 sec): 3 clusters Score: Raw -10282.173425 + Penalty 2191.744941 = -8090.428483 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 31 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16921.650000 sec): 2 clusters Score: Raw -16570.724230 + Penalty 1225.527321 = -15345.196910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16921.790000 sec): 3 clusters Score: Raw -16904.637757 + Penalty 2451.054642 = -14453.583115 nChanged 5 SP:Iteration 1Q (16921.940000 sec): 3 clusters Score: Raw -16941.305430 + Penalty 2451.054642 = -14490.250788 nChanged 0 SP:Iteration 2F (16922.090000 sec): 3 clusters Score: Raw -16941.305430 + Penalty 2451.054642 = -14490.250788 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 32 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16922.170000 sec): 2 clusters Score: Raw -25203.866565 + Penalty 1328.433396 = -23875.433169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16922.320000 sec): 3 clusters Score: Raw -25489.749685 + Penalty 2656.866792 = -22832.882893 nChanged 35 SP:Iteration 1F (16922.480000 sec): 3 clusters Score: Raw -25660.927333 + Penalty 2656.866792 = -23004.060541 nChanged 9 SP:Iteration 2Q (16922.680000 sec): 3 clusters Score: Raw -25699.429797 + Penalty 2656.866792 = -23042.563005 nChanged 0 SP:Iteration 3F (16922.800000 sec): 3 clusters Score: Raw -25699.429797 + Penalty 2656.866792 = -23042.563005 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 33 (6283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16922.920000 sec): 2 clusters Score: Raw -899346.254832 + Penalty 2168.909507 = -897177.345325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16923.080000 sec): 3 clusters Score: Raw -896232.586877 + Penalty 4337.819015 = -891894.767862 nChanged 2510 SP:Iteration 1F (16923.230000 sec): 3 clusters Score: Raw -897558.974851 + Penalty 4337.819015 = -893221.155837 nChanged 455 SP:Iteration 2F (16923.430000 sec): 3 clusters Score: Raw -897774.679237 + Penalty 4337.819015 = -893436.860222 nChanged 251 SP:Iteration 3Q (16923.600000 sec): 3 clusters Score: Raw -897885.001923 + Penalty 4337.819015 = -893547.182908 nChanged 194 SP:Iteration 4Q (16923.810000 sec): 3 clusters Score: Raw -897966.527112 + Penalty 4337.819015 = -893628.708097 nChanged 152 SP:Iteration 5Q (16923.980000 sec): 3 clusters Score: Raw -898023.703450 + Penalty 4337.819015 = -893685.884435 nChanged 111 SP:Iteration 6Q (16924.140000 sec): 3 clusters Score: Raw -898067.363865 + Penalty 4337.819015 = -893729.544850 nChanged 102 SP:Iteration 7Q (16924.370000 sec): 3 clusters Score: Raw -898107.347939 + Penalty 4337.819015 = -893769.528924 nChanged 85 SP:Iteration 8Q (16924.610000 sec): 3 clusters Score: Raw -898135.359301 + Penalty 4337.819015 = -893797.540286 nChanged 73 SP:Iteration 9Q (16924.820000 sec): 3 clusters Score: Raw -898160.125167 + Penalty 4337.819015 = -893822.306153 nChanged 62 SP:Iteration 10Q (16925.020000 sec): 3 clusters Score: Raw -898178.295897 + Penalty 4337.819015 = -893840.476882 nChanged 54 SP:Iteration 11Q (16925.220000 sec): 3 clusters Score: Raw -898195.826155 + Penalty 4337.819015 = -893858.007140 nChanged 64 SP:Iteration 12Q (16925.420000 sec): 3 clusters Score: Raw -898214.767473 + Penalty 4337.819015 = -893876.948459 nChanged 65 SP:Iteration 13Q (16925.630000 sec): 3 clusters Score: Raw -898232.495519 + Penalty 4337.819015 = -893894.676505 nChanged 53 SP:Iteration 14Q (16925.860000 sec): 3 clusters Score: Raw -898247.684862 + Penalty 4337.819015 = -893909.865847 nChanged 42 SP:Iteration 15Q (16926.060000 sec): 3 clusters Score: Raw -898258.266635 + Penalty 4337.819015 = -893920.447621 nChanged 33 SP:Iteration 16Q (16926.320000 sec): 3 clusters Score: Raw -898268.787565 + Penalty 4337.819015 = -893930.968550 nChanged 37 SP:Iteration 17Q (16926.520000 sec): 3 clusters Score: Raw -898281.050280 + Penalty 4337.819015 = -893943.231265 nChanged 36 SP:Iteration 18Q (16926.700000 sec): 3 clusters Score: Raw -898293.274337 + Penalty 4337.819015 = -893955.455322 nChanged 43 SP:Iteration 19Q (16926.910000 sec): 3 clusters Score: Raw -898305.710827 + Penalty 4337.819015 = -893967.891812 nChanged 41 SP:Iteration 20F (16927.090000 sec): 3 clusters Score: Raw -898320.102357 + Penalty 4337.819015 = -893982.283342 nChanged 54 SP:Iteration 21Q (16927.240000 sec): 3 clusters Score: Raw -898339.572555 + Penalty 4337.819015 = -894001.753540 nChanged 52 SP:Iteration 22Q (16927.430000 sec): 3 clusters Score: Raw -898360.012862 + Penalty 4337.819015 = -894022.193847 nChanged 56 SP:Iteration 23Q (16927.670000 sec): 3 clusters Score: Raw -898379.852312 + Penalty 4337.819015 = -894042.033297 nChanged 52 SP:Iteration 24Q (16927.890000 sec): 3 clusters Score: Raw -898395.883170 + Penalty 4337.819015 = -894058.064155 nChanged 53 SP:Iteration 25Q (16928.060000 sec): 3 clusters Score: Raw -898414.010626 + Penalty 4337.819015 = -894076.191612 nChanged 66 SP:Iteration 26Q (16928.240000 sec): 3 clusters Score: Raw -898438.501898 + Penalty 4337.819015 = -894100.682883 nChanged 72 SP:Iteration 27Q (16928.430000 sec): 3 clusters Score: Raw -898462.921001 + Penalty 4337.819015 = -894125.101986 nChanged 70 SP:Iteration 28Q (16928.630000 sec): 3 clusters Score: Raw -898490.644549 + Penalty 4337.819015 = -894152.825534 nChanged 76 SP:Iteration 29Q (16928.820000 sec): 3 clusters Score: Raw -898522.007065 + Penalty 4337.819015 = -894184.188050 nChanged 89 SP:Iteration 30Q (16929.060000 sec): 3 clusters Score: Raw -898558.136114 + Penalty 4337.819015 = -894220.317099 nChanged 92 SP:Iteration 31Q (16929.260000 sec): 3 clusters Score: Raw -898597.218964 + Penalty 4337.819015 = -894259.399949 nChanged 97 SP:Iteration 32Q (16929.440000 sec): 3 clusters Score: Raw -898634.784211 + Penalty 4337.819015 = -894296.965197 nChanged 88 SP:Iteration 33Q (16929.610000 sec): 3 clusters Score: Raw -898674.440520 + Penalty 4337.819015 = -894336.621505 nChanged 92 SP:Iteration 34Q (16929.790000 sec): 3 clusters Score: Raw -898720.728667 + Penalty 4337.819015 = -894382.909652 nChanged 98 SP:Iteration 35Q (16930.000000 sec): 3 clusters Score: Raw -898761.403652 + Penalty 4337.819015 = -894423.584637 nChanged 99 SP:Iteration 36Q (16930.200000 sec): 3 clusters Score: Raw -898817.403499 + Penalty 4337.819015 = -894479.584484 nChanged 109 SP:Iteration 37Q (16930.380000 sec): 3 clusters Score: Raw -898877.377949 + Penalty 4337.819015 = -894539.558934 nChanged 91 SP:Iteration 38Q (16930.570000 sec): 3 clusters Score: Raw -898933.472613 + Penalty 4337.819015 = -894595.653599 nChanged 101 SP:Iteration 39Q (16930.720000 sec): 3 clusters Score: Raw -899000.559710 + Penalty 4337.819015 = -894662.740695 nChanged 102 SP:Iteration 40F (16930.950000 sec): 3 clusters Score: Raw -899065.679239 + Penalty 4337.819015 = -894727.860224 nChanged 95 SP:Iteration 41Q (16931.160000 sec): 3 clusters Score: Raw -899136.353749 + Penalty 4337.819015 = -894798.534734 nChanged 80 SP:Iteration 42Q (16931.340000 sec): 3 clusters Score: Raw -899192.021966 + Penalty 4337.819015 = -894854.202952 nChanged 71 SP:Iteration 43Q (16931.520000 sec): 3 clusters Score: Raw -899244.449091 + Penalty 4337.819015 = -894906.630076 nChanged 64 SP:Iteration 44Q (16931.690000 sec): 3 clusters Score: Raw -899294.425039 + Penalty 4337.819015 = -894956.606024 nChanged 60 SP:Iteration 45Q (16931.880000 sec): 3 clusters Score: Raw -899340.577525 + Penalty 4337.819015 = -895002.758510 nChanged 55 SP:Iteration 46Q (16932.070000 sec): 3 clusters Score: Raw -899389.401685 + Penalty 4337.819015 = -895051.582670 nChanged 49 SP:Iteration 47Q (16932.280000 sec): 3 clusters Score: Raw -899428.984807 + Penalty 4337.819015 = -895091.165792 nChanged 39 SP:Iteration 48Q (16932.490000 sec): 3 clusters Score: Raw -899459.770522 + Penalty 4337.819015 = -895121.951507 nChanged 39 SP:Iteration 49Q (16932.670000 sec): 3 clusters Score: Raw -899497.723119 + Penalty 4337.819015 = -895159.904104 nChanged 37 SP:Iteration 50Q (16932.830000 sec): 3 clusters Score: Raw -899530.475510 + Penalty 4337.819015 = -895192.656495 nChanged 20 SP:Iteration 51Q (16932.980000 sec): 3 clusters Score: Raw -899545.352602 + Penalty 4337.819015 = -895207.533588 nChanged 13 SP:Iteration 52Q (16933.170000 sec): 3 clusters Score: Raw -899555.333788 + Penalty 4337.819015 = -895217.514773 nChanged 12 SP:Iteration 53Q (16933.330000 sec): 3 clusters Score: Raw -899563.656436 + Penalty 4337.819015 = -895225.837421 nChanged 9 SP:Iteration 54Q (16933.540000 sec): 3 clusters Score: Raw -899573.399884 + Penalty 4337.819015 = -895235.580869 nChanged 13 SP:Iteration 55Q (16933.720000 sec): 3 clusters Score: Raw -899584.333504 + Penalty 4337.819015 = -895246.514489 nChanged 11 SP:Iteration 56Q (16933.960000 sec): 3 clusters Score: Raw -899597.442912 + Penalty 4337.819015 = -895259.623897 nChanged 12 SP:Iteration 57Q (16934.180000 sec): 3 clusters Score: Raw -899609.830428 + Penalty 4337.819015 = -895272.011414 nChanged 10 SP:Iteration 58Q (16934.340000 sec): 3 clusters Score: Raw -899616.916033 + Penalty 4337.819015 = -895279.097018 nChanged 4 SP:Iteration 59Q (16934.550000 sec): 3 clusters Score: Raw -899620.225534 + Penalty 4337.819015 = -895282.406519 nChanged 2 SP:Iteration 60F (16934.700000 sec): 3 clusters Score: Raw -899621.920294 + Penalty 4337.819015 = -895284.101279 nChanged 4 SP:Iteration 61Q (16934.850000 sec): 3 clusters Score: Raw -899625.873425 + Penalty 4337.819015 = -895288.054410 nChanged 4 SP:Iteration 62Q (16935.100000 sec): 3 clusters Score: Raw -899630.910689 + Penalty 4337.819015 = -895293.091675 nChanged 4 SP:Iteration 63Q (16935.240000 sec): 3 clusters Score: Raw -899633.372756 + Penalty 4337.819015 = -895295.553741 nChanged 2 SP:Iteration 64Q (16935.480000 sec): 3 clusters Score: Raw -899634.709779 + Penalty 4337.819015 = -895296.890764 nChanged 1 SP:Iteration 65Q (16935.650000 sec): 3 clusters Score: Raw -899635.337068 + Penalty 4337.819015 = -895297.518054 nChanged 1 SP:Iteration 66Q (16935.840000 sec): 3 clusters Score: Raw -899636.027929 + Penalty 4337.819015 = -895298.208914 nChanged 0 SP:Iteration 67F (16936.050000 sec): 3 clusters Score: Raw -899636.027929 + Penalty 4337.819015 = -895298.208914 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 34 (50908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16936.400000 sec): 2 clusters Score: Raw -7456530.116059 + Penalty 2687.768290 = -7453842.347770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16936.830000 sec): 3 clusters Score: Raw -7424881.782661 + Penalty 5375.536579 = -7419506.246082 nChanged 23421 SP:Iteration 1F (16937.310000 sec): 3 clusters Score: Raw -7438023.213668 + Penalty 5375.536579 = -7432647.677089 nChanged 2195 SP:Iteration 2Q (16937.840000 sec): 3 clusters Score: Raw -7438714.204335 + Penalty 5375.536579 = -7433338.667756 nChanged 2241 SP:Iteration 3Q (16938.340000 sec): 3 clusters Score: Raw -7439457.218662 + Penalty 5375.536579 = -7434081.682083 nChanged 2289 SP:Iteration 4Q (16938.820000 sec): 3 clusters Score: Raw -7440305.583039 + Penalty 5375.536579 = -7434930.046460 nChanged 2520 SP:Iteration 5Q (16939.270000 sec): 3 clusters Score: Raw -7441385.410899 + Penalty 5375.536579 = -7436009.874320 nChanged 2764 SP:Iteration 6F (16939.730000 sec): 3 clusters Score: Raw -7442728.114517 + Penalty 5375.536579 = -7437352.577938 nChanged 2913 SP:Iteration 7F (16940.160000 sec): 3 clusters Score: Raw -7444234.695772 + Penalty 5375.536579 = -7438859.159193 nChanged 2889 SP:Iteration 8F (16940.610000 sec): 3 clusters Score: Raw -7445735.597845 + Penalty 5375.536579 = -7440360.061266 nChanged 2662 SP:Iteration 9F (16941.040000 sec): 3 clusters Score: Raw -7447103.230443 + Penalty 5375.536579 = -7441727.693864 nChanged 2415 SP:Iteration 10Q (16941.570000 sec): 3 clusters Score: Raw -7448303.703389 + Penalty 5375.536579 = -7442928.166810 nChanged 2108 SP:Iteration 11Q (16942.080000 sec): 3 clusters Score: Raw -7449323.155462 + Penalty 5375.536579 = -7443947.618883 nChanged 1851 SP:Iteration 12Q (16942.590000 sec): 3 clusters Score: Raw -7450272.021500 + Penalty 5375.536579 = -7444896.484921 nChanged 1751 SP:Iteration 13Q (16943.030000 sec): 3 clusters Score: Raw -7451232.368968 + Penalty 5375.536579 = -7445856.832389 nChanged 1648 SP:Iteration 14Q (16943.510000 sec): 3 clusters Score: Raw -7452216.613523 + Penalty 5375.536579 = -7446841.076944 nChanged 1525 SP:Iteration 15Q (16943.940000 sec): 3 clusters Score: Raw -7453198.317207 + Penalty 5375.536579 = -7447822.780628 nChanged 1367 SP:Iteration 16Q (16944.490000 sec): 3 clusters Score: Raw -7454134.898302 + Penalty 5375.536579 = -7448759.361723 nChanged 1106 SP:Iteration 17Q (16944.960000 sec): 3 clusters Score: Raw -7454957.811104 + Penalty 5375.536579 = -7449582.274525 nChanged 850 SP:Iteration 18Q (16945.400000 sec): 3 clusters Score: Raw -7455624.096765 + Penalty 5375.536579 = -7450248.560186 nChanged 604 SP:Iteration 19Q (16945.840000 sec): 3 clusters Score: Raw -7456120.175935 + Penalty 5375.536579 = -7450744.639356 nChanged 358 SP:Iteration 20F (16946.310000 sec): 3 clusters Score: Raw -7456416.413801 + Penalty 5375.536579 = -7451040.877222 nChanged 207 SP:Iteration 21Q (16946.780000 sec): 3 clusters Score: Raw -7456591.190001 + Penalty 5375.536579 = -7451215.653422 nChanged 131 SP:Iteration 22Q (16947.170000 sec): 3 clusters Score: Raw -7456707.170525 + Penalty 5375.536579 = -7451331.633946 nChanged 77 SP:Iteration 23Q (16947.610000 sec): 3 clusters Score: Raw -7456783.932197 + Penalty 5375.536579 = -7451408.395617 nChanged 50 SP:Iteration 24Q (16948.050000 sec): 3 clusters Score: Raw -7456827.629578 + Penalty 5375.536579 = -7451452.092999 nChanged 28 SP:Iteration 25Q (16948.510000 sec): 3 clusters Score: Raw -7456849.664943 + Penalty 5375.536579 = -7451474.128364 nChanged 19 SP:Iteration 26Q (16948.950000 sec): 3 clusters Score: Raw -7456866.684291 + Penalty 5375.536579 = -7451491.147712 nChanged 15 SP:Iteration 27Q (16949.420000 sec): 3 clusters Score: Raw -7456881.105722 + Penalty 5375.536579 = -7451505.569143 nChanged 14 SP:Iteration 28Q (16949.900000 sec): 3 clusters Score: Raw -7456893.649579 + Penalty 5375.536579 = -7451518.113000 nChanged 14 SP:Iteration 29Q (16950.360000 sec): 3 clusters Score: Raw -7456909.287446 + Penalty 5375.536579 = -7451533.750867 nChanged 8 SP:Iteration 30Q (16950.860000 sec): 3 clusters Score: Raw -7456916.432395 + Penalty 5375.536579 = -7451540.895816 nChanged 7 SP:Iteration 31Q (16951.310000 sec): 3 clusters Score: Raw -7456921.765783 + Penalty 5375.536579 = -7451546.229204 nChanged 6 SP:Iteration 32Q (16951.770000 sec): 3 clusters Score: Raw -7456927.278669 + Penalty 5375.536579 = -7451551.742090 nChanged 6 SP:Iteration 33Q (16952.280000 sec): 3 clusters Score: Raw -7456931.587455 + Penalty 5375.536579 = -7451556.050876 nChanged 3 SP:Iteration 34Q (16952.740000 sec): 3 clusters Score: Raw -7456933.980257 + Penalty 5375.536579 = -7451558.443678 nChanged 3 SP:Iteration 35Q (16953.240000 sec): 3 clusters Score: Raw -7456935.993620 + Penalty 5375.536579 = -7451560.457041 nChanged 0 SP:Iteration 36F (16953.690000 sec): 3 clusters Score: Raw -7456935.993620 + Penalty 5375.536579 = -7451560.457041 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 35 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16953.800000 sec): 2 clusters Score: Raw -59167.500416 + Penalty 1498.572943 = -57668.927473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16954.000000 sec): 3 clusters Score: Raw -59233.721227 + Penalty 2997.145886 = -56236.575341 nChanged 62 SP:Iteration 1F (16954.180000 sec): 3 clusters Score: Raw -59369.461334 + Penalty 2997.145886 = -56372.315449 nChanged 9 SP:Iteration 2Q (16954.310000 sec): 3 clusters Score: Raw -59392.217705 + Penalty 2997.145886 = -56395.071820 nChanged 6 SP:Iteration 3Q (16954.450000 sec): 3 clusters Score: Raw -59411.438366 + Penalty 2997.145886 = -56414.292480 nChanged 5 SP:Iteration 4Q (16954.600000 sec): 3 clusters Score: Raw -59424.162080 + Penalty 2997.145886 = -56427.016194 nChanged 2 SP:Iteration 5Q (16954.740000 sec): 3 clusters Score: Raw -59431.198665 + Penalty 2997.145886 = -56434.052779 nChanged 2 SP:Iteration 6Q (16954.950000 sec): 3 clusters Score: Raw -59439.564240 + Penalty 2997.145886 = -56442.418354 nChanged 2 SP:Iteration 7Q (16955.140000 sec): 3 clusters Score: Raw -59443.632047 + Penalty 2997.145886 = -56446.486162 nChanged 1 SP:Iteration 8Q (16955.300000 sec): 3 clusters Score: Raw -59446.026441 + Penalty 2997.145886 = -56448.880556 nChanged 1 SP:Iteration 9Q (16955.460000 sec): 3 clusters Score: Raw -59448.295653 + Penalty 2997.145886 = -56451.149767 nChanged 0 SP:Iteration 10F (16955.640000 sec): 3 clusters Score: Raw -59448.295653 + Penalty 2997.145886 = -56451.149767 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 36 (127323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16956.370000 sec): 2 clusters Score: Raw -18746478.595256 + Penalty 2915.111646 = -18743563.483610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16957.280000 sec): 3 clusters Score: Raw -18664375.908500 + Penalty 5830.223292 = -18658545.685208 nChanged 60638 SP:Iteration 1F (16958.150000 sec): 3 clusters Score: Raw -18698760.808009 + Penalty 5830.223292 = -18692930.584716 nChanged 3981 SP:Iteration 2Q (16959.060000 sec): 3 clusters Score: Raw -18699750.165545 + Penalty 5830.223292 = -18693919.942253 nChanged 4434 SP:Iteration 3Q (16960.010000 sec): 3 clusters Score: Raw -18701124.006935 + Penalty 5830.223292 = -18695293.783643 nChanged 5179 SP:Iteration 4Q (16960.910000 sec): 3 clusters Score: Raw -18703066.586130 + Penalty 5830.223292 = -18697236.362838 nChanged 6086 SP:Iteration 5Q (16961.790000 sec): 3 clusters Score: Raw -18705788.948209 + Penalty 5830.223292 = -18699958.724917 nChanged 7199 SP:Iteration 6F (16962.540000 sec): 3 clusters Score: Raw -18709464.878516 + Penalty 5830.223292 = -18703634.655224 nChanged 7954 SP:Iteration 7F (16963.270000 sec): 3 clusters Score: Raw -18714202.041743 + Penalty 5830.223292 = -18708371.818451 nChanged 8348 SP:Iteration 8F (16964.050000 sec): 3 clusters Score: Raw -18720250.767063 + Penalty 5830.223292 = -18714420.543771 nChanged 7877 SP:Iteration 9F (16964.870000 sec): 3 clusters Score: Raw -18727242.246212 + Penalty 5830.223292 = -18721412.022920 nChanged 6452 SP:Iteration 10F (16965.870000 sec): 3 clusters Score: Raw -18733249.612811 + Penalty 5830.223292 = -18727419.389519 nChanged 4656 SP:Iteration 11Q (16966.770000 sec): 3 clusters Score: Raw -18736654.551329 + Penalty 5830.223292 = -18730824.328037 nChanged 3024 SP:Iteration 12Q (16967.750000 sec): 3 clusters Score: Raw -18738460.475713 + Penalty 5830.223292 = -18732630.252421 nChanged 2288 SP:Iteration 13Q (16968.690000 sec): 3 clusters Score: Raw -18739737.688282 + Penalty 5830.223292 = -18733907.464990 nChanged 1959 SP:Iteration 14Q (16969.650000 sec): 3 clusters Score: Raw -18740722.719299 + Penalty 5830.223292 = -18734892.496007 nChanged 1727 SP:Iteration 15Q (16970.560000 sec): 3 clusters Score: Raw -18741494.995524 + Penalty 5830.223292 = -18735664.772232 nChanged 1497 SP:Iteration 16Q (16971.440000 sec): 3 clusters Score: Raw -18742068.767331 + Penalty 5830.223292 = -18736238.544039 nChanged 1344 SP:Iteration 17Q (16972.330000 sec): 3 clusters Score: Raw -18742526.681755 + Penalty 5830.223292 = -18736696.458463 nChanged 1175 SP:Iteration 18Q (16973.140000 sec): 3 clusters Score: Raw -18742893.018890 + Penalty 5830.223292 = -18737062.795598 nChanged 1085 SP:Iteration 19Q (16973.970000 sec): 3 clusters Score: Raw -18743223.376426 + Penalty 5830.223292 = -18737393.153134 nChanged 1031 SP:Iteration 20F (16974.840000 sec): 3 clusters Score: Raw -18743526.874975 + Penalty 5830.223292 = -18737696.651683 nChanged 1012 SP:Iteration 21Q (16975.660000 sec): 3 clusters Score: Raw -18743829.748509 + Penalty 5830.223292 = -18737999.525217 nChanged 913 SP:Iteration 22Q (16976.410000 sec): 3 clusters Score: Raw -18744089.238247 + Penalty 5830.223292 = -18738259.014955 nChanged 863 SP:Iteration 23Q (16977.200000 sec): 3 clusters Score: Raw -18744341.062940 + Penalty 5830.223292 = -18738510.839648 nChanged 842 SP:Iteration 24Q (16977.960000 sec): 3 clusters Score: Raw -18744584.279616 + Penalty 5830.223292 = -18738754.056323 nChanged 791 SP:Iteration 25Q (16978.680000 sec): 3 clusters Score: Raw -18744814.871284 + Penalty 5830.223292 = -18738984.647991 nChanged 772 SP:Iteration 26Q (16979.450000 sec): 3 clusters Score: Raw -18745037.347638 + Penalty 5830.223292 = -18739207.124346 nChanged 694 SP:Iteration 27Q (16980.270000 sec): 3 clusters Score: Raw -18745236.497605 + Penalty 5830.223292 = -18739406.274313 nChanged 670 SP:Iteration 28Q (16981.130000 sec): 3 clusters Score: Raw -18745436.637335 + Penalty 5830.223292 = -18739606.414043 nChanged 664 SP:Iteration 29Q (16982.020000 sec): 3 clusters Score: Raw -18745642.209870 + Penalty 5830.223292 = -18739811.986578 nChanged 596 SP:Iteration 30Q (16982.880000 sec): 3 clusters Score: Raw -18745827.594622 + Penalty 5830.223292 = -18739997.371330 nChanged 561 SP:Iteration 31Q (16983.620000 sec): 3 clusters Score: Raw -18746002.812691 + Penalty 5830.223292 = -18740172.589398 nChanged 516 SP:Iteration 32Q (16984.380000 sec): 3 clusters Score: Raw -18746165.954770 + Penalty 5830.223292 = -18740335.731478 nChanged 453 SP:Iteration 33Q (16985.280000 sec): 3 clusters Score: Raw -18746299.860551 + Penalty 5830.223292 = -18740469.637259 nChanged 395 SP:Iteration 34Q (16986.080000 sec): 3 clusters Score: Raw -18746418.277230 + Penalty 5830.223292 = -18740588.053938 nChanged 354 SP:Iteration 35Q (16986.840000 sec): 3 clusters Score: Raw -18746518.423868 + Penalty 5830.223292 = -18740688.200576 nChanged 319 SP:Iteration 36Q (16987.650000 sec): 3 clusters Score: Raw -18746610.980617 + Penalty 5830.223292 = -18740780.757325 nChanged 277 SP:Iteration 37Q (16988.460000 sec): 3 clusters Score: Raw -18746685.125408 + Penalty 5830.223292 = -18740854.902115 nChanged 254 SP:Iteration 38Q (16989.220000 sec): 3 clusters Score: Raw -18746751.796288 + Penalty 5830.223292 = -18740921.572996 nChanged 225 SP:Iteration 39Q (16990.030000 sec): 3 clusters Score: Raw -18746815.121803 + Penalty 5830.223292 = -18740984.898510 nChanged 222 SP:Iteration 40F (16990.900000 sec): 3 clusters Score: Raw -18746876.626586 + Penalty 5830.223292 = -18741046.403294 nChanged 181 SP:Iteration 41Q (16991.720000 sec): 3 clusters Score: Raw -18746920.298611 + Penalty 5830.223292 = -18741090.075319 nChanged 164 SP:Iteration 42Q (16992.520000 sec): 3 clusters Score: Raw -18746963.087127 + Penalty 5830.223292 = -18741132.863834 nChanged 157 SP:Iteration 43Q (16993.290000 sec): 3 clusters Score: Raw -18747004.359963 + Penalty 5830.223292 = -18741174.136671 nChanged 137 SP:Iteration 44Q (16994.040000 sec): 3 clusters Score: Raw -18747038.283020 + Penalty 5830.223292 = -18741208.059728 nChanged 116 SP:Iteration 45Q (16994.740000 sec): 3 clusters Score: Raw -18747064.950222 + Penalty 5830.223292 = -18741234.726930 nChanged 92 SP:Iteration 46Q (16995.430000 sec): 3 clusters Score: Raw -18747086.842428 + Penalty 5830.223292 = -18741256.619136 nChanged 93 SP:Iteration 47Q (16996.210000 sec): 3 clusters Score: Raw -18747107.134544 + Penalty 5830.223292 = -18741276.911252 nChanged 86 SP:Iteration 48Q (16997.190000 sec): 3 clusters Score: Raw -18747130.375883 + Penalty 5830.223292 = -18741300.152591 nChanged 87 SP:Iteration 49Q (16998.010000 sec): 3 clusters Score: Raw -18747153.391672 + Penalty 5830.223292 = -18741323.168380 nChanged 80 SP:Iteration 50Q (16998.770000 sec): 3 clusters Score: Raw -18747174.280592 + Penalty 5830.223292 = -18741344.057300 nChanged 69 SP:Iteration 51Q (16999.690000 sec): 3 clusters Score: Raw -18747192.992310 + Penalty 5830.223292 = -18741362.769018 nChanged 70 SP:Iteration 52Q (17000.430000 sec): 3 clusters Score: Raw -18747213.213313 + Penalty 5830.223292 = -18741382.990020 nChanged 66 SP:Iteration 53Q (17001.190000 sec): 3 clusters Score: Raw -18747229.860267 + Penalty 5830.223292 = -18741399.636975 nChanged 56 SP:Iteration 54Q (17001.970000 sec): 3 clusters Score: Raw -18747242.512279 + Penalty 5830.223292 = -18741412.288987 nChanged 39 SP:Iteration 55Q (17002.690000 sec): 3 clusters Score: Raw -18747252.326355 + Penalty 5830.223292 = -18741422.103063 nChanged 37 SP:Iteration 56Q (17003.420000 sec): 3 clusters Score: Raw -18747262.246857 + Penalty 5830.223292 = -18741432.023565 nChanged 42 SP:Iteration 57Q (17004.150000 sec): 3 clusters Score: Raw -18747274.315043 + Penalty 5830.223292 = -18741444.091751 nChanged 35 SP:Iteration 58Q (17004.900000 sec): 3 clusters Score: Raw -18747283.487417 + Penalty 5830.223292 = -18741453.264125 nChanged 24 SP:Iteration 59Q (17005.620000 sec): 3 clusters Score: Raw -18747289.262627 + Penalty 5830.223292 = -18741459.039335 nChanged 23 SP:Iteration 60F (17006.490000 sec): 3 clusters Score: Raw -18747294.121725 + Penalty 5830.223292 = -18741463.898433 nChanged 26 SP:Iteration 61Q (17007.310000 sec): 3 clusters Score: Raw -18747300.670205 + Penalty 5830.223292 = -18741470.446913 nChanged 19 SP:Iteration 62Q (17008.090000 sec): 3 clusters Score: Raw -18747304.777249 + Penalty 5830.223292 = -18741474.553957 nChanged 21 SP:Iteration 63Q (17008.920000 sec): 3 clusters Score: Raw -18747308.690687 + Penalty 5830.223292 = -18741478.467395 nChanged 19 SP:Iteration 64Q (17009.730000 sec): 3 clusters Score: Raw -18747311.976992 + Penalty 5830.223292 = -18741481.753700 nChanged 14 SP:Iteration 65Q (17010.430000 sec): 3 clusters Score: Raw -18747315.700694 + Penalty 5830.223292 = -18741485.477402 nChanged 8 SP:Iteration 66Q (17011.140000 sec): 3 clusters Score: Raw -18747317.527328 + Penalty 5830.223292 = -18741487.304036 nChanged 10 SP:Iteration 67Q (17011.890000 sec): 3 clusters Score: Raw -18747319.814802 + Penalty 5830.223292 = -18741489.591510 nChanged 13 SP:Iteration 68Q (17012.650000 sec): 3 clusters Score: Raw -18747323.339267 + Penalty 5830.223292 = -18741493.115975 nChanged 13 SP:Iteration 69Q (17013.470000 sec): 3 clusters Score: Raw -18747326.409552 + Penalty 5830.223292 = -18741496.186260 nChanged 12 SP:Iteration 70Q (17014.300000 sec): 3 clusters Score: Raw -18747328.825915 + Penalty 5830.223292 = -18741498.602623 nChanged 17 SP:Iteration 71Q (17015.010000 sec): 3 clusters Score: Raw -18747332.031141 + Penalty 5830.223292 = -18741501.807849 nChanged 20 SP:Iteration 72Q (17015.880000 sec): 3 clusters Score: Raw -18747337.171070 + Penalty 5830.223292 = -18741506.947778 nChanged 22 SP:Iteration 73Q (17016.650000 sec): 3 clusters Score: Raw -18747342.843127 + Penalty 5830.223292 = -18741512.619834 nChanged 15 SP:Iteration 74Q (17017.370000 sec): 3 clusters Score: Raw -18747346.224112 + Penalty 5830.223292 = -18741516.000820 nChanged 9 SP:Iteration 75Q (17018.070000 sec): 3 clusters Score: Raw -18747347.450016 + Penalty 5830.223292 = -18741517.226723 nChanged 5 SP:Iteration 76Q (17018.900000 sec): 3 clusters Score: Raw -18747348.269908 + Penalty 5830.223292 = -18741518.046616 nChanged 7 SP:Iteration 77Q (17019.560000 sec): 3 clusters Score: Raw -18747349.635603 + Penalty 5830.223292 = -18741519.412311 nChanged 6 SP:Iteration 78Q (17020.320000 sec): 3 clusters Score: Raw -18747350.812089 + Penalty 5830.223292 = -18741520.588797 nChanged 9 SP:Iteration 79Q (17021.120000 sec): 3 clusters Score: Raw -18747352.770530 + Penalty 5830.223292 = -18741522.547238 nChanged 10 SP:Iteration 80F (17022.000000 sec): 3 clusters Score: Raw -18747354.342284 + Penalty 5830.223292 = -18741524.118992 nChanged 10 SP:Iteration 81Q (17022.830000 sec): 3 clusters Score: Raw -18747355.979090 + Penalty 5830.223292 = -18741525.755798 nChanged 5 SP:Iteration 82Q (17023.590000 sec): 3 clusters Score: Raw -18747356.558394 + Penalty 5830.223292 = -18741526.335102 nChanged 1 SP:Iteration 83Q (17024.440000 sec): 3 clusters Score: Raw -18747356.664191 + Penalty 5830.223292 = -18741526.440899 nChanged 2 SP:Iteration 84Q (17025.120000 sec): 3 clusters Score: Raw -18747357.197506 + Penalty 5830.223292 = -18741526.974214 nChanged 4 SP:Iteration 85Q (17025.780000 sec): 3 clusters Score: Raw -18747357.816297 + Penalty 5830.223292 = -18741527.593005 nChanged 3 SP:Iteration 86Q (17026.500000 sec): 3 clusters Score: Raw -18747358.514407 + Penalty 5830.223292 = -18741528.291115 nChanged 4 SP:Iteration 87Q (17027.210000 sec): 3 clusters Score: Raw -18747359.124004 + Penalty 5830.223292 = -18741528.900712 nChanged 3 SP:Iteration 88Q (17028.100000 sec): 3 clusters Score: Raw -18747359.765314 + Penalty 5830.223292 = -18741529.542022 nChanged 2 SP:Iteration 89Q (17028.750000 sec): 3 clusters Score: Raw -18747360.180034 + Penalty 5830.223292 = -18741529.956742 nChanged 4 SP:Iteration 90Q (17029.670000 sec): 3 clusters Score: Raw -18747360.901278 + Penalty 5830.223292 = -18741530.677986 nChanged 4 SP:Iteration 91Q (17030.500000 sec): 3 clusters Score: Raw -18747361.581986 + Penalty 5830.223292 = -18741531.358693 nChanged 4 SP:Iteration 92Q (17031.220000 sec): 3 clusters Score: Raw -18747362.810565 + Penalty 5830.223292 = -18741532.587272 nChanged 5 SP:Iteration 93Q (17031.960000 sec): 3 clusters Score: Raw -18747364.126723 + Penalty 5830.223292 = -18741533.903431 nChanged 5 SP:Iteration 94Q (17032.730000 sec): 3 clusters Score: Raw -18747364.909670 + Penalty 5830.223292 = -18741534.686378 nChanged 2 SP:Iteration 95Q (17033.420000 sec): 3 clusters Score: Raw -18747365.323815 + Penalty 5830.223292 = -18741535.100522 nChanged 2 SP:Iteration 96Q (17034.190000 sec): 3 clusters Score: Raw -18747365.638651 + Penalty 5830.223292 = -18741535.415358 nChanged 2 SP:Iteration 97Q (17035.120000 sec): 3 clusters Score: Raw -18747366.004120 + Penalty 5830.223292 = -18741535.780828 nChanged 2 SP:Iteration 98Q (17035.960000 sec): 3 clusters Score: Raw -18747366.396244 + Penalty 5830.223292 = -18741536.172952 nChanged 1 SP:Iteration 99Q (17036.740000 sec): 3 clusters Score: Raw -18747366.511270 + Penalty 5830.223292 = -18741536.287978 nChanged 0 SP:Iteration 100F (17037.640000 sec): 3 clusters Score: Raw -18747366.511270 + Penalty 5830.223292 = -18741536.287978 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 37 (2721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17037.750000 sec): 2 clusters Score: Raw -392535.775544 + Penalty 1961.371175 = -390574.404368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17038.000000 sec): 3 clusters Score: Raw -391379.955434 + Penalty 3922.742350 = -387457.213083 nChanged 934 SP:Iteration 1F (17038.180000 sec): 3 clusters Score: Raw -392002.453303 + Penalty 3922.742350 = -388079.710952 nChanged 200 SP:Iteration 2F (17038.390000 sec): 3 clusters Score: Raw -392157.125266 + Penalty 3922.742350 = -388234.382916 nChanged 133 SP:Iteration 3Q (17038.580000 sec): 3 clusters Score: Raw -392265.260129 + Penalty 3922.742350 = -388342.517779 nChanged 95 SP:Iteration 4Q (17038.730000 sec): 3 clusters Score: Raw -392339.319595 + Penalty 3922.742350 = -388416.577245 nChanged 87 SP:Iteration 5Q (17038.980000 sec): 3 clusters Score: Raw -392399.585864 + Penalty 3922.742350 = -388476.843514 nChanged 55 SP:Iteration 6Q (17039.160000 sec): 3 clusters Score: Raw -392438.203766 + Penalty 3922.742350 = -388515.461416 nChanged 51 SP:Iteration 7Q (17039.370000 sec): 3 clusters Score: Raw -392471.072169 + Penalty 3922.742350 = -388548.329818 nChanged 39 SP:Iteration 8Q (17039.530000 sec): 3 clusters Score: Raw -392498.150585 + Penalty 3922.742350 = -388575.408235 nChanged 34 SP:Iteration 9Q (17039.730000 sec): 3 clusters Score: Raw -392519.134089 + Penalty 3922.742350 = -388596.391738 nChanged 26 SP:Iteration 10Q (17039.920000 sec): 3 clusters Score: Raw -392533.231066 + Penalty 3922.742350 = -388610.488716 nChanged 28 SP:Iteration 11Q (17040.080000 sec): 3 clusters Score: Raw -392545.112267 + Penalty 3922.742350 = -388622.369916 nChanged 14 SP:Iteration 12Q (17040.300000 sec): 3 clusters Score: Raw -392552.441734 + Penalty 3922.742350 = -388629.699383 nChanged 12 SP:Iteration 13Q (17040.480000 sec): 3 clusters Score: Raw -392559.186951 + Penalty 3922.742350 = -388636.444601 nChanged 14 SP:Iteration 14Q (17040.650000 sec): 3 clusters Score: Raw -392566.251813 + Penalty 3922.742350 = -388643.509463 nChanged 11 SP:Iteration 15Q (17040.830000 sec): 3 clusters Score: Raw -392574.225093 + Penalty 3922.742350 = -388651.482743 nChanged 11 SP:Iteration 16Q (17041.020000 sec): 3 clusters Score: Raw -392580.156727 + Penalty 3922.742350 = -388657.414377 nChanged 12 SP:Iteration 17Q (17041.210000 sec): 3 clusters Score: Raw -392588.286681 + Penalty 3922.742350 = -388665.544330 nChanged 16 SP:Iteration 18Q (17041.350000 sec): 3 clusters Score: Raw -392597.401491 + Penalty 3922.742350 = -388674.659140 nChanged 10 SP:Iteration 19Q (17041.510000 sec): 3 clusters Score: Raw -392604.544612 + Penalty 3922.742350 = -388681.802262 nChanged 16 SP:Iteration 20F (17041.660000 sec): 3 clusters Score: Raw -392610.808821 + Penalty 3922.742350 = -388688.066470 nChanged 9 SP:Iteration 21Q (17041.880000 sec): 3 clusters Score: Raw -392614.362580 + Penalty 3922.742350 = -388691.620229 nChanged 9 SP:Iteration 22Q (17042.070000 sec): 3 clusters Score: Raw -392618.728765 + Penalty 3922.742350 = -388695.986415 nChanged 5 SP:Iteration 23Q (17042.290000 sec): 3 clusters Score: Raw -392620.248898 + Penalty 3922.742350 = -388697.506547 nChanged 2 SP:Iteration 24Q (17042.460000 sec): 3 clusters Score: Raw -392621.193694 + Penalty 3922.742350 = -388698.451343 nChanged 2 SP:Iteration 25Q (17042.670000 sec): 3 clusters Score: Raw -392621.819011 + Penalty 3922.742350 = -388699.076661 nChanged 1 SP:Iteration 26Q (17042.860000 sec): 3 clusters Score: Raw -392622.165361 + Penalty 3922.742350 = -388699.423010 nChanged 0 SP:Iteration 27F (17043.060000 sec): 3 clusters Score: Raw -392622.165361 + Penalty 3922.742350 = -388699.423010 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 38 (7841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17043.220000 sec): 2 clusters Score: Raw -1198894.542483 + Penalty 2223.846171 = -1196670.696312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17043.460000 sec): 3 clusters Score: Raw -1194696.716378 + Penalty 4447.692341 = -1190249.024036 nChanged 3197 SP:Iteration 1F (17043.610000 sec): 3 clusters Score: Raw -1196427.509087 + Penalty 4447.692341 = -1191979.816745 nChanged 544 SP:Iteration 2F (17043.830000 sec): 3 clusters Score: Raw -1196687.424372 + Penalty 4447.692341 = -1192239.732031 nChanged 408 SP:Iteration 3F (17044.100000 sec): 3 clusters Score: Raw -1196874.083003 + Penalty 4447.692341 = -1192426.390661 nChanged 285 SP:Iteration 4Q (17044.290000 sec): 3 clusters Score: Raw -1197004.074458 + Penalty 4447.692341 = -1192556.382117 nChanged 248 SP:Iteration 5Q (17044.520000 sec): 3 clusters Score: Raw -1197117.431787 + Penalty 4447.692341 = -1192669.739446 nChanged 227 SP:Iteration 6Q (17044.800000 sec): 3 clusters Score: Raw -1197223.994326 + Penalty 4447.692341 = -1192776.301984 nChanged 209 SP:Iteration 7Q (17045.050000 sec): 3 clusters Score: Raw -1197312.572737 + Penalty 4447.692341 = -1192864.880396 nChanged 189 SP:Iteration 8Q (17045.280000 sec): 3 clusters Score: Raw -1197393.650359 + Penalty 4447.692341 = -1192945.958017 nChanged 185 SP:Iteration 9Q (17045.500000 sec): 3 clusters Score: Raw -1197481.333492 + Penalty 4447.692341 = -1193033.641150 nChanged 194 SP:Iteration 10Q (17045.720000 sec): 3 clusters Score: Raw -1197578.791257 + Penalty 4447.692341 = -1193131.098915 nChanged 188 SP:Iteration 11Q (17045.940000 sec): 3 clusters Score: Raw -1197682.765627 + Penalty 4447.692341 = -1193235.073285 nChanged 208 SP:Iteration 12Q (17046.180000 sec): 3 clusters Score: Raw -1197799.037396 + Penalty 4447.692341 = -1193351.345054 nChanged 200 SP:Iteration 13Q (17046.380000 sec): 3 clusters Score: Raw -1197912.439545 + Penalty 4447.692341 = -1193464.747204 nChanged 207 SP:Iteration 14Q (17046.620000 sec): 3 clusters Score: Raw -1198041.357723 + Penalty 4447.692341 = -1193593.665382 nChanged 210 SP:Iteration 15Q (17046.860000 sec): 3 clusters Score: Raw -1198174.781859 + Penalty 4447.692341 = -1193727.089517 nChanged 207 SP:Iteration 16Q (17047.120000 sec): 3 clusters Score: Raw -1198308.854483 + Penalty 4447.692341 = -1193861.162142 nChanged 189 SP:Iteration 17Q (17047.280000 sec): 3 clusters Score: Raw -1198442.370657 + Penalty 4447.692341 = -1193994.678316 nChanged 176 SP:Iteration 18Q (17047.490000 sec): 3 clusters Score: Raw -1198573.208389 + Penalty 4447.692341 = -1194125.516048 nChanged 143 SP:Iteration 19Q (17047.690000 sec): 3 clusters Score: Raw -1198672.345185 + Penalty 4447.692341 = -1194224.652844 nChanged 110 SP:Iteration 20F (17047.930000 sec): 3 clusters Score: Raw -1198740.999678 + Penalty 4447.692341 = -1194293.307337 nChanged 95 SP:Iteration 21Q (17048.140000 sec): 3 clusters Score: Raw -1198802.040091 + Penalty 4447.692341 = -1194354.347749 nChanged 76 SP:Iteration 22Q (17048.300000 sec): 3 clusters Score: Raw -1198854.396847 + Penalty 4447.692341 = -1194406.704505 nChanged 70 SP:Iteration 23Q (17048.560000 sec): 3 clusters Score: Raw -1198902.358126 + Penalty 4447.692341 = -1194454.665784 nChanged 53 SP:Iteration 24Q (17048.720000 sec): 3 clusters Score: Raw -1198938.312842 + Penalty 4447.692341 = -1194490.620500 nChanged 45 SP:Iteration 25Q (17048.930000 sec): 3 clusters Score: Raw -1198970.223654 + Penalty 4447.692341 = -1194522.531312 nChanged 37 SP:Iteration 26Q (17049.110000 sec): 3 clusters Score: Raw -1198997.435706 + Penalty 4447.692341 = -1194549.743364 nChanged 31 SP:Iteration 27Q (17049.330000 sec): 3 clusters Score: Raw -1199021.186294 + Penalty 4447.692341 = -1194573.493953 nChanged 23 SP:Iteration 28Q (17049.480000 sec): 3 clusters Score: Raw -1199036.336011 + Penalty 4447.692341 = -1194588.643670 nChanged 20 SP:Iteration 29Q (17049.740000 sec): 3 clusters Score: Raw -1199052.906149 + Penalty 4447.692341 = -1194605.213807 nChanged 20 SP:Iteration 30Q (17049.900000 sec): 3 clusters Score: Raw -1199066.563388 + Penalty 4447.692341 = -1194618.871047 nChanged 18 SP:Iteration 31Q (17050.110000 sec): 3 clusters Score: Raw -1199080.351772 + Penalty 4447.692341 = -1194632.659431 nChanged 22 SP:Iteration 32Q (17050.340000 sec): 3 clusters Score: Raw -1199099.882707 + Penalty 4447.692341 = -1194652.190366 nChanged 19 SP:Iteration 33Q (17050.540000 sec): 3 clusters Score: Raw -1199116.186952 + Penalty 4447.692341 = -1194668.494611 nChanged 14 SP:Iteration 34Q (17050.780000 sec): 3 clusters Score: Raw -1199125.356088 + Penalty 4447.692341 = -1194677.663747 nChanged 12 SP:Iteration 35Q (17051.010000 sec): 3 clusters Score: Raw -1199133.841844 + Penalty 4447.692341 = -1194686.149503 nChanged 12 SP:Iteration 36Q (17051.250000 sec): 3 clusters Score: Raw -1199144.090018 + Penalty 4447.692341 = -1194696.397676 nChanged 11 SP:Iteration 37Q (17051.440000 sec): 3 clusters Score: Raw -1199152.061987 + Penalty 4447.692341 = -1194704.369645 nChanged 8 SP:Iteration 38Q (17051.690000 sec): 3 clusters Score: Raw -1199158.976019 + Penalty 4447.692341 = -1194711.283678 nChanged 9 SP:Iteration 39Q (17051.940000 sec): 3 clusters Score: Raw -1199167.588599 + Penalty 4447.692341 = -1194719.896257 nChanged 9 SP:Iteration 40F (17052.170000 sec): 3 clusters Score: Raw -1199176.728526 + Penalty 4447.692341 = -1194729.036185 nChanged 10 SP:Iteration 41Q (17052.340000 sec): 3 clusters Score: Raw -1199182.930786 + Penalty 4447.692341 = -1194735.238445 nChanged 2 SP:Iteration 42Q (17052.590000 sec): 3 clusters Score: Raw -1199184.743901 + Penalty 4447.692341 = -1194737.051559 nChanged 1 SP:Iteration 43Q (17052.790000 sec): 3 clusters Score: Raw -1199185.467625 + Penalty 4447.692341 = -1194737.775283 nChanged 2 SP:Iteration 44Q (17053.000000 sec): 3 clusters Score: Raw -1199188.080828 + Penalty 4447.692341 = -1194740.388487 nChanged 2 SP:Iteration 45Q (17053.230000 sec): 3 clusters Score: Raw -1199189.598849 + Penalty 4447.692341 = -1194741.906507 nChanged 2 SP:Iteration 46Q (17053.480000 sec): 3 clusters Score: Raw -1199191.388702 + Penalty 4447.692341 = -1194743.696360 nChanged 2 SP:Iteration 47Q (17053.650000 sec): 3 clusters Score: Raw -1199193.083232 + Penalty 4447.692341 = -1194745.390891 nChanged 2 SP:Iteration 48Q (17053.910000 sec): 3 clusters Score: Raw -1199195.536829 + Penalty 4447.692341 = -1194747.844487 nChanged 4 SP:Iteration 49Q (17054.100000 sec): 3 clusters Score: Raw -1199197.765857 + Penalty 4447.692341 = -1194750.073516 nChanged 3 SP:Iteration 50Q (17054.270000 sec): 3 clusters Score: Raw -1199201.562536 + Penalty 4447.692341 = -1194753.870195 nChanged 3 SP:Iteration 51Q (17054.460000 sec): 3 clusters Score: Raw -1199203.155984 + Penalty 4447.692341 = -1194755.463642 nChanged 1 SP:Iteration 52Q (17054.690000 sec): 3 clusters Score: Raw -1199203.899510 + Penalty 4447.692341 = -1194756.207168 nChanged 0 SP:Iteration 53F (17054.890000 sec): 3 clusters Score: Raw -1199203.899510 + Penalty 4447.692341 = -1194756.207168 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 39 (45431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17055.240000 sec): 2 clusters Score: Raw -6608537.285727 + Penalty 2659.539593 = -6605877.746135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17055.710000 sec): 3 clusters Score: Raw -6580395.228636 + Penalty 5319.079185 = -6575076.149451 nChanged 20982 SP:Iteration 1F (17056.190000 sec): 3 clusters Score: Raw -6592318.499590 + Penalty 5319.079185 = -6586999.420405 nChanged 2431 SP:Iteration 2F (17056.680000 sec): 3 clusters Score: Raw -6593392.020567 + Penalty 5319.079185 = -6588072.941382 nChanged 2809 SP:Iteration 3F (17057.130000 sec): 3 clusters Score: Raw -6594986.563262 + Penalty 5319.079185 = -6589667.484077 nChanged 3304 SP:Iteration 4F (17057.560000 sec): 3 clusters Score: Raw -6597298.496966 + Penalty 5319.079185 = -6591979.417781 nChanged 3610 SP:Iteration 5F (17057.940000 sec): 3 clusters Score: Raw -6600252.408781 + Penalty 5319.079185 = -6594933.329595 nChanged 3305 SP:Iteration 6F (17058.420000 sec): 3 clusters Score: Raw -6603128.901895 + Penalty 5319.079185 = -6597809.822710 nChanged 2628 SP:Iteration 7F (17058.830000 sec): 3 clusters Score: Raw -6605437.654711 + Penalty 5319.079185 = -6600118.575526 nChanged 1777 SP:Iteration 8Q (17059.300000 sec): 3 clusters Score: Raw -6606969.093097 + Penalty 5319.079185 = -6601650.013912 nChanged 1087 SP:Iteration 9Q (17059.790000 sec): 3 clusters Score: Raw -6607871.600057 + Penalty 5319.079185 = -6602552.520871 nChanged 588 SP:Iteration 10Q (17060.210000 sec): 3 clusters Score: Raw -6608348.886907 + Penalty 5319.079185 = -6603029.807722 nChanged 317 SP:Iteration 11Q (17060.630000 sec): 3 clusters Score: Raw -6608601.786112 + Penalty 5319.079185 = -6603282.706927 nChanged 168 SP:Iteration 12Q (17061.080000 sec): 3 clusters Score: Raw -6608743.413501 + Penalty 5319.079185 = -6603424.334316 nChanged 98 SP:Iteration 13Q (17061.480000 sec): 3 clusters Score: Raw -6608825.968303 + Penalty 5319.079185 = -6603506.889118 nChanged 52 SP:Iteration 14Q (17061.910000 sec): 3 clusters Score: Raw -6608869.696294 + Penalty 5319.079185 = -6603550.617109 nChanged 35 SP:Iteration 15Q (17062.350000 sec): 3 clusters Score: Raw -6608896.275419 + Penalty 5319.079185 = -6603577.196234 nChanged 24 SP:Iteration 16Q (17062.800000 sec): 3 clusters Score: Raw -6608915.615837 + Penalty 5319.079185 = -6603596.536651 nChanged 21 SP:Iteration 17Q (17063.190000 sec): 3 clusters Score: Raw -6608929.848114 + Penalty 5319.079185 = -6603610.768929 nChanged 11 SP:Iteration 18Q (17063.580000 sec): 3 clusters Score: Raw -6608935.382248 + Penalty 5319.079185 = -6603616.303063 nChanged 10 SP:Iteration 19Q (17063.940000 sec): 3 clusters Score: Raw -6608944.679076 + Penalty 5319.079185 = -6603625.599891 nChanged 7 SP:Iteration 20F (17064.360000 sec): 3 clusters Score: Raw -6608949.627619 + Penalty 5319.079185 = -6603630.548433 nChanged 1 SP:Iteration 21Q (17064.770000 sec): 3 clusters Score: Raw -6608950.348210 + Penalty 5319.079185 = -6603631.269025 nChanged 0 SP:Iteration 22F (17065.220000 sec): 3 clusters Score: Raw -6608950.348210 + Penalty 5319.079185 = -6603631.269025 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 40 (9064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17065.350000 sec): 2 clusters Score: Raw -1324448.599513 + Penalty 2259.792319 = -1322188.807194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17065.570000 sec): 3 clusters Score: Raw -1319598.890495 + Penalty 4519.584638 = -1315079.305857 nChanged 3725 SP:Iteration 1F (17065.790000 sec): 3 clusters Score: Raw -1321500.041071 + Penalty 4519.584638 = -1316980.456433 nChanged 627 SP:Iteration 2F (17066.010000 sec): 3 clusters Score: Raw -1321793.316663 + Penalty 4519.584638 = -1317273.732024 nChanged 479 SP:Iteration 3F (17066.210000 sec): 3 clusters Score: Raw -1322028.409756 + Penalty 4519.584638 = -1317508.825118 nChanged 432 SP:Iteration 4Q (17066.450000 sec): 3 clusters Score: Raw -1322223.661318 + Penalty 4519.584638 = -1317704.076680 nChanged 369 SP:Iteration 5Q (17066.680000 sec): 3 clusters Score: Raw -1322378.022792 + Penalty 4519.584638 = -1317858.438154 nChanged 332 SP:Iteration 6Q (17066.900000 sec): 3 clusters Score: Raw -1322524.970889 + Penalty 4519.584638 = -1318005.386251 nChanged 342 SP:Iteration 7Q (17067.090000 sec): 3 clusters Score: Raw -1322691.117465 + Penalty 4519.584638 = -1318171.532827 nChanged 374 SP:Iteration 8Q (17067.300000 sec): 3 clusters Score: Raw -1322903.919614 + Penalty 4519.584638 = -1318384.334976 nChanged 379 SP:Iteration 9Q (17067.530000 sec): 3 clusters Score: Raw -1323134.645762 + Penalty 4519.584638 = -1318615.061124 nChanged 393 SP:Iteration 10Q (17067.730000 sec): 3 clusters Score: Raw -1323375.244985 + Penalty 4519.584638 = -1318855.660347 nChanged 363 SP:Iteration 11Q (17067.970000 sec): 3 clusters Score: Raw -1323610.799228 + Penalty 4519.584638 = -1319091.214590 nChanged 313 SP:Iteration 12Q (17068.190000 sec): 3 clusters Score: Raw -1323834.954815 + Penalty 4519.584638 = -1319315.370177 nChanged 279 SP:Iteration 13Q (17068.390000 sec): 3 clusters Score: Raw -1324045.215246 + Penalty 4519.584638 = -1319525.630607 nChanged 235 SP:Iteration 14Q (17068.630000 sec): 3 clusters Score: Raw -1324220.009439 + Penalty 4519.584638 = -1319700.424801 nChanged 190 SP:Iteration 15Q (17068.800000 sec): 3 clusters Score: Raw -1324366.895965 + Penalty 4519.584638 = -1319847.311327 nChanged 149 SP:Iteration 16Q (17069.000000 sec): 3 clusters Score: Raw -1324483.202680 + Penalty 4519.584638 = -1319963.618042 nChanged 106 SP:Iteration 17Q (17069.230000 sec): 3 clusters Score: Raw -1324570.682415 + Penalty 4519.584638 = -1320051.097777 nChanged 79 SP:Iteration 18Q (17069.470000 sec): 3 clusters Score: Raw -1324640.380475 + Penalty 4519.584638 = -1320120.795837 nChanged 53 SP:Iteration 19Q (17069.700000 sec): 3 clusters Score: Raw -1324675.692601 + Penalty 4519.584638 = -1320156.107963 nChanged 28 SP:Iteration 20F (17069.880000 sec): 3 clusters Score: Raw -1324693.739646 + Penalty 4519.584638 = -1320174.155008 nChanged 17 SP:Iteration 21Q (17070.090000 sec): 3 clusters Score: Raw -1324705.734109 + Penalty 4519.584638 = -1320186.149471 nChanged 12 SP:Iteration 22Q (17070.300000 sec): 3 clusters Score: Raw -1324714.237596 + Penalty 4519.584638 = -1320194.652958 nChanged 8 SP:Iteration 23Q (17070.520000 sec): 3 clusters Score: Raw -1324720.281179 + Penalty 4519.584638 = -1320200.696541 nChanged 7 SP:Iteration 24Q (17070.750000 sec): 3 clusters Score: Raw -1324724.656718 + Penalty 4519.584638 = -1320205.072080 nChanged 4 SP:Iteration 25Q (17070.950000 sec): 3 clusters Score: Raw -1324728.069694 + Penalty 4519.584638 = -1320208.485056 nChanged 7 SP:Iteration 26Q (17071.120000 sec): 3 clusters Score: Raw -1324731.819889 + Penalty 4519.584638 = -1320212.235251 nChanged 6 SP:Iteration 27Q (17071.320000 sec): 3 clusters Score: Raw -1324734.867780 + Penalty 4519.584638 = -1320215.283141 nChanged 0 SP:Iteration 28F (17071.550000 sec): 3 clusters Score: Raw -1324734.867780 + Penalty 4519.584638 = -1320215.283141 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 41 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17071.620000 sec): 2 clusters Score: Raw -38839.326722 + Penalty 1429.767393 = -37409.559329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17071.790000 sec): 3 clusters Score: Raw -39006.335457 + Penalty 2859.534787 = -36146.800670 nChanged 37 SP:Iteration 1F (17071.980000 sec): 3 clusters Score: Raw -39269.565006 + Penalty 2859.534787 = -36410.030219 nChanged 23 SP:Iteration 2F (17072.160000 sec): 3 clusters Score: Raw -39361.875031 + Penalty 2859.534787 = -36502.340244 nChanged 8 SP:Iteration 3Q (17072.290000 sec): 3 clusters Score: Raw -39393.612692 + Penalty 2859.534787 = -36534.077905 nChanged 4 SP:Iteration 4Q (17072.500000 sec): 3 clusters Score: Raw -39412.547678 + Penalty 2859.534787 = -36553.012891 nChanged 1 SP:Iteration 5Q (17072.690000 sec): 3 clusters Score: Raw -39413.619661 + Penalty 2859.534787 = -36554.084874 nChanged 0 SP:Iteration 6F (17072.850000 sec): 3 clusters Score: Raw -39413.619661 + Penalty 2859.534787 = -36554.084874 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 42 (2196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17072.960000 sec): 2 clusters Score: Raw -307664.101435 + Penalty 1908.209415 = -305755.892020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17073.140000 sec): 3 clusters Score: Raw -306801.921837 + Penalty 3816.418830 = -302985.503007 nChanged 693 SP:Iteration 1F (17073.340000 sec): 3 clusters Score: Raw -307302.567196 + Penalty 3816.418830 = -303486.148366 nChanged 174 SP:Iteration 2F (17073.530000 sec): 3 clusters Score: Raw -307451.938884 + Penalty 3816.418830 = -303635.520054 nChanged 96 SP:Iteration 3Q (17073.680000 sec): 3 clusters Score: Raw -307529.252697 + Penalty 3816.418830 = -303712.833867 nChanged 53 SP:Iteration 4Q (17073.860000 sec): 3 clusters Score: Raw -307564.067217 + Penalty 3816.418830 = -303747.648387 nChanged 34 SP:Iteration 5Q (17074.020000 sec): 3 clusters Score: Raw -307590.459128 + Penalty 3816.418830 = -303774.040298 nChanged 31 SP:Iteration 6Q (17074.190000 sec): 3 clusters Score: Raw -307611.957945 + Penalty 3816.418830 = -303795.539115 nChanged 26 SP:Iteration 7Q (17074.330000 sec): 3 clusters Score: Raw -307626.125122 + Penalty 3816.418830 = -303809.706292 nChanged 21 SP:Iteration 8Q (17074.540000 sec): 3 clusters Score: Raw -307640.437308 + Penalty 3816.418830 = -303824.018478 nChanged 18 SP:Iteration 9Q (17074.660000 sec): 3 clusters Score: Raw -307655.148648 + Penalty 3816.418830 = -303838.729818 nChanged 19 SP:Iteration 10Q (17074.870000 sec): 3 clusters Score: Raw -307668.645055 + Penalty 3816.418830 = -303852.226224 nChanged 23 SP:Iteration 11Q (17075.040000 sec): 3 clusters Score: Raw -307687.008826 + Penalty 3816.418830 = -303870.589996 nChanged 17 SP:Iteration 12Q (17075.180000 sec): 3 clusters Score: Raw -307698.511357 + Penalty 3816.418830 = -303882.092527 nChanged 14 SP:Iteration 13Q (17075.410000 sec): 3 clusters Score: Raw -307707.553384 + Penalty 3816.418830 = -303891.134554 nChanged 16 SP:Iteration 14Q (17075.580000 sec): 3 clusters Score: Raw -307715.790057 + Penalty 3816.418830 = -303899.371227 nChanged 4 SP:Iteration 15Q (17075.750000 sec): 3 clusters Score: Raw -307717.505172 + Penalty 3816.418830 = -303901.086342 nChanged 3 SP:Iteration 16Q (17075.990000 sec): 3 clusters Score: Raw -307718.999154 + Penalty 3816.418830 = -303902.580324 nChanged 1 SP:Iteration 17Q (17076.140000 sec): 3 clusters Score: Raw -307719.436873 + Penalty 3816.418830 = -303903.018042 nChanged 1 SP:Iteration 18Q (17076.310000 sec): 3 clusters Score: Raw -307719.971428 + Penalty 3816.418830 = -303903.552598 nChanged 1 SP:Iteration 19Q (17076.510000 sec): 3 clusters Score: Raw -307720.334650 + Penalty 3816.418830 = -303903.915820 nChanged 2 SP:Iteration 20F (17076.730000 sec): 3 clusters Score: Raw -307720.905431 + Penalty 3816.418830 = -303904.486601 nChanged 2 SP:Iteration 21Q (17076.910000 sec): 3 clusters Score: Raw -307721.971512 + Penalty 3816.418830 = -303905.552682 nChanged 1 SP:Iteration 22Q (17077.060000 sec): 3 clusters Score: Raw -307722.905737 + Penalty 3816.418830 = -303906.486907 nChanged 1 SP:Iteration 23Q (17077.260000 sec): 3 clusters Score: Raw -307723.666065 + Penalty 3816.418830 = -303907.247235 nChanged 2 SP:Iteration 24Q (17077.440000 sec): 3 clusters Score: Raw -307724.340567 + Penalty 3816.418830 = -303907.921736 nChanged 1 SP:Iteration 25Q (17077.570000 sec): 3 clusters Score: Raw -307725.115876 + Penalty 3816.418830 = -303908.697046 nChanged 1 SP:Iteration 26Q (17077.770000 sec): 3 clusters Score: Raw -307725.207025 + Penalty 3816.418830 = -303908.788195 nChanged 0 SP:Iteration 27F (17077.960000 sec): 3 clusters Score: Raw -307725.207025 + Penalty 3816.418830 = -303908.788195 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 43 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17078.070000 sec): 2 clusters Score: Raw -63631.760881 + Penalty 1523.758037 = -62108.002844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17078.210000 sec): 3 clusters Score: Raw -63660.075753 + Penalty 3047.516075 = -60612.559679 nChanged 62 SP:Iteration 1F (17078.410000 sec): 3 clusters Score: Raw -63819.079694 + Penalty 3047.516075 = -60771.563619 nChanged 23 SP:Iteration 2Q (17078.580000 sec): 3 clusters Score: Raw -63875.607473 + Penalty 3047.516075 = -60828.091398 nChanged 4 SP:Iteration 3Q (17078.730000 sec): 3 clusters Score: Raw -63884.395535 + Penalty 3047.516075 = -60836.879460 nChanged 0 SP:Iteration 4F (17078.890000 sec): 3 clusters Score: Raw -63884.395535 + Penalty 3047.516075 = -60836.879460 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 44 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17079.010000 sec): 2 clusters Score: Raw -44299.043267 + Penalty 1464.529738 = -42834.513528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17079.170000 sec): 3 clusters Score: Raw -44401.182831 + Penalty 2929.059477 = -41472.123354 nChanged 64 SP:Iteration 1F (17079.350000 sec): 3 clusters Score: Raw -44697.920739 + Penalty 2929.059477 = -41768.861262 nChanged 16 SP:Iteration 2Q (17079.550000 sec): 3 clusters Score: Raw -44792.526601 + Penalty 2929.059477 = -41863.467124 nChanged 14 SP:Iteration 3Q (17079.710000 sec): 3 clusters Score: Raw -44852.595347 + Penalty 2929.059477 = -41923.535871 nChanged 8 SP:Iteration 4Q (17079.950000 sec): 3 clusters Score: Raw -44896.065486 + Penalty 2929.059477 = -41967.006009 nChanged 4 SP:Iteration 5Q (17080.120000 sec): 3 clusters Score: Raw -44909.736149 + Penalty 2929.059477 = -41980.676673 nChanged 7 SP:Iteration 6Q (17080.260000 sec): 3 clusters Score: Raw -44942.352350 + Penalty 2929.059477 = -42013.292873 nChanged 5 SP:Iteration 7Q (17080.480000 sec): 3 clusters Score: Raw -44962.561253 + Penalty 2929.059477 = -42033.501776 nChanged 6 SP:Iteration 8Q (17080.630000 sec): 3 clusters Score: Raw -44990.857061 + Penalty 2929.059477 = -42061.797584 nChanged 4 SP:Iteration 9Q (17080.840000 sec): 3 clusters Score: Raw -45004.882997 + Penalty 2929.059477 = -42075.823520 nChanged 4 SP:Iteration 10Q (17080.990000 sec): 3 clusters Score: Raw -45035.109747 + Penalty 2929.059477 = -42106.050270 nChanged 6 SP:Iteration 11Q (17081.180000 sec): 3 clusters Score: Raw -45073.164061 + Penalty 2929.059477 = -42144.104584 nChanged 2 SP:Iteration 12Q (17081.370000 sec): 3 clusters Score: Raw -45091.102997 + Penalty 2929.059477 = -42162.043521 nChanged 2 SP:Iteration 13Q (17081.510000 sec): 3 clusters Score: Raw -45109.650186 + Penalty 2929.059477 = -42180.590710 nChanged 0 SP:Iteration 14F (17081.720000 sec): 3 clusters Score: Raw -45110.158916 + Penalty 2929.059477 = -42181.099440 nChanged 1 SP:Iteration 15Q (17081.890000 sec): 3 clusters Score: Raw -45120.649836 + Penalty 2929.059477 = -42191.590360 nChanged 1 SP:Iteration 16Q (17082.040000 sec): 3 clusters Score: Raw -45130.742859 + Penalty 2929.059477 = -42201.683383 nChanged 3 SP:Iteration 17Q (17082.210000 sec): 3 clusters Score: Raw -45147.633586 + Penalty 2929.059477 = -42218.574109 nChanged 4 SP:Iteration 18Q (17082.400000 sec): 3 clusters Score: Raw -45165.701163 + Penalty 2929.059477 = -42236.641687 nChanged 4 SP:Iteration 19Q (17082.570000 sec): 3 clusters Score: Raw -45206.107805 + Penalty 2929.059477 = -42277.048328 nChanged 6 SP:Iteration 20F (17082.770000 sec): 3 clusters Score: Raw -45247.128901 + Penalty 2929.059477 = -42318.069425 nChanged 4 SP:Iteration 21Q (17082.930000 sec): 3 clusters Score: Raw -45297.556150 + Penalty 2929.059477 = -42368.496673 nChanged 7 SP:Iteration 22Q (17083.130000 sec): 3 clusters Score: Raw -45373.497924 + Penalty 2929.059477 = -42444.438447 nChanged 8 SP:Iteration 23Q (17083.310000 sec): 3 clusters Score: Raw -45433.946043 + Penalty 2929.059477 = -42504.886567 nChanged 6 SP:Iteration 24Q (17083.510000 sec): 3 clusters Score: Raw -45511.034509 + Penalty 2929.059477 = -42581.975032 nChanged 5 SP:Iteration 25Q (17083.680000 sec): 3 clusters Score: Raw -45541.916714 + Penalty 2929.059477 = -42612.857238 nChanged 4 SP:Iteration 26Q (17083.830000 sec): 3 clusters Score: Raw -45577.109589 + Penalty 2929.059477 = -42648.050112 nChanged 5 SP:Iteration 27Q (17084.020000 sec): 3 clusters Score: Raw -45628.238763 + Penalty 2929.059477 = -42699.179286 nChanged 5 SP:Iteration 28Q (17084.130000 sec): 3 clusters Score: Raw -45732.780329 + Penalty 2929.059477 = -42803.720852 nChanged 4 SP:Iteration 29Q (17084.300000 sec): 3 clusters Score: Raw -45852.369683 + Penalty 2929.059477 = -42923.310206 nChanged 1 SP:Iteration 30Q (17084.480000 sec): 3 clusters Score: Raw -45883.158918 + Penalty 2929.059477 = -42954.099442 nChanged 2 SP:Iteration 31Q (17084.690000 sec): 3 clusters Score: Raw -45894.795445 + Penalty 2929.059477 = -42965.735969 nChanged 2 SP:Iteration 32Q (17084.860000 sec): 3 clusters Score: Raw -45908.088443 + Penalty 2929.059477 = -42979.028966 nChanged 0 SP:Iteration 33F (17085.070000 sec): 3 clusters Score: Raw -45908.778685 + Penalty 2929.059477 = -42979.719209 nChanged 1 SP:Iteration 34Q (17085.240000 sec): 3 clusters Score: Raw -45916.844915 + Penalty 2929.059477 = -42987.785438 nChanged 1 SP:Iteration 35Q (17085.360000 sec): 3 clusters Score: Raw -45925.984647 + Penalty 2929.059477 = -42996.925171 nChanged 2 SP:Iteration 36Q (17085.540000 sec): 3 clusters Score: Raw -45971.750091 + Penalty 2929.059477 = -43042.690614 nChanged 3 SP:Iteration 37Q (17085.740000 sec): 3 clusters Score: Raw -46102.848290 + Penalty 2929.059477 = -43173.788814 nChanged 2 SP:Iteration 38Q (17085.910000 sec): 3 clusters Score: Raw -46113.389812 + Penalty 2929.059477 = -43184.330336 nChanged 0 SP:Iteration 39F (17086.080000 sec): 3 clusters Score: Raw -46113.389812 + Penalty 2929.059477 = -43184.330336 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 45 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17086.180000 sec): 2 clusters Score: Raw -36462.570282 + Penalty 1406.984170 = -35055.586111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17086.350000 sec): 3 clusters Score: Raw -36595.782916 + Penalty 2813.968341 = -33781.814576 nChanged 31 SP:Iteration 1F (17086.520000 sec): 3 clusters Score: Raw -36694.858101 + Penalty 2813.968341 = -33880.889761 nChanged 8 SP:Iteration 2Q (17086.680000 sec): 3 clusters Score: Raw -36736.844706 + Penalty 2813.968341 = -33922.876365 nChanged 7 SP:Iteration 3Q (17086.880000 sec): 3 clusters Score: Raw -36772.620664 + Penalty 2813.968341 = -33958.652323 nChanged 3 SP:Iteration 4Q (17087.040000 sec): 3 clusters Score: Raw -36796.016478 + Penalty 2813.968341 = -33982.048137 nChanged 5 SP:Iteration 5Q (17087.260000 sec): 3 clusters Score: Raw -36831.789817 + Penalty 2813.968341 = -34017.821476 nChanged 6 SP:Iteration 6Q (17087.430000 sec): 3 clusters Score: Raw -36955.688836 + Penalty 2813.968341 = -34141.720495 nChanged 14 SP:Iteration 7Q (17087.610000 sec): 3 clusters Score: Raw -37268.766926 + Penalty 2813.968341 = -34454.798586 nChanged 20 SP:Iteration 8F (17087.790000 sec): 3 clusters Score: Raw -37366.258403 + Penalty 2813.968341 = -34552.290063 nChanged 16 SP:Iteration 9F (17087.970000 sec): 3 clusters Score: Raw -37461.866823 + Penalty 2813.968341 = -34647.898483 nChanged 8 SP:Iteration 10Q (17088.160000 sec): 3 clusters Score: Raw -37523.166337 + Penalty 2813.968341 = -34709.197996 nChanged 2 SP:Iteration 11Q (17088.360000 sec): 3 clusters Score: Raw -37545.929765 + Penalty 2813.968341 = -34731.961425 nChanged 1 SP:Iteration 12Q (17088.540000 sec): 3 clusters Score: Raw -37563.141843 + Penalty 2813.968341 = -34749.173502 nChanged 1 SP:Iteration 13Q (17088.720000 sec): 3 clusters Score: Raw -37602.034598 + Penalty 2813.968341 = -34788.066258 nChanged 3 SP:Iteration 14Q (17088.870000 sec): 3 clusters Score: Raw -37618.202134 + Penalty 2813.968341 = -34804.233794 nChanged 2 SP:Iteration 15Q (17089.040000 sec): 3 clusters Score: Raw -37630.363424 + Penalty 2813.968341 = -34816.395083 nChanged 3 SP:Iteration 16Q (17089.260000 sec): 3 clusters Score: Raw -37650.297571 + Penalty 2813.968341 = -34836.329231 nChanged 3 SP:Iteration 17Q (17089.410000 sec): 3 clusters Score: Raw -37664.853356 + Penalty 2813.968341 = -34850.885016 nChanged 2 SP:Iteration 18Q (17089.560000 sec): 3 clusters Score: Raw -37673.290271 + Penalty 2813.968341 = -34859.321930 nChanged 0 SP:Iteration 19F (17089.740000 sec): 3 clusters Score: Raw -37673.290271 + Penalty 2813.968341 = -34859.321930 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 46 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17089.800000 sec): 2 clusters Score: Raw -60332.663367 + Penalty 1535.198221 = -58797.465147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17089.980000 sec): 3 clusters Score: Raw -60446.391718 + Penalty 3070.396441 = -57375.995277 nChanged 94 SP:Iteration 1F (17090.160000 sec): 3 clusters Score: Raw -60647.455419 + Penalty 3070.396441 = -57577.058977 nChanged 17 SP:Iteration 2Q (17090.340000 sec): 3 clusters Score: Raw -60688.759820 + Penalty 3070.396441 = -57618.363378 nChanged 11 SP:Iteration 3Q (17090.510000 sec): 3 clusters Score: Raw -60714.118265 + Penalty 3070.396441 = -57643.721823 nChanged 7 SP:Iteration 4Q (17090.720000 sec): 3 clusters Score: Raw -60731.068013 + Penalty 3070.396441 = -57660.671571 nChanged 2 SP:Iteration 5Q (17090.860000 sec): 3 clusters Score: Raw -60736.566091 + Penalty 3070.396441 = -57666.169650 nChanged 3 SP:Iteration 6Q (17091.020000 sec): 3 clusters Score: Raw -60744.070036 + Penalty 3070.396441 = -57673.673595 nChanged 3 SP:Iteration 7Q (17091.200000 sec): 3 clusters Score: Raw -60756.052516 + Penalty 3070.396441 = -57685.656074 nChanged 5 SP:Iteration 8Q (17091.390000 sec): 3 clusters Score: Raw -60780.822727 + Penalty 3070.396441 = -57710.426286 nChanged 4 SP:Iteration 9Q (17091.560000 sec): 3 clusters Score: Raw -60795.789967 + Penalty 3070.396441 = -57725.393526 nChanged 3 SP:Iteration 10Q (17091.730000 sec): 3 clusters Score: Raw -60802.636298 + Penalty 3070.396441 = -57732.239857 nChanged 4 SP:Iteration 11Q (17091.920000 sec): 3 clusters Score: Raw -60816.237499 + Penalty 3070.396441 = -57745.841058 nChanged 6 SP:Iteration 12Q (17092.120000 sec): 3 clusters Score: Raw -60832.704595 + Penalty 3070.396441 = -57762.308153 nChanged 4 SP:Iteration 13Q (17092.340000 sec): 3 clusters Score: Raw -60842.033977 + Penalty 3070.396441 = -57771.637535 nChanged 5 SP:Iteration 14Q (17092.460000 sec): 3 clusters Score: Raw -60851.425538 + Penalty 3070.396441 = -57781.029097 nChanged 2 SP:Iteration 15Q (17092.630000 sec): 3 clusters Score: Raw -60861.171353 + Penalty 3070.396441 = -57790.774912 nChanged 1 SP:Iteration 16Q (17092.790000 sec): 3 clusters Score: Raw -60866.395936 + Penalty 3070.396441 = -57795.999495 nChanged 1 SP:Iteration 17Q (17092.940000 sec): 3 clusters Score: Raw -60868.504623 + Penalty 3070.396441 = -57798.108181 nChanged 1 SP:Iteration 18Q (17093.160000 sec): 3 clusters Score: Raw -60870.761967 + Penalty 3070.396441 = -57800.365526 nChanged 0 SP:Iteration 19F (17093.290000 sec): 3 clusters Score: Raw -60870.761967 + Penalty 3070.396441 = -57800.365526 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 47 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17093.380000 sec): 2 clusters Score: Raw -73266.875740 + Penalty 1563.503303 = -71703.372437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17093.600000 sec): 3 clusters Score: Raw -73272.501224 + Penalty 3127.006606 = -70145.494618 nChanged 97 SP:Iteration 1F (17093.740000 sec): 3 clusters Score: Raw -73429.724150 + Penalty 3127.006606 = -70302.717544 nChanged 18 SP:Iteration 2Q (17093.890000 sec): 3 clusters Score: Raw -73466.577944 + Penalty 3127.006606 = -70339.571338 nChanged 7 SP:Iteration 3Q (17094.060000 sec): 3 clusters Score: Raw -73477.997942 + Penalty 3127.006606 = -70350.991336 nChanged 3 SP:Iteration 4Q (17094.190000 sec): 3 clusters Score: Raw -73483.084782 + Penalty 3127.006606 = -70356.078176 nChanged 0 SP:Iteration 5F (17094.390000 sec): 3 clusters Score: Raw -73483.084782 + Penalty 3127.006606 = -70356.078176 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 48 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17094.460000 sec): 2 clusters Score: Raw -34003.053406 + Penalty 1392.959232 = -32610.094174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17094.650000 sec): 3 clusters Score: Raw -34278.091101 + Penalty 2785.918464 = -31492.172637 nChanged 47 SP:Iteration 1F (17094.810000 sec): 3 clusters Score: Raw -34487.554116 + Penalty 2785.918464 = -31701.635651 nChanged 15 SP:Iteration 2F (17094.950000 sec): 3 clusters Score: Raw -34605.557517 + Penalty 2785.918464 = -31819.639052 nChanged 4 SP:Iteration 3Q (17095.120000 sec): 3 clusters Score: Raw -34654.632784 + Penalty 2785.918464 = -31868.714320 nChanged 4 SP:Iteration 4Q (17095.270000 sec): 3 clusters Score: Raw -34663.649432 + Penalty 2785.918464 = -31877.730968 nChanged 1 SP:Iteration 5Q (17095.500000 sec): 3 clusters Score: Raw -34667.932625 + Penalty 2785.918464 = -31882.014161 nChanged 3 SP:Iteration 6Q (17095.650000 sec): 3 clusters Score: Raw -34676.421404 + Penalty 2785.918464 = -31890.502940 nChanged 5 SP:Iteration 7Q (17095.820000 sec): 3 clusters Score: Raw -34706.580911 + Penalty 2785.918464 = -31920.662447 nChanged 6 SP:Iteration 8Q (17095.990000 sec): 3 clusters Score: Raw -34813.834012 + Penalty 2785.918464 = -32027.915548 nChanged 6 SP:Iteration 9Q (17096.190000 sec): 3 clusters Score: Raw -34920.019961 + Penalty 2785.918464 = -32134.101496 nChanged 5 SP:Iteration 10Q (17096.340000 sec): 3 clusters Score: Raw -34971.831217 + Penalty 2785.918464 = -32185.912753 nChanged 3 SP:Iteration 11Q (17096.520000 sec): 3 clusters Score: Raw -34991.461093 + Penalty 2785.918464 = -32205.542628 nChanged 0 SP:Iteration 12F (17096.680000 sec): 3 clusters Score: Raw -34991.808697 + Penalty 2785.918464 = -32205.890233 nChanged 1 SP:Iteration 13Q (17096.880000 sec): 3 clusters Score: Raw -35007.182552 + Penalty 2785.918464 = -32221.264088 nChanged 2 SP:Iteration 14Q (17097.060000 sec): 3 clusters Score: Raw -35035.894350 + Penalty 2785.918464 = -32249.975885 nChanged 3 SP:Iteration 15Q (17097.250000 sec): 3 clusters Score: Raw -35059.864234 + Penalty 2785.918464 = -32273.945769 nChanged 1 SP:Iteration 16Q (17097.420000 sec): 3 clusters Score: Raw -35063.029188 + Penalty 2785.918464 = -32277.110724 nChanged 0 SP:Iteration 17F (17097.630000 sec): 3 clusters Score: Raw -35063.029188 + Penalty 2785.918464 = -32277.110724 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 49 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17097.680000 sec): 2 clusters Score: Raw -32144.878936 + Penalty 1365.322221 = -30779.556715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17097.850000 sec): 3 clusters Score: Raw -32283.555352 + Penalty 2730.644442 = -29552.910910 nChanged 20 SP:Iteration 1F (17098.030000 sec): 3 clusters Score: Raw -32373.762974 + Penalty 2730.644442 = -29643.118532 nChanged 8 SP:Iteration 2Q (17098.240000 sec): 3 clusters Score: Raw -32444.577741 + Penalty 2730.644442 = -29713.933299 nChanged 8 SP:Iteration 3Q (17098.420000 sec): 3 clusters Score: Raw -32516.437104 + Penalty 2730.644442 = -29785.792662 nChanged 4 SP:Iteration 4Q (17098.550000 sec): 3 clusters Score: Raw -32550.239977 + Penalty 2730.644442 = -29819.595535 nChanged 6 SP:Iteration 5Q (17098.710000 sec): 3 clusters Score: Raw -32593.497911 + Penalty 2730.644442 = -29862.853469 nChanged 8 SP:Iteration 6Q (17098.900000 sec): 3 clusters Score: Raw -32658.125160 + Penalty 2730.644442 = -29927.480719 nChanged 9 SP:Iteration 7Q (17099.090000 sec): 3 clusters Score: Raw -32712.623851 + Penalty 2730.644442 = -29981.979409 nChanged 5 SP:Iteration 8Q (17099.280000 sec): 3 clusters Score: Raw -32749.961139 + Penalty 2730.644442 = -30019.316697 nChanged 1 SP:Iteration 9Q (17099.450000 sec): 3 clusters Score: Raw -32756.083015 + Penalty 2730.644442 = -30025.438573 nChanged 3 SP:Iteration 10Q (17099.600000 sec): 3 clusters Score: Raw -32769.966696 + Penalty 2730.644442 = -30039.322255 nChanged 3 SP:Iteration 11Q (17099.800000 sec): 3 clusters Score: Raw -32799.637845 + Penalty 2730.644442 = -30068.993403 nChanged 3 SP:Iteration 12Q (17099.980000 sec): 3 clusters Score: Raw -32856.376196 + Penalty 2730.644442 = -30125.731754 nChanged 6 SP:Iteration 13Q (17100.110000 sec): 3 clusters Score: Raw -32900.225674 + Penalty 2730.644442 = -30169.581232 nChanged 4 SP:Iteration 14Q (17100.310000 sec): 3 clusters Score: Raw -32958.295291 + Penalty 2730.644442 = -30227.650850 nChanged 2 SP:Iteration 15Q (17100.490000 sec): 3 clusters Score: Raw -33036.739494 + Penalty 2730.644442 = -30306.095053 nChanged 4 SP:Iteration 16Q (17100.660000 sec): 3 clusters Score: Raw -33375.819973 + Penalty 2730.644442 = -30645.175531 nChanged 6 SP:Iteration 17Q (17100.840000 sec): 3 clusters Score: Raw -33420.622072 + Penalty 2730.644442 = -30689.977631 nChanged 4 SP:Iteration 18Q (17100.980000 sec): 3 clusters Score: Raw -33460.075361 + Penalty 2730.644442 = -30729.430919 nChanged 1 SP:Iteration 19Q (17101.110000 sec): 3 clusters Score: Raw -33480.625054 + Penalty 2730.644442 = -30749.980612 nChanged 0 SP:Iteration 20F (17101.280000 sec): 3 clusters Score: Raw -33484.256736 + Penalty 2730.644442 = -30753.612294 nChanged 1 SP:Iteration 21Q (17101.440000 sec): 3 clusters Score: Raw -33491.835736 + Penalty 2730.644442 = -30761.191294 nChanged 1 SP:Iteration 22Q (17101.650000 sec): 3 clusters Score: Raw -33499.130356 + Penalty 2730.644442 = -30768.485914 nChanged 1 SP:Iteration 23Q (17101.770000 sec): 3 clusters Score: Raw -33508.899343 + Penalty 2730.644442 = -30778.254901 nChanged 0 SP:Iteration 24F (17101.910000 sec): 3 clusters Score: Raw -33508.899343 + Penalty 2730.644442 = -30778.254901 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 50 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17102.000000 sec): 2 clusters Score: Raw -24313.807338 + Penalty 1320.106475 = -22993.700863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17102.190000 sec): 3 clusters Score: Raw -24529.249346 + Penalty 2640.212950 = -21889.036396 nChanged 21 SP:Iteration 1F (17102.320000 sec): 3 clusters Score: Raw -24639.457328 + Penalty 2640.212950 = -21999.244378 nChanged 6 SP:Iteration 2Q (17102.460000 sec): 3 clusters Score: Raw -24746.542681 + Penalty 2640.212950 = -22106.329731 nChanged 5 SP:Iteration 3Q (17102.620000 sec): 3 clusters Score: Raw -24818.348756 + Penalty 2640.212950 = -22178.135807 nChanged 4 SP:Iteration 4Q (17102.850000 sec): 3 clusters Score: Raw -24857.103298 + Penalty 2640.212950 = -22216.890348 nChanged 3 SP:Iteration 5Q (17103.010000 sec): 3 clusters Score: Raw -24879.762183 + Penalty 2640.212950 = -22239.549233 nChanged 1 SP:Iteration 6Q (17103.170000 sec): 3 clusters Score: Raw -24895.317063 + Penalty 2640.212950 = -22255.104113 nChanged 1 SP:Iteration 7Q (17103.360000 sec): 3 clusters Score: Raw -24901.854508 + Penalty 2640.212950 = -22261.641558 nChanged 1 SP:Iteration 8Q (17103.560000 sec): 3 clusters Score: Raw -24933.678986 + Penalty 2640.212950 = -22293.466036 nChanged 1 SP:Iteration 9Q (17103.730000 sec): 3 clusters Score: Raw -24943.655844 + Penalty 2640.212950 = -22303.442894 nChanged 0 SP:Iteration 10F (17103.840000 sec): 3 clusters Score: Raw -24943.655844 + Penalty 2640.212950 = -22303.442894 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 51 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17103.980000 sec): 2 clusters Score: Raw -39221.672261 + Penalty 1412.879185 = -37808.793076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17104.130000 sec): 3 clusters Score: Raw -39345.887471 + Penalty 2825.758369 = -36520.129102 nChanged 35 SP:Iteration 1F (17104.280000 sec): 3 clusters Score: Raw -39475.860378 + Penalty 2825.758369 = -36650.102009 nChanged 11 SP:Iteration 2Q (17104.430000 sec): 3 clusters Score: Raw -39520.581359 + Penalty 2825.758369 = -36694.822989 nChanged 6 SP:Iteration 3Q (17104.620000 sec): 3 clusters Score: Raw -39563.328632 + Penalty 2825.758369 = -36737.570263 nChanged 4 SP:Iteration 4Q (17104.770000 sec): 3 clusters Score: Raw -39586.006489 + Penalty 2825.758369 = -36760.248120 nChanged 2 SP:Iteration 5Q (17104.960000 sec): 3 clusters Score: Raw -39593.443985 + Penalty 2825.758369 = -36767.685616 nChanged 1 SP:Iteration 6Q (17105.170000 sec): 3 clusters Score: Raw -39595.729690 + Penalty 2825.758369 = -36769.971321 nChanged 0 SP:Iteration 7F (17105.330000 sec): 3 clusters Score: Raw -39595.729690 + Penalty 2825.758369 = -36769.971321 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 52 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17105.410000 sec): 2 clusters Score: Raw -22007.681116 + Penalty 1282.280031 = -20725.401085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17105.590000 sec): 3 clusters Score: Raw -22177.701102 + Penalty 2564.560062 = -19613.141041 nChanged 7 SP:Iteration 1Q (17105.730000 sec): 3 clusters Score: Raw -22235.199136 + Penalty 2564.560062 = -19670.639075 nChanged 2 SP:Iteration 2Q (17105.940000 sec): 3 clusters Score: Raw -22245.758367 + Penalty 2564.560062 = -19681.198305 nChanged 1 SP:Iteration 3Q (17106.070000 sec): 3 clusters Score: Raw -22256.959517 + Penalty 2564.560062 = -19692.399455 nChanged 0 SP:Iteration 4F (17106.240000 sec): 3 clusters Score: Raw -22256.959517 + Penalty 2564.560062 = -19692.399455 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 53 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17106.340000 sec): 2 clusters Score: Raw -33524.864976 + Penalty 1383.772997 = -32141.091980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17106.530000 sec): 3 clusters Score: Raw -33717.077584 + Penalty 2767.545994 = -30949.531590 nChanged 29 SP:Iteration 1F (17106.720000 sec): 3 clusters Score: Raw -33845.685295 + Penalty 2767.545994 = -31078.139302 nChanged 10 SP:Iteration 2Q (17106.890000 sec): 3 clusters Score: Raw -33895.327710 + Penalty 2767.545994 = -31127.781716 nChanged 7 SP:Iteration 3Q (17107.080000 sec): 3 clusters Score: Raw -33929.305015 + Penalty 2767.545994 = -31161.759021 nChanged 1 SP:Iteration 4Q (17107.220000 sec): 3 clusters Score: Raw -33932.676649 + Penalty 2767.545994 = -31165.130655 nChanged 1 SP:Iteration 5Q (17107.420000 sec): 3 clusters Score: Raw -33937.996521 + Penalty 2767.545994 = -31170.450527 nChanged 2 SP:Iteration 6Q (17107.570000 sec): 3 clusters Score: Raw -33949.544357 + Penalty 2767.545994 = -31181.998363 nChanged 2 SP:Iteration 7Q (17107.760000 sec): 3 clusters Score: Raw -33959.141220 + Penalty 2767.545994 = -31191.595226 nChanged 2 SP:Iteration 8Q (17107.940000 sec): 3 clusters Score: Raw -33977.775255 + Penalty 2767.545994 = -31210.229262 nChanged 1 SP:Iteration 9Q (17108.110000 sec): 3 clusters Score: Raw -34033.030509 + Penalty 2767.545994 = -31265.484515 nChanged 4 SP:Iteration 10Q (17108.280000 sec): 3 clusters Score: Raw -34063.533963 + Penalty 2767.545994 = -31295.987969 nChanged 1 SP:Iteration 11Q (17108.490000 sec): 3 clusters Score: Raw -34067.343596 + Penalty 2767.545994 = -31299.797602 nChanged 0 SP:Iteration 12F (17108.680000 sec): 3 clusters Score: Raw -34067.343596 + Penalty 2767.545994 = -31299.797602 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 54 (1304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17108.760000 sec): 2 clusters Score: Raw -175181.890513 + Penalty 1778.951552 = -173402.938961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17108.940000 sec): 3 clusters Score: Raw -174827.615836 + Penalty 3557.903104 = -171269.712732 nChanged 359 SP:Iteration 1F (17109.140000 sec): 3 clusters Score: Raw -175195.439894 + Penalty 3557.903104 = -171637.536790 nChanged 102 SP:Iteration 2F (17109.290000 sec): 3 clusters Score: Raw -175318.872856 + Penalty 3557.903104 = -171760.969752 nChanged 56 SP:Iteration 3Q (17109.480000 sec): 3 clusters Score: Raw -175401.958890 + Penalty 3557.903104 = -171844.055785 nChanged 45 SP:Iteration 4Q (17109.680000 sec): 3 clusters Score: Raw -175460.723228 + Penalty 3557.903104 = -171902.820124 nChanged 31 SP:Iteration 5Q (17109.840000 sec): 3 clusters Score: Raw -175492.635916 + Penalty 3557.903104 = -171934.732811 nChanged 23 SP:Iteration 6Q (17110.040000 sec): 3 clusters Score: Raw -175523.950723 + Penalty 3557.903104 = -171966.047619 nChanged 22 SP:Iteration 7Q (17110.230000 sec): 3 clusters Score: Raw -175553.473725 + Penalty 3557.903104 = -171995.570621 nChanged 21 SP:Iteration 8Q (17110.430000 sec): 3 clusters Score: Raw -175589.095619 + Penalty 3557.903104 = -172031.192515 nChanged 24 SP:Iteration 9Q (17110.600000 sec): 3 clusters Score: Raw -175615.061030 + Penalty 3557.903104 = -172057.157925 nChanged 24 SP:Iteration 10Q (17110.760000 sec): 3 clusters Score: Raw -175640.366882 + Penalty 3557.903104 = -172082.463777 nChanged 10 SP:Iteration 11Q (17110.990000 sec): 3 clusters Score: Raw -175652.552524 + Penalty 3557.903104 = -172094.649420 nChanged 9 SP:Iteration 12Q (17111.150000 sec): 3 clusters Score: Raw -175660.533060 + Penalty 3557.903104 = -172102.629956 nChanged 4 SP:Iteration 13Q (17111.320000 sec): 3 clusters Score: Raw -175662.928127 + Penalty 3557.903104 = -172105.025023 nChanged 3 SP:Iteration 14Q (17111.480000 sec): 3 clusters Score: Raw -175668.738948 + Penalty 3557.903104 = -172110.835844 nChanged 2 SP:Iteration 15Q (17111.670000 sec): 3 clusters Score: Raw -175670.510110 + Penalty 3557.903104 = -172112.607006 nChanged 4 SP:Iteration 16Q (17111.870000 sec): 3 clusters Score: Raw -175673.943341 + Penalty 3557.903104 = -172116.040237 nChanged 1 SP:Iteration 17Q (17112.050000 sec): 3 clusters Score: Raw -175674.284218 + Penalty 3557.903104 = -172116.381114 nChanged 1 SP:Iteration 18Q (17112.250000 sec): 3 clusters Score: Raw -175674.843922 + Penalty 3557.903104 = -172116.940818 nChanged 0 SP:Iteration 19F (17112.440000 sec): 3 clusters Score: Raw -175674.843922 + Penalty 3557.903104 = -172116.940818 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 55 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17112.500000 sec): 2 clusters Score: Raw -41002.550162 + Penalty 1418.637321 = -39583.912841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17112.670000 sec): 3 clusters Score: Raw -41099.392909 + Penalty 2837.274641 = -38262.118268 nChanged 28 SP:Iteration 1F (17112.820000 sec): 3 clusters Score: Raw -41210.154828 + Penalty 2837.274641 = -38372.880187 nChanged 9 SP:Iteration 2Q (17113.030000 sec): 3 clusters Score: Raw -41244.535689 + Penalty 2837.274641 = -38407.261047 nChanged 8 SP:Iteration 3Q (17113.200000 sec): 3 clusters Score: Raw -41281.682672 + Penalty 2837.274641 = -38444.408031 nChanged 1 SP:Iteration 4Q (17113.370000 sec): 3 clusters Score: Raw -41283.838203 + Penalty 2837.274641 = -38446.563561 nChanged 1 SP:Iteration 5Q (17113.570000 sec): 3 clusters Score: Raw -41291.458217 + Penalty 2837.274641 = -38454.183576 nChanged 1 SP:Iteration 6Q (17113.750000 sec): 3 clusters Score: Raw -41298.979082 + Penalty 2837.274641 = -38461.704441 nChanged 3 SP:Iteration 7Q (17113.940000 sec): 3 clusters Score: Raw -41306.188436 + Penalty 2837.274641 = -38468.913795 nChanged 1 SP:Iteration 8Q (17114.140000 sec): 3 clusters Score: Raw -41306.861478 + Penalty 2837.274641 = -38469.586837 nChanged 0 SP:Iteration 9F (17114.290000 sec): 3 clusters Score: Raw -41306.861478 + Penalty 2837.274641 = -38469.586837 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 56 (2561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17114.380000 sec): 2 clusters Score: Raw -360781.959363 + Penalty 1946.341965 = -358835.617397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17114.610000 sec): 3 clusters Score: Raw -359762.457214 + Penalty 3892.683931 = -355869.773283 nChanged 853 SP:Iteration 1F (17114.800000 sec): 3 clusters Score: Raw -360349.533698 + Penalty 3892.683931 = -356456.849767 nChanged 225 SP:Iteration 2F (17115.010000 sec): 3 clusters Score: Raw -360566.216574 + Penalty 3892.683931 = -356673.532643 nChanged 131 SP:Iteration 3F (17115.180000 sec): 3 clusters Score: Raw -360660.292606 + Penalty 3892.683931 = -356767.608675 nChanged 83 SP:Iteration 4Q (17115.360000 sec): 3 clusters Score: Raw -360719.784180 + Penalty 3892.683931 = -356827.100249 nChanged 64 SP:Iteration 5Q (17115.530000 sec): 3 clusters Score: Raw -360765.140175 + Penalty 3892.683931 = -356872.456245 nChanged 46 SP:Iteration 6Q (17115.760000 sec): 3 clusters Score: Raw -360797.682107 + Penalty 3892.683931 = -356904.998176 nChanged 34 SP:Iteration 7Q (17115.900000 sec): 3 clusters Score: Raw -360818.352791 + Penalty 3892.683931 = -356925.668860 nChanged 32 SP:Iteration 8Q (17116.070000 sec): 3 clusters Score: Raw -360836.699374 + Penalty 3892.683931 = -356944.015443 nChanged 21 SP:Iteration 9Q (17116.290000 sec): 3 clusters Score: Raw -360850.104864 + Penalty 3892.683931 = -356957.420933 nChanged 21 SP:Iteration 10Q (17116.450000 sec): 3 clusters Score: Raw -360863.663760 + Penalty 3892.683931 = -356970.979829 nChanged 18 SP:Iteration 11Q (17116.620000 sec): 3 clusters Score: Raw -360875.856168 + Penalty 3892.683931 = -356983.172237 nChanged 12 SP:Iteration 12Q (17116.820000 sec): 3 clusters Score: Raw -360882.841146 + Penalty 3892.683931 = -356990.157216 nChanged 7 SP:Iteration 13Q (17116.980000 sec): 3 clusters Score: Raw -360885.703687 + Penalty 3892.683931 = -356993.019756 nChanged 8 SP:Iteration 14Q (17117.210000 sec): 3 clusters Score: Raw -360890.847416 + Penalty 3892.683931 = -356998.163485 nChanged 7 SP:Iteration 15Q (17117.380000 sec): 3 clusters Score: Raw -360894.074917 + Penalty 3892.683931 = -357001.390986 nChanged 10 SP:Iteration 16Q (17117.520000 sec): 3 clusters Score: Raw -360899.021898 + Penalty 3892.683931 = -357006.337967 nChanged 7 SP:Iteration 17Q (17117.720000 sec): 3 clusters Score: Raw -360903.362081 + Penalty 3892.683931 = -357010.678150 nChanged 9 SP:Iteration 18Q (17117.890000 sec): 3 clusters Score: Raw -360908.820368 + Penalty 3892.683931 = -357016.136438 nChanged 5 SP:Iteration 19Q (17118.080000 sec): 3 clusters Score: Raw -360912.112159 + Penalty 3892.683931 = -357019.428228 nChanged 4 SP:Iteration 20F (17118.290000 sec): 3 clusters Score: Raw -360915.222210 + Penalty 3892.683931 = -357022.538279 nChanged 5 SP:Iteration 21Q (17118.480000 sec): 3 clusters Score: Raw -360917.474964 + Penalty 3892.683931 = -357024.791033 nChanged 4 SP:Iteration 22Q (17118.670000 sec): 3 clusters Score: Raw -360919.639628 + Penalty 3892.683931 = -357026.955698 nChanged 8 SP:Iteration 23Q (17118.830000 sec): 3 clusters Score: Raw -360922.605645 + Penalty 3892.683931 = -357029.921714 nChanged 6 SP:Iteration 24Q (17119.020000 sec): 3 clusters Score: Raw -360924.872258 + Penalty 3892.683931 = -357032.188327 nChanged 4 SP:Iteration 25Q (17119.200000 sec): 3 clusters Score: Raw -360926.659519 + Penalty 3892.683931 = -357033.975589 nChanged 4 SP:Iteration 26Q (17119.400000 sec): 3 clusters Score: Raw -360927.859566 + Penalty 3892.683931 = -357035.175636 nChanged 4 SP:Iteration 27Q (17119.590000 sec): 3 clusters Score: Raw -360929.403341 + Penalty 3892.683931 = -357036.719410 nChanged 1 SP:Iteration 28Q (17119.760000 sec): 3 clusters Score: Raw -360929.783940 + Penalty 3892.683931 = -357037.100009 nChanged 1 SP:Iteration 29Q (17119.950000 sec): 3 clusters Score: Raw -360930.142448 + Penalty 3892.683931 = -357037.458517 nChanged 1 SP:Iteration 30Q (17120.130000 sec): 3 clusters Score: Raw -360930.285884 + Penalty 3892.683931 = -357037.601953 nChanged 0 SP:Iteration 31F (17120.310000 sec): 3 clusters Score: Raw -360930.285884 + Penalty 3892.683931 = -357037.601953 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 57 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17120.400000 sec): 2 clusters Score: Raw -81223.074086 + Penalty 1586.438554 = -79636.635532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17120.540000 sec): 3 clusters Score: Raw -81213.268985 + Penalty 3172.877109 = -78040.391876 nChanged 124 SP:Iteration 1F (17120.750000 sec): 3 clusters Score: Raw -81426.442793 + Penalty 3172.877109 = -78253.565684 nChanged 28 SP:Iteration 2Q (17120.900000 sec): 3 clusters Score: Raw -81477.261264 + Penalty 3172.877109 = -78304.384155 nChanged 14 SP:Iteration 3Q (17121.030000 sec): 3 clusters Score: Raw -81503.281561 + Penalty 3172.877109 = -78330.404452 nChanged 5 SP:Iteration 4Q (17121.180000 sec): 3 clusters Score: Raw -81515.505981 + Penalty 3172.877109 = -78342.628872 nChanged 4 SP:Iteration 5Q (17121.410000 sec): 3 clusters Score: Raw -81523.511031 + Penalty 3172.877109 = -78350.633922 nChanged 1 SP:Iteration 6Q (17121.580000 sec): 3 clusters Score: Raw -81525.075033 + Penalty 3172.877109 = -78352.197924 nChanged 1 SP:Iteration 7Q (17121.730000 sec): 3 clusters Score: Raw -81526.031806 + Penalty 3172.877109 = -78353.154697 nChanged 1 SP:Iteration 8Q (17121.910000 sec): 3 clusters Score: Raw -81527.702533 + Penalty 3172.877109 = -78354.825424 nChanged 0 SP:Iteration 9F (17122.120000 sec): 3 clusters Score: Raw -81527.702533 + Penalty 3172.877109 = -78354.825424 nChanged 0 Iteration 219Q (17159.580000 sec): 59 clusters Score: Raw -87598641.685306 + Penalty 191772.294375 = -87406869.390930 nChanged 11 Iteration 220F (17230.600000 sec): 59 clusters Score: Raw -87598643.214448 + Penalty 191772.294375 = -87406870.920073 nChanged 11 Iteration 221Q (17267.790000 sec): 59 clusters Score: Raw -87598644.101393 + Penalty 191772.294375 = -87406871.807017 nChanged 8 Iteration 222Q (17302.490000 sec): 59 clusters Score: Raw -87598645.602878 + Penalty 191772.294375 = -87406873.308503 nChanged 10 Iteration 223Q (17335.570000 sec): 59 clusters Score: Raw -87598645.992608 + Penalty 191772.294375 = -87406873.698232 nChanged 4 Iteration 224Q (17370.140000 sec): 59 clusters Score: Raw -87598646.167831 + Penalty 191772.294375 = -87406873.873455 nChanged 3 Iteration 225Q (17402.930000 sec): 59 clusters Score: Raw -87598646.478353 + Penalty 191772.294375 = -87406874.183977 nChanged 2 Iteration 226Q (17435.820000 sec): 59 clusters Score: Raw -87598646.583697 + Penalty 191772.294375 = -87406874.289322 nChanged 2 Iteration 227Q (17474.300000 sec): 59 clusters Score: Raw -87598646.684313 + Penalty 191772.294375 = -87406874.389938 nChanged 0 Iteration 228F (17555.220000 sec): 59 clusters Score: Raw -87598646.684313 + Penalty 191772.294375 = -87406874.389938 nChanged 0 Compute initial score before splitting: Score: Raw -87598646.684313 + Penalty 191772.294375 = -87406874.389938 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 1 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17555.320000 sec): 2 clusters Score: Raw -20964.649001 + Penalty 1275.132562 = -19689.516439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17555.530000 sec): 3 clusters Score: Raw -21265.955125 + Penalty 2550.265124 = -18715.690001 nChanged 15 SP:Iteration 1F (17555.690000 sec): 3 clusters Score: Raw -21355.067260 + Penalty 2550.265124 = -18804.802136 nChanged 8 SP:Iteration 2Q (17555.920000 sec): 3 clusters Score: Raw -21394.568230 + Penalty 2550.265124 = -18844.303106 nChanged 3 SP:Iteration 3Q (17556.110000 sec): 3 clusters Score: Raw -21408.842573 + Penalty 2550.265124 = -18858.577449 nChanged 2 SP:Iteration 4Q (17556.280000 sec): 3 clusters Score: Raw -21418.989191 + Penalty 2550.265124 = -18868.724067 nChanged 0 SP:Iteration 5F (17556.500000 sec): 3 clusters Score: Raw -21418.989191 + Penalty 2550.265124 = -18868.724067 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 2 (1646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17556.580000 sec): 2 clusters Score: Raw -235682.161754 + Penalty 1836.713639 = -233845.448115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17556.760000 sec): 3 clusters Score: Raw -235119.757979 + Penalty 3673.427277 = -231446.330702 nChanged 514 SP:Iteration 1F (17556.940000 sec): 3 clusters Score: Raw -235536.825400 + Penalty 3673.427277 = -231863.398122 nChanged 125 SP:Iteration 2F (17557.120000 sec): 3 clusters Score: Raw -235664.232550 + Penalty 3673.427277 = -231990.805273 nChanged 91 SP:Iteration 3F (17557.240000 sec): 3 clusters Score: Raw -235754.159728 + Penalty 3673.427277 = -232080.732451 nChanged 54 SP:Iteration 4Q (17557.420000 sec): 3 clusters Score: Raw -235809.980712 + Penalty 3673.427277 = -232136.553435 nChanged 40 SP:Iteration 5Q (17557.620000 sec): 3 clusters Score: Raw -235854.673253 + Penalty 3673.427277 = -232181.245976 nChanged 33 SP:Iteration 6Q (17557.770000 sec): 3 clusters Score: Raw -235888.845160 + Penalty 3673.427277 = -232215.417883 nChanged 22 SP:Iteration 7Q (17557.940000 sec): 3 clusters Score: Raw -235911.003826 + Penalty 3673.427277 = -232237.576549 nChanged 17 SP:Iteration 8Q (17558.140000 sec): 3 clusters Score: Raw -235925.957666 + Penalty 3673.427277 = -232252.530389 nChanged 16 SP:Iteration 9Q (17558.320000 sec): 3 clusters Score: Raw -235941.615383 + Penalty 3673.427277 = -232268.188106 nChanged 13 SP:Iteration 10Q (17558.470000 sec): 3 clusters Score: Raw -235952.806540 + Penalty 3673.427277 = -232279.379263 nChanged 10 SP:Iteration 11Q (17558.670000 sec): 3 clusters Score: Raw -235960.239843 + Penalty 3673.427277 = -232286.812565 nChanged 4 SP:Iteration 12Q (17558.790000 sec): 3 clusters Score: Raw -235962.541725 + Penalty 3673.427277 = -232289.114448 nChanged 3 SP:Iteration 13Q (17559.000000 sec): 3 clusters Score: Raw -235964.166714 + Penalty 3673.427277 = -232290.739437 nChanged 1 SP:Iteration 14Q (17559.190000 sec): 3 clusters Score: Raw -235964.760002 + Penalty 3673.427277 = -232291.332725 nChanged 1 SP:Iteration 15Q (17559.360000 sec): 3 clusters Score: Raw -235965.472100 + Penalty 3673.427277 = -232292.044823 nChanged 0 SP:Iteration 16F (17559.480000 sec): 3 clusters Score: Raw -235965.472100 + Penalty 3673.427277 = -232292.044823 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 3 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17559.580000 sec): 2 clusters Score: Raw -50114.254663 + Penalty 1485.262431 = -48628.992231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17559.720000 sec): 3 clusters Score: Raw -50203.449619 + Penalty 2970.524863 = -47232.924756 nChanged 58 SP:Iteration 1F (17559.900000 sec): 3 clusters Score: Raw -50358.236880 + Penalty 2970.524863 = -47387.712017 nChanged 21 SP:Iteration 2F (17560.080000 sec): 3 clusters Score: Raw -50441.918047 + Penalty 2970.524863 = -47471.393184 nChanged 13 SP:Iteration 3Q (17560.260000 sec): 3 clusters Score: Raw -50490.835241 + Penalty 2970.524863 = -47520.310378 nChanged 8 SP:Iteration 4Q (17560.470000 sec): 3 clusters Score: Raw -50518.845551 + Penalty 2970.524863 = -47548.320688 nChanged 12 SP:Iteration 5Q (17560.640000 sec): 3 clusters Score: Raw -50568.823930 + Penalty 2970.524863 = -47598.299067 nChanged 9 SP:Iteration 6Q (17560.860000 sec): 3 clusters Score: Raw -50595.374001 + Penalty 2970.524863 = -47624.849138 nChanged 2 SP:Iteration 7Q (17561.020000 sec): 3 clusters Score: Raw -50599.076115 + Penalty 2970.524863 = -47628.551252 nChanged 2 SP:Iteration 8Q (17561.180000 sec): 3 clusters Score: Raw -50607.737221 + Penalty 2970.524863 = -47637.212358 nChanged 5 SP:Iteration 9Q (17561.350000 sec): 3 clusters Score: Raw -50621.557006 + Penalty 2970.524863 = -47651.032143 nChanged 5 SP:Iteration 10Q (17561.540000 sec): 3 clusters Score: Raw -50643.508473 + Penalty 2970.524863 = -47672.983610 nChanged 5 SP:Iteration 11Q (17561.740000 sec): 3 clusters Score: Raw -50661.699211 + Penalty 2970.524863 = -47691.174348 nChanged 5 SP:Iteration 12Q (17561.920000 sec): 3 clusters Score: Raw -50676.544973 + Penalty 2970.524863 = -47706.020110 nChanged 5 SP:Iteration 13Q (17562.140000 sec): 3 clusters Score: Raw -50715.448184 + Penalty 2970.524863 = -47744.923321 nChanged 6 SP:Iteration 14Q (17562.270000 sec): 3 clusters Score: Raw -50797.875526 + Penalty 2970.524863 = -47827.350663 nChanged 11 SP:Iteration 15Q (17562.470000 sec): 3 clusters Score: Raw -50869.191999 + Penalty 2970.524863 = -47898.667136 nChanged 10 SP:Iteration 16Q (17562.670000 sec): 3 clusters Score: Raw -50960.627837 + Penalty 2970.524863 = -47990.102974 nChanged 9 SP:Iteration 17Q (17562.830000 sec): 3 clusters Score: Raw -51059.225443 + Penalty 2970.524863 = -48088.700580 nChanged 7 SP:Iteration 18Q (17563.030000 sec): 3 clusters Score: Raw -51152.534707 + Penalty 2970.524863 = -48182.009844 nChanged 4 SP:Iteration 19Q (17563.210000 sec): 3 clusters Score: Raw -51187.164761 + Penalty 2970.524863 = -48216.639898 nChanged 2 SP:Iteration 20F (17563.400000 sec): 3 clusters Score: Raw -51219.545112 + Penalty 2970.524863 = -48249.020249 nChanged 3 SP:Iteration 21Q (17563.630000 sec): 3 clusters Score: Raw -51290.812283 + Penalty 2970.524863 = -48320.287421 nChanged 2 SP:Iteration 22Q (17563.810000 sec): 3 clusters Score: Raw -51294.805944 + Penalty 2970.524863 = -48324.281081 nChanged 1 SP:Iteration 23Q (17563.960000 sec): 3 clusters Score: Raw -51301.785234 + Penalty 2970.524863 = -48331.260372 nChanged 1 SP:Iteration 24Q (17564.180000 sec): 3 clusters Score: Raw -51306.695586 + Penalty 2970.524863 = -48336.170723 nChanged 0 SP:Iteration 25F (17564.340000 sec): 3 clusters Score: Raw -51306.695586 + Penalty 2970.524863 = -48336.170723 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 4 (874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17564.450000 sec): 2 clusters Score: Raw -117089.744941 + Penalty 1679.723933 = -115410.021008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17564.590000 sec): 3 clusters Score: Raw -116931.974651 + Penalty 3359.447866 = -113572.526785 nChanged 201 SP:Iteration 1F (17564.820000 sec): 3 clusters Score: Raw -117186.167652 + Penalty 3359.447866 = -113826.719786 nChanged 56 SP:Iteration 2F (17565.010000 sec): 3 clusters Score: Raw -117283.474439 + Penalty 3359.447866 = -113924.026573 nChanged 38 SP:Iteration 3Q (17565.150000 sec): 3 clusters Score: Raw -117353.466812 + Penalty 3359.447866 = -113994.018946 nChanged 25 SP:Iteration 4Q (17565.350000 sec): 3 clusters Score: Raw -117395.941427 + Penalty 3359.447866 = -114036.493561 nChanged 24 SP:Iteration 5Q (17565.550000 sec): 3 clusters Score: Raw -117445.181797 + Penalty 3359.447866 = -114085.733931 nChanged 27 SP:Iteration 6Q (17565.690000 sec): 3 clusters Score: Raw -117489.830127 + Penalty 3359.447866 = -114130.382260 nChanged 20 SP:Iteration 7Q (17565.890000 sec): 3 clusters Score: Raw -117517.430874 + Penalty 3359.447866 = -114157.983008 nChanged 22 SP:Iteration 8Q (17566.030000 sec): 3 clusters Score: Raw -117557.605595 + Penalty 3359.447866 = -114198.157729 nChanged 17 SP:Iteration 9Q (17566.250000 sec): 3 clusters Score: Raw -117601.780527 + Penalty 3359.447866 = -114242.332660 nChanged 18 SP:Iteration 10Q (17566.410000 sec): 3 clusters Score: Raw -117660.799839 + Penalty 3359.447866 = -114301.351972 nChanged 21 SP:Iteration 11Q (17566.570000 sec): 3 clusters Score: Raw -117707.358417 + Penalty 3359.447866 = -114347.910551 nChanged 23 SP:Iteration 12Q (17566.740000 sec): 3 clusters Score: Raw -117761.059116 + Penalty 3359.447866 = -114401.611250 nChanged 24 SP:Iteration 13Q (17566.900000 sec): 3 clusters Score: Raw -117808.110899 + Penalty 3359.447866 = -114448.663033 nChanged 23 SP:Iteration 14Q (17567.120000 sec): 3 clusters Score: Raw -117885.930812 + Penalty 3359.447866 = -114526.482946 nChanged 21 SP:Iteration 15Q (17567.270000 sec): 3 clusters Score: Raw -117977.947287 + Penalty 3359.447866 = -114618.499420 nChanged 19 SP:Iteration 16Q (17567.470000 sec): 3 clusters Score: Raw -118014.824634 + Penalty 3359.447866 = -114655.376767 nChanged 10 SP:Iteration 17Q (17567.640000 sec): 3 clusters Score: Raw -118031.968053 + Penalty 3359.447866 = -114672.520187 nChanged 8 SP:Iteration 18Q (17567.810000 sec): 3 clusters Score: Raw -118043.229244 + Penalty 3359.447866 = -114683.781377 nChanged 2 SP:Iteration 19Q (17568.010000 sec): 3 clusters Score: Raw -118045.999713 + Penalty 3359.447866 = -114686.551846 nChanged 1 SP:Iteration 20F (17568.180000 sec): 3 clusters Score: Raw -118046.506073 + Penalty 3359.447866 = -114687.058206 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 5 (13741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17568.340000 sec): 2 clusters Score: Raw -1952481.649691 + Penalty 2362.978557 = -1950118.671134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17568.590000 sec): 3 clusters Score: Raw -1944775.142804 + Penalty 4725.957114 = -1940049.185690 nChanged 5858 SP:Iteration 1F (17568.850000 sec): 3 clusters Score: Raw -1947833.815240 + Penalty 4725.957114 = -1943107.858126 nChanged 857 SP:Iteration 2F (17569.150000 sec): 3 clusters Score: Raw -1948205.865782 + Penalty 4725.957114 = -1943479.908668 nChanged 728 SP:Iteration 3F (17569.400000 sec): 3 clusters Score: Raw -1948534.904740 + Penalty 4725.957114 = -1943808.947626 nChanged 662 SP:Iteration 4Q (17569.650000 sec): 3 clusters Score: Raw -1948848.200528 + Penalty 4725.957114 = -1944122.243414 nChanged 566 SP:Iteration 5Q (17569.880000 sec): 3 clusters Score: Raw -1949141.231320 + Penalty 4725.957114 = -1944415.274206 nChanged 545 SP:Iteration 6Q (17570.110000 sec): 3 clusters Score: Raw -1949477.854575 + Penalty 4725.957114 = -1944751.897461 nChanged 585 SP:Iteration 7Q (17570.330000 sec): 3 clusters Score: Raw -1949868.230390 + Penalty 4725.957114 = -1945142.273276 nChanged 556 SP:Iteration 8Q (17570.600000 sec): 3 clusters Score: Raw -1950232.949325 + Penalty 4725.957114 = -1945506.992211 nChanged 546 SP:Iteration 9Q (17570.870000 sec): 3 clusters Score: Raw -1950555.137590 + Penalty 4725.957114 = -1945829.180476 nChanged 528 SP:Iteration 10Q (17571.080000 sec): 3 clusters Score: Raw -1950844.842898 + Penalty 4725.957114 = -1946118.885784 nChanged 468 SP:Iteration 11Q (17571.320000 sec): 3 clusters Score: Raw -1951085.223406 + Penalty 4725.957114 = -1946359.266291 nChanged 441 SP:Iteration 12Q (17571.590000 sec): 3 clusters Score: Raw -1951318.362435 + Penalty 4725.957114 = -1946592.405321 nChanged 395 SP:Iteration 13Q (17571.830000 sec): 3 clusters Score: Raw -1951522.042753 + Penalty 4725.957114 = -1946796.085639 nChanged 378 SP:Iteration 14Q (17572.040000 sec): 3 clusters Score: Raw -1951710.163021 + Penalty 4725.957114 = -1946984.205907 nChanged 315 SP:Iteration 15Q (17572.350000 sec): 3 clusters Score: Raw -1951852.894675 + Penalty 4725.957114 = -1947126.937560 nChanged 282 SP:Iteration 16Q (17572.560000 sec): 3 clusters Score: Raw -1951971.190016 + Penalty 4725.957114 = -1947245.232902 nChanged 228 SP:Iteration 17Q (17572.850000 sec): 3 clusters Score: Raw -1952065.535573 + Penalty 4725.957114 = -1947339.578459 nChanged 209 SP:Iteration 18Q (17573.080000 sec): 3 clusters Score: Raw -1952142.283982 + Penalty 4725.957114 = -1947416.326868 nChanged 175 SP:Iteration 19Q (17573.300000 sec): 3 clusters Score: Raw -1952210.972962 + Penalty 4725.957114 = -1947485.015848 nChanged 160 SP:Iteration 20F (17573.590000 sec): 3 clusters Score: Raw -1952270.475845 + Penalty 4725.957114 = -1947544.518731 nChanged 139 SP:Iteration 21Q (17573.860000 sec): 3 clusters Score: Raw -1952319.367405 + Penalty 4725.957114 = -1947593.410291 nChanged 116 SP:Iteration 22Q (17574.090000 sec): 3 clusters Score: Raw -1952365.158328 + Penalty 4725.957114 = -1947639.201214 nChanged 100 SP:Iteration 23Q (17574.310000 sec): 3 clusters Score: Raw -1952406.055513 + Penalty 4725.957114 = -1947680.098398 nChanged 105 SP:Iteration 24Q (17574.500000 sec): 3 clusters Score: Raw -1952448.331996 + Penalty 4725.957114 = -1947722.374882 nChanged 103 SP:Iteration 25Q (17574.770000 sec): 3 clusters Score: Raw -1952492.151960 + Penalty 4725.957114 = -1947766.194846 nChanged 87 SP:Iteration 26Q (17575.030000 sec): 3 clusters Score: Raw -1952520.673067 + Penalty 4725.957114 = -1947794.715953 nChanged 81 SP:Iteration 27Q (17575.210000 sec): 3 clusters Score: Raw -1952549.938597 + Penalty 4725.957114 = -1947823.981483 nChanged 63 SP:Iteration 28Q (17575.440000 sec): 3 clusters Score: Raw -1952572.386396 + Penalty 4725.957114 = -1947846.429281 nChanged 54 SP:Iteration 29Q (17575.690000 sec): 3 clusters Score: Raw -1952591.297407 + Penalty 4725.957114 = -1947865.340293 nChanged 47 SP:Iteration 30Q (17575.890000 sec): 3 clusters Score: Raw -1952609.402011 + Penalty 4725.957114 = -1947883.444897 nChanged 50 SP:Iteration 31Q (17576.120000 sec): 3 clusters Score: Raw -1952629.469890 + Penalty 4725.957114 = -1947903.512776 nChanged 52 SP:Iteration 32Q (17576.390000 sec): 3 clusters Score: Raw -1952651.464460 + Penalty 4725.957114 = -1947925.507346 nChanged 53 SP:Iteration 33Q (17576.590000 sec): 3 clusters Score: Raw -1952673.123174 + Penalty 4725.957114 = -1947947.166059 nChanged 49 SP:Iteration 34Q (17576.830000 sec): 3 clusters Score: Raw -1952693.365039 + Penalty 4725.957114 = -1947967.407925 nChanged 50 SP:Iteration 35Q (17577.070000 sec): 3 clusters Score: Raw -1952712.811670 + Penalty 4725.957114 = -1947986.854555 nChanged 48 SP:Iteration 36Q (17577.280000 sec): 3 clusters Score: Raw -1952730.995916 + Penalty 4725.957114 = -1948005.038802 nChanged 48 SP:Iteration 37Q (17577.510000 sec): 3 clusters Score: Raw -1952749.120569 + Penalty 4725.957114 = -1948023.163454 nChanged 39 SP:Iteration 38Q (17577.750000 sec): 3 clusters Score: Raw -1952768.187043 + Penalty 4725.957114 = -1948042.229929 nChanged 44 SP:Iteration 39Q (17578.100000 sec): 3 clusters Score: Raw -1952786.433777 + Penalty 4725.957114 = -1948060.476663 nChanged 38 SP:Iteration 40F (17578.470000 sec): 3 clusters Score: Raw -1952801.333483 + Penalty 4725.957114 = -1948075.376369 nChanged 33 SP:Iteration 41Q (17578.790000 sec): 3 clusters Score: Raw -1952813.208801 + Penalty 4725.957114 = -1948087.251687 nChanged 27 SP:Iteration 42Q (17579.160000 sec): 3 clusters Score: Raw -1952823.943664 + Penalty 4725.957114 = -1948097.986550 nChanged 28 SP:Iteration 43Q (17579.410000 sec): 3 clusters Score: Raw -1952835.747406 + Penalty 4725.957114 = -1948109.790292 nChanged 28 SP:Iteration 44Q (17579.640000 sec): 3 clusters Score: Raw -1952848.286233 + Penalty 4725.957114 = -1948122.329118 nChanged 24 SP:Iteration 45Q (17579.860000 sec): 3 clusters Score: Raw -1952859.807838 + Penalty 4725.957114 = -1948133.850724 nChanged 33 SP:Iteration 46Q (17580.030000 sec): 3 clusters Score: Raw -1952875.303615 + Penalty 4725.957114 = -1948149.346501 nChanged 32 SP:Iteration 47Q (17580.250000 sec): 3 clusters Score: Raw -1952889.099300 + Penalty 4725.957114 = -1948163.142186 nChanged 25 SP:Iteration 48Q (17580.460000 sec): 3 clusters Score: Raw -1952900.251057 + Penalty 4725.957114 = -1948174.293943 nChanged 20 SP:Iteration 49Q (17580.740000 sec): 3 clusters Score: Raw -1952910.682404 + Penalty 4725.957114 = -1948184.725290 nChanged 15 SP:Iteration 50Q (17580.940000 sec): 3 clusters Score: Raw -1952915.941680 + Penalty 4725.957114 = -1948189.984566 nChanged 18 SP:Iteration 51Q (17581.200000 sec): 3 clusters Score: Raw -1952922.608737 + Penalty 4725.957114 = -1948196.651623 nChanged 20 SP:Iteration 52Q (17581.440000 sec): 3 clusters Score: Raw -1952928.472472 + Penalty 4725.957114 = -1948202.515357 nChanged 13 SP:Iteration 53Q (17581.680000 sec): 3 clusters Score: Raw -1952933.590242 + Penalty 4725.957114 = -1948207.633128 nChanged 12 SP:Iteration 54Q (17581.960000 sec): 3 clusters Score: Raw -1952936.896481 + Penalty 4725.957114 = -1948210.939367 nChanged 10 SP:Iteration 55Q (17582.170000 sec): 3 clusters Score: Raw -1952941.199359 + Penalty 4725.957114 = -1948215.242244 nChanged 10 SP:Iteration 56Q (17582.410000 sec): 3 clusters Score: Raw -1952944.775760 + Penalty 4725.957114 = -1948218.818646 nChanged 8 SP:Iteration 57Q (17582.670000 sec): 3 clusters Score: Raw -1952948.769258 + Penalty 4725.957114 = -1948222.812144 nChanged 11 SP:Iteration 58Q (17582.940000 sec): 3 clusters Score: Raw -1952953.691939 + Penalty 4725.957114 = -1948227.734825 nChanged 9 SP:Iteration 59Q (17583.170000 sec): 3 clusters Score: Raw -1952957.847559 + Penalty 4725.957114 = -1948231.890445 nChanged 8 SP:Iteration 60F (17583.420000 sec): 3 clusters Score: Raw -1952961.373075 + Penalty 4725.957114 = -1948235.415960 nChanged 7 SP:Iteration 61Q (17583.660000 sec): 3 clusters Score: Raw -1952963.253238 + Penalty 4725.957114 = -1948237.296124 nChanged 3 SP:Iteration 62Q (17583.920000 sec): 3 clusters Score: Raw -1952965.340993 + Penalty 4725.957114 = -1948239.383879 nChanged 4 SP:Iteration 63Q (17584.160000 sec): 3 clusters Score: Raw -1952967.365677 + Penalty 4725.957114 = -1948241.408562 nChanged 3 SP:Iteration 64Q (17584.430000 sec): 3 clusters Score: Raw -1952968.807475 + Penalty 4725.957114 = -1948242.850361 nChanged 3 SP:Iteration 65Q (17584.730000 sec): 3 clusters Score: Raw -1952970.161099 + Penalty 4725.957114 = -1948244.203985 nChanged 3 SP:Iteration 66Q (17584.960000 sec): 3 clusters Score: Raw -1952971.387857 + Penalty 4725.957114 = -1948245.430743 nChanged 5 SP:Iteration 67Q (17585.180000 sec): 3 clusters Score: Raw -1952973.593426 + Penalty 4725.957114 = -1948247.636311 nChanged 4 SP:Iteration 68Q (17585.410000 sec): 3 clusters Score: Raw -1952975.429170 + Penalty 4725.957114 = -1948249.472056 nChanged 3 SP:Iteration 69Q (17585.650000 sec): 3 clusters Score: Raw -1952976.253900 + Penalty 4725.957114 = -1948250.296786 nChanged 0 SP:Iteration 70F (17585.890000 sec): 3 clusters Score: Raw -1952976.253900 + Penalty 4725.957114 = -1948250.296786 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 6 (7731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17586.020000 sec): 2 clusters Score: Raw -1080656.166603 + Penalty 2220.342388 = -1078435.824215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17586.230000 sec): 3 clusters Score: Raw -1076653.537842 + Penalty 4440.684776 = -1072212.853067 nChanged 3099 SP:Iteration 1F (17586.450000 sec): 3 clusters Score: Raw -1078356.267726 + Penalty 4440.684776 = -1073915.582951 nChanged 596 SP:Iteration 2F (17586.660000 sec): 3 clusters Score: Raw -1078721.801260 + Penalty 4440.684776 = -1074281.116485 nChanged 494 SP:Iteration 3F (17586.880000 sec): 3 clusters Score: Raw -1079056.181109 + Penalty 4440.684776 = -1074615.496333 nChanged 441 SP:Iteration 4F (17587.100000 sec): 3 clusters Score: Raw -1079365.701325 + Penalty 4440.684776 = -1074925.016550 nChanged 404 SP:Iteration 5F (17587.330000 sec): 3 clusters Score: Raw -1079666.721302 + Penalty 4440.684776 = -1075226.036526 nChanged 407 SP:Iteration 6F (17587.580000 sec): 3 clusters Score: Raw -1079963.838222 + Penalty 4440.684776 = -1075523.153447 nChanged 327 SP:Iteration 7Q (17587.800000 sec): 3 clusters Score: Raw -1080227.134045 + Penalty 4440.684776 = -1075786.449270 nChanged 297 SP:Iteration 8Q (17588.030000 sec): 3 clusters Score: Raw -1080436.224489 + Penalty 4440.684776 = -1075995.539713 nChanged 216 SP:Iteration 9Q (17588.280000 sec): 3 clusters Score: Raw -1080585.534825 + Penalty 4440.684776 = -1076144.850050 nChanged 175 SP:Iteration 10Q (17588.490000 sec): 3 clusters Score: Raw -1080715.178115 + Penalty 4440.684776 = -1076274.493340 nChanged 143 SP:Iteration 11Q (17588.730000 sec): 3 clusters Score: Raw -1080811.188204 + Penalty 4440.684776 = -1076370.503428 nChanged 106 SP:Iteration 12Q (17588.970000 sec): 3 clusters Score: Raw -1080882.777789 + Penalty 4440.684776 = -1076442.093013 nChanged 75 SP:Iteration 13Q (17589.190000 sec): 3 clusters Score: Raw -1080932.706630 + Penalty 4440.684776 = -1076492.021855 nChanged 64 SP:Iteration 14Q (17589.460000 sec): 3 clusters Score: Raw -1080974.766237 + Penalty 4440.684776 = -1076534.081462 nChanged 52 SP:Iteration 15Q (17589.660000 sec): 3 clusters Score: Raw -1081001.666849 + Penalty 4440.684776 = -1076560.982073 nChanged 41 SP:Iteration 16Q (17589.870000 sec): 3 clusters Score: Raw -1081028.430639 + Penalty 4440.684776 = -1076587.745863 nChanged 36 SP:Iteration 17Q (17590.100000 sec): 3 clusters Score: Raw -1081048.759128 + Penalty 4440.684776 = -1076608.074353 nChanged 31 SP:Iteration 18Q (17590.300000 sec): 3 clusters Score: Raw -1081073.937944 + Penalty 4440.684776 = -1076633.253169 nChanged 29 SP:Iteration 19Q (17590.520000 sec): 3 clusters Score: Raw -1081091.660762 + Penalty 4440.684776 = -1076650.975987 nChanged 21 SP:Iteration 20F (17590.780000 sec): 3 clusters Score: Raw -1081105.789829 + Penalty 4440.684776 = -1076665.105054 nChanged 20 SP:Iteration 21Q (17590.950000 sec): 3 clusters Score: Raw -1081117.574651 + Penalty 4440.684776 = -1076676.889876 nChanged 13 SP:Iteration 22Q (17591.190000 sec): 3 clusters Score: Raw -1081126.007732 + Penalty 4440.684776 = -1076685.322956 nChanged 14 SP:Iteration 23Q (17591.400000 sec): 3 clusters Score: Raw -1081132.603206 + Penalty 4440.684776 = -1076691.918430 nChanged 9 SP:Iteration 24Q (17591.650000 sec): 3 clusters Score: Raw -1081137.312040 + Penalty 4440.684776 = -1076696.627265 nChanged 10 SP:Iteration 25Q (17591.870000 sec): 3 clusters Score: Raw -1081145.828434 + Penalty 4440.684776 = -1076705.143658 nChanged 11 SP:Iteration 26Q (17592.060000 sec): 3 clusters Score: Raw -1081152.702913 + Penalty 4440.684776 = -1076712.018138 nChanged 8 SP:Iteration 27Q (17592.270000 sec): 3 clusters Score: Raw -1081157.566276 + Penalty 4440.684776 = -1076716.881501 nChanged 11 SP:Iteration 28Q (17592.490000 sec): 3 clusters Score: Raw -1081164.605518 + Penalty 4440.684776 = -1076723.920742 nChanged 5 SP:Iteration 29Q (17592.700000 sec): 3 clusters Score: Raw -1081169.861378 + Penalty 4440.684776 = -1076729.176602 nChanged 10 SP:Iteration 30Q (17592.920000 sec): 3 clusters Score: Raw -1081175.378165 + Penalty 4440.684776 = -1076734.693389 nChanged 7 SP:Iteration 31Q (17593.100000 sec): 3 clusters Score: Raw -1081179.672293 + Penalty 4440.684776 = -1076738.987517 nChanged 5 SP:Iteration 32Q (17593.360000 sec): 3 clusters Score: Raw -1081181.909995 + Penalty 4440.684776 = -1076741.225219 nChanged 1 SP:Iteration 33Q (17593.560000 sec): 3 clusters Score: Raw -1081182.335757 + Penalty 4440.684776 = -1076741.650982 nChanged 1 SP:Iteration 34Q (17593.780000 sec): 3 clusters Score: Raw -1081183.093589 + Penalty 4440.684776 = -1076742.408814 nChanged 0 SP:Iteration 35F (17594.010000 sec): 3 clusters Score: Raw -1081183.093589 + Penalty 4440.684776 = -1076742.408814 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 7 (7197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17594.130000 sec): 2 clusters Score: Raw -1051292.699552 + Penalty 2202.592049 = -1049090.107503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17594.390000 sec): 3 clusters Score: Raw -1047571.097136 + Penalty 4405.184098 = -1043165.913039 nChanged 2849 SP:Iteration 1F (17594.600000 sec): 3 clusters Score: Raw -1049097.395332 + Penalty 4405.184098 = -1044692.211234 nChanged 581 SP:Iteration 2F (17594.870000 sec): 3 clusters Score: Raw -1049421.305802 + Penalty 4405.184098 = -1045016.121705 nChanged 423 SP:Iteration 3F (17595.040000 sec): 3 clusters Score: Raw -1049648.808583 + Penalty 4405.184098 = -1045243.624486 nChanged 331 SP:Iteration 4Q (17595.280000 sec): 3 clusters Score: Raw -1049783.908116 + Penalty 4405.184098 = -1045378.724018 nChanged 207 SP:Iteration 5Q (17595.530000 sec): 3 clusters Score: Raw -1049863.766470 + Penalty 4405.184098 = -1045458.582372 nChanged 171 SP:Iteration 6Q (17595.740000 sec): 3 clusters Score: Raw -1049926.506044 + Penalty 4405.184098 = -1045521.321947 nChanged 133 SP:Iteration 7Q (17595.930000 sec): 3 clusters Score: Raw -1049974.937157 + Penalty 4405.184098 = -1045569.753060 nChanged 128 SP:Iteration 8Q (17596.100000 sec): 3 clusters Score: Raw -1050013.409031 + Penalty 4405.184098 = -1045608.224934 nChanged 110 SP:Iteration 9Q (17596.330000 sec): 3 clusters Score: Raw -1050044.948315 + Penalty 4405.184098 = -1045639.764217 nChanged 101 SP:Iteration 10Q (17596.520000 sec): 3 clusters Score: Raw -1050075.723413 + Penalty 4405.184098 = -1045670.539315 nChanged 106 SP:Iteration 11Q (17596.710000 sec): 3 clusters Score: Raw -1050110.059044 + Penalty 4405.184098 = -1045704.874947 nChanged 124 SP:Iteration 12Q (17596.940000 sec): 3 clusters Score: Raw -1050150.203022 + Penalty 4405.184098 = -1045745.018924 nChanged 119 SP:Iteration 13Q (17597.100000 sec): 3 clusters Score: Raw -1050194.635263 + Penalty 4405.184098 = -1045789.451166 nChanged 144 SP:Iteration 14Q (17597.290000 sec): 3 clusters Score: Raw -1050252.596121 + Penalty 4405.184098 = -1045847.412023 nChanged 155 SP:Iteration 15Q (17597.500000 sec): 3 clusters Score: Raw -1050318.458416 + Penalty 4405.184098 = -1045913.274318 nChanged 164 SP:Iteration 16Q (17597.760000 sec): 3 clusters Score: Raw -1050392.358705 + Penalty 4405.184098 = -1045987.174608 nChanged 175 SP:Iteration 17Q (17597.970000 sec): 3 clusters Score: Raw -1050482.316285 + Penalty 4405.184098 = -1046077.132187 nChanged 196 SP:Iteration 18Q (17598.170000 sec): 3 clusters Score: Raw -1050586.261871 + Penalty 4405.184098 = -1046181.077773 nChanged 203 SP:Iteration 19Q (17598.410000 sec): 3 clusters Score: Raw -1050704.781106 + Penalty 4405.184098 = -1046299.597009 nChanged 188 SP:Iteration 20F (17598.580000 sec): 3 clusters Score: Raw -1050809.120574 + Penalty 4405.184098 = -1046403.936477 nChanged 164 SP:Iteration 21Q (17598.730000 sec): 3 clusters Score: Raw -1050903.784496 + Penalty 4405.184098 = -1046498.600399 nChanged 159 SP:Iteration 22Q (17598.980000 sec): 3 clusters Score: Raw -1051007.090769 + Penalty 4405.184098 = -1046601.906672 nChanged 157 SP:Iteration 23Q (17599.170000 sec): 3 clusters Score: Raw -1051119.329663 + Penalty 4405.184098 = -1046714.145566 nChanged 141 SP:Iteration 24Q (17599.380000 sec): 3 clusters Score: Raw -1051207.439060 + Penalty 4405.184098 = -1046802.254963 nChanged 104 SP:Iteration 25Q (17599.630000 sec): 3 clusters Score: Raw -1051276.844176 + Penalty 4405.184098 = -1046871.660079 nChanged 86 SP:Iteration 26Q (17599.820000 sec): 3 clusters Score: Raw -1051330.757184 + Penalty 4405.184098 = -1046925.573087 nChanged 57 SP:Iteration 27Q (17600.030000 sec): 3 clusters Score: Raw -1051369.357991 + Penalty 4405.184098 = -1046964.173894 nChanged 58 SP:Iteration 28Q (17600.270000 sec): 3 clusters Score: Raw -1051414.495156 + Penalty 4405.184098 = -1047009.311058 nChanged 43 SP:Iteration 29Q (17600.470000 sec): 3 clusters Score: Raw -1051449.034369 + Penalty 4405.184098 = -1047043.850271 nChanged 29 SP:Iteration 30Q (17600.700000 sec): 3 clusters Score: Raw -1051470.909710 + Penalty 4405.184098 = -1047065.725612 nChanged 22 SP:Iteration 31Q (17600.880000 sec): 3 clusters Score: Raw -1051484.402259 + Penalty 4405.184098 = -1047079.218161 nChanged 17 SP:Iteration 32Q (17601.050000 sec): 3 clusters Score: Raw -1051495.707758 + Penalty 4405.184098 = -1047090.523660 nChanged 21 SP:Iteration 33Q (17601.230000 sec): 3 clusters Score: Raw -1051514.517887 + Penalty 4405.184098 = -1047109.333790 nChanged 20 SP:Iteration 34Q (17601.480000 sec): 3 clusters Score: Raw -1051529.112939 + Penalty 4405.184098 = -1047123.928842 nChanged 18 SP:Iteration 35Q (17601.640000 sec): 3 clusters Score: Raw -1051540.148985 + Penalty 4405.184098 = -1047134.964888 nChanged 14 SP:Iteration 36Q (17601.850000 sec): 3 clusters Score: Raw -1051548.546206 + Penalty 4405.184098 = -1047143.362108 nChanged 12 SP:Iteration 37Q (17602.100000 sec): 3 clusters Score: Raw -1051562.898895 + Penalty 4405.184098 = -1047157.714797 nChanged 16 SP:Iteration 38Q (17602.270000 sec): 3 clusters Score: Raw -1051576.487830 + Penalty 4405.184098 = -1047171.303733 nChanged 14 SP:Iteration 39Q (17602.500000 sec): 3 clusters Score: Raw -1051587.547293 + Penalty 4405.184098 = -1047182.363196 nChanged 8 SP:Iteration 40F (17602.690000 sec): 3 clusters Score: Raw -1051593.359754 + Penalty 4405.184098 = -1047188.175656 nChanged 6 SP:Iteration 41Q (17602.890000 sec): 3 clusters Score: Raw -1051597.682254 + Penalty 4405.184098 = -1047192.498156 nChanged 2 SP:Iteration 42Q (17603.070000 sec): 3 clusters Score: Raw -1051598.897808 + Penalty 4405.184098 = -1047193.713710 nChanged 3 SP:Iteration 43Q (17603.300000 sec): 3 clusters Score: Raw -1051601.076618 + Penalty 4405.184098 = -1047195.892520 nChanged 1 SP:Iteration 44Q (17603.520000 sec): 3 clusters Score: Raw -1051601.509124 + Penalty 4405.184098 = -1047196.325027 nChanged 0 SP:Iteration 45F (17603.750000 sec): 3 clusters Score: Raw -1051601.509124 + Penalty 4405.184098 = -1047196.325027 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 8 (177135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17604.590000 sec): 2 clusters Score: Raw -25603626.376935 + Penalty 2996.997523 = -25600629.379411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17605.620000 sec): 3 clusters Score: Raw -25487910.625131 + Penalty 5993.995047 = -25481916.630084 nChanged 84956 SP:Iteration 1F (17606.720000 sec): 3 clusters Score: Raw -25537376.311856 + Penalty 5993.995047 = -25531382.316809 nChanged 5457 SP:Iteration 2Q (17607.850000 sec): 3 clusters Score: Raw -25538736.790582 + Penalty 5993.995047 = -25532742.795535 nChanged 5965 SP:Iteration 3Q (17609.060000 sec): 3 clusters Score: Raw -25540462.407450 + Penalty 5993.995047 = -25534468.412404 nChanged 6537 SP:Iteration 4Q (17610.180000 sec): 3 clusters Score: Raw -25542684.145955 + Penalty 5993.995047 = -25536690.150908 nChanged 7477 SP:Iteration 5Q (17611.310000 sec): 3 clusters Score: Raw -25545692.926700 + Penalty 5993.995047 = -25539698.931654 nChanged 8533 SP:Iteration 6Q (17612.450000 sec): 3 clusters Score: Raw -25549849.946810 + Penalty 5993.995047 = -25543855.951764 nChanged 9898 SP:Iteration 7F (17613.560000 sec): 3 clusters Score: Raw -25555604.291583 + Penalty 5993.995047 = -25549610.296536 nChanged 11044 SP:Iteration 8F (17614.640000 sec): 3 clusters Score: Raw -25563130.388965 + Penalty 5993.995047 = -25557136.393918 nChanged 11477 SP:Iteration 9F (17615.730000 sec): 3 clusters Score: Raw -25572050.329084 + Penalty 5993.995047 = -25566056.334037 nChanged 10306 SP:Iteration 10F (17616.860000 sec): 3 clusters Score: Raw -25580618.980845 + Penalty 5993.995047 = -25574624.985798 nChanged 8355 SP:Iteration 11Q (17618.010000 sec): 3 clusters Score: Raw -25587458.973964 + Penalty 5993.995047 = -25581464.978918 nChanged 6095 SP:Iteration 12Q (17619.130000 sec): 3 clusters Score: Raw -25592112.186327 + Penalty 5993.995047 = -25586118.191281 nChanged 4556 SP:Iteration 13Q (17620.170000 sec): 3 clusters Score: Raw -25595379.605507 + Penalty 5993.995047 = -25589385.610460 nChanged 3466 SP:Iteration 14Q (17621.240000 sec): 3 clusters Score: Raw -25597766.833110 + Penalty 5993.995047 = -25591772.838063 nChanged 2659 SP:Iteration 15Q (17622.120000 sec): 3 clusters Score: Raw -25599594.437693 + Penalty 5993.995047 = -25593600.442646 nChanged 2048 SP:Iteration 16Q (17623.030000 sec): 3 clusters Score: Raw -25601007.340256 + Penalty 5993.995047 = -25595013.345210 nChanged 1530 SP:Iteration 17Q (17623.940000 sec): 3 clusters Score: Raw -25602016.699068 + Penalty 5993.995047 = -25596022.704021 nChanged 1082 SP:Iteration 18Q (17624.880000 sec): 3 clusters Score: Raw -25602704.946828 + Penalty 5993.995047 = -25596710.951781 nChanged 723 SP:Iteration 19Q (17625.820000 sec): 3 clusters Score: Raw -25603144.918575 + Penalty 5993.995047 = -25597150.923528 nChanged 507 SP:Iteration 20F (17626.880000 sec): 3 clusters Score: Raw -25603451.479848 + Penalty 5993.995047 = -25597457.484802 nChanged 359 SP:Iteration 21Q (17627.950000 sec): 3 clusters Score: Raw -25603658.317256 + Penalty 5993.995047 = -25597664.322209 nChanged 260 SP:Iteration 22Q (17628.940000 sec): 3 clusters Score: Raw -25603813.671412 + Penalty 5993.995047 = -25597819.676366 nChanged 182 SP:Iteration 23Q (17629.890000 sec): 3 clusters Score: Raw -25603910.753012 + Penalty 5993.995047 = -25597916.757966 nChanged 133 SP:Iteration 24Q (17630.830000 sec): 3 clusters Score: Raw -25603977.829216 + Penalty 5993.995047 = -25597983.834169 nChanged 102 SP:Iteration 25Q (17631.740000 sec): 3 clusters Score: Raw -25604031.529013 + Penalty 5993.995047 = -25598037.533966 nChanged 70 SP:Iteration 26Q (17632.640000 sec): 3 clusters Score: Raw -25604063.363222 + Penalty 5993.995047 = -25598069.368175 nChanged 55 SP:Iteration 27Q (17633.570000 sec): 3 clusters Score: Raw -25604088.356532 + Penalty 5993.995047 = -25598094.361485 nChanged 51 SP:Iteration 28Q (17634.610000 sec): 3 clusters Score: Raw -25604113.283327 + Penalty 5993.995047 = -25598119.288280 nChanged 48 SP:Iteration 29Q (17635.580000 sec): 3 clusters Score: Raw -25604134.697008 + Penalty 5993.995047 = -25598140.701961 nChanged 36 SP:Iteration 30Q (17636.500000 sec): 3 clusters Score: Raw -25604150.445284 + Penalty 5993.995047 = -25598156.450238 nChanged 28 SP:Iteration 31Q (17637.530000 sec): 3 clusters Score: Raw -25604162.524360 + Penalty 5993.995047 = -25598168.529314 nChanged 23 SP:Iteration 32Q (17638.550000 sec): 3 clusters Score: Raw -25604171.570295 + Penalty 5993.995047 = -25598177.575248 nChanged 16 SP:Iteration 33Q (17639.520000 sec): 3 clusters Score: Raw -25604177.793670 + Penalty 5993.995047 = -25598183.798623 nChanged 11 SP:Iteration 34Q (17640.520000 sec): 3 clusters Score: Raw -25604183.198818 + Penalty 5993.995047 = -25598189.203771 nChanged 10 SP:Iteration 35Q (17641.510000 sec): 3 clusters Score: Raw -25604186.080563 + Penalty 5993.995047 = -25598192.085516 nChanged 10 SP:Iteration 36Q (17642.490000 sec): 3 clusters Score: Raw -25604189.755998 + Penalty 5993.995047 = -25598195.760951 nChanged 7 SP:Iteration 37Q (17643.500000 sec): 3 clusters Score: Raw -25604193.157562 + Penalty 5993.995047 = -25598199.162515 nChanged 6 SP:Iteration 38Q (17644.500000 sec): 3 clusters Score: Raw -25604195.316728 + Penalty 5993.995047 = -25598201.321681 nChanged 7 SP:Iteration 39Q (17645.500000 sec): 3 clusters Score: Raw -25604197.408580 + Penalty 5993.995047 = -25598203.413534 nChanged 1 SP:Iteration 40F (17646.610000 sec): 3 clusters Score: Raw -25604197.640051 + Penalty 5993.995047 = -25598203.645004 nChanged 1 SP:Iteration 41Q (17647.530000 sec): 3 clusters Score: Raw -25604197.831281 + Penalty 5993.995047 = -25598203.836234 nChanged 0 SP:Iteration 42F (17648.700000 sec): 3 clusters Score: Raw -25604197.831281 + Penalty 5993.995047 = -25598203.836234 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 9 (7224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17648.870000 sec): 2 clusters Score: Raw -1014178.829462 + Penalty 2203.520696 = -1011975.308767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17649.110000 sec): 3 clusters Score: Raw -1010387.370298 + Penalty 4407.041391 = -1005980.328907 nChanged 2972 SP:Iteration 1F (17649.320000 sec): 3 clusters Score: Raw -1011972.232788 + Penalty 4407.041391 = -1007565.191397 nChanged 528 SP:Iteration 2F (17649.540000 sec): 3 clusters Score: Raw -1012235.557847 + Penalty 4407.041391 = -1007828.516456 nChanged 370 SP:Iteration 3F (17649.740000 sec): 3 clusters Score: Raw -1012407.596782 + Penalty 4407.041391 = -1008000.555390 nChanged 298 SP:Iteration 4Q (17649.990000 sec): 3 clusters Score: Raw -1012574.425531 + Penalty 4407.041391 = -1008167.384140 nChanged 318 SP:Iteration 5Q (17650.190000 sec): 3 clusters Score: Raw -1012759.310711 + Penalty 4407.041391 = -1008352.269320 nChanged 352 SP:Iteration 6Q (17650.480000 sec): 3 clusters Score: Raw -1012991.914194 + Penalty 4407.041391 = -1008584.872803 nChanged 341 SP:Iteration 7Q (17650.700000 sec): 3 clusters Score: Raw -1013222.521222 + Penalty 4407.041391 = -1008815.479830 nChanged 302 SP:Iteration 8Q (17650.890000 sec): 3 clusters Score: Raw -1013458.153825 + Penalty 4407.041391 = -1009051.112434 nChanged 296 SP:Iteration 9Q (17651.170000 sec): 3 clusters Score: Raw -1013689.550759 + Penalty 4407.041391 = -1009282.509367 nChanged 261 SP:Iteration 10Q (17651.380000 sec): 3 clusters Score: Raw -1013898.096722 + Penalty 4407.041391 = -1009491.055330 nChanged 221 SP:Iteration 11Q (17651.580000 sec): 3 clusters Score: Raw -1014062.192865 + Penalty 4407.041391 = -1009655.151474 nChanged 191 SP:Iteration 12Q (17651.850000 sec): 3 clusters Score: Raw -1014208.595798 + Penalty 4407.041391 = -1009801.554406 nChanged 151 SP:Iteration 13Q (17652.040000 sec): 3 clusters Score: Raw -1014328.558499 + Penalty 4407.041391 = -1009921.517108 nChanged 112 SP:Iteration 14Q (17652.260000 sec): 3 clusters Score: Raw -1014408.157039 + Penalty 4407.041391 = -1010001.115648 nChanged 76 SP:Iteration 15Q (17652.480000 sec): 3 clusters Score: Raw -1014455.123467 + Penalty 4407.041391 = -1010048.082076 nChanged 54 SP:Iteration 16Q (17652.700000 sec): 3 clusters Score: Raw -1014489.036905 + Penalty 4407.041391 = -1010081.995514 nChanged 39 SP:Iteration 17Q (17652.890000 sec): 3 clusters Score: Raw -1014510.038425 + Penalty 4407.041391 = -1010102.997034 nChanged 31 SP:Iteration 18Q (17653.130000 sec): 3 clusters Score: Raw -1014527.082941 + Penalty 4407.041391 = -1010120.041550 nChanged 24 SP:Iteration 19Q (17653.270000 sec): 3 clusters Score: Raw -1014540.343921 + Penalty 4407.041391 = -1010133.302530 nChanged 26 SP:Iteration 20F (17653.490000 sec): 3 clusters Score: Raw -1014559.919716 + Penalty 4407.041391 = -1010152.878325 nChanged 20 SP:Iteration 21Q (17653.680000 sec): 3 clusters Score: Raw -1014569.984771 + Penalty 4407.041391 = -1010162.943380 nChanged 12 SP:Iteration 22Q (17653.930000 sec): 3 clusters Score: Raw -1014576.853077 + Penalty 4407.041391 = -1010169.811686 nChanged 4 SP:Iteration 23Q (17654.120000 sec): 3 clusters Score: Raw -1014578.861890 + Penalty 4407.041391 = -1010171.820499 nChanged 4 SP:Iteration 24Q (17654.290000 sec): 3 clusters Score: Raw -1014581.193072 + Penalty 4407.041391 = -1010174.151681 nChanged 4 SP:Iteration 25Q (17654.510000 sec): 3 clusters Score: Raw -1014583.899762 + Penalty 4407.041391 = -1010176.858371 nChanged 6 SP:Iteration 26Q (17654.700000 sec): 3 clusters Score: Raw -1014586.364339 + Penalty 4407.041391 = -1010179.322948 nChanged 7 SP:Iteration 27Q (17654.910000 sec): 3 clusters Score: Raw -1014589.851788 + Penalty 4407.041391 = -1010182.810397 nChanged 6 SP:Iteration 28Q (17655.120000 sec): 3 clusters Score: Raw -1014592.852150 + Penalty 4407.041391 = -1010185.810759 nChanged 7 SP:Iteration 29Q (17655.360000 sec): 3 clusters Score: Raw -1014597.359242 + Penalty 4407.041391 = -1010190.317851 nChanged 4 SP:Iteration 30Q (17655.560000 sec): 3 clusters Score: Raw -1014599.666498 + Penalty 4407.041391 = -1010192.625107 nChanged 5 SP:Iteration 31Q (17655.820000 sec): 3 clusters Score: Raw -1014602.211614 + Penalty 4407.041391 = -1010195.170223 nChanged 3 SP:Iteration 32Q (17656.090000 sec): 3 clusters Score: Raw -1014603.840350 + Penalty 4407.041391 = -1010196.798959 nChanged 3 SP:Iteration 33Q (17656.310000 sec): 3 clusters Score: Raw -1014605.155802 + Penalty 4407.041391 = -1010198.114410 nChanged 5 SP:Iteration 34Q (17656.570000 sec): 3 clusters Score: Raw -1014609.394215 + Penalty 4407.041391 = -1010202.352824 nChanged 4 SP:Iteration 35Q (17656.750000 sec): 3 clusters Score: Raw -1014610.940779 + Penalty 4407.041391 = -1010203.899387 nChanged 4 SP:Iteration 36Q (17656.930000 sec): 3 clusters Score: Raw -1014614.106774 + Penalty 4407.041391 = -1010207.065382 nChanged 4 SP:Iteration 37Q (17657.140000 sec): 3 clusters Score: Raw -1014616.073984 + Penalty 4407.041391 = -1010209.032593 nChanged 5 SP:Iteration 38Q (17657.400000 sec): 3 clusters Score: Raw -1014618.021084 + Penalty 4407.041391 = -1010210.979692 nChanged 4 SP:Iteration 39Q (17657.640000 sec): 3 clusters Score: Raw -1014619.557324 + Penalty 4407.041391 = -1010212.515933 nChanged 4 SP:Iteration 40F (17657.890000 sec): 3 clusters Score: Raw -1014621.092324 + Penalty 4407.041391 = -1010214.050933 nChanged 2 SP:Iteration 41Q (17658.100000 sec): 3 clusters Score: Raw -1014621.789295 + Penalty 4407.041391 = -1010214.747904 nChanged 1 SP:Iteration 42Q (17658.370000 sec): 3 clusters Score: Raw -1014624.133641 + Penalty 4407.041391 = -1010217.092249 nChanged 2 SP:Iteration 43Q (17658.560000 sec): 3 clusters Score: Raw -1014625.026096 + Penalty 4407.041391 = -1010217.984705 nChanged 4 SP:Iteration 44Q (17658.780000 sec): 3 clusters Score: Raw -1014627.481606 + Penalty 4407.041391 = -1010220.440215 nChanged 5 SP:Iteration 45Q (17659.000000 sec): 3 clusters Score: Raw -1014630.938747 + Penalty 4407.041391 = -1010223.897356 nChanged 5 SP:Iteration 46Q (17659.250000 sec): 3 clusters Score: Raw -1014632.851824 + Penalty 4407.041391 = -1010225.810433 nChanged 3 SP:Iteration 47Q (17659.520000 sec): 3 clusters Score: Raw -1014634.849510 + Penalty 4407.041391 = -1010227.808119 nChanged 5 SP:Iteration 48Q (17659.760000 sec): 3 clusters Score: Raw -1014638.243873 + Penalty 4407.041391 = -1010231.202482 nChanged 4 SP:Iteration 49Q (17659.940000 sec): 3 clusters Score: Raw -1014642.674567 + Penalty 4407.041391 = -1010235.633176 nChanged 5 SP:Iteration 50Q (17660.220000 sec): 3 clusters Score: Raw -1014646.479520 + Penalty 4407.041391 = -1010239.438129 nChanged 6 SP:Iteration 51Q (17660.420000 sec): 3 clusters Score: Raw -1014649.235867 + Penalty 4407.041391 = -1010242.194476 nChanged 2 SP:Iteration 52Q (17660.680000 sec): 3 clusters Score: Raw -1014650.436798 + Penalty 4407.041391 = -1010243.395407 nChanged 1 SP:Iteration 53Q (17660.890000 sec): 3 clusters Score: Raw -1014650.676122 + Penalty 4407.041391 = -1010243.634731 nChanged 0 SP:Iteration 54F (17661.130000 sec): 3 clusters Score: Raw -1014650.676122 + Penalty 4407.041391 = -1010243.634731 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 10 (11181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17661.250000 sec): 2 clusters Score: Raw -1663865.793689 + Penalty 2311.848855 = -1661553.944835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17661.510000 sec): 3 clusters Score: Raw -1657757.512731 + Penalty 4623.697709 = -1653133.815022 nChanged 4692 SP:Iteration 1F (17661.740000 sec): 3 clusters Score: Raw -1660350.361112 + Penalty 4623.697709 = -1655726.663403 nChanged 878 SP:Iteration 2F (17662.020000 sec): 3 clusters Score: Raw -1661023.790253 + Penalty 4623.697709 = -1656400.092544 nChanged 863 SP:Iteration 3F (17662.250000 sec): 3 clusters Score: Raw -1661831.080248 + Penalty 4623.697709 = -1657207.382539 nChanged 888 SP:Iteration 4F (17662.480000 sec): 3 clusters Score: Raw -1662590.379126 + Penalty 4623.697709 = -1657966.681416 nChanged 808 SP:Iteration 5F (17662.730000 sec): 3 clusters Score: Raw -1663190.928073 + Penalty 4623.697709 = -1658567.230364 nChanged 697 SP:Iteration 6F (17663.020000 sec): 3 clusters Score: Raw -1663668.481096 + Penalty 4623.697709 = -1659044.783387 nChanged 538 SP:Iteration 7Q (17663.260000 sec): 3 clusters Score: Raw -1663997.814782 + Penalty 4623.697709 = -1659374.117072 nChanged 419 SP:Iteration 8Q (17663.500000 sec): 3 clusters Score: Raw -1664235.792289 + Penalty 4623.697709 = -1659612.094580 nChanged 343 SP:Iteration 9Q (17663.700000 sec): 3 clusters Score: Raw -1664426.612662 + Penalty 4623.697709 = -1659802.914953 nChanged 278 SP:Iteration 10Q (17663.950000 sec): 3 clusters Score: Raw -1664570.463169 + Penalty 4623.697709 = -1659946.765460 nChanged 206 SP:Iteration 11Q (17664.220000 sec): 3 clusters Score: Raw -1664666.343150 + Penalty 4623.697709 = -1660042.645440 nChanged 166 SP:Iteration 12Q (17664.410000 sec): 3 clusters Score: Raw -1664750.118271 + Penalty 4623.697709 = -1660126.420562 nChanged 149 SP:Iteration 13Q (17664.600000 sec): 3 clusters Score: Raw -1664819.119881 + Penalty 4623.697709 = -1660195.422172 nChanged 112 SP:Iteration 14Q (17664.830000 sec): 3 clusters Score: Raw -1664866.353182 + Penalty 4623.697709 = -1660242.655472 nChanged 82 SP:Iteration 15Q (17665.050000 sec): 3 clusters Score: Raw -1664901.471680 + Penalty 4623.697709 = -1660277.773971 nChanged 73 SP:Iteration 16Q (17665.300000 sec): 3 clusters Score: Raw -1664935.913422 + Penalty 4623.697709 = -1660312.215713 nChanged 70 SP:Iteration 17Q (17665.480000 sec): 3 clusters Score: Raw -1664967.956749 + Penalty 4623.697709 = -1660344.259040 nChanged 58 SP:Iteration 18Q (17665.730000 sec): 3 clusters Score: Raw -1664996.093143 + Penalty 4623.697709 = -1660372.395434 nChanged 53 SP:Iteration 19Q (17665.950000 sec): 3 clusters Score: Raw -1665020.882265 + Penalty 4623.697709 = -1660397.184555 nChanged 58 SP:Iteration 20F (17666.190000 sec): 3 clusters Score: Raw -1665047.692090 + Penalty 4623.697709 = -1660423.994381 nChanged 41 SP:Iteration 21Q (17666.420000 sec): 3 clusters Score: Raw -1665063.065386 + Penalty 4623.697709 = -1660439.367676 nChanged 29 SP:Iteration 22Q (17666.660000 sec): 3 clusters Score: Raw -1665073.967353 + Penalty 4623.697709 = -1660450.269644 nChanged 25 SP:Iteration 23Q (17666.880000 sec): 3 clusters Score: Raw -1665085.597250 + Penalty 4623.697709 = -1660461.899540 nChanged 23 SP:Iteration 24Q (17667.100000 sec): 3 clusters Score: Raw -1665096.274545 + Penalty 4623.697709 = -1660472.576835 nChanged 33 SP:Iteration 25Q (17667.310000 sec): 3 clusters Score: Raw -1665109.737349 + Penalty 4623.697709 = -1660486.039640 nChanged 32 SP:Iteration 26Q (17667.580000 sec): 3 clusters Score: Raw -1665126.564352 + Penalty 4623.697709 = -1660502.866643 nChanged 30 SP:Iteration 27Q (17667.770000 sec): 3 clusters Score: Raw -1665139.312332 + Penalty 4623.697709 = -1660515.614623 nChanged 25 SP:Iteration 28Q (17668.000000 sec): 3 clusters Score: Raw -1665151.358585 + Penalty 4623.697709 = -1660527.660876 nChanged 20 SP:Iteration 29Q (17668.220000 sec): 3 clusters Score: Raw -1665162.174134 + Penalty 4623.697709 = -1660538.476424 nChanged 21 SP:Iteration 30Q (17668.480000 sec): 3 clusters Score: Raw -1665173.147489 + Penalty 4623.697709 = -1660549.449779 nChanged 19 SP:Iteration 31Q (17668.700000 sec): 3 clusters Score: Raw -1665182.327344 + Penalty 4623.697709 = -1660558.629635 nChanged 18 SP:Iteration 32Q (17668.900000 sec): 3 clusters Score: Raw -1665191.777086 + Penalty 4623.697709 = -1660568.079377 nChanged 18 SP:Iteration 33Q (17669.090000 sec): 3 clusters Score: Raw -1665200.634761 + Penalty 4623.697709 = -1660576.937052 nChanged 15 SP:Iteration 34Q (17669.300000 sec): 3 clusters Score: Raw -1665209.966794 + Penalty 4623.697709 = -1660586.269085 nChanged 15 SP:Iteration 35Q (17669.530000 sec): 3 clusters Score: Raw -1665224.612375 + Penalty 4623.697709 = -1660600.914666 nChanged 23 SP:Iteration 36Q (17669.770000 sec): 3 clusters Score: Raw -1665239.477257 + Penalty 4623.697709 = -1660615.779547 nChanged 25 SP:Iteration 37Q (17670.010000 sec): 3 clusters Score: Raw -1665251.567087 + Penalty 4623.697709 = -1660627.869378 nChanged 15 SP:Iteration 38Q (17670.210000 sec): 3 clusters Score: Raw -1665260.953350 + Penalty 4623.697709 = -1660637.255640 nChanged 15 SP:Iteration 39Q (17670.410000 sec): 3 clusters Score: Raw -1665270.693631 + Penalty 4623.697709 = -1660646.995922 nChanged 15 SP:Iteration 40F (17670.650000 sec): 3 clusters Score: Raw -1665277.679758 + Penalty 4623.697709 = -1660653.982048 nChanged 14 SP:Iteration 41Q (17670.880000 sec): 3 clusters Score: Raw -1665288.498972 + Penalty 4623.697709 = -1660664.801262 nChanged 18 SP:Iteration 42Q (17671.100000 sec): 3 clusters Score: Raw -1665299.596968 + Penalty 4623.697709 = -1660675.899258 nChanged 18 SP:Iteration 43Q (17671.330000 sec): 3 clusters Score: Raw -1665310.938209 + Penalty 4623.697709 = -1660687.240500 nChanged 15 SP:Iteration 44Q (17671.560000 sec): 3 clusters Score: Raw -1665320.649269 + Penalty 4623.697709 = -1660696.951559 nChanged 19 SP:Iteration 45Q (17671.770000 sec): 3 clusters Score: Raw -1665335.170932 + Penalty 4623.697709 = -1660711.473222 nChanged 21 SP:Iteration 46Q (17672.010000 sec): 3 clusters Score: Raw -1665348.423864 + Penalty 4623.697709 = -1660724.726155 nChanged 20 SP:Iteration 47Q (17672.240000 sec): 3 clusters Score: Raw -1665368.859182 + Penalty 4623.697709 = -1660745.161473 nChanged 18 SP:Iteration 48Q (17672.450000 sec): 3 clusters Score: Raw -1665384.991887 + Penalty 4623.697709 = -1660761.294178 nChanged 22 SP:Iteration 49Q (17672.660000 sec): 3 clusters Score: Raw -1665402.313742 + Penalty 4623.697709 = -1660778.616033 nChanged 20 SP:Iteration 50Q (17672.880000 sec): 3 clusters Score: Raw -1665418.107344 + Penalty 4623.697709 = -1660794.409635 nChanged 14 SP:Iteration 51Q (17673.110000 sec): 3 clusters Score: Raw -1665433.437729 + Penalty 4623.697709 = -1660809.740019 nChanged 22 SP:Iteration 52Q (17673.340000 sec): 3 clusters Score: Raw -1665453.664443 + Penalty 4623.697709 = -1660829.966734 nChanged 19 SP:Iteration 53Q (17673.540000 sec): 3 clusters Score: Raw -1665470.811000 + Penalty 4623.697709 = -1660847.113290 nChanged 10 SP:Iteration 54Q (17673.770000 sec): 3 clusters Score: Raw -1665477.109161 + Penalty 4623.697709 = -1660853.411452 nChanged 7 SP:Iteration 55Q (17674.010000 sec): 3 clusters Score: Raw -1665483.452228 + Penalty 4623.697709 = -1660859.754518 nChanged 14 SP:Iteration 56Q (17674.210000 sec): 3 clusters Score: Raw -1665494.377772 + Penalty 4623.697709 = -1660870.680063 nChanged 11 SP:Iteration 57Q (17674.410000 sec): 3 clusters Score: Raw -1665502.068866 + Penalty 4623.697709 = -1660878.371156 nChanged 6 SP:Iteration 58Q (17674.620000 sec): 3 clusters Score: Raw -1665507.334491 + Penalty 4623.697709 = -1660883.636782 nChanged 5 SP:Iteration 59Q (17674.820000 sec): 3 clusters Score: Raw -1665512.595828 + Penalty 4623.697709 = -1660888.898119 nChanged 7 SP:Iteration 60F (17675.090000 sec): 3 clusters Score: Raw -1665515.856455 + Penalty 4623.697709 = -1660892.158746 nChanged 3 SP:Iteration 61Q (17675.290000 sec): 3 clusters Score: Raw -1665517.164535 + Penalty 4623.697709 = -1660893.466826 nChanged 1 SP:Iteration 62Q (17675.520000 sec): 3 clusters Score: Raw -1665517.823760 + Penalty 4623.697709 = -1660894.126051 nChanged 1 SP:Iteration 63Q (17675.690000 sec): 3 clusters Score: Raw -1665518.023162 + Penalty 4623.697709 = -1660894.325453 nChanged 0 SP:Iteration 64F (17675.910000 sec): 3 clusters Score: Raw -1665518.023162 + Penalty 4623.697709 = -1660894.325453 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 11 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17676.050000 sec): 2 clusters Score: Raw -37253.478982 + Penalty 1399.192954 = -35854.286028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17676.200000 sec): 3 clusters Score: Raw -37468.456423 + Penalty 2798.385907 = -34670.070516 nChanged 27 SP:Iteration 1F (17676.410000 sec): 3 clusters Score: Raw -37568.601945 + Penalty 2798.385907 = -34770.216038 nChanged 7 SP:Iteration 2Q (17676.560000 sec): 3 clusters Score: Raw -37601.829406 + Penalty 2798.385907 = -34803.443499 nChanged 3 SP:Iteration 3Q (17676.750000 sec): 3 clusters Score: Raw -37614.195053 + Penalty 2798.385907 = -34815.809146 nChanged 0 SP:Iteration 4F (17676.930000 sec): 3 clusters Score: Raw -37614.195053 + Penalty 2798.385907 = -34815.809146 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 12 (21572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17677.070000 sec): 2 clusters Score: Raw -3154634.473061 + Penalty 2474.829561 = -3152159.643499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17677.380000 sec): 3 clusters Score: Raw -3142032.072175 + Penalty 4949.659122 = -3137082.413053 nChanged 9461 SP:Iteration 1F (17677.630000 sec): 3 clusters Score: Raw -3147003.341721 + Penalty 4949.659122 = -3142053.682598 nChanged 1121 SP:Iteration 2F (17677.880000 sec): 3 clusters Score: Raw -3147410.169581 + Penalty 4949.659122 = -3142460.510459 nChanged 983 SP:Iteration 3Q (17678.170000 sec): 3 clusters Score: Raw -3147787.363916 + Penalty 4949.659122 = -3142837.704794 nChanged 933 SP:Iteration 4Q (17678.430000 sec): 3 clusters Score: Raw -3148190.142477 + Penalty 4949.659122 = -3143240.483355 nChanged 926 SP:Iteration 5Q (17678.710000 sec): 3 clusters Score: Raw -3148568.570004 + Penalty 4949.659122 = -3143618.910882 nChanged 878 SP:Iteration 6Q (17679.000000 sec): 3 clusters Score: Raw -3148978.468119 + Penalty 4949.659122 = -3144028.808996 nChanged 932 SP:Iteration 7Q (17679.300000 sec): 3 clusters Score: Raw -3149510.429512 + Penalty 4949.659122 = -3144560.770390 nChanged 1051 SP:Iteration 8Q (17679.610000 sec): 3 clusters Score: Raw -3150228.226401 + Penalty 4949.659122 = -3145278.567279 nChanged 1076 SP:Iteration 9Q (17679.910000 sec): 3 clusters Score: Raw -3151081.321735 + Penalty 4949.659122 = -3146131.662612 nChanged 1112 SP:Iteration 10F (17680.230000 sec): 3 clusters Score: Raw -3152033.470700 + Penalty 4949.659122 = -3147083.811578 nChanged 1055 SP:Iteration 11Q (17680.490000 sec): 3 clusters Score: Raw -3152999.629932 + Penalty 4949.659122 = -3148049.970810 nChanged 978 SP:Iteration 12Q (17680.780000 sec): 3 clusters Score: Raw -3153823.567298 + Penalty 4949.659122 = -3148873.908176 nChanged 795 SP:Iteration 13Q (17681.060000 sec): 3 clusters Score: Raw -3154416.953913 + Penalty 4949.659122 = -3149467.294790 nChanged 566 SP:Iteration 14Q (17681.300000 sec): 3 clusters Score: Raw -3154746.533472 + Penalty 4949.659122 = -3149796.874350 nChanged 413 SP:Iteration 15Q (17681.610000 sec): 3 clusters Score: Raw -3154934.636468 + Penalty 4949.659122 = -3149984.977345 nChanged 310 SP:Iteration 16Q (17681.880000 sec): 3 clusters Score: Raw -3155050.975310 + Penalty 4949.659122 = -3150101.316187 nChanged 229 SP:Iteration 17Q (17682.150000 sec): 3 clusters Score: Raw -3155131.409581 + Penalty 4949.659122 = -3150181.750459 nChanged 177 SP:Iteration 18Q (17682.360000 sec): 3 clusters Score: Raw -3155180.522380 + Penalty 4949.659122 = -3150230.863258 nChanged 136 SP:Iteration 19Q (17682.650000 sec): 3 clusters Score: Raw -3155215.615783 + Penalty 4949.659122 = -3150265.956661 nChanged 114 SP:Iteration 20F (17682.900000 sec): 3 clusters Score: Raw -3155239.212144 + Penalty 4949.659122 = -3150289.553022 nChanged 75 SP:Iteration 21Q (17683.170000 sec): 3 clusters Score: Raw -3155256.279355 + Penalty 4949.659122 = -3150306.620233 nChanged 86 SP:Iteration 22Q (17683.460000 sec): 3 clusters Score: Raw -3155276.462154 + Penalty 4949.659122 = -3150326.803032 nChanged 76 SP:Iteration 23Q (17683.760000 sec): 3 clusters Score: Raw -3155292.242732 + Penalty 4949.659122 = -3150342.583610 nChanged 76 SP:Iteration 24Q (17684.020000 sec): 3 clusters Score: Raw -3155307.502364 + Penalty 4949.659122 = -3150357.843242 nChanged 58 SP:Iteration 25Q (17684.260000 sec): 3 clusters Score: Raw -3155317.608325 + Penalty 4949.659122 = -3150367.949202 nChanged 50 SP:Iteration 26Q (17684.580000 sec): 3 clusters Score: Raw -3155326.360075 + Penalty 4949.659122 = -3150376.700952 nChanged 45 SP:Iteration 27Q (17684.850000 sec): 3 clusters Score: Raw -3155332.423837 + Penalty 4949.659122 = -3150382.764715 nChanged 28 SP:Iteration 28Q (17685.110000 sec): 3 clusters Score: Raw -3155335.593311 + Penalty 4949.659122 = -3150385.934189 nChanged 25 SP:Iteration 29Q (17685.360000 sec): 3 clusters Score: Raw -3155338.970879 + Penalty 4949.659122 = -3150389.311757 nChanged 23 SP:Iteration 30Q (17685.630000 sec): 3 clusters Score: Raw -3155341.643256 + Penalty 4949.659122 = -3150391.984134 nChanged 22 SP:Iteration 31Q (17685.890000 sec): 3 clusters Score: Raw -3155344.968978 + Penalty 4949.659122 = -3150395.309856 nChanged 24 SP:Iteration 32Q (17686.220000 sec): 3 clusters Score: Raw -3155348.645226 + Penalty 4949.659122 = -3150398.986104 nChanged 17 SP:Iteration 33Q (17686.460000 sec): 3 clusters Score: Raw -3155351.541618 + Penalty 4949.659122 = -3150401.882495 nChanged 15 SP:Iteration 34Q (17686.740000 sec): 3 clusters Score: Raw -3155353.832334 + Penalty 4949.659122 = -3150404.173212 nChanged 21 SP:Iteration 35Q (17687.010000 sec): 3 clusters Score: Raw -3155357.457926 + Penalty 4949.659122 = -3150407.798803 nChanged 26 SP:Iteration 36Q (17687.300000 sec): 3 clusters Score: Raw -3155361.272972 + Penalty 4949.659122 = -3150411.613850 nChanged 24 SP:Iteration 37Q (17687.560000 sec): 3 clusters Score: Raw -3155363.383087 + Penalty 4949.659122 = -3150413.723964 nChanged 14 SP:Iteration 38Q (17687.890000 sec): 3 clusters Score: Raw -3155365.086092 + Penalty 4949.659122 = -3150415.426970 nChanged 17 SP:Iteration 39Q (17688.170000 sec): 3 clusters Score: Raw -3155368.237162 + Penalty 4949.659122 = -3150418.578040 nChanged 15 SP:Iteration 40F (17688.450000 sec): 3 clusters Score: Raw -3155370.078779 + Penalty 4949.659122 = -3150420.419656 nChanged 18 SP:Iteration 41Q (17688.750000 sec): 3 clusters Score: Raw -3155372.166648 + Penalty 4949.659122 = -3150422.507525 nChanged 18 SP:Iteration 42Q (17689.060000 sec): 3 clusters Score: Raw -3155374.299337 + Penalty 4949.659122 = -3150424.640215 nChanged 24 SP:Iteration 43Q (17689.290000 sec): 3 clusters Score: Raw -3155378.191366 + Penalty 4949.659122 = -3150428.532244 nChanged 23 SP:Iteration 44Q (17689.580000 sec): 3 clusters Score: Raw -3155381.654497 + Penalty 4949.659122 = -3150431.995375 nChanged 21 SP:Iteration 45Q (17689.870000 sec): 3 clusters Score: Raw -3155385.143051 + Penalty 4949.659122 = -3150435.483929 nChanged 19 SP:Iteration 46Q (17690.180000 sec): 3 clusters Score: Raw -3155388.194015 + Penalty 4949.659122 = -3150438.534892 nChanged 23 SP:Iteration 47Q (17690.440000 sec): 3 clusters Score: Raw -3155391.013075 + Penalty 4949.659122 = -3150441.353953 nChanged 18 SP:Iteration 48Q (17690.720000 sec): 3 clusters Score: Raw -3155393.085707 + Penalty 4949.659122 = -3150443.426584 nChanged 18 SP:Iteration 49Q (17691.000000 sec): 3 clusters Score: Raw -3155394.825161 + Penalty 4949.659122 = -3150445.166039 nChanged 12 SP:Iteration 50Q (17691.220000 sec): 3 clusters Score: Raw -3155395.957204 + Penalty 4949.659122 = -3150446.298081 nChanged 13 SP:Iteration 51Q (17691.520000 sec): 3 clusters Score: Raw -3155397.627991 + Penalty 4949.659122 = -3150447.968868 nChanged 15 SP:Iteration 52Q (17691.790000 sec): 3 clusters Score: Raw -3155399.181839 + Penalty 4949.659122 = -3150449.522716 nChanged 16 SP:Iteration 53Q (17692.070000 sec): 3 clusters Score: Raw -3155400.783075 + Penalty 4949.659122 = -3150451.123952 nChanged 20 SP:Iteration 54Q (17692.370000 sec): 3 clusters Score: Raw -3155402.579368 + Penalty 4949.659122 = -3150452.920246 nChanged 18 SP:Iteration 55Q (17692.660000 sec): 3 clusters Score: Raw -3155404.433933 + Penalty 4949.659122 = -3150454.774811 nChanged 14 SP:Iteration 56Q (17692.920000 sec): 3 clusters Score: Raw -3155406.000710 + Penalty 4949.659122 = -3150456.341587 nChanged 11 SP:Iteration 57Q (17693.220000 sec): 3 clusters Score: Raw -3155407.183856 + Penalty 4949.659122 = -3150457.524733 nChanged 9 SP:Iteration 58Q (17693.500000 sec): 3 clusters Score: Raw -3155407.798515 + Penalty 4949.659122 = -3150458.139393 nChanged 6 SP:Iteration 59Q (17693.720000 sec): 3 clusters Score: Raw -3155408.248949 + Penalty 4949.659122 = -3150458.589827 nChanged 6 SP:Iteration 60F (17694.010000 sec): 3 clusters Score: Raw -3155408.663368 + Penalty 4949.659122 = -3150459.004245 nChanged 5 SP:Iteration 61Q (17694.300000 sec): 3 clusters Score: Raw -3155409.046185 + Penalty 4949.659122 = -3150459.387062 nChanged 4 SP:Iteration 62Q (17694.540000 sec): 3 clusters Score: Raw -3155409.385025 + Penalty 4949.659122 = -3150459.725902 nChanged 6 SP:Iteration 63Q (17694.860000 sec): 3 clusters Score: Raw -3155409.897160 + Penalty 4949.659122 = -3150460.238037 nChanged 6 SP:Iteration 64Q (17695.130000 sec): 3 clusters Score: Raw -3155410.672806 + Penalty 4949.659122 = -3150461.013684 nChanged 2 SP:Iteration 65Q (17695.380000 sec): 3 clusters Score: Raw -3155410.865682 + Penalty 4949.659122 = -3150461.206560 nChanged 5 SP:Iteration 66Q (17695.660000 sec): 3 clusters Score: Raw -3155411.272566 + Penalty 4949.659122 = -3150461.613444 nChanged 4 SP:Iteration 67Q (17695.910000 sec): 3 clusters Score: Raw -3155411.770005 + Penalty 4949.659122 = -3150462.110883 nChanged 5 SP:Iteration 68Q (17696.180000 sec): 3 clusters Score: Raw -3155412.115469 + Penalty 4949.659122 = -3150462.456346 nChanged 2 SP:Iteration 69Q (17696.430000 sec): 3 clusters Score: Raw -3155412.238242 + Penalty 4949.659122 = -3150462.579119 nChanged 1 SP:Iteration 70Q (17696.750000 sec): 3 clusters Score: Raw -3155412.275415 + Penalty 4949.659122 = -3150462.616292 nChanged 1 SP:Iteration 71Q (17697.010000 sec): 3 clusters Score: Raw -3155412.294498 + Penalty 4949.659122 = -3150462.635376 nChanged 2 SP:Iteration 72Q (17697.290000 sec): 3 clusters Score: Raw -3155412.493454 + Penalty 4949.659122 = -3150462.834332 nChanged 5 SP:Iteration 73Q (17697.540000 sec): 3 clusters Score: Raw -3155412.957341 + Penalty 4949.659122 = -3150463.298219 nChanged 7 SP:Iteration 74Q (17697.810000 sec): 3 clusters Score: Raw -3155413.597619 + Penalty 4949.659122 = -3150463.938497 nChanged 7 SP:Iteration 75Q (17698.080000 sec): 3 clusters Score: Raw -3155414.099603 + Penalty 4949.659122 = -3150464.440481 nChanged 3 SP:Iteration 76Q (17698.390000 sec): 3 clusters Score: Raw -3155414.276894 + Penalty 4949.659122 = -3150464.617772 nChanged 2 SP:Iteration 77Q (17698.640000 sec): 3 clusters Score: Raw -3155414.390573 + Penalty 4949.659122 = -3150464.731451 nChanged 3 SP:Iteration 78Q (17698.980000 sec): 3 clusters Score: Raw -3155414.613431 + Penalty 4949.659122 = -3150464.954309 nChanged 3 SP:Iteration 79Q (17699.250000 sec): 3 clusters Score: Raw -3155414.833107 + Penalty 4949.659122 = -3150465.173985 nChanged 3 SP:Iteration 80F (17699.500000 sec): 3 clusters Score: Raw -3155415.015764 + Penalty 4949.659122 = -3150465.356642 nChanged 2 SP:Iteration 81Q (17699.800000 sec): 3 clusters Score: Raw -3155415.176757 + Penalty 4949.659122 = -3150465.517635 nChanged 2 SP:Iteration 82Q (17700.060000 sec): 3 clusters Score: Raw -3155415.294297 + Penalty 4949.659122 = -3150465.635175 nChanged 2 SP:Iteration 83Q (17700.330000 sec): 3 clusters Score: Raw -3155415.480454 + Penalty 4949.659122 = -3150465.821332 nChanged 1 SP:Iteration 84Q (17700.620000 sec): 3 clusters Score: Raw -3155415.645893 + Penalty 4949.659122 = -3150465.986771 nChanged 0 SP:Iteration 85F (17700.920000 sec): 3 clusters Score: Raw -3155415.645893 + Penalty 4949.659122 = -3150465.986771 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 13 (45362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17701.220000 sec): 2 clusters Score: Raw -6635152.343306 + Penalty 2659.162647 = -6632493.180659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17701.640000 sec): 3 clusters Score: Raw -6607333.688114 + Penalty 5318.325294 = -6602015.362820 nChanged 20919 SP:Iteration 1F (17702.050000 sec): 3 clusters Score: Raw -6618780.950476 + Penalty 5318.325294 = -6613462.625181 nChanged 2161 SP:Iteration 2Q (17702.460000 sec): 3 clusters Score: Raw -6619603.672873 + Penalty 5318.325294 = -6614285.347578 nChanged 2307 SP:Iteration 3F (17702.880000 sec): 3 clusters Score: Raw -6620604.778818 + Penalty 5318.325294 = -6615286.453524 nChanged 2509 SP:Iteration 4F (17703.250000 sec): 3 clusters Score: Raw -6621772.867870 + Penalty 5318.325294 = -6616454.542576 nChanged 2543 SP:Iteration 5F (17703.660000 sec): 3 clusters Score: Raw -6623056.977576 + Penalty 5318.325294 = -6617738.652282 nChanged 2627 SP:Iteration 6F (17704.080000 sec): 3 clusters Score: Raw -6624478.306591 + Penalty 5318.325294 = -6619159.981297 nChanged 2581 SP:Iteration 7F (17704.450000 sec): 3 clusters Score: Raw -6625776.653851 + Penalty 5318.325294 = -6620458.328557 nChanged 2227 SP:Iteration 8Q (17704.900000 sec): 3 clusters Score: Raw -6626843.425553 + Penalty 5318.325294 = -6621525.100258 nChanged 1999 SP:Iteration 9Q (17705.310000 sec): 3 clusters Score: Raw -6627758.286979 + Penalty 5318.325294 = -6622439.961684 nChanged 1716 SP:Iteration 10Q (17705.760000 sec): 3 clusters Score: Raw -6628508.818451 + Penalty 5318.325294 = -6623190.493156 nChanged 1529 SP:Iteration 11Q (17706.160000 sec): 3 clusters Score: Raw -6629209.624619 + Penalty 5318.325294 = -6623891.299324 nChanged 1478 SP:Iteration 12Q (17706.560000 sec): 3 clusters Score: Raw -6629942.760523 + Penalty 5318.325294 = -6624624.435228 nChanged 1442 SP:Iteration 13Q (17707.040000 sec): 3 clusters Score: Raw -6630707.106259 + Penalty 5318.325294 = -6625388.780964 nChanged 1426 SP:Iteration 14Q (17707.490000 sec): 3 clusters Score: Raw -6631577.904228 + Penalty 5318.325294 = -6626259.578934 nChanged 1442 SP:Iteration 15Q (17707.960000 sec): 3 clusters Score: Raw -6632561.279656 + Penalty 5318.325294 = -6627242.954362 nChanged 1237 SP:Iteration 16Q (17708.310000 sec): 3 clusters Score: Raw -6633461.692244 + Penalty 5318.325294 = -6628143.366950 nChanged 994 SP:Iteration 17Q (17708.700000 sec): 3 clusters Score: Raw -6634223.859736 + Penalty 5318.325294 = -6628905.534441 nChanged 708 SP:Iteration 18Q (17709.160000 sec): 3 clusters Score: Raw -6634746.557394 + Penalty 5318.325294 = -6629428.232100 nChanged 437 SP:Iteration 19Q (17709.530000 sec): 3 clusters Score: Raw -6635069.925509 + Penalty 5318.325294 = -6629751.600214 nChanged 272 SP:Iteration 20F (17709.960000 sec): 3 clusters Score: Raw -6635283.910571 + Penalty 5318.325294 = -6629965.585277 nChanged 149 SP:Iteration 21Q (17710.350000 sec): 3 clusters Score: Raw -6635394.847371 + Penalty 5318.325294 = -6630076.522077 nChanged 63 SP:Iteration 22Q (17710.710000 sec): 3 clusters Score: Raw -6635443.332597 + Penalty 5318.325294 = -6630125.007302 nChanged 47 SP:Iteration 23Q (17711.090000 sec): 3 clusters Score: Raw -6635485.166137 + Penalty 5318.325294 = -6630166.840842 nChanged 41 SP:Iteration 24Q (17711.520000 sec): 3 clusters Score: Raw -6635518.418634 + Penalty 5318.325294 = -6630200.093340 nChanged 24 SP:Iteration 25Q (17711.940000 sec): 3 clusters Score: Raw -6635538.081347 + Penalty 5318.325294 = -6630219.756053 nChanged 18 SP:Iteration 26Q (17712.350000 sec): 3 clusters Score: Raw -6635550.209936 + Penalty 5318.325294 = -6630231.884641 nChanged 15 SP:Iteration 27Q (17712.730000 sec): 3 clusters Score: Raw -6635562.264779 + Penalty 5318.325294 = -6630243.939485 nChanged 11 SP:Iteration 28Q (17713.090000 sec): 3 clusters Score: Raw -6635570.835048 + Penalty 5318.325294 = -6630252.509754 nChanged 13 SP:Iteration 29Q (17713.520000 sec): 3 clusters Score: Raw -6635578.647375 + Penalty 5318.325294 = -6630260.322081 nChanged 5 SP:Iteration 30Q (17713.840000 sec): 3 clusters Score: Raw -6635582.703715 + Penalty 5318.325294 = -6630264.378421 nChanged 4 SP:Iteration 31Q (17714.210000 sec): 3 clusters Score: Raw -6635585.065860 + Penalty 5318.325294 = -6630266.740566 nChanged 2 SP:Iteration 32Q (17714.550000 sec): 3 clusters Score: Raw -6635586.239363 + Penalty 5318.325294 = -6630267.914069 nChanged 0 SP:Iteration 33F (17714.970000 sec): 3 clusters Score: Raw -6635586.239363 + Penalty 5318.325294 = -6630267.914069 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 14 (10201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17715.080000 sec): 2 clusters Score: Raw -1408683.496727 + Penalty 2289.099776 = -1406394.396950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17715.340000 sec): 3 clusters Score: Raw -1403235.907607 + Penalty 4578.199553 = -1398657.708054 nChanged 4266 SP:Iteration 1F (17715.550000 sec): 3 clusters Score: Raw -1405642.359240 + Penalty 4578.199553 = -1401064.159687 nChanged 741 SP:Iteration 2F (17715.770000 sec): 3 clusters Score: Raw -1406078.062017 + Penalty 4578.199553 = -1401499.862464 nChanged 659 SP:Iteration 3F (17715.980000 sec): 3 clusters Score: Raw -1406506.644538 + Penalty 4578.199553 = -1401928.444985 nChanged 625 SP:Iteration 4F (17716.210000 sec): 3 clusters Score: Raw -1406910.515481 + Penalty 4578.199553 = -1402332.315928 nChanged 539 SP:Iteration 5F (17716.460000 sec): 3 clusters Score: Raw -1407263.476963 + Penalty 4578.199553 = -1402685.277410 nChanged 513 SP:Iteration 6F (17716.670000 sec): 3 clusters Score: Raw -1407623.262935 + Penalty 4578.199553 = -1403045.063382 nChanged 445 SP:Iteration 7Q (17716.880000 sec): 3 clusters Score: Raw -1407907.406338 + Penalty 4578.199553 = -1403329.206785 nChanged 335 SP:Iteration 8Q (17717.100000 sec): 3 clusters Score: Raw -1408110.377093 + Penalty 4578.199553 = -1403532.177540 nChanged 259 SP:Iteration 9Q (17717.340000 sec): 3 clusters Score: Raw -1408277.920094 + Penalty 4578.199553 = -1403699.720541 nChanged 214 SP:Iteration 10Q (17717.570000 sec): 3 clusters Score: Raw -1408433.397069 + Penalty 4578.199553 = -1403855.197517 nChanged 179 SP:Iteration 11Q (17717.780000 sec): 3 clusters Score: Raw -1408566.451435 + Penalty 4578.199553 = -1403988.251882 nChanged 133 SP:Iteration 12Q (17718.040000 sec): 3 clusters Score: Raw -1408651.467071 + Penalty 4578.199553 = -1404073.267518 nChanged 78 SP:Iteration 13Q (17718.240000 sec): 3 clusters Score: Raw -1408709.995455 + Penalty 4578.199553 = -1404131.795902 nChanged 75 SP:Iteration 14Q (17718.480000 sec): 3 clusters Score: Raw -1408767.781231 + Penalty 4578.199553 = -1404189.581678 nChanged 67 SP:Iteration 15Q (17718.720000 sec): 3 clusters Score: Raw -1408815.017252 + Penalty 4578.199553 = -1404236.817699 nChanged 54 SP:Iteration 16Q (17718.940000 sec): 3 clusters Score: Raw -1408855.235664 + Penalty 4578.199553 = -1404277.036112 nChanged 46 SP:Iteration 17Q (17719.120000 sec): 3 clusters Score: Raw -1408891.403881 + Penalty 4578.199553 = -1404313.204328 nChanged 45 SP:Iteration 18Q (17719.310000 sec): 3 clusters Score: Raw -1408932.407018 + Penalty 4578.199553 = -1404354.207465 nChanged 55 SP:Iteration 19Q (17719.540000 sec): 3 clusters Score: Raw -1408984.365925 + Penalty 4578.199553 = -1404406.166373 nChanged 60 SP:Iteration 20F (17719.760000 sec): 3 clusters Score: Raw -1409033.512015 + Penalty 4578.199553 = -1404455.312462 nChanged 51 SP:Iteration 21Q (17719.970000 sec): 3 clusters Score: Raw -1409070.954412 + Penalty 4578.199553 = -1404492.754860 nChanged 34 SP:Iteration 22Q (17720.160000 sec): 3 clusters Score: Raw -1409099.941555 + Penalty 4578.199553 = -1404521.742003 nChanged 38 SP:Iteration 23Q (17720.440000 sec): 3 clusters Score: Raw -1409140.378012 + Penalty 4578.199553 = -1404562.178459 nChanged 32 SP:Iteration 24Q (17720.670000 sec): 3 clusters Score: Raw -1409164.537444 + Penalty 4578.199553 = -1404586.337891 nChanged 23 SP:Iteration 25Q (17720.900000 sec): 3 clusters Score: Raw -1409182.331853 + Penalty 4578.199553 = -1404604.132300 nChanged 16 SP:Iteration 26Q (17721.150000 sec): 3 clusters Score: Raw -1409198.701174 + Penalty 4578.199553 = -1404620.501622 nChanged 23 SP:Iteration 27Q (17721.360000 sec): 3 clusters Score: Raw -1409225.223584 + Penalty 4578.199553 = -1404647.024032 nChanged 26 SP:Iteration 28Q (17721.580000 sec): 3 clusters Score: Raw -1409246.535668 + Penalty 4578.199553 = -1404668.336115 nChanged 21 SP:Iteration 29Q (17721.790000 sec): 3 clusters Score: Raw -1409261.242980 + Penalty 4578.199553 = -1404683.043427 nChanged 16 SP:Iteration 30Q (17721.980000 sec): 3 clusters Score: Raw -1409276.162420 + Penalty 4578.199553 = -1404697.962868 nChanged 17 SP:Iteration 31Q (17722.200000 sec): 3 clusters Score: Raw -1409292.559052 + Penalty 4578.199553 = -1404714.359499 nChanged 17 SP:Iteration 32Q (17722.400000 sec): 3 clusters Score: Raw -1409306.053180 + Penalty 4578.199553 = -1404727.853628 nChanged 17 SP:Iteration 33Q (17722.610000 sec): 3 clusters Score: Raw -1409319.721966 + Penalty 4578.199553 = -1404741.522413 nChanged 22 SP:Iteration 34Q (17722.830000 sec): 3 clusters Score: Raw -1409333.012418 + Penalty 4578.199553 = -1404754.812865 nChanged 13 SP:Iteration 35Q (17723.040000 sec): 3 clusters Score: Raw -1409341.107497 + Penalty 4578.199553 = -1404762.907945 nChanged 9 SP:Iteration 36Q (17723.270000 sec): 3 clusters Score: Raw -1409347.738659 + Penalty 4578.199553 = -1404769.539106 nChanged 10 SP:Iteration 37Q (17723.440000 sec): 3 clusters Score: Raw -1409356.185086 + Penalty 4578.199553 = -1404777.985534 nChanged 15 SP:Iteration 38Q (17723.660000 sec): 3 clusters Score: Raw -1409373.696055 + Penalty 4578.199553 = -1404795.496503 nChanged 17 SP:Iteration 39Q (17723.870000 sec): 3 clusters Score: Raw -1409384.528307 + Penalty 4578.199553 = -1404806.328754 nChanged 13 SP:Iteration 40F (17724.110000 sec): 3 clusters Score: Raw -1409392.519726 + Penalty 4578.199553 = -1404814.320173 nChanged 9 SP:Iteration 41Q (17724.350000 sec): 3 clusters Score: Raw -1409397.426222 + Penalty 4578.199553 = -1404819.226669 nChanged 8 SP:Iteration 42Q (17724.560000 sec): 3 clusters Score: Raw -1409402.688995 + Penalty 4578.199553 = -1404824.489442 nChanged 6 SP:Iteration 43Q (17724.780000 sec): 3 clusters Score: Raw -1409410.014464 + Penalty 4578.199553 = -1404831.814912 nChanged 12 SP:Iteration 44Q (17724.980000 sec): 3 clusters Score: Raw -1409427.449960 + Penalty 4578.199553 = -1404849.250407 nChanged 15 SP:Iteration 45Q (17725.180000 sec): 3 clusters Score: Raw -1409448.332061 + Penalty 4578.199553 = -1404870.132508 nChanged 13 SP:Iteration 46Q (17725.400000 sec): 3 clusters Score: Raw -1409461.970339 + Penalty 4578.199553 = -1404883.770786 nChanged 15 SP:Iteration 47Q (17725.630000 sec): 3 clusters Score: Raw -1409483.959662 + Penalty 4578.199553 = -1404905.760109 nChanged 17 SP:Iteration 48Q (17725.840000 sec): 3 clusters Score: Raw -1409509.180337 + Penalty 4578.199553 = -1404930.980784 nChanged 21 SP:Iteration 49Q (17726.070000 sec): 3 clusters Score: Raw -1409532.669954 + Penalty 4578.199553 = -1404954.470401 nChanged 15 SP:Iteration 50Q (17726.260000 sec): 3 clusters Score: Raw -1409546.593854 + Penalty 4578.199553 = -1404968.394301 nChanged 25 SP:Iteration 51Q (17726.540000 sec): 3 clusters Score: Raw -1409571.282721 + Penalty 4578.199553 = -1404993.083169 nChanged 24 SP:Iteration 52Q (17726.780000 sec): 3 clusters Score: Raw -1409593.370229 + Penalty 4578.199553 = -1405015.170677 nChanged 23 SP:Iteration 53Q (17727.010000 sec): 3 clusters Score: Raw -1409618.226048 + Penalty 4578.199553 = -1405040.026496 nChanged 24 SP:Iteration 54Q (17727.240000 sec): 3 clusters Score: Raw -1409665.299181 + Penalty 4578.199553 = -1405087.099628 nChanged 30 SP:Iteration 55Q (17727.440000 sec): 3 clusters Score: Raw -1409726.466639 + Penalty 4578.199553 = -1405148.267086 nChanged 27 SP:Iteration 56Q (17727.650000 sec): 3 clusters Score: Raw -1409753.100645 + Penalty 4578.199553 = -1405174.901092 nChanged 25 SP:Iteration 57Q (17727.890000 sec): 3 clusters Score: Raw -1409770.830437 + Penalty 4578.199553 = -1405192.630884 nChanged 23 SP:Iteration 58Q (17728.140000 sec): 3 clusters Score: Raw -1409786.919110 + Penalty 4578.199553 = -1405208.719557 nChanged 20 SP:Iteration 59Q (17728.360000 sec): 3 clusters Score: Raw -1409799.702608 + Penalty 4578.199553 = -1405221.503055 nChanged 16 SP:Iteration 60F (17728.610000 sec): 3 clusters Score: Raw -1409821.665441 + Penalty 4578.199553 = -1405243.465888 nChanged 23 SP:Iteration 61Q (17728.840000 sec): 3 clusters Score: Raw -1409845.540087 + Penalty 4578.199553 = -1405267.340534 nChanged 23 SP:Iteration 62Q (17729.070000 sec): 3 clusters Score: Raw -1409861.209498 + Penalty 4578.199553 = -1405283.009946 nChanged 18 SP:Iteration 63Q (17729.270000 sec): 3 clusters Score: Raw -1409870.202646 + Penalty 4578.199553 = -1405292.003093 nChanged 7 SP:Iteration 64Q (17729.470000 sec): 3 clusters Score: Raw -1409873.507411 + Penalty 4578.199553 = -1405295.307859 nChanged 6 SP:Iteration 65Q (17729.700000 sec): 3 clusters Score: Raw -1409877.311296 + Penalty 4578.199553 = -1405299.111744 nChanged 3 SP:Iteration 66Q (17729.960000 sec): 3 clusters Score: Raw -1409878.488817 + Penalty 4578.199553 = -1405300.289265 nChanged 2 SP:Iteration 67Q (17730.140000 sec): 3 clusters Score: Raw -1409879.768837 + Penalty 4578.199553 = -1405301.569284 nChanged 7 SP:Iteration 68Q (17730.390000 sec): 3 clusters Score: Raw -1409886.064415 + Penalty 4578.199553 = -1405307.864863 nChanged 5 SP:Iteration 69Q (17730.620000 sec): 3 clusters Score: Raw -1409890.207208 + Penalty 4578.199553 = -1405312.007656 nChanged 8 SP:Iteration 70Q (17730.880000 sec): 3 clusters Score: Raw -1409893.641549 + Penalty 4578.199553 = -1405315.441996 nChanged 3 SP:Iteration 71Q (17731.080000 sec): 3 clusters Score: Raw -1409894.925548 + Penalty 4578.199553 = -1405316.725995 nChanged 1 SP:Iteration 72Q (17731.340000 sec): 3 clusters Score: Raw -1409895.352281 + Penalty 4578.199553 = -1405317.152728 nChanged 2 SP:Iteration 73Q (17731.560000 sec): 3 clusters Score: Raw -1409896.521015 + Penalty 4578.199553 = -1405318.321462 nChanged 0 SP:Iteration 74F (17731.840000 sec): 3 clusters Score: Raw -1409896.521015 + Penalty 4578.199553 = -1405318.321462 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 15 (12889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17732.000000 sec): 2 clusters Score: Raw -1849301.673067 + Penalty 2347.104119 = -1846954.568948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17732.310000 sec): 3 clusters Score: Raw -1842062.679285 + Penalty 4694.208239 = -1837368.471047 nChanged 5479 SP:Iteration 1F (17732.630000 sec): 3 clusters Score: Raw -1844973.748616 + Penalty 4694.208239 = -1840279.540377 nChanged 812 SP:Iteration 2F (17732.850000 sec): 3 clusters Score: Raw -1845331.815376 + Penalty 4694.208239 = -1840637.607138 nChanged 638 SP:Iteration 3Q (17733.140000 sec): 3 clusters Score: Raw -1845594.932214 + Penalty 4694.208239 = -1840900.723975 nChanged 607 SP:Iteration 4Q (17733.390000 sec): 3 clusters Score: Raw -1845851.948868 + Penalty 4694.208239 = -1841157.740629 nChanged 559 SP:Iteration 5Q (17733.610000 sec): 3 clusters Score: Raw -1846098.085751 + Penalty 4694.208239 = -1841403.877512 nChanged 579 SP:Iteration 6Q (17733.910000 sec): 3 clusters Score: Raw -1846368.314636 + Penalty 4694.208239 = -1841674.106398 nChanged 571 SP:Iteration 7Q (17734.110000 sec): 3 clusters Score: Raw -1846678.660388 + Penalty 4694.208239 = -1841984.452150 nChanged 612 SP:Iteration 8Q (17734.350000 sec): 3 clusters Score: Raw -1847070.322586 + Penalty 4694.208239 = -1842376.114348 nChanged 690 SP:Iteration 9F (17734.590000 sec): 3 clusters Score: Raw -1847562.778074 + Penalty 4694.208239 = -1842868.569835 nChanged 644 SP:Iteration 10Q (17734.790000 sec): 3 clusters Score: Raw -1848030.669520 + Penalty 4694.208239 = -1843336.461281 nChanged 569 SP:Iteration 11Q (17735.090000 sec): 3 clusters Score: Raw -1848446.120396 + Penalty 4694.208239 = -1843751.912157 nChanged 453 SP:Iteration 12Q (17735.330000 sec): 3 clusters Score: Raw -1848781.532765 + Penalty 4694.208239 = -1844087.324526 nChanged 348 SP:Iteration 13Q (17735.580000 sec): 3 clusters Score: Raw -1849035.903968 + Penalty 4694.208239 = -1844341.695730 nChanged 241 SP:Iteration 14Q (17735.840000 sec): 3 clusters Score: Raw -1849213.939200 + Penalty 4694.208239 = -1844519.730962 nChanged 167 SP:Iteration 15Q (17736.090000 sec): 3 clusters Score: Raw -1849359.372554 + Penalty 4694.208239 = -1844665.164315 nChanged 104 SP:Iteration 16Q (17736.330000 sec): 3 clusters Score: Raw -1849449.840015 + Penalty 4694.208239 = -1844755.631777 nChanged 88 SP:Iteration 17Q (17736.560000 sec): 3 clusters Score: Raw -1849525.084508 + Penalty 4694.208239 = -1844830.876270 nChanged 48 SP:Iteration 18Q (17736.780000 sec): 3 clusters Score: Raw -1849555.931469 + Penalty 4694.208239 = -1844861.723231 nChanged 32 SP:Iteration 19Q (17737.030000 sec): 3 clusters Score: Raw -1849573.995175 + Penalty 4694.208239 = -1844879.786936 nChanged 27 SP:Iteration 20F (17737.310000 sec): 3 clusters Score: Raw -1849595.443765 + Penalty 4694.208239 = -1844901.235526 nChanged 23 SP:Iteration 21Q (17737.550000 sec): 3 clusters Score: Raw -1849614.444019 + Penalty 4694.208239 = -1844920.235780 nChanged 20 SP:Iteration 22Q (17737.830000 sec): 3 clusters Score: Raw -1849628.325969 + Penalty 4694.208239 = -1844934.117730 nChanged 16 SP:Iteration 23Q (17738.050000 sec): 3 clusters Score: Raw -1849638.480556 + Penalty 4694.208239 = -1844944.272317 nChanged 12 SP:Iteration 24Q (17738.260000 sec): 3 clusters Score: Raw -1849645.473386 + Penalty 4694.208239 = -1844951.265148 nChanged 5 SP:Iteration 25Q (17738.470000 sec): 3 clusters Score: Raw -1849649.109132 + Penalty 4694.208239 = -1844954.900893 nChanged 8 SP:Iteration 26Q (17738.710000 sec): 3 clusters Score: Raw -1849655.234406 + Penalty 4694.208239 = -1844961.026167 nChanged 10 SP:Iteration 27Q (17738.970000 sec): 3 clusters Score: Raw -1849660.441980 + Penalty 4694.208239 = -1844966.233742 nChanged 7 SP:Iteration 28Q (17739.210000 sec): 3 clusters Score: Raw -1849665.950472 + Penalty 4694.208239 = -1844971.742234 nChanged 9 SP:Iteration 29Q (17739.500000 sec): 3 clusters Score: Raw -1849670.612049 + Penalty 4694.208239 = -1844976.403811 nChanged 3 SP:Iteration 30Q (17739.720000 sec): 3 clusters Score: Raw -1849672.282171 + Penalty 4694.208239 = -1844978.073932 nChanged 2 SP:Iteration 31Q (17739.990000 sec): 3 clusters Score: Raw -1849673.738413 + Penalty 4694.208239 = -1844979.530174 nChanged 1 SP:Iteration 32Q (17740.280000 sec): 3 clusters Score: Raw -1849674.025494 + Penalty 4694.208239 = -1844979.817255 nChanged 1 SP:Iteration 33Q (17740.530000 sec): 3 clusters Score: Raw -1849674.273728 + Penalty 4694.208239 = -1844980.065489 nChanged 1 SP:Iteration 34Q (17740.850000 sec): 3 clusters Score: Raw -1849674.486397 + Penalty 4694.208239 = -1844980.278158 nChanged 1 SP:Iteration 35Q (17741.050000 sec): 3 clusters Score: Raw -1849674.883046 + Penalty 4694.208239 = -1844980.674807 nChanged 1 SP:Iteration 36Q (17741.340000 sec): 3 clusters Score: Raw -1849675.331828 + Penalty 4694.208239 = -1844981.123589 nChanged 1 SP:Iteration 37Q (17741.580000 sec): 3 clusters Score: Raw -1849675.672424 + Penalty 4694.208239 = -1844981.464185 nChanged 0 SP:Iteration 38F (17741.860000 sec): 3 clusters Score: Raw -1849675.672424 + Penalty 4694.208239 = -1844981.464185 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 16 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17742.000000 sec): 2 clusters Score: Raw -120473.166521 + Penalty 1673.401459 = -118799.765062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17742.150000 sec): 3 clusters Score: Raw -120321.380903 + Penalty 3346.802917 = -116974.577986 nChanged 190 SP:Iteration 1F (17742.340000 sec): 3 clusters Score: Raw -120542.341155 + Penalty 3346.802917 = -117195.538237 nChanged 41 SP:Iteration 2Q (17742.550000 sec): 3 clusters Score: Raw -120603.846626 + Penalty 3346.802917 = -117257.043708 nChanged 28 SP:Iteration 3Q (17742.750000 sec): 3 clusters Score: Raw -120644.946505 + Penalty 3346.802917 = -117298.143587 nChanged 18 SP:Iteration 4Q (17742.940000 sec): 3 clusters Score: Raw -120667.568989 + Penalty 3346.802917 = -117320.766071 nChanged 9 SP:Iteration 5Q (17743.140000 sec): 3 clusters Score: Raw -120682.628779 + Penalty 3346.802917 = -117335.825862 nChanged 10 SP:Iteration 6Q (17743.310000 sec): 3 clusters Score: Raw -120700.794912 + Penalty 3346.802917 = -117353.991995 nChanged 7 SP:Iteration 7Q (17743.470000 sec): 3 clusters Score: Raw -120706.723196 + Penalty 3346.802917 = -117359.920279 nChanged 4 SP:Iteration 8Q (17743.670000 sec): 3 clusters Score: Raw -120712.552173 + Penalty 3346.802917 = -117365.749256 nChanged 1 SP:Iteration 9Q (17743.900000 sec): 3 clusters Score: Raw -120713.294459 + Penalty 3346.802917 = -117366.491541 nChanged 2 SP:Iteration 10Q (17744.050000 sec): 3 clusters Score: Raw -120714.753014 + Penalty 3346.802917 = -117367.950097 nChanged 0 SP:Iteration 11F (17744.220000 sec): 3 clusters Score: Raw -120714.753014 + Penalty 3346.802917 = -117367.950097 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 17 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17744.330000 sec): 2 clusters Score: Raw -604325.491262 + Penalty 2061.713764 = -602263.777498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17744.500000 sec): 3 clusters Score: Raw -602446.728646 + Penalty 4123.427528 = -598323.301118 nChanged 1489 SP:Iteration 1F (17744.690000 sec): 3 clusters Score: Raw -603370.413722 + Penalty 4123.427528 = -599246.986194 nChanged 312 SP:Iteration 2F (17744.920000 sec): 3 clusters Score: Raw -603581.565927 + Penalty 4123.427528 = -599458.138399 nChanged 223 SP:Iteration 3F (17745.110000 sec): 3 clusters Score: Raw -603732.703566 + Penalty 4123.427528 = -599609.276039 nChanged 165 SP:Iteration 4Q (17745.310000 sec): 3 clusters Score: Raw -603819.087479 + Penalty 4123.427528 = -599695.659951 nChanged 103 SP:Iteration 5Q (17745.560000 sec): 3 clusters Score: Raw -603871.781850 + Penalty 4123.427528 = -599748.354322 nChanged 96 SP:Iteration 6Q (17745.760000 sec): 3 clusters Score: Raw -603928.095748 + Penalty 4123.427528 = -599804.668220 nChanged 101 SP:Iteration 7Q (17745.930000 sec): 3 clusters Score: Raw -603987.127992 + Penalty 4123.427528 = -599863.700464 nChanged 83 SP:Iteration 8Q (17746.100000 sec): 3 clusters Score: Raw -604031.181748 + Penalty 4123.427528 = -599907.754220 nChanged 63 SP:Iteration 9Q (17746.280000 sec): 3 clusters Score: Raw -604064.193100 + Penalty 4123.427528 = -599940.765572 nChanged 57 SP:Iteration 10Q (17746.470000 sec): 3 clusters Score: Raw -604095.296919 + Penalty 4123.427528 = -599971.869391 nChanged 51 SP:Iteration 11Q (17746.660000 sec): 3 clusters Score: Raw -604117.181069 + Penalty 4123.427528 = -599993.753541 nChanged 41 SP:Iteration 12Q (17746.930000 sec): 3 clusters Score: Raw -604138.515772 + Penalty 4123.427528 = -600015.088245 nChanged 39 SP:Iteration 13Q (17747.120000 sec): 3 clusters Score: Raw -604156.751229 + Penalty 4123.427528 = -600033.323701 nChanged 37 SP:Iteration 14Q (17747.350000 sec): 3 clusters Score: Raw -604173.802243 + Penalty 4123.427528 = -600050.374715 nChanged 40 SP:Iteration 15Q (17747.550000 sec): 3 clusters Score: Raw -604191.495768 + Penalty 4123.427528 = -600068.068240 nChanged 39 SP:Iteration 16Q (17747.740000 sec): 3 clusters Score: Raw -604206.557421 + Penalty 4123.427528 = -600083.129893 nChanged 25 SP:Iteration 17Q (17747.930000 sec): 3 clusters Score: Raw -604215.455129 + Penalty 4123.427528 = -600092.027601 nChanged 20 SP:Iteration 18Q (17748.130000 sec): 3 clusters Score: Raw -604223.091916 + Penalty 4123.427528 = -600099.664389 nChanged 19 SP:Iteration 19Q (17748.300000 sec): 3 clusters Score: Raw -604231.875154 + Penalty 4123.427528 = -600108.447626 nChanged 20 SP:Iteration 20F (17748.480000 sec): 3 clusters Score: Raw -604240.152809 + Penalty 4123.427528 = -600116.725281 nChanged 19 SP:Iteration 21Q (17748.660000 sec): 3 clusters Score: Raw -604247.525325 + Penalty 4123.427528 = -600124.097797 nChanged 17 SP:Iteration 22Q (17748.830000 sec): 3 clusters Score: Raw -604254.613910 + Penalty 4123.427528 = -600131.186382 nChanged 19 SP:Iteration 23Q (17749.010000 sec): 3 clusters Score: Raw -604262.475071 + Penalty 4123.427528 = -600139.047543 nChanged 16 SP:Iteration 24Q (17749.230000 sec): 3 clusters Score: Raw -604269.722440 + Penalty 4123.427528 = -600146.294912 nChanged 13 SP:Iteration 25Q (17749.470000 sec): 3 clusters Score: Raw -604274.392406 + Penalty 4123.427528 = -600150.964878 nChanged 12 SP:Iteration 26Q (17749.670000 sec): 3 clusters Score: Raw -604278.853025 + Penalty 4123.427528 = -600155.425497 nChanged 7 SP:Iteration 27Q (17749.950000 sec): 3 clusters Score: Raw -604280.861395 + Penalty 4123.427528 = -600157.433868 nChanged 6 SP:Iteration 28Q (17750.170000 sec): 3 clusters Score: Raw -604282.255556 + Penalty 4123.427528 = -600158.828029 nChanged 8 SP:Iteration 29Q (17750.370000 sec): 3 clusters Score: Raw -604284.519572 + Penalty 4123.427528 = -600161.092045 nChanged 5 SP:Iteration 30Q (17750.590000 sec): 3 clusters Score: Raw -604285.922735 + Penalty 4123.427528 = -600162.495208 nChanged 5 SP:Iteration 31Q (17750.780000 sec): 3 clusters Score: Raw -604287.250964 + Penalty 4123.427528 = -600163.823436 nChanged 3 SP:Iteration 32Q (17751.010000 sec): 3 clusters Score: Raw -604287.935252 + Penalty 4123.427528 = -600164.507724 nChanged 3 SP:Iteration 33Q (17751.230000 sec): 3 clusters Score: Raw -604288.803299 + Penalty 4123.427528 = -600165.375771 nChanged 2 SP:Iteration 34Q (17751.400000 sec): 3 clusters Score: Raw -604289.314401 + Penalty 4123.427528 = -600165.886873 nChanged 2 SP:Iteration 35Q (17751.650000 sec): 3 clusters Score: Raw -604289.739782 + Penalty 4123.427528 = -600166.312254 nChanged 2 SP:Iteration 36Q (17751.850000 sec): 3 clusters Score: Raw -604290.463298 + Penalty 4123.427528 = -600167.035770 nChanged 4 SP:Iteration 37Q (17752.070000 sec): 3 clusters Score: Raw -604292.032957 + Penalty 4123.427528 = -600168.605430 nChanged 8 SP:Iteration 38Q (17752.270000 sec): 3 clusters Score: Raw -604295.053885 + Penalty 4123.427528 = -600171.626357 nChanged 4 SP:Iteration 39Q (17752.430000 sec): 3 clusters Score: Raw -604296.033191 + Penalty 4123.427528 = -600172.605664 nChanged 5 SP:Iteration 40F (17752.620000 sec): 3 clusters Score: Raw -604297.439764 + Penalty 4123.427528 = -600174.012236 nChanged 4 SP:Iteration 41Q (17752.880000 sec): 3 clusters Score: Raw -604298.224708 + Penalty 4123.427528 = -600174.797180 nChanged 3 SP:Iteration 42Q (17753.070000 sec): 3 clusters Score: Raw -604299.027472 + Penalty 4123.427528 = -600175.599944 nChanged 3 SP:Iteration 43Q (17753.310000 sec): 3 clusters Score: Raw -604299.713904 + Penalty 4123.427528 = -600176.286376 nChanged 1 SP:Iteration 44Q (17753.510000 sec): 3 clusters Score: Raw -604299.940661 + Penalty 4123.427528 = -600176.513133 nChanged 1 SP:Iteration 45Q (17753.690000 sec): 3 clusters Score: Raw -604300.288151 + Penalty 4123.427528 = -600176.860624 nChanged 0 SP:Iteration 46F (17753.900000 sec): 3 clusters Score: Raw -604300.288151 + Penalty 4123.427528 = -600176.860624 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 18 (2828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17754.030000 sec): 2 clusters Score: Raw -392133.958475 + Penalty 1970.936607 = -390163.021868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17754.260000 sec): 3 clusters Score: Raw -391012.310639 + Penalty 3941.873213 = -387070.437426 nChanged 958 SP:Iteration 1F (17754.470000 sec): 3 clusters Score: Raw -391655.357353 + Penalty 3941.873213 = -387713.484140 nChanged 200 SP:Iteration 2F (17754.710000 sec): 3 clusters Score: Raw -391790.456688 + Penalty 3941.873213 = -387848.583475 nChanged 108 SP:Iteration 3Q (17754.910000 sec): 3 clusters Score: Raw -391863.160184 + Penalty 3941.873213 = -387921.286971 nChanged 76 SP:Iteration 4Q (17755.130000 sec): 3 clusters Score: Raw -391915.478836 + Penalty 3941.873213 = -387973.605622 nChanged 61 SP:Iteration 5Q (17755.300000 sec): 3 clusters Score: Raw -391958.170074 + Penalty 3941.873213 = -388016.296860 nChanged 50 SP:Iteration 6Q (17755.470000 sec): 3 clusters Score: Raw -391989.418323 + Penalty 3941.873213 = -388047.545109 nChanged 50 SP:Iteration 7Q (17755.670000 sec): 3 clusters Score: Raw -392031.508135 + Penalty 3941.873213 = -388089.634921 nChanged 55 SP:Iteration 8Q (17755.890000 sec): 3 clusters Score: Raw -392071.187813 + Penalty 3941.873213 = -388129.314600 nChanged 49 SP:Iteration 9Q (17756.120000 sec): 3 clusters Score: Raw -392103.642601 + Penalty 3941.873213 = -388161.769388 nChanged 39 SP:Iteration 10Q (17756.310000 sec): 3 clusters Score: Raw -392129.214478 + Penalty 3941.873213 = -388187.341265 nChanged 43 SP:Iteration 11Q (17756.470000 sec): 3 clusters Score: Raw -392166.374766 + Penalty 3941.873213 = -388224.501553 nChanged 41 SP:Iteration 12Q (17756.710000 sec): 3 clusters Score: Raw -392199.385225 + Penalty 3941.873213 = -388257.512011 nChanged 41 SP:Iteration 13Q (17756.880000 sec): 3 clusters Score: Raw -392238.105694 + Penalty 3941.873213 = -388296.232481 nChanged 53 SP:Iteration 14Q (17757.050000 sec): 3 clusters Score: Raw -392284.730804 + Penalty 3941.873213 = -388342.857591 nChanged 70 SP:Iteration 15Q (17757.250000 sec): 3 clusters Score: Raw -392358.052158 + Penalty 3941.873213 = -388416.178945 nChanged 70 SP:Iteration 16Q (17757.450000 sec): 3 clusters Score: Raw -392439.344941 + Penalty 3941.873213 = -388497.471727 nChanged 71 SP:Iteration 17Q (17757.650000 sec): 3 clusters Score: Raw -392522.329244 + Penalty 3941.873213 = -388580.456030 nChanged 66 SP:Iteration 18Q (17757.830000 sec): 3 clusters Score: Raw -392596.913091 + Penalty 3941.873213 = -388655.039877 nChanged 57 SP:Iteration 19Q (17758.020000 sec): 3 clusters Score: Raw -392671.820422 + Penalty 3941.873213 = -388729.947209 nChanged 66 SP:Iteration 20F (17758.230000 sec): 3 clusters Score: Raw -392733.533318 + Penalty 3941.873213 = -388791.660105 nChanged 65 SP:Iteration 21Q (17758.390000 sec): 3 clusters Score: Raw -392786.841579 + Penalty 3941.873213 = -388844.968365 nChanged 48 SP:Iteration 22Q (17758.550000 sec): 3 clusters Score: Raw -392825.746354 + Penalty 3941.873213 = -388883.873140 nChanged 47 SP:Iteration 23Q (17758.720000 sec): 3 clusters Score: Raw -392860.068626 + Penalty 3941.873213 = -388918.195412 nChanged 34 SP:Iteration 24Q (17758.910000 sec): 3 clusters Score: Raw -392883.443095 + Penalty 3941.873213 = -388941.569882 nChanged 24 SP:Iteration 25Q (17759.100000 sec): 3 clusters Score: Raw -392900.712508 + Penalty 3941.873213 = -388958.839295 nChanged 30 SP:Iteration 26Q (17759.360000 sec): 3 clusters Score: Raw -392929.211604 + Penalty 3941.873213 = -388987.338390 nChanged 42 SP:Iteration 27Q (17759.560000 sec): 3 clusters Score: Raw -392965.862462 + Penalty 3941.873213 = -389023.989248 nChanged 37 SP:Iteration 28Q (17759.780000 sec): 3 clusters Score: Raw -392997.299097 + Penalty 3941.873213 = -389055.425883 nChanged 30 SP:Iteration 29Q (17760.010000 sec): 3 clusters Score: Raw -393023.002642 + Penalty 3941.873213 = -389081.129428 nChanged 23 SP:Iteration 30Q (17760.180000 sec): 3 clusters Score: Raw -393044.744030 + Penalty 3941.873213 = -389102.870816 nChanged 24 SP:Iteration 31Q (17760.360000 sec): 3 clusters Score: Raw -393065.247163 + Penalty 3941.873213 = -389123.373949 nChanged 22 SP:Iteration 32Q (17760.580000 sec): 3 clusters Score: Raw -393084.134225 + Penalty 3941.873213 = -389142.261012 nChanged 23 SP:Iteration 33Q (17760.790000 sec): 3 clusters Score: Raw -393103.752649 + Penalty 3941.873213 = -389161.879436 nChanged 21 SP:Iteration 34Q (17760.990000 sec): 3 clusters Score: Raw -393126.900083 + Penalty 3941.873213 = -389185.026870 nChanged 29 SP:Iteration 35Q (17761.180000 sec): 3 clusters Score: Raw -393158.340520 + Penalty 3941.873213 = -389216.467306 nChanged 27 SP:Iteration 36Q (17761.420000 sec): 3 clusters Score: Raw -393196.242885 + Penalty 3941.873213 = -389254.369671 nChanged 37 SP:Iteration 37Q (17761.640000 sec): 3 clusters Score: Raw -393242.204767 + Penalty 3941.873213 = -389300.331553 nChanged 29 SP:Iteration 38Q (17761.830000 sec): 3 clusters Score: Raw -393269.633035 + Penalty 3941.873213 = -389327.759821 nChanged 22 SP:Iteration 39Q (17762.110000 sec): 3 clusters Score: Raw -393297.496007 + Penalty 3941.873213 = -389355.622793 nChanged 20 SP:Iteration 40F (17762.330000 sec): 3 clusters Score: Raw -393310.741063 + Penalty 3941.873213 = -389368.867849 nChanged 6 SP:Iteration 41Q (17762.580000 sec): 3 clusters Score: Raw -393313.669320 + Penalty 3941.873213 = -389371.796106 nChanged 2 SP:Iteration 42Q (17762.790000 sec): 3 clusters Score: Raw -393315.379706 + Penalty 3941.873213 = -389373.506493 nChanged 2 SP:Iteration 43Q (17762.960000 sec): 3 clusters Score: Raw -393316.530459 + Penalty 3941.873213 = -389374.657246 nChanged 2 SP:Iteration 44Q (17763.140000 sec): 3 clusters Score: Raw -393317.506509 + Penalty 3941.873213 = -389375.633296 nChanged 2 SP:Iteration 45Q (17763.320000 sec): 3 clusters Score: Raw -393318.507242 + Penalty 3941.873213 = -389376.634029 nChanged 2 SP:Iteration 46Q (17763.500000 sec): 3 clusters Score: Raw -393319.418925 + Penalty 3941.873213 = -389377.545711 nChanged 1 SP:Iteration 47Q (17763.670000 sec): 3 clusters Score: Raw -393319.946347 + Penalty 3941.873213 = -389378.073133 nChanged 0 SP:Iteration 48F (17763.870000 sec): 3 clusters Score: Raw -393319.946347 + Penalty 3941.873213 = -389378.073133 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 19 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17763.960000 sec): 2 clusters Score: Raw -107556.432157 + Penalty 1666.614598 = -105889.817559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17764.130000 sec): 3 clusters Score: Raw -107466.391752 + Penalty 3333.229197 = -104133.162555 nChanged 183 SP:Iteration 1F (17764.370000 sec): 3 clusters Score: Raw -107764.469857 + Penalty 3333.229197 = -104431.240660 nChanged 47 SP:Iteration 2F (17764.520000 sec): 3 clusters Score: Raw -107852.136316 + Penalty 3333.229197 = -104518.907119 nChanged 17 SP:Iteration 3Q (17764.740000 sec): 3 clusters Score: Raw -107890.650098 + Penalty 3333.229197 = -104557.420901 nChanged 23 SP:Iteration 4Q (17764.980000 sec): 3 clusters Score: Raw -107930.658785 + Penalty 3333.229197 = -104597.429588 nChanged 16 SP:Iteration 5Q (17765.200000 sec): 3 clusters Score: Raw -107959.361939 + Penalty 3333.229197 = -104626.132742 nChanged 12 SP:Iteration 6Q (17765.420000 sec): 3 clusters Score: Raw -107986.374131 + Penalty 3333.229197 = -104653.144934 nChanged 9 SP:Iteration 7Q (17765.610000 sec): 3 clusters Score: Raw -107998.586597 + Penalty 3333.229197 = -104665.357400 nChanged 6 SP:Iteration 8Q (17765.770000 sec): 3 clusters Score: Raw -108007.605602 + Penalty 3333.229197 = -104674.376405 nChanged 8 SP:Iteration 9Q (17765.940000 sec): 3 clusters Score: Raw -108020.269787 + Penalty 3333.229197 = -104687.040590 nChanged 4 SP:Iteration 10Q (17766.160000 sec): 3 clusters Score: Raw -108025.114542 + Penalty 3333.229197 = -104691.885345 nChanged 1 SP:Iteration 11Q (17766.340000 sec): 3 clusters Score: Raw -108026.927591 + Penalty 3333.229197 = -104693.698394 nChanged 1 SP:Iteration 12Q (17766.470000 sec): 3 clusters Score: Raw -108028.309501 + Penalty 3333.229197 = -104695.080304 nChanged 1 SP:Iteration 13Q (17766.620000 sec): 3 clusters Score: Raw -108029.140178 + Penalty 3333.229197 = -104695.910981 nChanged 0 SP:Iteration 14F (17766.760000 sec): 3 clusters Score: Raw -108029.140178 + Penalty 3333.229197 = -104695.910981 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 20 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17766.810000 sec): 2 clusters Score: Raw -57231.982212 + Penalty 1497.391988 = -55734.590224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17767.020000 sec): 3 clusters Score: Raw -57280.460918 + Penalty 2994.783976 = -54285.676942 nChanged 60 SP:Iteration 1F (17767.190000 sec): 3 clusters Score: Raw -57423.754831 + Penalty 2994.783976 = -54428.970855 nChanged 15 SP:Iteration 2Q (17767.400000 sec): 3 clusters Score: Raw -57467.167635 + Penalty 2994.783976 = -54472.383659 nChanged 11 SP:Iteration 3Q (17767.600000 sec): 3 clusters Score: Raw -57496.575976 + Penalty 2994.783976 = -54501.792000 nChanged 5 SP:Iteration 4Q (17767.840000 sec): 3 clusters Score: Raw -57511.600321 + Penalty 2994.783976 = -54516.816345 nChanged 3 SP:Iteration 5Q (17768.020000 sec): 3 clusters Score: Raw -57520.001652 + Penalty 2994.783976 = -54525.217676 nChanged 2 SP:Iteration 6Q (17768.160000 sec): 3 clusters Score: Raw -57522.021025 + Penalty 2994.783976 = -54527.237049 nChanged 1 SP:Iteration 7Q (17768.400000 sec): 3 clusters Score: Raw -57523.771179 + Penalty 2994.783976 = -54528.987202 nChanged 0 SP:Iteration 8F (17768.570000 sec): 3 clusters Score: Raw -57523.771179 + Penalty 2994.783976 = -54528.987202 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 21 (3353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17768.630000 sec): 2 clusters Score: Raw -483841.445112 + Penalty 2013.167465 = -481828.277647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17768.820000 sec): 3 clusters Score: Raw -482368.034730 + Penalty 4026.334930 = -478341.699800 nChanged 1202 SP:Iteration 1F (17769.050000 sec): 3 clusters Score: Raw -483110.280392 + Penalty 4026.334930 = -479083.945462 nChanged 256 SP:Iteration 2F (17769.230000 sec): 3 clusters Score: Raw -483265.095302 + Penalty 4026.334930 = -479238.760372 nChanged 143 SP:Iteration 3Q (17769.410000 sec): 3 clusters Score: Raw -483348.321684 + Penalty 4026.334930 = -479321.986754 nChanged 99 SP:Iteration 4Q (17769.630000 sec): 3 clusters Score: Raw -483411.065269 + Penalty 4026.334930 = -479384.730339 nChanged 82 SP:Iteration 5Q (17769.810000 sec): 3 clusters Score: Raw -483462.291469 + Penalty 4026.334930 = -479435.956539 nChanged 56 SP:Iteration 6Q (17770.020000 sec): 3 clusters Score: Raw -483491.267278 + Penalty 4026.334930 = -479464.932348 nChanged 54 SP:Iteration 7Q (17770.210000 sec): 3 clusters Score: Raw -483517.194999 + Penalty 4026.334930 = -479490.860069 nChanged 40 SP:Iteration 8Q (17770.390000 sec): 3 clusters Score: Raw -483538.073460 + Penalty 4026.334930 = -479511.738530 nChanged 40 SP:Iteration 9Q (17770.640000 sec): 3 clusters Score: Raw -483557.617898 + Penalty 4026.334930 = -479531.282968 nChanged 44 SP:Iteration 10Q (17770.830000 sec): 3 clusters Score: Raw -483584.539505 + Penalty 4026.334930 = -479558.204575 nChanged 49 SP:Iteration 11Q (17771.050000 sec): 3 clusters Score: Raw -483605.718061 + Penalty 4026.334930 = -479579.383131 nChanged 36 SP:Iteration 12Q (17771.250000 sec): 3 clusters Score: Raw -483621.180812 + Penalty 4026.334930 = -479594.845882 nChanged 37 SP:Iteration 13Q (17771.440000 sec): 3 clusters Score: Raw -483638.637833 + Penalty 4026.334930 = -479612.302903 nChanged 35 SP:Iteration 14Q (17771.630000 sec): 3 clusters Score: Raw -483654.711579 + Penalty 4026.334930 = -479628.376648 nChanged 24 SP:Iteration 15Q (17771.820000 sec): 3 clusters Score: Raw -483665.165266 + Penalty 4026.334930 = -479638.830336 nChanged 21 SP:Iteration 16Q (17772.000000 sec): 3 clusters Score: Raw -483676.074040 + Penalty 4026.334930 = -479649.739109 nChanged 21 SP:Iteration 17Q (17772.220000 sec): 3 clusters Score: Raw -483684.160007 + Penalty 4026.334930 = -479657.825076 nChanged 13 SP:Iteration 18Q (17772.460000 sec): 3 clusters Score: Raw -483689.835964 + Penalty 4026.334930 = -479663.501034 nChanged 22 SP:Iteration 19Q (17772.680000 sec): 3 clusters Score: Raw -483698.468596 + Penalty 4026.334930 = -479672.133666 nChanged 25 SP:Iteration 20F (17772.870000 sec): 3 clusters Score: Raw -483710.398969 + Penalty 4026.334930 = -479684.064038 nChanged 27 SP:Iteration 21Q (17773.060000 sec): 3 clusters Score: Raw -483721.531092 + Penalty 4026.334930 = -479695.196162 nChanged 21 SP:Iteration 22Q (17773.260000 sec): 3 clusters Score: Raw -483730.865226 + Penalty 4026.334930 = -479704.530296 nChanged 16 SP:Iteration 23Q (17773.440000 sec): 3 clusters Score: Raw -483737.536089 + Penalty 4026.334930 = -479711.201159 nChanged 20 SP:Iteration 24Q (17773.660000 sec): 3 clusters Score: Raw -483746.200669 + Penalty 4026.334930 = -479719.865739 nChanged 19 SP:Iteration 25Q (17773.860000 sec): 3 clusters Score: Raw -483755.880669 + Penalty 4026.334930 = -479729.545739 nChanged 13 SP:Iteration 26Q (17774.090000 sec): 3 clusters Score: Raw -483762.793607 + Penalty 4026.334930 = -479736.458677 nChanged 11 SP:Iteration 27Q (17774.310000 sec): 3 clusters Score: Raw -483770.467888 + Penalty 4026.334930 = -479744.132958 nChanged 17 SP:Iteration 28Q (17774.520000 sec): 3 clusters Score: Raw -483784.583541 + Penalty 4026.334930 = -479758.248611 nChanged 26 SP:Iteration 29Q (17774.750000 sec): 3 clusters Score: Raw -483799.762126 + Penalty 4026.334930 = -479773.427196 nChanged 27 SP:Iteration 30Q (17774.960000 sec): 3 clusters Score: Raw -483816.508253 + Penalty 4026.334930 = -479790.173322 nChanged 39 SP:Iteration 31Q (17775.170000 sec): 3 clusters Score: Raw -483843.458480 + Penalty 4026.334930 = -479817.123550 nChanged 35 SP:Iteration 32Q (17775.350000 sec): 3 clusters Score: Raw -483864.515369 + Penalty 4026.334930 = -479838.180438 nChanged 35 SP:Iteration 33Q (17775.550000 sec): 3 clusters Score: Raw -483884.761720 + Penalty 4026.334930 = -479858.426790 nChanged 21 SP:Iteration 34Q (17775.810000 sec): 3 clusters Score: Raw -483897.358071 + Penalty 4026.334930 = -479871.023141 nChanged 21 SP:Iteration 35Q (17776.010000 sec): 3 clusters Score: Raw -483912.654836 + Penalty 4026.334930 = -479886.319906 nChanged 23 SP:Iteration 36Q (17776.270000 sec): 3 clusters Score: Raw -483927.005719 + Penalty 4026.334930 = -479900.670788 nChanged 17 SP:Iteration 37Q (17776.470000 sec): 3 clusters Score: Raw -483936.700034 + Penalty 4026.334930 = -479910.365104 nChanged 13 SP:Iteration 38Q (17776.700000 sec): 3 clusters Score: Raw -483944.072568 + Penalty 4026.334930 = -479917.737638 nChanged 12 SP:Iteration 39Q (17776.970000 sec): 3 clusters Score: Raw -483951.258710 + Penalty 4026.334930 = -479924.923780 nChanged 16 SP:Iteration 40F (17777.170000 sec): 3 clusters Score: Raw -483961.063756 + Penalty 4026.334930 = -479934.728826 nChanged 17 SP:Iteration 41Q (17777.380000 sec): 3 clusters Score: Raw -483971.085230 + Penalty 4026.334930 = -479944.750300 nChanged 17 SP:Iteration 42Q (17777.600000 sec): 3 clusters Score: Raw -483981.607228 + Penalty 4026.334930 = -479955.272298 nChanged 11 SP:Iteration 43Q (17777.780000 sec): 3 clusters Score: Raw -483987.769484 + Penalty 4026.334930 = -479961.434554 nChanged 16 SP:Iteration 44Q (17777.990000 sec): 3 clusters Score: Raw -483997.043564 + Penalty 4026.334930 = -479970.708634 nChanged 13 SP:Iteration 45Q (17778.250000 sec): 3 clusters Score: Raw -484009.512283 + Penalty 4026.334930 = -479983.177352 nChanged 11 SP:Iteration 46Q (17778.470000 sec): 3 clusters Score: Raw -484015.677856 + Penalty 4026.334930 = -479989.342926 nChanged 7 SP:Iteration 47Q (17778.690000 sec): 3 clusters Score: Raw -484020.341238 + Penalty 4026.334930 = -479994.006307 nChanged 7 SP:Iteration 48Q (17778.900000 sec): 3 clusters Score: Raw -484023.261995 + Penalty 4026.334930 = -479996.927065 nChanged 3 SP:Iteration 49Q (17779.130000 sec): 3 clusters Score: Raw -484025.442699 + Penalty 4026.334930 = -479999.107769 nChanged 4 SP:Iteration 50Q (17779.290000 sec): 3 clusters Score: Raw -484027.148424 + Penalty 4026.334930 = -480000.813494 nChanged 4 SP:Iteration 51Q (17779.520000 sec): 3 clusters Score: Raw -484029.509478 + Penalty 4026.334930 = -480003.174548 nChanged 5 SP:Iteration 52Q (17779.710000 sec): 3 clusters Score: Raw -484033.606618 + Penalty 4026.334930 = -480007.271688 nChanged 7 SP:Iteration 53Q (17779.950000 sec): 3 clusters Score: Raw -484037.332229 + Penalty 4026.334930 = -480010.997298 nChanged 4 SP:Iteration 54Q (17780.120000 sec): 3 clusters Score: Raw -484039.898472 + Penalty 4026.334930 = -480013.563542 nChanged 1 SP:Iteration 55Q (17780.330000 sec): 3 clusters Score: Raw -484040.293996 + Penalty 4026.334930 = -480013.959066 nChanged 0 SP:Iteration 56F (17780.560000 sec): 3 clusters Score: Raw -484040.293996 + Penalty 4026.334930 = -480013.959066 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 22 (2315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17780.640000 sec): 2 clusters Score: Raw -339940.304734 + Penalty 1921.296912 = -338019.007822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17780.860000 sec): 3 clusters Score: Raw -338999.931547 + Penalty 3842.593823 = -335157.337724 nChanged 753 SP:Iteration 1F (17781.040000 sec): 3 clusters Score: Raw -339522.737818 + Penalty 3842.593823 = -335680.143995 nChanged 174 SP:Iteration 2F (17781.230000 sec): 3 clusters Score: Raw -339666.526277 + Penalty 3842.593823 = -335823.932453 nChanged 97 SP:Iteration 3Q (17781.460000 sec): 3 clusters Score: Raw -339739.369984 + Penalty 3842.593823 = -335896.776161 nChanged 66 SP:Iteration 4Q (17781.620000 sec): 3 clusters Score: Raw -339779.754458 + Penalty 3842.593823 = -335937.160635 nChanged 43 SP:Iteration 5Q (17781.840000 sec): 3 clusters Score: Raw -339809.270409 + Penalty 3842.593823 = -335966.676586 nChanged 44 SP:Iteration 6Q (17782.020000 sec): 3 clusters Score: Raw -339841.637478 + Penalty 3842.593823 = -335999.043654 nChanged 35 SP:Iteration 7Q (17782.230000 sec): 3 clusters Score: Raw -339863.939007 + Penalty 3842.593823 = -336021.345183 nChanged 24 SP:Iteration 8Q (17782.410000 sec): 3 clusters Score: Raw -339876.402981 + Penalty 3842.593823 = -336033.809158 nChanged 13 SP:Iteration 9Q (17782.540000 sec): 3 clusters Score: Raw -339883.322680 + Penalty 3842.593823 = -336040.728856 nChanged 12 SP:Iteration 10Q (17782.750000 sec): 3 clusters Score: Raw -339892.174222 + Penalty 3842.593823 = -336049.580399 nChanged 18 SP:Iteration 11Q (17782.980000 sec): 3 clusters Score: Raw -339902.160726 + Penalty 3842.593823 = -336059.566903 nChanged 10 SP:Iteration 12Q (17783.160000 sec): 3 clusters Score: Raw -339907.921651 + Penalty 3842.593823 = -336065.327828 nChanged 8 SP:Iteration 13Q (17783.390000 sec): 3 clusters Score: Raw -339912.615275 + Penalty 3842.593823 = -336070.021452 nChanged 6 SP:Iteration 14Q (17783.550000 sec): 3 clusters Score: Raw -339915.809817 + Penalty 3842.593823 = -336073.215994 nChanged 4 SP:Iteration 15Q (17783.710000 sec): 3 clusters Score: Raw -339918.357551 + Penalty 3842.593823 = -336075.763727 nChanged 4 SP:Iteration 16Q (17783.940000 sec): 3 clusters Score: Raw -339920.613959 + Penalty 3842.593823 = -336078.020136 nChanged 3 SP:Iteration 17Q (17784.100000 sec): 3 clusters Score: Raw -339922.370664 + Penalty 3842.593823 = -336079.776840 nChanged 2 SP:Iteration 18Q (17784.310000 sec): 3 clusters Score: Raw -339922.963944 + Penalty 3842.593823 = -336080.370121 nChanged 2 SP:Iteration 19Q (17784.520000 sec): 3 clusters Score: Raw -339924.283169 + Penalty 3842.593823 = -336081.689346 nChanged 2 SP:Iteration 20F (17784.710000 sec): 3 clusters Score: Raw -339925.417996 + Penalty 3842.593823 = -336082.824173 nChanged 4 SP:Iteration 21Q (17784.910000 sec): 3 clusters Score: Raw -339927.336740 + Penalty 3842.593823 = -336084.742916 nChanged 3 SP:Iteration 22Q (17785.120000 sec): 3 clusters Score: Raw -339929.519810 + Penalty 3842.593823 = -336086.925987 nChanged 1 SP:Iteration 23Q (17785.330000 sec): 3 clusters Score: Raw -339929.973841 + Penalty 3842.593823 = -336087.380018 nChanged 1 SP:Iteration 24Q (17785.510000 sec): 3 clusters Score: Raw -339930.487671 + Penalty 3842.593823 = -336087.893847 nChanged 1 SP:Iteration 25Q (17785.710000 sec): 3 clusters Score: Raw -339931.145543 + Penalty 3842.593823 = -336088.551720 nChanged 2 SP:Iteration 26Q (17785.880000 sec): 3 clusters Score: Raw -339932.071039 + Penalty 3842.593823 = -336089.477216 nChanged 1 SP:Iteration 27Q (17786.020000 sec): 3 clusters Score: Raw -339932.405377 + Penalty 3842.593823 = -336089.811553 nChanged 0 SP:Iteration 28F (17786.240000 sec): 3 clusters Score: Raw -339932.405377 + Penalty 3842.593823 = -336089.811553 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 23 (5576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17786.360000 sec): 2 clusters Score: Raw -821575.654239 + Penalty 2139.304284 = -819436.349955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17786.580000 sec): 3 clusters Score: Raw -818856.800917 + Penalty 4278.608568 = -814578.192349 nChanged 2141 SP:Iteration 1F (17786.850000 sec): 3 clusters Score: Raw -820008.585991 + Penalty 4278.608568 = -815729.977422 nChanged 444 SP:Iteration 2F (17787.030000 sec): 3 clusters Score: Raw -820237.671704 + Penalty 4278.608568 = -815959.063135 nChanged 261 SP:Iteration 3Q (17787.270000 sec): 3 clusters Score: Raw -820364.849155 + Penalty 4278.608568 = -816086.240587 nChanged 205 SP:Iteration 4Q (17787.490000 sec): 3 clusters Score: Raw -820448.843435 + Penalty 4278.608568 = -816170.234867 nChanged 136 SP:Iteration 5Q (17787.730000 sec): 3 clusters Score: Raw -820501.971736 + Penalty 4278.608568 = -816223.363167 nChanged 111 SP:Iteration 6Q (17787.960000 sec): 3 clusters Score: Raw -820541.795788 + Penalty 4278.608568 = -816263.187219 nChanged 82 SP:Iteration 7Q (17788.160000 sec): 3 clusters Score: Raw -820569.274901 + Penalty 4278.608568 = -816290.666332 nChanged 78 SP:Iteration 8Q (17788.390000 sec): 3 clusters Score: Raw -820601.236442 + Penalty 4278.608568 = -816322.627874 nChanged 76 SP:Iteration 9Q (17788.640000 sec): 3 clusters Score: Raw -820633.943267 + Penalty 4278.608568 = -816355.334699 nChanged 74 SP:Iteration 10Q (17788.820000 sec): 3 clusters Score: Raw -820661.689295 + Penalty 4278.608568 = -816383.080727 nChanged 67 SP:Iteration 11Q (17789.030000 sec): 3 clusters Score: Raw -820683.552361 + Penalty 4278.608568 = -816404.943792 nChanged 53 SP:Iteration 12Q (17789.270000 sec): 3 clusters Score: Raw -820703.812535 + Penalty 4278.608568 = -816425.203967 nChanged 53 SP:Iteration 13Q (17789.490000 sec): 3 clusters Score: Raw -820720.816575 + Penalty 4278.608568 = -816442.208007 nChanged 55 SP:Iteration 14Q (17789.680000 sec): 3 clusters Score: Raw -820740.983488 + Penalty 4278.608568 = -816462.374919 nChanged 53 SP:Iteration 15Q (17789.870000 sec): 3 clusters Score: Raw -820756.773046 + Penalty 4278.608568 = -816478.164478 nChanged 32 SP:Iteration 16Q (17790.090000 sec): 3 clusters Score: Raw -820765.837801 + Penalty 4278.608568 = -816487.229233 nChanged 40 SP:Iteration 17Q (17790.320000 sec): 3 clusters Score: Raw -820779.103662 + Penalty 4278.608568 = -816500.495093 nChanged 28 SP:Iteration 18Q (17790.510000 sec): 3 clusters Score: Raw -820787.931094 + Penalty 4278.608568 = -816509.322526 nChanged 29 SP:Iteration 19Q (17790.720000 sec): 3 clusters Score: Raw -820796.255034 + Penalty 4278.608568 = -816517.646466 nChanged 26 SP:Iteration 20F (17790.910000 sec): 3 clusters Score: Raw -820803.021319 + Penalty 4278.608568 = -816524.412751 nChanged 30 SP:Iteration 21Q (17791.090000 sec): 3 clusters Score: Raw -820810.489800 + Penalty 4278.608568 = -816531.881232 nChanged 35 SP:Iteration 22Q (17791.280000 sec): 3 clusters Score: Raw -820817.913285 + Penalty 4278.608568 = -816539.304716 nChanged 28 SP:Iteration 23Q (17791.490000 sec): 3 clusters Score: Raw -820824.323749 + Penalty 4278.608568 = -816545.715180 nChanged 17 SP:Iteration 24Q (17791.680000 sec): 3 clusters Score: Raw -820829.620364 + Penalty 4278.608568 = -816551.011795 nChanged 26 SP:Iteration 25Q (17791.900000 sec): 3 clusters Score: Raw -820837.374215 + Penalty 4278.608568 = -816558.765647 nChanged 29 SP:Iteration 26Q (17792.140000 sec): 3 clusters Score: Raw -820845.610705 + Penalty 4278.608568 = -816567.002136 nChanged 42 SP:Iteration 27Q (17792.370000 sec): 3 clusters Score: Raw -820856.321820 + Penalty 4278.608568 = -816577.713252 nChanged 37 SP:Iteration 28Q (17792.550000 sec): 3 clusters Score: Raw -820866.390542 + Penalty 4278.608568 = -816587.781974 nChanged 31 SP:Iteration 29Q (17792.790000 sec): 3 clusters Score: Raw -820873.812530 + Penalty 4278.608568 = -816595.203962 nChanged 25 SP:Iteration 30Q (17792.980000 sec): 3 clusters Score: Raw -820879.896163 + Penalty 4278.608568 = -816601.287594 nChanged 21 SP:Iteration 31Q (17793.210000 sec): 3 clusters Score: Raw -820885.087114 + Penalty 4278.608568 = -816606.478546 nChanged 13 SP:Iteration 32Q (17793.420000 sec): 3 clusters Score: Raw -820889.682611 + Penalty 4278.608568 = -816611.074043 nChanged 19 SP:Iteration 33Q (17793.600000 sec): 3 clusters Score: Raw -820897.137747 + Penalty 4278.608568 = -816618.529178 nChanged 35 SP:Iteration 34Q (17793.860000 sec): 3 clusters Score: Raw -820907.889810 + Penalty 4278.608568 = -816629.281242 nChanged 30 SP:Iteration 35Q (17794.090000 sec): 3 clusters Score: Raw -820915.276122 + Penalty 4278.608568 = -816636.667554 nChanged 21 SP:Iteration 36Q (17794.300000 sec): 3 clusters Score: Raw -820919.792200 + Penalty 4278.608568 = -816641.183632 nChanged 17 SP:Iteration 37Q (17794.500000 sec): 3 clusters Score: Raw -820923.346738 + Penalty 4278.608568 = -816644.738169 nChanged 18 SP:Iteration 38Q (17794.730000 sec): 3 clusters Score: Raw -820928.072197 + Penalty 4278.608568 = -816649.463628 nChanged 21 SP:Iteration 39Q (17794.980000 sec): 3 clusters Score: Raw -820932.862262 + Penalty 4278.608568 = -816654.253694 nChanged 20 SP:Iteration 40F (17795.210000 sec): 3 clusters Score: Raw -820939.046043 + Penalty 4278.608568 = -816660.437475 nChanged 25 SP:Iteration 41Q (17795.410000 sec): 3 clusters Score: Raw -820944.722824 + Penalty 4278.608568 = -816666.114255 nChanged 24 SP:Iteration 42Q (17795.680000 sec): 3 clusters Score: Raw -820950.974218 + Penalty 4278.608568 = -816672.365650 nChanged 23 SP:Iteration 43Q (17795.890000 sec): 3 clusters Score: Raw -820957.847563 + Penalty 4278.608568 = -816679.238995 nChanged 18 SP:Iteration 44Q (17796.140000 sec): 3 clusters Score: Raw -820964.228230 + Penalty 4278.608568 = -816685.619661 nChanged 28 SP:Iteration 45Q (17796.380000 sec): 3 clusters Score: Raw -820971.891116 + Penalty 4278.608568 = -816693.282547 nChanged 26 SP:Iteration 46Q (17796.620000 sec): 3 clusters Score: Raw -820978.943384 + Penalty 4278.608568 = -816700.334815 nChanged 32 SP:Iteration 47Q (17796.820000 sec): 3 clusters Score: Raw -820986.171685 + Penalty 4278.608568 = -816707.563116 nChanged 28 SP:Iteration 48Q (17797.040000 sec): 3 clusters Score: Raw -820992.288926 + Penalty 4278.608568 = -816713.680358 nChanged 29 SP:Iteration 49Q (17797.260000 sec): 3 clusters Score: Raw -821002.477773 + Penalty 4278.608568 = -816723.869204 nChanged 40 SP:Iteration 50Q (17797.460000 sec): 3 clusters Score: Raw -821014.840237 + Penalty 4278.608568 = -816736.231669 nChanged 44 SP:Iteration 51Q (17797.640000 sec): 3 clusters Score: Raw -821030.807441 + Penalty 4278.608568 = -816752.198873 nChanged 46 SP:Iteration 52Q (17797.860000 sec): 3 clusters Score: Raw -821045.751336 + Penalty 4278.608568 = -816767.142768 nChanged 47 SP:Iteration 53Q (17798.070000 sec): 3 clusters Score: Raw -821061.537483 + Penalty 4278.608568 = -816782.928914 nChanged 55 SP:Iteration 54Q (17798.250000 sec): 3 clusters Score: Raw -821078.760969 + Penalty 4278.608568 = -816800.152401 nChanged 47 SP:Iteration 55Q (17798.440000 sec): 3 clusters Score: Raw -821093.047948 + Penalty 4278.608568 = -816814.439380 nChanged 46 SP:Iteration 56Q (17798.610000 sec): 3 clusters Score: Raw -821109.803631 + Penalty 4278.608568 = -816831.195063 nChanged 54 SP:Iteration 57Q (17798.800000 sec): 3 clusters Score: Raw -821128.641769 + Penalty 4278.608568 = -816850.033201 nChanged 71 SP:Iteration 58Q (17798.980000 sec): 3 clusters Score: Raw -821157.728776 + Penalty 4278.608568 = -816879.120208 nChanged 76 SP:Iteration 59Q (17799.160000 sec): 3 clusters Score: Raw -821185.820025 + Penalty 4278.608568 = -816907.211456 nChanged 76 SP:Iteration 60F (17799.340000 sec): 3 clusters Score: Raw -821214.866892 + Penalty 4278.608568 = -816936.258324 nChanged 77 SP:Iteration 61Q (17799.530000 sec): 3 clusters Score: Raw -821247.755186 + Penalty 4278.608568 = -816969.146618 nChanged 78 SP:Iteration 62Q (17799.760000 sec): 3 clusters Score: Raw -821281.104071 + Penalty 4278.608568 = -817002.495502 nChanged 78 SP:Iteration 63Q (17799.970000 sec): 3 clusters Score: Raw -821310.871998 + Penalty 4278.608568 = -817032.263429 nChanged 64 SP:Iteration 64Q (17800.140000 sec): 3 clusters Score: Raw -821336.082664 + Penalty 4278.608568 = -817057.474096 nChanged 74 SP:Iteration 65Q (17800.410000 sec): 3 clusters Score: Raw -821372.809382 + Penalty 4278.608568 = -817094.200813 nChanged 81 SP:Iteration 66Q (17800.590000 sec): 3 clusters Score: Raw -821409.433886 + Penalty 4278.608568 = -817130.825318 nChanged 70 SP:Iteration 67Q (17800.820000 sec): 3 clusters Score: Raw -821438.405300 + Penalty 4278.608568 = -817159.796731 nChanged 80 SP:Iteration 68Q (17801.080000 sec): 3 clusters Score: Raw -821475.098822 + Penalty 4278.608568 = -817196.490253 nChanged 75 SP:Iteration 69Q (17801.260000 sec): 3 clusters Score: Raw -821508.934154 + Penalty 4278.608568 = -817230.325585 nChanged 71 SP:Iteration 70Q (17801.480000 sec): 3 clusters Score: Raw -821538.205355 + Penalty 4278.608568 = -817259.596787 nChanged 53 SP:Iteration 71Q (17801.640000 sec): 3 clusters Score: Raw -821556.651790 + Penalty 4278.608568 = -817278.043221 nChanged 40 SP:Iteration 72Q (17801.830000 sec): 3 clusters Score: Raw -821570.700594 + Penalty 4278.608568 = -817292.092026 nChanged 37 SP:Iteration 73Q (17802.060000 sec): 3 clusters Score: Raw -821584.388394 + Penalty 4278.608568 = -817305.779826 nChanged 24 SP:Iteration 74Q (17802.250000 sec): 3 clusters Score: Raw -821592.313209 + Penalty 4278.608568 = -817313.704641 nChanged 21 SP:Iteration 75Q (17802.480000 sec): 3 clusters Score: Raw -821601.224448 + Penalty 4278.608568 = -817322.615879 nChanged 27 SP:Iteration 76Q (17802.670000 sec): 3 clusters Score: Raw -821611.418332 + Penalty 4278.608568 = -817332.809764 nChanged 25 SP:Iteration 77Q (17802.880000 sec): 3 clusters Score: Raw -821620.201970 + Penalty 4278.608568 = -817341.593401 nChanged 26 SP:Iteration 78Q (17803.060000 sec): 3 clusters Score: Raw -821630.115772 + Penalty 4278.608568 = -817351.507203 nChanged 30 SP:Iteration 79Q (17803.300000 sec): 3 clusters Score: Raw -821642.146483 + Penalty 4278.608568 = -817363.537914 nChanged 29 SP:Iteration 80F (17803.510000 sec): 3 clusters Score: Raw -821654.146572 + Penalty 4278.608568 = -817375.538003 nChanged 30 SP:Iteration 81Q (17803.700000 sec): 3 clusters Score: Raw -821666.710024 + Penalty 4278.608568 = -817388.101456 nChanged 27 SP:Iteration 82Q (17803.920000 sec): 3 clusters Score: Raw -821675.711859 + Penalty 4278.608568 = -817397.103291 nChanged 22 SP:Iteration 83Q (17804.120000 sec): 3 clusters Score: Raw -821683.978989 + Penalty 4278.608568 = -817405.370420 nChanged 20 SP:Iteration 84Q (17804.390000 sec): 3 clusters Score: Raw -821691.987288 + Penalty 4278.608568 = -817413.378720 nChanged 13 SP:Iteration 85Q (17804.660000 sec): 3 clusters Score: Raw -821696.153822 + Penalty 4278.608568 = -817417.545254 nChanged 13 SP:Iteration 86Q (17804.900000 sec): 3 clusters Score: Raw -821700.325784 + Penalty 4278.608568 = -817421.717216 nChanged 14 SP:Iteration 87Q (17805.120000 sec): 3 clusters Score: Raw -821706.431270 + Penalty 4278.608568 = -817427.822701 nChanged 18 SP:Iteration 88Q (17805.370000 sec): 3 clusters Score: Raw -821713.746142 + Penalty 4278.608568 = -817435.137574 nChanged 21 SP:Iteration 89Q (17805.560000 sec): 3 clusters Score: Raw -821721.375758 + Penalty 4278.608568 = -817442.767189 nChanged 17 SP:Iteration 90Q (17805.840000 sec): 3 clusters Score: Raw -821729.111999 + Penalty 4278.608568 = -817450.503430 nChanged 19 SP:Iteration 91Q (17806.050000 sec): 3 clusters Score: Raw -821736.782320 + Penalty 4278.608568 = -817458.173752 nChanged 24 SP:Iteration 92Q (17806.280000 sec): 3 clusters Score: Raw -821746.508667 + Penalty 4278.608568 = -817467.900098 nChanged 18 SP:Iteration 93Q (17806.480000 sec): 3 clusters Score: Raw -821753.743369 + Penalty 4278.608568 = -817475.134800 nChanged 9 SP:Iteration 94Q (17806.660000 sec): 3 clusters Score: Raw -821755.973769 + Penalty 4278.608568 = -817477.365201 nChanged 3 SP:Iteration 95Q (17806.840000 sec): 3 clusters Score: Raw -821756.793266 + Penalty 4278.608568 = -817478.184697 nChanged 4 SP:Iteration 96Q (17807.070000 sec): 3 clusters Score: Raw -821758.323815 + Penalty 4278.608568 = -817479.715246 nChanged 5 SP:Iteration 97Q (17807.260000 sec): 3 clusters Score: Raw -821760.345417 + Penalty 4278.608568 = -817481.736849 nChanged 7 SP:Iteration 98Q (17807.440000 sec): 3 clusters Score: Raw -821762.172835 + Penalty 4278.608568 = -817483.564266 nChanged 2 SP:Iteration 99Q (17807.720000 sec): 3 clusters Score: Raw -821763.128680 + Penalty 4278.608568 = -817484.520111 nChanged 3 SP:Iteration 100F (17807.890000 sec): 3 clusters Score: Raw -821765.290560 + Penalty 4278.608568 = -817486.681991 nChanged 7 SP:Iteration 101Q (17808.120000 sec): 3 clusters Score: Raw -821767.321296 + Penalty 4278.608568 = -817488.712727 nChanged 6 SP:Iteration 102Q (17808.360000 sec): 3 clusters Score: Raw -821769.092590 + Penalty 4278.608568 = -817490.484021 nChanged 4 SP:Iteration 103Q (17808.560000 sec): 3 clusters Score: Raw -821770.538833 + Penalty 4278.608568 = -817491.930264 nChanged 7 SP:Iteration 104Q (17808.800000 sec): 3 clusters Score: Raw -821773.387027 + Penalty 4278.608568 = -817494.778459 nChanged 5 SP:Iteration 105Q (17808.970000 sec): 3 clusters Score: Raw -821775.643314 + Penalty 4278.608568 = -817497.034746 nChanged 9 SP:Iteration 106Q (17809.200000 sec): 3 clusters Score: Raw -821778.925269 + Penalty 4278.608568 = -817500.316701 nChanged 5 SP:Iteration 107Q (17809.460000 sec): 3 clusters Score: Raw -821780.582190 + Penalty 4278.608568 = -817501.973621 nChanged 4 SP:Iteration 108Q (17809.690000 sec): 3 clusters Score: Raw -821781.878397 + Penalty 4278.608568 = -817503.269829 nChanged 4 SP:Iteration 109Q (17809.920000 sec): 3 clusters Score: Raw -821783.232993 + Penalty 4278.608568 = -817504.624425 nChanged 5 SP:Iteration 110Q (17810.190000 sec): 3 clusters Score: Raw -821784.247543 + Penalty 4278.608568 = -817505.638975 nChanged 2 SP:Iteration 111Q (17810.420000 sec): 3 clusters Score: Raw -821785.164865 + Penalty 4278.608568 = -817506.556297 nChanged 4 SP:Iteration 112Q (17810.700000 sec): 3 clusters Score: Raw -821787.107049 + Penalty 4278.608568 = -817508.498481 nChanged 4 SP:Iteration 113Q (17810.920000 sec): 3 clusters Score: Raw -821788.455747 + Penalty 4278.608568 = -817509.847179 nChanged 2 SP:Iteration 114Q (17811.140000 sec): 3 clusters Score: Raw -821789.029664 + Penalty 4278.608568 = -817510.421096 nChanged 1 SP:Iteration 115Q (17811.380000 sec): 3 clusters Score: Raw -821789.326062 + Penalty 4278.608568 = -817510.717494 nChanged 1 SP:Iteration 116Q (17811.630000 sec): 3 clusters Score: Raw -821789.506762 + Penalty 4278.608568 = -817510.898194 nChanged 1 SP:Iteration 117Q (17811.840000 sec): 3 clusters Score: Raw -821789.776623 + Penalty 4278.608568 = -817511.168054 nChanged 0 SP:Iteration 118F (17812.090000 sec): 3 clusters Score: Raw -821789.776623 + Penalty 4278.608568 = -817511.168054 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 24 (1236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17812.170000 sec): 2 clusters Score: Raw -167944.225331 + Penalty 1765.669638 = -166178.555692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17812.370000 sec): 3 clusters Score: Raw -167584.673161 + Penalty 3531.339276 = -164053.333885 nChanged 353 SP:Iteration 1F (17812.600000 sec): 3 clusters Score: Raw -167947.445249 + Penalty 3531.339276 = -164416.105973 nChanged 79 SP:Iteration 2F (17812.750000 sec): 3 clusters Score: Raw -168048.000681 + Penalty 3531.339276 = -164516.661404 nChanged 47 SP:Iteration 3Q (17813.010000 sec): 3 clusters Score: Raw -168122.209332 + Penalty 3531.339276 = -164590.870055 nChanged 49 SP:Iteration 4Q (17813.180000 sec): 3 clusters Score: Raw -168217.389189 + Penalty 3531.339276 = -164686.049913 nChanged 52 SP:Iteration 5Q (17813.370000 sec): 3 clusters Score: Raw -168281.538870 + Penalty 3531.339276 = -164750.199593 nChanged 34 SP:Iteration 6Q (17813.550000 sec): 3 clusters Score: Raw -168321.552145 + Penalty 3531.339276 = -164790.212868 nChanged 23 SP:Iteration 7Q (17813.770000 sec): 3 clusters Score: Raw -168356.715787 + Penalty 3531.339276 = -164825.376511 nChanged 26 SP:Iteration 8Q (17813.940000 sec): 3 clusters Score: Raw -168390.473798 + Penalty 3531.339276 = -164859.134522 nChanged 19 SP:Iteration 9Q (17814.090000 sec): 3 clusters Score: Raw -168415.733316 + Penalty 3531.339276 = -164884.394039 nChanged 19 SP:Iteration 10Q (17814.260000 sec): 3 clusters Score: Raw -168448.210310 + Penalty 3531.339276 = -164916.871033 nChanged 20 SP:Iteration 11Q (17814.480000 sec): 3 clusters Score: Raw -168476.718418 + Penalty 3531.339276 = -164945.379141 nChanged 16 SP:Iteration 12Q (17814.690000 sec): 3 clusters Score: Raw -168500.533130 + Penalty 3531.339276 = -164969.193854 nChanged 11 SP:Iteration 13Q (17814.850000 sec): 3 clusters Score: Raw -168514.139248 + Penalty 3531.339276 = -164982.799971 nChanged 10 SP:Iteration 14Q (17815.040000 sec): 3 clusters Score: Raw -168525.571911 + Penalty 3531.339276 = -164994.232635 nChanged 7 SP:Iteration 15Q (17815.230000 sec): 3 clusters Score: Raw -168539.213378 + Penalty 3531.339276 = -165007.874102 nChanged 9 SP:Iteration 16Q (17815.400000 sec): 3 clusters Score: Raw -168556.724431 + Penalty 3531.339276 = -165025.385155 nChanged 8 SP:Iteration 17Q (17815.610000 sec): 3 clusters Score: Raw -168572.246875 + Penalty 3531.339276 = -165040.907598 nChanged 9 SP:Iteration 18Q (17815.820000 sec): 3 clusters Score: Raw -168591.125701 + Penalty 3531.339276 = -165059.786425 nChanged 9 SP:Iteration 19Q (17815.990000 sec): 3 clusters Score: Raw -168608.646780 + Penalty 3531.339276 = -165077.307504 nChanged 11 SP:Iteration 20F (17816.200000 sec): 3 clusters Score: Raw -168629.283996 + Penalty 3531.339276 = -165097.944719 nChanged 19 SP:Iteration 21Q (17816.380000 sec): 3 clusters Score: Raw -168655.911177 + Penalty 3531.339276 = -165124.571900 nChanged 10 SP:Iteration 22Q (17816.540000 sec): 3 clusters Score: Raw -168668.631259 + Penalty 3531.339276 = -165137.291983 nChanged 6 SP:Iteration 23Q (17816.770000 sec): 3 clusters Score: Raw -168673.475651 + Penalty 3531.339276 = -165142.136375 nChanged 5 SP:Iteration 24Q (17816.940000 sec): 3 clusters Score: Raw -168679.833022 + Penalty 3531.339276 = -165148.493745 nChanged 3 SP:Iteration 25Q (17817.130000 sec): 3 clusters Score: Raw -168682.244902 + Penalty 3531.339276 = -165150.905626 nChanged 4 SP:Iteration 26Q (17817.290000 sec): 3 clusters Score: Raw -168689.335711 + Penalty 3531.339276 = -165157.996434 nChanged 5 SP:Iteration 27Q (17817.480000 sec): 3 clusters Score: Raw -168703.818352 + Penalty 3531.339276 = -165172.479075 nChanged 8 SP:Iteration 28Q (17817.610000 sec): 3 clusters Score: Raw -168728.400559 + Penalty 3531.339276 = -165197.061283 nChanged 10 SP:Iteration 29Q (17817.800000 sec): 3 clusters Score: Raw -168751.951777 + Penalty 3531.339276 = -165220.612501 nChanged 9 SP:Iteration 30Q (17818.000000 sec): 3 clusters Score: Raw -168761.672907 + Penalty 3531.339276 = -165230.333631 nChanged 7 SP:Iteration 31Q (17818.130000 sec): 3 clusters Score: Raw -168770.424800 + Penalty 3531.339276 = -165239.085523 nChanged 4 SP:Iteration 32Q (17818.330000 sec): 3 clusters Score: Raw -168773.241236 + Penalty 3531.339276 = -165241.901960 nChanged 1 SP:Iteration 33Q (17818.520000 sec): 3 clusters Score: Raw -168773.543859 + Penalty 3531.339276 = -165242.204582 nChanged 0 SP:Iteration 34F (17818.660000 sec): 3 clusters Score: Raw -168773.543859 + Penalty 3531.339276 = -165242.204582 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 25 (4676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17818.800000 sec): 2 clusters Score: Raw -658031.841708 + Penalty 2095.649184 = -655936.192524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17819.010000 sec): 3 clusters Score: Raw -655794.768250 + Penalty 4191.298368 = -651603.469882 nChanged 1786 SP:Iteration 1F (17819.190000 sec): 3 clusters Score: Raw -656831.965205 + Penalty 4191.298368 = -652640.666837 nChanged 357 SP:Iteration 2F (17819.440000 sec): 3 clusters Score: Raw -657061.129652 + Penalty 4191.298368 = -652869.831284 nChanged 250 SP:Iteration 3F (17819.650000 sec): 3 clusters Score: Raw -657213.212007 + Penalty 4191.298368 = -653021.913639 nChanged 194 SP:Iteration 4Q (17819.870000 sec): 3 clusters Score: Raw -657336.447661 + Penalty 4191.298368 = -653145.149293 nChanged 171 SP:Iteration 5Q (17820.060000 sec): 3 clusters Score: Raw -657429.394199 + Penalty 4191.298368 = -653238.095831 nChanged 133 SP:Iteration 6Q (17820.280000 sec): 3 clusters Score: Raw -657508.727574 + Penalty 4191.298368 = -653317.429206 nChanged 128 SP:Iteration 7Q (17820.500000 sec): 3 clusters Score: Raw -657583.126608 + Penalty 4191.298368 = -653391.828240 nChanged 119 SP:Iteration 8Q (17820.710000 sec): 3 clusters Score: Raw -657657.221377 + Penalty 4191.298368 = -653465.923009 nChanged 112 SP:Iteration 9Q (17820.970000 sec): 3 clusters Score: Raw -657729.505564 + Penalty 4191.298368 = -653538.207196 nChanged 123 SP:Iteration 10Q (17821.170000 sec): 3 clusters Score: Raw -657813.798672 + Penalty 4191.298368 = -653622.500304 nChanged 134 SP:Iteration 11Q (17821.430000 sec): 3 clusters Score: Raw -657899.685726 + Penalty 4191.298368 = -653708.387358 nChanged 127 SP:Iteration 12Q (17821.630000 sec): 3 clusters Score: Raw -657988.024528 + Penalty 4191.298368 = -653796.726160 nChanged 124 SP:Iteration 13Q (17821.860000 sec): 3 clusters Score: Raw -658064.917414 + Penalty 4191.298368 = -653873.619046 nChanged 107 SP:Iteration 14Q (17822.130000 sec): 3 clusters Score: Raw -658134.985714 + Penalty 4191.298368 = -653943.687346 nChanged 109 SP:Iteration 15Q (17822.310000 sec): 3 clusters Score: Raw -658207.310612 + Penalty 4191.298368 = -654016.012244 nChanged 118 SP:Iteration 16Q (17822.550000 sec): 3 clusters Score: Raw -658286.652587 + Penalty 4191.298368 = -654095.354219 nChanged 94 SP:Iteration 17Q (17822.750000 sec): 3 clusters Score: Raw -658347.166700 + Penalty 4191.298368 = -654155.868332 nChanged 84 SP:Iteration 18Q (17822.970000 sec): 3 clusters Score: Raw -658404.518504 + Penalty 4191.298368 = -654213.220136 nChanged 81 SP:Iteration 19Q (17823.200000 sec): 3 clusters Score: Raw -658463.464848 + Penalty 4191.298368 = -654272.166480 nChanged 67 SP:Iteration 20F (17823.420000 sec): 3 clusters Score: Raw -658509.490882 + Penalty 4191.298368 = -654318.192514 nChanged 59 SP:Iteration 21Q (17823.630000 sec): 3 clusters Score: Raw -658549.099109 + Penalty 4191.298368 = -654357.800741 nChanged 51 SP:Iteration 22Q (17823.800000 sec): 3 clusters Score: Raw -658587.343294 + Penalty 4191.298368 = -654396.044925 nChanged 40 SP:Iteration 23Q (17824.050000 sec): 3 clusters Score: Raw -658611.513509 + Penalty 4191.298368 = -654420.215141 nChanged 31 SP:Iteration 24Q (17824.260000 sec): 3 clusters Score: Raw -658637.856404 + Penalty 4191.298368 = -654446.558036 nChanged 35 SP:Iteration 25Q (17824.510000 sec): 3 clusters Score: Raw -658663.230585 + Penalty 4191.298368 = -654471.932217 nChanged 26 SP:Iteration 26Q (17824.760000 sec): 3 clusters Score: Raw -658684.044923 + Penalty 4191.298368 = -654492.746555 nChanged 18 SP:Iteration 27Q (17824.970000 sec): 3 clusters Score: Raw -658693.636046 + Penalty 4191.298368 = -654502.337678 nChanged 10 SP:Iteration 28Q (17825.170000 sec): 3 clusters Score: Raw -658700.439716 + Penalty 4191.298368 = -654509.141348 nChanged 5 SP:Iteration 29Q (17825.380000 sec): 3 clusters Score: Raw -658702.492342 + Penalty 4191.298368 = -654511.193974 nChanged 2 SP:Iteration 30Q (17825.610000 sec): 3 clusters Score: Raw -658703.806205 + Penalty 4191.298368 = -654512.507837 nChanged 3 SP:Iteration 31Q (17825.790000 sec): 3 clusters Score: Raw -658705.037772 + Penalty 4191.298368 = -654513.739404 nChanged 1 SP:Iteration 32Q (17826.010000 sec): 3 clusters Score: Raw -658705.230087 + Penalty 4191.298368 = -654513.931719 nChanged 1 SP:Iteration 33Q (17826.280000 sec): 3 clusters Score: Raw -658705.810967 + Penalty 4191.298368 = -654514.512599 nChanged 2 SP:Iteration 34Q (17826.470000 sec): 3 clusters Score: Raw -658707.129672 + Penalty 4191.298368 = -654515.831304 nChanged 2 SP:Iteration 35Q (17826.680000 sec): 3 clusters Score: Raw -658707.910381 + Penalty 4191.298368 = -654516.612013 nChanged 2 SP:Iteration 36Q (17826.880000 sec): 3 clusters Score: Raw -658708.790678 + Penalty 4191.298368 = -654517.492310 nChanged 0 SP:Iteration 37F (17827.090000 sec): 3 clusters Score: Raw -658708.790678 + Penalty 4191.298368 = -654517.492310 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 26 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17827.190000 sec): 2 clusters Score: Raw -66801.632665 + Penalty 1555.205131 = -65246.427534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17827.320000 sec): 3 clusters Score: Raw -66902.941692 + Penalty 3110.410262 = -63792.531430 nChanged 98 SP:Iteration 1F (17827.490000 sec): 3 clusters Score: Raw -67209.096209 + Penalty 3110.410262 = -64098.685946 nChanged 28 SP:Iteration 2F (17827.650000 sec): 3 clusters Score: Raw -67269.428879 + Penalty 3110.410262 = -64159.018616 nChanged 12 SP:Iteration 3Q (17827.770000 sec): 3 clusters Score: Raw -67297.840607 + Penalty 3110.410262 = -64187.430345 nChanged 7 SP:Iteration 4Q (17827.980000 sec): 3 clusters Score: Raw -67310.970172 + Penalty 3110.410262 = -64200.559910 nChanged 7 SP:Iteration 5Q (17828.090000 sec): 3 clusters Score: Raw -67330.107259 + Penalty 3110.410262 = -64219.696996 nChanged 5 SP:Iteration 6Q (17828.260000 sec): 3 clusters Score: Raw -67336.635475 + Penalty 3110.410262 = -64226.225213 nChanged 2 SP:Iteration 7Q (17828.460000 sec): 3 clusters Score: Raw -67339.700681 + Penalty 3110.410262 = -64229.290419 nChanged 2 SP:Iteration 8Q (17828.670000 sec): 3 clusters Score: Raw -67342.741480 + Penalty 3110.410262 = -64232.331218 nChanged 2 SP:Iteration 9Q (17828.850000 sec): 3 clusters Score: Raw -67346.544860 + Penalty 3110.410262 = -64236.134598 nChanged 4 SP:Iteration 10Q (17828.990000 sec): 3 clusters Score: Raw -67358.197991 + Penalty 3110.410262 = -64247.787729 nChanged 3 SP:Iteration 11Q (17829.170000 sec): 3 clusters Score: Raw -67365.002376 + Penalty 3110.410262 = -64254.592114 nChanged 3 SP:Iteration 12Q (17829.310000 sec): 3 clusters Score: Raw -67369.567564 + Penalty 3110.410262 = -64259.157302 nChanged 1 SP:Iteration 13Q (17829.470000 sec): 3 clusters Score: Raw -67373.204585 + Penalty 3110.410262 = -64262.794323 nChanged 2 SP:Iteration 14Q (17829.670000 sec): 3 clusters Score: Raw -67382.646592 + Penalty 3110.410262 = -64272.236330 nChanged 1 SP:Iteration 15Q (17829.880000 sec): 3 clusters Score: Raw -67384.822623 + Penalty 3110.410262 = -64274.412361 nChanged 1 SP:Iteration 16Q (17830.020000 sec): 3 clusters Score: Raw -67386.881606 + Penalty 3110.410262 = -64276.471344 nChanged 1 SP:Iteration 17Q (17830.230000 sec): 3 clusters Score: Raw -67390.305389 + Penalty 3110.410262 = -64279.895127 nChanged 3 SP:Iteration 18Q (17830.400000 sec): 3 clusters Score: Raw -67395.168040 + Penalty 3110.410262 = -64284.757778 nChanged 1 SP:Iteration 19Q (17830.620000 sec): 3 clusters Score: Raw -67396.383421 + Penalty 3110.410262 = -64285.973159 nChanged 0 SP:Iteration 20F (17830.790000 sec): 3 clusters Score: Raw -67396.383421 + Penalty 3110.410262 = -64285.973159 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 27 (6456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17830.940000 sec): 2 clusters Score: Raw -877740.614190 + Penalty 2175.645772 = -875564.968418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17831.190000 sec): 3 clusters Score: Raw -874525.257787 + Penalty 4351.291544 = -870173.966243 nChanged 2570 SP:Iteration 1F (17831.450000 sec): 3 clusters Score: Raw -875935.736690 + Penalty 4351.291544 = -871584.445146 nChanged 477 SP:Iteration 2F (17831.670000 sec): 3 clusters Score: Raw -876196.364668 + Penalty 4351.291544 = -871845.073124 nChanged 332 SP:Iteration 3F (17831.920000 sec): 3 clusters Score: Raw -876354.715884 + Penalty 4351.291544 = -872003.424340 nChanged 239 SP:Iteration 4Q (17832.170000 sec): 3 clusters Score: Raw -876470.101745 + Penalty 4351.291544 = -872118.810201 nChanged 184 SP:Iteration 5Q (17832.420000 sec): 3 clusters Score: Raw -876565.272492 + Penalty 4351.291544 = -872213.980948 nChanged 182 SP:Iteration 6Q (17832.650000 sec): 3 clusters Score: Raw -876646.545363 + Penalty 4351.291544 = -872295.253819 nChanged 179 SP:Iteration 7Q (17832.930000 sec): 3 clusters Score: Raw -876722.308899 + Penalty 4351.291544 = -872371.017355 nChanged 156 SP:Iteration 8Q (17833.130000 sec): 3 clusters Score: Raw -876791.942332 + Penalty 4351.291544 = -872440.650788 nChanged 158 SP:Iteration 9Q (17833.320000 sec): 3 clusters Score: Raw -876871.689678 + Penalty 4351.291544 = -872520.398134 nChanged 169 SP:Iteration 10Q (17833.540000 sec): 3 clusters Score: Raw -876960.695138 + Penalty 4351.291544 = -872609.403594 nChanged 143 SP:Iteration 11Q (17833.810000 sec): 3 clusters Score: Raw -877031.819564 + Penalty 4351.291544 = -872680.528020 nChanged 142 SP:Iteration 12Q (17834.030000 sec): 3 clusters Score: Raw -877109.819880 + Penalty 4351.291544 = -872758.528336 nChanged 142 SP:Iteration 13Q (17834.240000 sec): 3 clusters Score: Raw -877186.608814 + Penalty 4351.291544 = -872835.317269 nChanged 142 SP:Iteration 14Q (17834.460000 sec): 3 clusters Score: Raw -877258.357600 + Penalty 4351.291544 = -872907.066056 nChanged 113 SP:Iteration 15Q (17834.690000 sec): 3 clusters Score: Raw -877312.849147 + Penalty 4351.291544 = -872961.557603 nChanged 102 SP:Iteration 16Q (17834.860000 sec): 3 clusters Score: Raw -877360.823513 + Penalty 4351.291544 = -873009.531969 nChanged 103 SP:Iteration 17Q (17835.110000 sec): 3 clusters Score: Raw -877413.068469 + Penalty 4351.291544 = -873061.776925 nChanged 89 SP:Iteration 18Q (17835.360000 sec): 3 clusters Score: Raw -877455.536694 + Penalty 4351.291544 = -873104.245150 nChanged 91 SP:Iteration 19Q (17835.580000 sec): 3 clusters Score: Raw -877500.360230 + Penalty 4351.291544 = -873149.068686 nChanged 82 SP:Iteration 20F (17835.780000 sec): 3 clusters Score: Raw -877538.971834 + Penalty 4351.291544 = -873187.680289 nChanged 82 SP:Iteration 21Q (17836.020000 sec): 3 clusters Score: Raw -877577.670477 + Penalty 4351.291544 = -873226.378933 nChanged 80 SP:Iteration 22Q (17836.240000 sec): 3 clusters Score: Raw -877621.291473 + Penalty 4351.291544 = -873269.999929 nChanged 84 SP:Iteration 23Q (17836.450000 sec): 3 clusters Score: Raw -877665.688721 + Penalty 4351.291544 = -873314.397176 nChanged 82 SP:Iteration 24Q (17836.720000 sec): 3 clusters Score: Raw -877703.494991 + Penalty 4351.291544 = -873352.203447 nChanged 62 SP:Iteration 25Q (17836.960000 sec): 3 clusters Score: Raw -877733.861473 + Penalty 4351.291544 = -873382.569929 nChanged 70 SP:Iteration 26Q (17837.230000 sec): 3 clusters Score: Raw -877765.351382 + Penalty 4351.291544 = -873414.059838 nChanged 54 SP:Iteration 27Q (17837.440000 sec): 3 clusters Score: Raw -877789.077093 + Penalty 4351.291544 = -873437.785549 nChanged 55 SP:Iteration 28Q (17837.660000 sec): 3 clusters Score: Raw -877815.375983 + Penalty 4351.291544 = -873464.084439 nChanged 61 SP:Iteration 29Q (17837.890000 sec): 3 clusters Score: Raw -877844.838966 + Penalty 4351.291544 = -873493.547422 nChanged 58 SP:Iteration 30Q (17838.140000 sec): 3 clusters Score: Raw -877869.972474 + Penalty 4351.291544 = -873518.680930 nChanged 70 SP:Iteration 31Q (17838.330000 sec): 3 clusters Score: Raw -877904.761921 + Penalty 4351.291544 = -873553.470377 nChanged 62 SP:Iteration 32Q (17838.560000 sec): 3 clusters Score: Raw -877935.833119 + Penalty 4351.291544 = -873584.541575 nChanged 54 SP:Iteration 33Q (17838.750000 sec): 3 clusters Score: Raw -877959.229923 + Penalty 4351.291544 = -873607.938379 nChanged 44 SP:Iteration 34Q (17839.020000 sec): 3 clusters Score: Raw -877976.177875 + Penalty 4351.291544 = -873624.886331 nChanged 37 SP:Iteration 35Q (17839.240000 sec): 3 clusters Score: Raw -877994.034425 + Penalty 4351.291544 = -873642.742881 nChanged 27 SP:Iteration 36Q (17839.430000 sec): 3 clusters Score: Raw -878005.523303 + Penalty 4351.291544 = -873654.231759 nChanged 28 SP:Iteration 37Q (17839.620000 sec): 3 clusters Score: Raw -878017.130884 + Penalty 4351.291544 = -873665.839339 nChanged 27 SP:Iteration 38Q (17839.860000 sec): 3 clusters Score: Raw -878031.143082 + Penalty 4351.291544 = -873679.851537 nChanged 33 SP:Iteration 39Q (17840.140000 sec): 3 clusters Score: Raw -878048.349732 + Penalty 4351.291544 = -873697.058188 nChanged 39 SP:Iteration 40F (17840.390000 sec): 3 clusters Score: Raw -878069.969267 + Penalty 4351.291544 = -873718.677723 nChanged 36 SP:Iteration 41Q (17840.590000 sec): 3 clusters Score: Raw -878088.017489 + Penalty 4351.291544 = -873736.725945 nChanged 33 SP:Iteration 42Q (17840.820000 sec): 3 clusters Score: Raw -878105.163735 + Penalty 4351.291544 = -873753.872191 nChanged 32 SP:Iteration 43Q (17841.090000 sec): 3 clusters Score: Raw -878121.485414 + Penalty 4351.291544 = -873770.193870 nChanged 28 SP:Iteration 44Q (17841.320000 sec): 3 clusters Score: Raw -878137.035993 + Penalty 4351.291544 = -873785.744449 nChanged 27 SP:Iteration 45Q (17841.510000 sec): 3 clusters Score: Raw -878153.118672 + Penalty 4351.291544 = -873801.827128 nChanged 27 SP:Iteration 46Q (17841.730000 sec): 3 clusters Score: Raw -878171.564359 + Penalty 4351.291544 = -873820.272815 nChanged 34 SP:Iteration 47Q (17841.990000 sec): 3 clusters Score: Raw -878193.004418 + Penalty 4351.291544 = -873841.712874 nChanged 35 SP:Iteration 48Q (17842.170000 sec): 3 clusters Score: Raw -878217.145358 + Penalty 4351.291544 = -873865.853814 nChanged 28 SP:Iteration 49Q (17842.430000 sec): 3 clusters Score: Raw -878238.390359 + Penalty 4351.291544 = -873887.098815 nChanged 28 SP:Iteration 50Q (17842.670000 sec): 3 clusters Score: Raw -878259.390620 + Penalty 4351.291544 = -873908.099076 nChanged 30 SP:Iteration 51Q (17842.850000 sec): 3 clusters Score: Raw -878278.442419 + Penalty 4351.291544 = -873927.150875 nChanged 21 SP:Iteration 52Q (17843.090000 sec): 3 clusters Score: Raw -878289.211067 + Penalty 4351.291544 = -873937.919523 nChanged 13 SP:Iteration 53Q (17843.270000 sec): 3 clusters Score: Raw -878297.073449 + Penalty 4351.291544 = -873945.781905 nChanged 14 SP:Iteration 54Q (17843.530000 sec): 3 clusters Score: Raw -878304.967230 + Penalty 4351.291544 = -873953.675686 nChanged 16 SP:Iteration 55Q (17843.750000 sec): 3 clusters Score: Raw -878313.685705 + Penalty 4351.291544 = -873962.394160 nChanged 11 SP:Iteration 56Q (17843.960000 sec): 3 clusters Score: Raw -878319.534835 + Penalty 4351.291544 = -873968.243291 nChanged 14 SP:Iteration 57Q (17844.200000 sec): 3 clusters Score: Raw -878328.175075 + Penalty 4351.291544 = -873976.883531 nChanged 17 SP:Iteration 58Q (17844.420000 sec): 3 clusters Score: Raw -878337.988034 + Penalty 4351.291544 = -873986.696490 nChanged 18 SP:Iteration 59Q (17844.640000 sec): 3 clusters Score: Raw -878348.090207 + Penalty 4351.291544 = -873996.798663 nChanged 21 SP:Iteration 60F (17844.890000 sec): 3 clusters Score: Raw -878360.558597 + Penalty 4351.291544 = -874009.267053 nChanged 20 SP:Iteration 61Q (17845.100000 sec): 3 clusters Score: Raw -878373.193130 + Penalty 4351.291544 = -874021.901586 nChanged 21 SP:Iteration 62Q (17845.290000 sec): 3 clusters Score: Raw -878390.053242 + Penalty 4351.291544 = -874038.761697 nChanged 11 SP:Iteration 63Q (17845.470000 sec): 3 clusters Score: Raw -878398.299577 + Penalty 4351.291544 = -874047.008033 nChanged 12 SP:Iteration 64Q (17845.750000 sec): 3 clusters Score: Raw -878408.676884 + Penalty 4351.291544 = -874057.385340 nChanged 14 SP:Iteration 65Q (17846.000000 sec): 3 clusters Score: Raw -878422.381198 + Penalty 4351.291544 = -874071.089654 nChanged 12 SP:Iteration 66Q (17846.220000 sec): 3 clusters Score: Raw -878433.252584 + Penalty 4351.291544 = -874081.961040 nChanged 7 SP:Iteration 67Q (17846.450000 sec): 3 clusters Score: Raw -878438.643350 + Penalty 4351.291544 = -874087.351806 nChanged 5 SP:Iteration 68Q (17846.690000 sec): 3 clusters Score: Raw -878442.124704 + Penalty 4351.291544 = -874090.833160 nChanged 6 SP:Iteration 69Q (17846.870000 sec): 3 clusters Score: Raw -878446.611485 + Penalty 4351.291544 = -874095.319941 nChanged 7 SP:Iteration 70Q (17847.120000 sec): 3 clusters Score: Raw -878452.255159 + Penalty 4351.291544 = -874100.963615 nChanged 7 SP:Iteration 71Q (17847.370000 sec): 3 clusters Score: Raw -878457.283032 + Penalty 4351.291544 = -874105.991488 nChanged 8 SP:Iteration 72Q (17847.570000 sec): 3 clusters Score: Raw -878463.377146 + Penalty 4351.291544 = -874112.085602 nChanged 6 SP:Iteration 73Q (17847.790000 sec): 3 clusters Score: Raw -878467.005501 + Penalty 4351.291544 = -874115.713957 nChanged 6 SP:Iteration 74Q (17847.950000 sec): 3 clusters Score: Raw -878469.937734 + Penalty 4351.291544 = -874118.646190 nChanged 2 SP:Iteration 75Q (17848.170000 sec): 3 clusters Score: Raw -878470.736260 + Penalty 4351.291544 = -874119.444716 nChanged 3 SP:Iteration 76Q (17848.400000 sec): 3 clusters Score: Raw -878472.630679 + Penalty 4351.291544 = -874121.339134 nChanged 4 SP:Iteration 77Q (17848.570000 sec): 3 clusters Score: Raw -878474.972467 + Penalty 4351.291544 = -874123.680923 nChanged 3 SP:Iteration 78Q (17848.810000 sec): 3 clusters Score: Raw -878476.612182 + Penalty 4351.291544 = -874125.320638 nChanged 3 SP:Iteration 79Q (17849.000000 sec): 3 clusters Score: Raw -878478.255608 + Penalty 4351.291544 = -874126.964064 nChanged 2 SP:Iteration 80F (17849.230000 sec): 3 clusters Score: Raw -878479.629137 + Penalty 4351.291544 = -874128.337593 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 28 (1824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17849.360000 sec): 2 clusters Score: Raw -259067.555942 + Penalty 1862.179218 = -257205.376724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17849.540000 sec): 3 clusters Score: Raw -258436.569046 + Penalty 3724.358437 = -254712.210610 nChanged 557 SP:Iteration 1F (17849.740000 sec): 3 clusters Score: Raw -258904.629343 + Penalty 3724.358437 = -255180.270906 nChanged 146 SP:Iteration 2F (17849.900000 sec): 3 clusters Score: Raw -259053.824909 + Penalty 3724.358437 = -255329.466472 nChanged 80 SP:Iteration 3Q (17850.050000 sec): 3 clusters Score: Raw -259136.863463 + Penalty 3724.358437 = -255412.505027 nChanged 52 SP:Iteration 4Q (17850.280000 sec): 3 clusters Score: Raw -259175.554959 + Penalty 3724.358437 = -255451.196523 nChanged 29 SP:Iteration 5Q (17850.450000 sec): 3 clusters Score: Raw -259199.171563 + Penalty 3724.358437 = -255474.813126 nChanged 20 SP:Iteration 6Q (17850.690000 sec): 3 clusters Score: Raw -259214.989779 + Penalty 3724.358437 = -255490.631342 nChanged 14 SP:Iteration 7Q (17850.870000 sec): 3 clusters Score: Raw -259225.747815 + Penalty 3724.358437 = -255501.389378 nChanged 11 SP:Iteration 8Q (17851.030000 sec): 3 clusters Score: Raw -259235.169050 + Penalty 3724.358437 = -255510.810613 nChanged 11 SP:Iteration 9Q (17851.260000 sec): 3 clusters Score: Raw -259244.970807 + Penalty 3724.358437 = -255520.612371 nChanged 17 SP:Iteration 10Q (17851.430000 sec): 3 clusters Score: Raw -259259.463472 + Penalty 3724.358437 = -255535.105035 nChanged 12 SP:Iteration 11Q (17851.610000 sec): 3 clusters Score: Raw -259266.778054 + Penalty 3724.358437 = -255542.419617 nChanged 6 SP:Iteration 12Q (17851.790000 sec): 3 clusters Score: Raw -259268.791745 + Penalty 3724.358437 = -255544.433308 nChanged 3 SP:Iteration 13Q (17852.060000 sec): 3 clusters Score: Raw -259270.060880 + Penalty 3724.358437 = -255545.702444 nChanged 2 SP:Iteration 14Q (17852.220000 sec): 3 clusters Score: Raw -259271.603024 + Penalty 3724.358437 = -255547.244587 nChanged 2 SP:Iteration 15Q (17852.440000 sec): 3 clusters Score: Raw -259272.563392 + Penalty 3724.358437 = -255548.204955 nChanged 1 SP:Iteration 16Q (17852.630000 sec): 3 clusters Score: Raw -259273.161982 + Penalty 3724.358437 = -255548.803546 nChanged 1 SP:Iteration 17Q (17852.830000 sec): 3 clusters Score: Raw -259274.117322 + Penalty 3724.358437 = -255549.758885 nChanged 0 SP:Iteration 18F (17853.080000 sec): 3 clusters Score: Raw -259274.117322 + Penalty 3724.358437 = -255549.758885 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 29 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17853.190000 sec): 2 clusters Score: Raw -119967.058912 + Penalty 1680.290791 = -118286.768122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17853.360000 sec): 3 clusters Score: Raw -119823.538156 + Penalty 3360.581581 = -116462.956575 nChanged 209 SP:Iteration 1F (17853.570000 sec): 3 clusters Score: Raw -120080.105374 + Penalty 3360.581581 = -116719.523793 nChanged 53 SP:Iteration 2F (17853.730000 sec): 3 clusters Score: Raw -120168.374171 + Penalty 3360.581581 = -116807.792590 nChanged 27 SP:Iteration 3Q (17853.860000 sec): 3 clusters Score: Raw -120210.050799 + Penalty 3360.581581 = -116849.469218 nChanged 12 SP:Iteration 4Q (17854.040000 sec): 3 clusters Score: Raw -120227.451556 + Penalty 3360.581581 = -116866.869975 nChanged 8 SP:Iteration 5Q (17854.240000 sec): 3 clusters Score: Raw -120239.313310 + Penalty 3360.581581 = -116878.731729 nChanged 11 SP:Iteration 6Q (17854.430000 sec): 3 clusters Score: Raw -120253.884448 + Penalty 3360.581581 = -116893.302867 nChanged 5 SP:Iteration 7Q (17854.590000 sec): 3 clusters Score: Raw -120259.266540 + Penalty 3360.581581 = -116898.684958 nChanged 3 SP:Iteration 8Q (17854.780000 sec): 3 clusters Score: Raw -120266.292227 + Penalty 3360.581581 = -116905.710646 nChanged 4 SP:Iteration 9Q (17854.990000 sec): 3 clusters Score: Raw -120276.335994 + Penalty 3360.581581 = -116915.754413 nChanged 8 SP:Iteration 10Q (17855.170000 sec): 3 clusters Score: Raw -120288.281688 + Penalty 3360.581581 = -116927.700107 nChanged 3 SP:Iteration 11Q (17855.360000 sec): 3 clusters Score: Raw -120291.159339 + Penalty 3360.581581 = -116930.577758 nChanged 0 SP:Iteration 12F (17855.570000 sec): 3 clusters Score: Raw -120291.159339 + Penalty 3360.581581 = -116930.577758 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 30 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17855.630000 sec): 2 clusters Score: Raw -9883.809898 + Penalty 1095.872471 = -8787.937427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17855.800000 sec): 3 clusters Score: Raw -10336.434071 + Penalty 2191.744941 = -8144.689130 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 31 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17855.870000 sec): 2 clusters Score: Raw -16570.724230 + Penalty 1225.527321 = -15345.196910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17856.020000 sec): 3 clusters Score: Raw -16861.392629 + Penalty 2451.054642 = -14410.337987 nChanged 1 SP:Iteration 1Q (17856.210000 sec): 3 clusters Score: Raw -16867.457438 + Penalty 2451.054642 = -14416.402797 nChanged 1 SP:Iteration 2Q (17856.370000 sec): 3 clusters Score: Raw -16871.975556 + Penalty 2451.054642 = -14420.920914 nChanged 1 SP:Iteration 3Q (17856.580000 sec): 3 clusters Score: Raw -16877.707049 + Penalty 2451.054642 = -14426.652407 nChanged 0 SP:Iteration 4F (17856.820000 sec): 3 clusters Score: Raw -16877.707049 + Penalty 2451.054642 = -14426.652407 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 32 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17856.890000 sec): 2 clusters Score: Raw -25203.866565 + Penalty 1328.433396 = -23875.433169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17857.140000 sec): 3 clusters Score: Raw -25504.490751 + Penalty 2656.866792 = -22847.623959 nChanged 24 SP:Iteration 1F (17857.300000 sec): 3 clusters Score: Raw -25578.916997 + Penalty 2656.866792 = -22922.050205 nChanged 9 SP:Iteration 2Q (17857.520000 sec): 3 clusters Score: Raw -25622.436757 + Penalty 2656.866792 = -22965.569965 nChanged 5 SP:Iteration 3Q (17857.700000 sec): 3 clusters Score: Raw -25657.302636 + Penalty 2656.866792 = -23000.435843 nChanged 9 SP:Iteration 4Q (17857.830000 sec): 3 clusters Score: Raw -25724.689487 + Penalty 2656.866792 = -23067.822695 nChanged 4 SP:Iteration 5Q (17858.000000 sec): 3 clusters Score: Raw -25777.162746 + Penalty 2656.866792 = -23120.295953 nChanged 4 SP:Iteration 6Q (17858.160000 sec): 3 clusters Score: Raw -25807.882170 + Penalty 2656.866792 = -23151.015378 nChanged 1 SP:Iteration 7Q (17858.320000 sec): 3 clusters Score: Raw -25811.159972 + Penalty 2656.866792 = -23154.293180 nChanged 0 SP:Iteration 8F (17858.510000 sec): 3 clusters Score: Raw -25811.159972 + Penalty 2656.866792 = -23154.293180 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 33 (6283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17858.660000 sec): 2 clusters Score: Raw -899346.254832 + Penalty 2168.909507 = -897177.345325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17858.860000 sec): 3 clusters Score: Raw -896233.555239 + Penalty 4337.819015 = -891895.736225 nChanged 2411 SP:Iteration 1F (17859.120000 sec): 3 clusters Score: Raw -897507.390825 + Penalty 4337.819015 = -893169.571810 nChanged 425 SP:Iteration 2F (17859.370000 sec): 3 clusters Score: Raw -897721.423311 + Penalty 4337.819015 = -893383.604297 nChanged 283 SP:Iteration 3Q (17859.590000 sec): 3 clusters Score: Raw -897849.598045 + Penalty 4337.819015 = -893511.779031 nChanged 216 SP:Iteration 4Q (17859.780000 sec): 3 clusters Score: Raw -897935.446588 + Penalty 4337.819015 = -893597.627573 nChanged 163 SP:Iteration 5Q (17860.020000 sec): 3 clusters Score: Raw -897999.561049 + Penalty 4337.819015 = -893661.742034 nChanged 137 SP:Iteration 6Q (17860.260000 sec): 3 clusters Score: Raw -898048.153726 + Penalty 4337.819015 = -893710.334711 nChanged 114 SP:Iteration 7Q (17860.480000 sec): 3 clusters Score: Raw -898092.199916 + Penalty 4337.819015 = -893754.380901 nChanged 96 SP:Iteration 8Q (17860.670000 sec): 3 clusters Score: Raw -898133.261265 + Penalty 4337.819015 = -893795.442250 nChanged 101 SP:Iteration 9Q (17860.900000 sec): 3 clusters Score: Raw -898169.467032 + Penalty 4337.819015 = -893831.648017 nChanged 80 SP:Iteration 10Q (17861.130000 sec): 3 clusters Score: Raw -898201.692740 + Penalty 4337.819015 = -893863.873725 nChanged 99 SP:Iteration 11Q (17861.380000 sec): 3 clusters Score: Raw -898240.223351 + Penalty 4337.819015 = -893902.404336 nChanged 110 SP:Iteration 12Q (17861.620000 sec): 3 clusters Score: Raw -898288.644671 + Penalty 4337.819015 = -893950.825657 nChanged 119 SP:Iteration 13Q (17861.850000 sec): 3 clusters Score: Raw -898340.737551 + Penalty 4337.819015 = -894002.918536 nChanged 100 SP:Iteration 14Q (17862.080000 sec): 3 clusters Score: Raw -898376.604196 + Penalty 4337.819015 = -894038.785182 nChanged 87 SP:Iteration 15Q (17862.260000 sec): 3 clusters Score: Raw -898412.178046 + Penalty 4337.819015 = -894074.359031 nChanged 93 SP:Iteration 16Q (17862.500000 sec): 3 clusters Score: Raw -898449.810642 + Penalty 4337.819015 = -894111.991627 nChanged 97 SP:Iteration 17Q (17862.730000 sec): 3 clusters Score: Raw -898493.041200 + Penalty 4337.819015 = -894155.222186 nChanged 124 SP:Iteration 18Q (17862.920000 sec): 3 clusters Score: Raw -898553.436635 + Penalty 4337.819015 = -894215.617620 nChanged 144 SP:Iteration 19Q (17863.160000 sec): 3 clusters Score: Raw -898621.230430 + Penalty 4337.819015 = -894283.411416 nChanged 135 SP:Iteration 20F (17863.380000 sec): 3 clusters Score: Raw -898696.036857 + Penalty 4337.819015 = -894358.217843 nChanged 140 SP:Iteration 21Q (17863.610000 sec): 3 clusters Score: Raw -898786.766026 + Penalty 4337.819015 = -894448.947011 nChanged 143 SP:Iteration 22Q (17863.820000 sec): 3 clusters Score: Raw -898874.856960 + Penalty 4337.819015 = -894537.037945 nChanged 118 SP:Iteration 23Q (17864.060000 sec): 3 clusters Score: Raw -898954.747068 + Penalty 4337.819015 = -894616.928053 nChanged 121 SP:Iteration 24Q (17864.260000 sec): 3 clusters Score: Raw -899037.268516 + Penalty 4337.819015 = -894699.449502 nChanged 119 SP:Iteration 25Q (17864.540000 sec): 3 clusters Score: Raw -899122.206502 + Penalty 4337.819015 = -894784.387488 nChanged 114 SP:Iteration 26Q (17864.760000 sec): 3 clusters Score: Raw -899199.883399 + Penalty 4337.819015 = -894862.064384 nChanged 105 SP:Iteration 27Q (17864.980000 sec): 3 clusters Score: Raw -899273.828116 + Penalty 4337.819015 = -894936.009101 nChanged 82 SP:Iteration 28Q (17865.170000 sec): 3 clusters Score: Raw -899337.973807 + Penalty 4337.819015 = -895000.154792 nChanged 82 SP:Iteration 29Q (17865.380000 sec): 3 clusters Score: Raw -899411.623141 + Penalty 4337.819015 = -895073.804127 nChanged 67 SP:Iteration 30Q (17865.640000 sec): 3 clusters Score: Raw -899477.324691 + Penalty 4337.819015 = -895139.505676 nChanged 50 SP:Iteration 31Q (17865.860000 sec): 3 clusters Score: Raw -899522.539504 + Penalty 4337.819015 = -895184.720490 nChanged 33 SP:Iteration 32Q (17866.050000 sec): 3 clusters Score: Raw -899551.021667 + Penalty 4337.819015 = -895213.202652 nChanged 29 SP:Iteration 33Q (17866.260000 sec): 3 clusters Score: Raw -899575.248924 + Penalty 4337.819015 = -895237.429909 nChanged 18 SP:Iteration 34Q (17866.500000 sec): 3 clusters Score: Raw -899589.253448 + Penalty 4337.819015 = -895251.434433 nChanged 10 SP:Iteration 35Q (17866.730000 sec): 3 clusters Score: Raw -899595.059044 + Penalty 4337.819015 = -895257.240029 nChanged 8 SP:Iteration 36Q (17866.930000 sec): 3 clusters Score: Raw -899600.936368 + Penalty 4337.819015 = -895263.117353 nChanged 8 SP:Iteration 37Q (17867.150000 sec): 3 clusters Score: Raw -899606.984894 + Penalty 4337.819015 = -895269.165879 nChanged 12 SP:Iteration 38Q (17867.370000 sec): 3 clusters Score: Raw -899616.078888 + Penalty 4337.819015 = -895278.259873 nChanged 11 SP:Iteration 39Q (17867.610000 sec): 3 clusters Score: Raw -899626.836929 + Penalty 4337.819015 = -895289.017914 nChanged 8 SP:Iteration 40F (17867.840000 sec): 3 clusters Score: Raw -899633.240768 + Penalty 4337.819015 = -895295.421753 nChanged 4 SP:Iteration 41Q (17868.130000 sec): 3 clusters Score: Raw -899638.780971 + Penalty 4337.819015 = -895300.961957 nChanged 4 SP:Iteration 42Q (17868.340000 sec): 3 clusters Score: Raw -899641.477428 + Penalty 4337.819015 = -895303.658413 nChanged 3 SP:Iteration 43Q (17868.580000 sec): 3 clusters Score: Raw -899644.036721 + Penalty 4337.819015 = -895306.217707 nChanged 2 SP:Iteration 44Q (17868.790000 sec): 3 clusters Score: Raw -899646.003654 + Penalty 4337.819015 = -895308.184639 nChanged 4 SP:Iteration 45Q (17869.030000 sec): 3 clusters Score: Raw -899649.670571 + Penalty 4337.819015 = -895311.851556 nChanged 2 SP:Iteration 46Q (17869.240000 sec): 3 clusters Score: Raw -899651.197110 + Penalty 4337.819015 = -895313.378095 nChanged 4 SP:Iteration 47Q (17869.430000 sec): 3 clusters Score: Raw -899653.309058 + Penalty 4337.819015 = -895315.490043 nChanged 2 SP:Iteration 48Q (17869.660000 sec): 3 clusters Score: Raw -899654.584642 + Penalty 4337.819015 = -895316.765627 nChanged 2 SP:Iteration 49Q (17869.890000 sec): 3 clusters Score: Raw -899656.203458 + Penalty 4337.819015 = -895318.384443 nChanged 1 SP:Iteration 50Q (17870.080000 sec): 3 clusters Score: Raw -899657.243262 + Penalty 4337.819015 = -895319.424247 nChanged 1 SP:Iteration 51Q (17870.340000 sec): 3 clusters Score: Raw -899657.747107 + Penalty 4337.819015 = -895319.928092 nChanged 1 SP:Iteration 52Q (17870.560000 sec): 3 clusters Score: Raw -899658.058853 + Penalty 4337.819015 = -895320.239838 nChanged 0 SP:Iteration 53F (17870.790000 sec): 3 clusters Score: Raw -899658.058853 + Penalty 4337.819015 = -895320.239838 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 34 (50895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17871.210000 sec): 2 clusters Score: Raw -7454700.787774 + Penalty 2687.704952 = -7452013.082823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17871.660000 sec): 3 clusters Score: Raw -7422929.346522 + Penalty 5375.409903 = -7417553.936619 nChanged 23753 SP:Iteration 1F (17872.110000 sec): 3 clusters Score: Raw -7435915.436900 + Penalty 5375.409903 = -7430540.026997 nChanged 2079 SP:Iteration 2Q (17872.560000 sec): 3 clusters Score: Raw -7436513.325804 + Penalty 5375.409903 = -7431137.915901 nChanged 1976 SP:Iteration 3Q (17873.110000 sec): 3 clusters Score: Raw -7437139.430181 + Penalty 5375.409903 = -7431764.020278 nChanged 2127 SP:Iteration 4Q (17873.580000 sec): 3 clusters Score: Raw -7437898.343660 + Penalty 5375.409903 = -7432522.933757 nChanged 2319 SP:Iteration 5Q (17874.070000 sec): 3 clusters Score: Raw -7438867.535689 + Penalty 5375.409903 = -7433492.125786 nChanged 2640 SP:Iteration 6F (17874.590000 sec): 3 clusters Score: Raw -7440151.338291 + Penalty 5375.409903 = -7434775.928388 nChanged 2949 SP:Iteration 7F (17875.020000 sec): 3 clusters Score: Raw -7441729.042604 + Penalty 5375.409903 = -7436353.632701 nChanged 3082 SP:Iteration 8F (17875.530000 sec): 3 clusters Score: Raw -7443436.851821 + Penalty 5375.409903 = -7438061.441918 nChanged 2977 SP:Iteration 9F (17876.040000 sec): 3 clusters Score: Raw -7444981.236448 + Penalty 5375.409903 = -7439605.826544 nChanged 2661 SP:Iteration 10F (17876.510000 sec): 3 clusters Score: Raw -7446325.921950 + Penalty 5375.409903 = -7440950.512047 nChanged 2256 SP:Iteration 11Q (17877.020000 sec): 3 clusters Score: Raw -7447434.643900 + Penalty 5375.409903 = -7442059.233996 nChanged 1972 SP:Iteration 12Q (17877.550000 sec): 3 clusters Score: Raw -7448393.575760 + Penalty 5375.409903 = -7443018.165857 nChanged 1761 SP:Iteration 13Q (17878.130000 sec): 3 clusters Score: Raw -7449285.729407 + Penalty 5375.409903 = -7443910.319504 nChanged 1648 SP:Iteration 14Q (17878.590000 sec): 3 clusters Score: Raw -7450198.745252 + Penalty 5375.409903 = -7444823.335349 nChanged 1544 SP:Iteration 15Q (17879.080000 sec): 3 clusters Score: Raw -7451129.903766 + Penalty 5375.409903 = -7445754.493863 nChanged 1380 SP:Iteration 16Q (17879.570000 sec): 3 clusters Score: Raw -7452031.987813 + Penalty 5375.409903 = -7446656.577910 nChanged 1177 SP:Iteration 17Q (17880.080000 sec): 3 clusters Score: Raw -7452854.231663 + Penalty 5375.409903 = -7447478.821760 nChanged 907 SP:Iteration 18Q (17880.620000 sec): 3 clusters Score: Raw -7453499.603336 + Penalty 5375.409903 = -7448124.193433 nChanged 671 SP:Iteration 19Q (17881.090000 sec): 3 clusters Score: Raw -7454019.265894 + Penalty 5375.409903 = -7448643.855991 nChanged 482 SP:Iteration 20F (17881.620000 sec): 3 clusters Score: Raw -7454400.536149 + Penalty 5375.409903 = -7449025.126246 nChanged 268 SP:Iteration 21Q (17882.080000 sec): 3 clusters Score: Raw -7454604.525339 + Penalty 5375.409903 = -7449229.115436 nChanged 182 SP:Iteration 22Q (17882.570000 sec): 3 clusters Score: Raw -7454752.433109 + Penalty 5375.409903 = -7449377.023206 nChanged 116 SP:Iteration 23Q (17882.980000 sec): 3 clusters Score: Raw -7454847.335518 + Penalty 5375.409903 = -7449471.925615 nChanged 71 SP:Iteration 24Q (17883.460000 sec): 3 clusters Score: Raw -7454905.063723 + Penalty 5375.409903 = -7449529.653820 nChanged 52 SP:Iteration 25Q (17883.950000 sec): 3 clusters Score: Raw -7454945.424004 + Penalty 5375.409903 = -7449570.014101 nChanged 32 SP:Iteration 26Q (17884.380000 sec): 3 clusters Score: Raw -7454965.712826 + Penalty 5375.409903 = -7449590.302923 nChanged 22 SP:Iteration 27Q (17884.850000 sec): 3 clusters Score: Raw -7454981.437923 + Penalty 5375.409903 = -7449606.028020 nChanged 16 SP:Iteration 28Q (17885.260000 sec): 3 clusters Score: Raw -7454992.972517 + Penalty 5375.409903 = -7449617.562614 nChanged 9 SP:Iteration 29Q (17885.730000 sec): 3 clusters Score: Raw -7455000.788443 + Penalty 5375.409903 = -7449625.378540 nChanged 9 SP:Iteration 30Q (17886.080000 sec): 3 clusters Score: Raw -7455007.651961 + Penalty 5375.409903 = -7449632.242058 nChanged 9 SP:Iteration 31Q (17886.470000 sec): 3 clusters Score: Raw -7455014.494955 + Penalty 5375.409903 = -7449639.085052 nChanged 7 SP:Iteration 32Q (17886.930000 sec): 3 clusters Score: Raw -7455021.849964 + Penalty 5375.409903 = -7449646.440061 nChanged 7 SP:Iteration 33Q (17887.350000 sec): 3 clusters Score: Raw -7455026.939595 + Penalty 5375.409903 = -7449651.529691 nChanged 2 SP:Iteration 34Q (17887.820000 sec): 3 clusters Score: Raw -7455028.076636 + Penalty 5375.409903 = -7449652.666733 nChanged 2 SP:Iteration 35Q (17888.320000 sec): 3 clusters Score: Raw -7455029.345827 + Penalty 5375.409903 = -7449653.935923 nChanged 1 SP:Iteration 36Q (17888.740000 sec): 3 clusters Score: Raw -7455030.020693 + Penalty 5375.409903 = -7449654.610790 nChanged 0 SP:Iteration 37F (17889.240000 sec): 3 clusters Score: Raw -7455030.020693 + Penalty 5375.409903 = -7449654.610790 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 35 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17889.360000 sec): 2 clusters Score: Raw -59167.500416 + Penalty 1498.572943 = -57668.927473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17889.550000 sec): 3 clusters Score: Raw -59210.342202 + Penalty 2997.145886 = -56213.196317 nChanged 61 SP:Iteration 1F (17889.680000 sec): 3 clusters Score: Raw -59360.472900 + Penalty 2997.145886 = -56363.327015 nChanged 12 SP:Iteration 2Q (17889.840000 sec): 3 clusters Score: Raw -59395.599839 + Penalty 2997.145886 = -56398.453954 nChanged 6 SP:Iteration 3Q (17889.990000 sec): 3 clusters Score: Raw -59419.910950 + Penalty 2997.145886 = -56422.765064 nChanged 4 SP:Iteration 4Q (17890.140000 sec): 3 clusters Score: Raw -59435.193183 + Penalty 2997.145886 = -56438.047298 nChanged 2 SP:Iteration 5Q (17890.330000 sec): 3 clusters Score: Raw -59442.314544 + Penalty 2997.145886 = -56445.168659 nChanged 0 SP:Iteration 6F (17890.490000 sec): 3 clusters Score: Raw -59442.314544 + Penalty 2997.145886 = -56445.168659 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 36 (127324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17891.260000 sec): 2 clusters Score: Raw -18746615.346847 + Penalty 2915.113594 = -18743700.233253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17892.150000 sec): 3 clusters Score: Raw -18664320.564534 + Penalty 5830.227188 = -18658490.337346 nChanged 60707 SP:Iteration 1F (17893.040000 sec): 3 clusters Score: Raw -18699468.249251 + Penalty 5830.227188 = -18693638.022063 nChanged 4064 SP:Iteration 2Q (17893.900000 sec): 3 clusters Score: Raw -18700413.209658 + Penalty 5830.227188 = -18694582.982470 nChanged 4382 SP:Iteration 3Q (17894.820000 sec): 3 clusters Score: Raw -18701709.858543 + Penalty 5830.227188 = -18695879.631355 nChanged 5606 SP:Iteration 4Q (17895.690000 sec): 3 clusters Score: Raw -18704030.103166 + Penalty 5830.227188 = -18698199.875978 nChanged 7479 SP:Iteration 5F (17896.520000 sec): 3 clusters Score: Raw -18708315.928430 + Penalty 5830.227188 = -18702485.701242 nChanged 9841 SP:Iteration 6F (17897.360000 sec): 3 clusters Score: Raw -18715850.242047 + Penalty 5830.227188 = -18710020.014860 nChanged 11120 SP:Iteration 7F (17898.140000 sec): 3 clusters Score: Raw -18725971.304701 + Penalty 5830.227188 = -18720141.077513 nChanged 9716 SP:Iteration 8F (17898.930000 sec): 3 clusters Score: Raw -18735394.242849 + Penalty 5830.227188 = -18729564.015661 nChanged 6518 SP:Iteration 9F (17899.860000 sec): 3 clusters Score: Raw -18741548.970467 + Penalty 5830.227188 = -18735718.743279 nChanged 3454 SP:Iteration 10Q (17900.680000 sec): 3 clusters Score: Raw -18744614.606170 + Penalty 5830.227188 = -18738784.378983 nChanged 1586 SP:Iteration 11Q (17901.560000 sec): 3 clusters Score: Raw -18745910.481046 + Penalty 5830.227188 = -18740080.253858 nChanged 713 SP:Iteration 12Q (17902.390000 sec): 3 clusters Score: Raw -18746461.104344 + Penalty 5830.227188 = -18740630.877156 nChanged 318 SP:Iteration 13Q (17903.160000 sec): 3 clusters Score: Raw -18746714.434709 + Penalty 5830.227188 = -18740884.207522 nChanged 191 SP:Iteration 14Q (17903.930000 sec): 3 clusters Score: Raw -18746843.425806 + Penalty 5830.227188 = -18741013.198618 nChanged 113 SP:Iteration 15Q (17904.780000 sec): 3 clusters Score: Raw -18746917.558657 + Penalty 5830.227188 = -18741087.331469 nChanged 74 SP:Iteration 16Q (17905.540000 sec): 3 clusters Score: Raw -18746959.631250 + Penalty 5830.227188 = -18741129.404062 nChanged 42 SP:Iteration 17Q (17906.270000 sec): 3 clusters Score: Raw -18746987.777536 + Penalty 5830.227188 = -18741157.550348 nChanged 35 SP:Iteration 18Q (17906.960000 sec): 3 clusters Score: Raw -18747007.713458 + Penalty 5830.227188 = -18741177.486270 nChanged 24 SP:Iteration 19Q (17907.710000 sec): 3 clusters Score: Raw -18747028.316070 + Penalty 5830.227188 = -18741198.088882 nChanged 29 SP:Iteration 20F (17908.530000 sec): 3 clusters Score: Raw -18747052.718617 + Penalty 5830.227188 = -18741222.491429 nChanged 28 SP:Iteration 21Q (17909.330000 sec): 3 clusters Score: Raw -18747074.593565 + Penalty 5830.227188 = -18741244.366377 nChanged 30 SP:Iteration 22Q (17910.100000 sec): 3 clusters Score: Raw -18747095.484662 + Penalty 5830.227188 = -18741265.257474 nChanged 30 SP:Iteration 23Q (17911.020000 sec): 3 clusters Score: Raw -18747118.602879 + Penalty 5830.227188 = -18741288.375692 nChanged 21 SP:Iteration 24Q (17911.790000 sec): 3 clusters Score: Raw -18747133.211646 + Penalty 5830.227188 = -18741302.984458 nChanged 14 SP:Iteration 25Q (17912.510000 sec): 3 clusters Score: Raw -18747142.566278 + Penalty 5830.227188 = -18741312.339090 nChanged 13 SP:Iteration 26Q (17913.230000 sec): 3 clusters Score: Raw -18747155.864094 + Penalty 5830.227188 = -18741325.636907 nChanged 22 SP:Iteration 27Q (17913.950000 sec): 3 clusters Score: Raw -18747174.009763 + Penalty 5830.227188 = -18741343.782575 nChanged 17 SP:Iteration 28Q (17914.720000 sec): 3 clusters Score: Raw -18747186.818361 + Penalty 5830.227188 = -18741356.591174 nChanged 10 SP:Iteration 29Q (17915.550000 sec): 3 clusters Score: Raw -18747195.138866 + Penalty 5830.227188 = -18741364.911678 nChanged 10 SP:Iteration 30Q (17916.380000 sec): 3 clusters Score: Raw -18747202.364617 + Penalty 5830.227188 = -18741372.137430 nChanged 10 SP:Iteration 31Q (17917.130000 sec): 3 clusters Score: Raw -18747208.522889 + Penalty 5830.227188 = -18741378.295702 nChanged 5 SP:Iteration 32Q (17917.840000 sec): 3 clusters Score: Raw -18747211.041369 + Penalty 5830.227188 = -18741380.814182 nChanged 2 SP:Iteration 33Q (17918.630000 sec): 3 clusters Score: Raw -18747212.628845 + Penalty 5830.227188 = -18741382.401658 nChanged 3 SP:Iteration 34Q (17919.370000 sec): 3 clusters Score: Raw -18747214.955443 + Penalty 5830.227188 = -18741384.728255 nChanged 2 SP:Iteration 35Q (17920.140000 sec): 3 clusters Score: Raw -18747215.942468 + Penalty 5830.227188 = -18741385.715280 nChanged 2 SP:Iteration 36Q (17920.940000 sec): 3 clusters Score: Raw -18747217.240176 + Penalty 5830.227188 = -18741387.012988 nChanged 3 SP:Iteration 37Q (17921.660000 sec): 3 clusters Score: Raw -18747218.881356 + Penalty 5830.227188 = -18741388.654168 nChanged 3 SP:Iteration 38Q (17922.410000 sec): 3 clusters Score: Raw -18747219.860957 + Penalty 5830.227188 = -18741389.633769 nChanged 2 SP:Iteration 39Q (17923.140000 sec): 3 clusters Score: Raw -18747221.488810 + Penalty 5830.227188 = -18741391.261622 nChanged 3 SP:Iteration 40F (17924.000000 sec): 3 clusters Score: Raw -18747222.706353 + Penalty 5830.227188 = -18741392.479165 nChanged 1 SP:Iteration 41Q (17924.740000 sec): 3 clusters Score: Raw -18747222.915923 + Penalty 5830.227188 = -18741392.688735 nChanged 1 SP:Iteration 42Q (17925.530000 sec): 3 clusters Score: Raw -18747223.351493 + Penalty 5830.227188 = -18741393.124305 nChanged 1 SP:Iteration 43Q (17926.320000 sec): 3 clusters Score: Raw -18747224.445938 + Penalty 5830.227188 = -18741394.218751 nChanged 2 SP:Iteration 44Q (17927.090000 sec): 3 clusters Score: Raw -18747225.386085 + Penalty 5830.227188 = -18741395.158897 nChanged 2 SP:Iteration 45Q (17927.800000 sec): 3 clusters Score: Raw -18747226.949855 + Penalty 5830.227188 = -18741396.722668 nChanged 1 SP:Iteration 46Q (17928.560000 sec): 3 clusters Score: Raw -18747227.526022 + Penalty 5830.227188 = -18741397.298834 nChanged 1 SP:Iteration 47Q (17929.350000 sec): 3 clusters Score: Raw -18747228.544951 + Penalty 5830.227188 = -18741398.317763 nChanged 1 SP:Iteration 48Q (17930.120000 sec): 3 clusters Score: Raw -18747228.888423 + Penalty 5830.227188 = -18741398.661235 nChanged 0 SP:Iteration 49F (17931.000000 sec): 3 clusters Score: Raw -18747228.888423 + Penalty 5830.227188 = -18741398.661235 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 37 (2721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17931.110000 sec): 2 clusters Score: Raw -392535.775544 + Penalty 1961.371175 = -390574.404368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17931.350000 sec): 3 clusters Score: Raw -391429.353778 + Penalty 3922.742350 = -387506.611427 nChanged 936 SP:Iteration 1F (17931.600000 sec): 3 clusters Score: Raw -392029.432091 + Penalty 3922.742350 = -388106.689740 nChanged 207 SP:Iteration 2F (17931.750000 sec): 3 clusters Score: Raw -392194.501258 + Penalty 3922.742350 = -388271.758907 nChanged 108 SP:Iteration 3Q (17931.920000 sec): 3 clusters Score: Raw -392284.741157 + Penalty 3922.742350 = -388361.998807 nChanged 95 SP:Iteration 4Q (17932.110000 sec): 3 clusters Score: Raw -392353.892466 + Penalty 3922.742350 = -388431.150116 nChanged 73 SP:Iteration 5Q (17932.260000 sec): 3 clusters Score: Raw -392404.785591 + Penalty 3922.742350 = -388482.043241 nChanged 60 SP:Iteration 6Q (17932.480000 sec): 3 clusters Score: Raw -392451.308103 + Penalty 3922.742350 = -388528.565753 nChanged 46 SP:Iteration 7Q (17932.630000 sec): 3 clusters Score: Raw -392481.134696 + Penalty 3922.742350 = -388558.392345 nChanged 41 SP:Iteration 8Q (17932.810000 sec): 3 clusters Score: Raw -392512.432323 + Penalty 3922.742350 = -388589.689972 nChanged 39 SP:Iteration 9Q (17932.990000 sec): 3 clusters Score: Raw -392540.066894 + Penalty 3922.742350 = -388617.324544 nChanged 32 SP:Iteration 10Q (17933.190000 sec): 3 clusters Score: Raw -392571.383089 + Penalty 3922.742350 = -388648.640738 nChanged 35 SP:Iteration 11Q (17933.360000 sec): 3 clusters Score: Raw -392599.367117 + Penalty 3922.742350 = -388676.624766 nChanged 32 SP:Iteration 12Q (17933.530000 sec): 3 clusters Score: Raw -392619.054853 + Penalty 3922.742350 = -388696.312503 nChanged 22 SP:Iteration 13Q (17933.700000 sec): 3 clusters Score: Raw -392630.234344 + Penalty 3922.742350 = -388707.491994 nChanged 18 SP:Iteration 14Q (17933.880000 sec): 3 clusters Score: Raw -392642.839811 + Penalty 3922.742350 = -388720.097461 nChanged 17 SP:Iteration 15Q (17934.070000 sec): 3 clusters Score: Raw -392652.989739 + Penalty 3922.742350 = -388730.247388 nChanged 15 SP:Iteration 16Q (17934.270000 sec): 3 clusters Score: Raw -392660.439922 + Penalty 3922.742350 = -388737.697572 nChanged 10 SP:Iteration 17Q (17934.490000 sec): 3 clusters Score: Raw -392665.515766 + Penalty 3922.742350 = -388742.773415 nChanged 10 SP:Iteration 18Q (17934.690000 sec): 3 clusters Score: Raw -392670.057856 + Penalty 3922.742350 = -388747.315505 nChanged 5 SP:Iteration 19Q (17934.880000 sec): 3 clusters Score: Raw -392672.851813 + Penalty 3922.742350 = -388750.109463 nChanged 5 SP:Iteration 20F (17935.110000 sec): 3 clusters Score: Raw -392675.410293 + Penalty 3922.742350 = -388752.667943 nChanged 3 SP:Iteration 21Q (17935.320000 sec): 3 clusters Score: Raw -392677.241876 + Penalty 3922.742350 = -388754.499525 nChanged 3 SP:Iteration 22Q (17935.500000 sec): 3 clusters Score: Raw -392678.595332 + Penalty 3922.742350 = -388755.852981 nChanged 2 SP:Iteration 23Q (17935.690000 sec): 3 clusters Score: Raw -392679.384100 + Penalty 3922.742350 = -388756.641750 nChanged 1 SP:Iteration 24Q (17935.930000 sec): 3 clusters Score: Raw -392679.864179 + Penalty 3922.742350 = -388757.121829 nChanged 2 SP:Iteration 25Q (17936.120000 sec): 3 clusters Score: Raw -392681.013226 + Penalty 3922.742350 = -388758.270876 nChanged 4 SP:Iteration 26Q (17936.310000 sec): 3 clusters Score: Raw -392683.992197 + Penalty 3922.742350 = -388761.249847 nChanged 5 SP:Iteration 27Q (17936.510000 sec): 3 clusters Score: Raw -392686.878673 + Penalty 3922.742350 = -388764.136323 nChanged 4 SP:Iteration 28Q (17936.690000 sec): 3 clusters Score: Raw -392688.448947 + Penalty 3922.742350 = -388765.706596 nChanged 5 SP:Iteration 29Q (17936.920000 sec): 3 clusters Score: Raw -392691.197159 + Penalty 3922.742350 = -388768.454809 nChanged 3 SP:Iteration 30Q (17937.130000 sec): 3 clusters Score: Raw -392693.641811 + Penalty 3922.742350 = -388770.899461 nChanged 1 SP:Iteration 31Q (17937.320000 sec): 3 clusters Score: Raw -392694.048254 + Penalty 3922.742350 = -388771.305903 nChanged 1 SP:Iteration 32Q (17937.490000 sec): 3 clusters Score: Raw -392694.390888 + Penalty 3922.742350 = -388771.648537 nChanged 0 SP:Iteration 33F (17937.710000 sec): 3 clusters Score: Raw -392694.390888 + Penalty 3922.742350 = -388771.648537 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 38 (7841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17937.830000 sec): 2 clusters Score: Raw -1198894.542483 + Penalty 2223.846171 = -1196670.696312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17938.130000 sec): 3 clusters Score: Raw -1194763.955976 + Penalty 4447.692341 = -1190316.263634 nChanged 3152 SP:Iteration 1F (17938.380000 sec): 3 clusters Score: Raw -1196500.161517 + Penalty 4447.692341 = -1192052.469176 nChanged 535 SP:Iteration 2F (17938.630000 sec): 3 clusters Score: Raw -1196758.844313 + Penalty 4447.692341 = -1192311.151971 nChanged 378 SP:Iteration 3Q (17938.890000 sec): 3 clusters Score: Raw -1196935.016456 + Penalty 4447.692341 = -1192487.324115 nChanged 301 SP:Iteration 4Q (17939.110000 sec): 3 clusters Score: Raw -1197073.397760 + Penalty 4447.692341 = -1192625.705418 nChanged 241 SP:Iteration 5Q (17939.370000 sec): 3 clusters Score: Raw -1197180.998190 + Penalty 4447.692341 = -1192733.305849 nChanged 205 SP:Iteration 6Q (17939.590000 sec): 3 clusters Score: Raw -1197261.388932 + Penalty 4447.692341 = -1192813.696591 nChanged 189 SP:Iteration 7Q (17939.840000 sec): 3 clusters Score: Raw -1197350.709035 + Penalty 4447.692341 = -1192903.016693 nChanged 191 SP:Iteration 8Q (17940.080000 sec): 3 clusters Score: Raw -1197435.401356 + Penalty 4447.692341 = -1192987.709015 nChanged 173 SP:Iteration 9Q (17940.320000 sec): 3 clusters Score: Raw -1197507.783700 + Penalty 4447.692341 = -1193060.091358 nChanged 156 SP:Iteration 10Q (17940.570000 sec): 3 clusters Score: Raw -1197571.999700 + Penalty 4447.692341 = -1193124.307358 nChanged 147 SP:Iteration 11Q (17940.820000 sec): 3 clusters Score: Raw -1197628.451189 + Penalty 4447.692341 = -1193180.758847 nChanged 155 SP:Iteration 12Q (17941.100000 sec): 3 clusters Score: Raw -1197695.638334 + Penalty 4447.692341 = -1193247.945992 nChanged 140 SP:Iteration 13Q (17941.320000 sec): 3 clusters Score: Raw -1197753.684060 + Penalty 4447.692341 = -1193305.991719 nChanged 133 SP:Iteration 14Q (17941.610000 sec): 3 clusters Score: Raw -1197813.607584 + Penalty 4447.692341 = -1193365.915243 nChanged 135 SP:Iteration 15Q (17941.810000 sec): 3 clusters Score: Raw -1197874.610409 + Penalty 4447.692341 = -1193426.918068 nChanged 135 SP:Iteration 16Q (17942.060000 sec): 3 clusters Score: Raw -1197935.391269 + Penalty 4447.692341 = -1193487.698927 nChanged 139 SP:Iteration 17Q (17942.340000 sec): 3 clusters Score: Raw -1197999.616048 + Penalty 4447.692341 = -1193551.923707 nChanged 152 SP:Iteration 18Q (17942.560000 sec): 3 clusters Score: Raw -1198086.097151 + Penalty 4447.692341 = -1193638.404810 nChanged 152 SP:Iteration 19Q (17942.790000 sec): 3 clusters Score: Raw -1198169.597145 + Penalty 4447.692341 = -1193721.904803 nChanged 157 SP:Iteration 20F (17943.030000 sec): 3 clusters Score: Raw -1198260.257156 + Penalty 4447.692341 = -1193812.564815 nChanged 157 SP:Iteration 21Q (17943.250000 sec): 3 clusters Score: Raw -1198361.630292 + Penalty 4447.692341 = -1193913.937951 nChanged 153 SP:Iteration 22Q (17943.490000 sec): 3 clusters Score: Raw -1198453.653727 + Penalty 4447.692341 = -1194005.961385 nChanged 149 SP:Iteration 23Q (17943.750000 sec): 3 clusters Score: Raw -1198554.760064 + Penalty 4447.692341 = -1194107.067723 nChanged 136 SP:Iteration 24Q (17943.970000 sec): 3 clusters Score: Raw -1198645.222675 + Penalty 4447.692341 = -1194197.530333 nChanged 119 SP:Iteration 25Q (17944.210000 sec): 3 clusters Score: Raw -1198715.813402 + Penalty 4447.692341 = -1194268.121060 nChanged 99 SP:Iteration 26Q (17944.390000 sec): 3 clusters Score: Raw -1198784.013105 + Penalty 4447.692341 = -1194336.320763 nChanged 89 SP:Iteration 27Q (17944.670000 sec): 3 clusters Score: Raw -1198846.345149 + Penalty 4447.692341 = -1194398.652807 nChanged 72 SP:Iteration 28Q (17944.870000 sec): 3 clusters Score: Raw -1198900.611670 + Penalty 4447.692341 = -1194452.919329 nChanged 57 SP:Iteration 29Q (17945.090000 sec): 3 clusters Score: Raw -1198938.442623 + Penalty 4447.692341 = -1194490.750281 nChanged 61 SP:Iteration 30Q (17945.300000 sec): 3 clusters Score: Raw -1198985.850661 + Penalty 4447.692341 = -1194538.158319 nChanged 63 SP:Iteration 31Q (17945.510000 sec): 3 clusters Score: Raw -1199039.901151 + Penalty 4447.692341 = -1194592.208810 nChanged 55 SP:Iteration 32Q (17945.700000 sec): 3 clusters Score: Raw -1199088.990744 + Penalty 4447.692341 = -1194641.298402 nChanged 42 SP:Iteration 33Q (17945.970000 sec): 3 clusters Score: Raw -1199123.108669 + Penalty 4447.692341 = -1194675.416328 nChanged 30 SP:Iteration 34Q (17946.200000 sec): 3 clusters Score: Raw -1199146.207433 + Penalty 4447.692341 = -1194698.515092 nChanged 25 SP:Iteration 35Q (17946.410000 sec): 3 clusters Score: Raw -1199164.064793 + Penalty 4447.692341 = -1194716.372451 nChanged 14 SP:Iteration 36Q (17946.650000 sec): 3 clusters Score: Raw -1199174.339273 + Penalty 4447.692341 = -1194726.646931 nChanged 22 SP:Iteration 37Q (17946.870000 sec): 3 clusters Score: Raw -1199189.659943 + Penalty 4447.692341 = -1194741.967602 nChanged 10 SP:Iteration 38Q (17947.170000 sec): 3 clusters Score: Raw -1199197.095145 + Penalty 4447.692341 = -1194749.402804 nChanged 4 SP:Iteration 39Q (17947.380000 sec): 3 clusters Score: Raw -1199200.060299 + Penalty 4447.692341 = -1194752.367958 nChanged 5 SP:Iteration 40F (17947.650000 sec): 3 clusters Score: Raw -1199203.397007 + Penalty 4447.692341 = -1194755.704666 nChanged 11 SP:Iteration 41Q (17947.890000 sec): 3 clusters Score: Raw -1199211.923506 + Penalty 4447.692341 = -1194764.231165 nChanged 14 SP:Iteration 42Q (17948.080000 sec): 3 clusters Score: Raw -1199227.818350 + Penalty 4447.692341 = -1194780.126008 nChanged 13 SP:Iteration 43Q (17948.310000 sec): 3 clusters Score: Raw -1199241.506060 + Penalty 4447.692341 = -1194793.813719 nChanged 16 SP:Iteration 44Q (17948.500000 sec): 3 clusters Score: Raw -1199256.548430 + Penalty 4447.692341 = -1194808.856088 nChanged 8 SP:Iteration 45Q (17948.770000 sec): 3 clusters Score: Raw -1199265.764765 + Penalty 4447.692341 = -1194818.072424 nChanged 8 SP:Iteration 46Q (17949.010000 sec): 3 clusters Score: Raw -1199273.044186 + Penalty 4447.692341 = -1194825.351845 nChanged 7 SP:Iteration 47Q (17949.240000 sec): 3 clusters Score: Raw -1199278.339343 + Penalty 4447.692341 = -1194830.647002 nChanged 3 SP:Iteration 48Q (17949.460000 sec): 3 clusters Score: Raw -1199280.602655 + Penalty 4447.692341 = -1194832.910314 nChanged 2 SP:Iteration 49Q (17949.710000 sec): 3 clusters Score: Raw -1199282.879586 + Penalty 4447.692341 = -1194835.187245 nChanged 2 SP:Iteration 50Q (17949.930000 sec): 3 clusters Score: Raw -1199284.827562 + Penalty 4447.692341 = -1194837.135220 nChanged 2 SP:Iteration 51Q (17950.190000 sec): 3 clusters Score: Raw -1199286.436834 + Penalty 4447.692341 = -1194838.744492 nChanged 0 SP:Iteration 52F (17950.470000 sec): 3 clusters Score: Raw -1199286.436834 + Penalty 4447.692341 = -1194838.744492 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 39 (45429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17950.800000 sec): 2 clusters Score: Raw -6608242.137735 + Penalty 2659.528675 = -6605582.609061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17951.280000 sec): 3 clusters Score: Raw -6580080.551002 + Penalty 5319.057350 = -6574761.493653 nChanged 20985 SP:Iteration 1F (17951.680000 sec): 3 clusters Score: Raw -6591617.468403 + Penalty 5319.057350 = -6586298.411054 nChanged 1947 SP:Iteration 2Q (17952.170000 sec): 3 clusters Score: Raw -6592191.827950 + Penalty 5319.057350 = -6586872.770600 nChanged 1949 SP:Iteration 3Q (17952.660000 sec): 3 clusters Score: Raw -6592803.156069 + Penalty 5319.057350 = -6587484.098719 nChanged 1953 SP:Iteration 4Q (17953.170000 sec): 3 clusters Score: Raw -6593534.647895 + Penalty 5319.057350 = -6588215.590546 nChanged 2208 SP:Iteration 5Q (17953.680000 sec): 3 clusters Score: Raw -6594539.061177 + Penalty 5319.057350 = -6589220.003827 nChanged 2660 SP:Iteration 6F (17954.130000 sec): 3 clusters Score: Raw -6596065.778128 + Penalty 5319.057350 = -6590746.720779 nChanged 3183 SP:Iteration 7F (17954.630000 sec): 3 clusters Score: Raw -6598242.304808 + Penalty 5319.057350 = -6592923.247458 nChanged 3302 SP:Iteration 8F (17955.120000 sec): 3 clusters Score: Raw -6600845.310170 + Penalty 5319.057350 = -6595526.252821 nChanged 3071 SP:Iteration 9F (17955.620000 sec): 3 clusters Score: Raw -6603409.283460 + Penalty 5319.057350 = -6598090.226110 nChanged 2333 SP:Iteration 10F (17956.120000 sec): 3 clusters Score: Raw -6605370.583706 + Penalty 5319.057350 = -6600051.526357 nChanged 1601 SP:Iteration 11Q (17956.550000 sec): 3 clusters Score: Raw -6606735.677488 + Penalty 5319.057350 = -6601416.620139 nChanged 980 SP:Iteration 12Q (17957.100000 sec): 3 clusters Score: Raw -6607566.215309 + Penalty 5319.057350 = -6602247.157960 nChanged 535 SP:Iteration 13Q (17957.550000 sec): 3 clusters Score: Raw -6608040.832967 + Penalty 5319.057350 = -6602721.775618 nChanged 291 SP:Iteration 14Q (17958.030000 sec): 3 clusters Score: Raw -6608290.540663 + Penalty 5319.057350 = -6602971.483314 nChanged 136 SP:Iteration 15Q (17958.390000 sec): 3 clusters Score: Raw -6608413.588142 + Penalty 5319.057350 = -6603094.530792 nChanged 72 SP:Iteration 16Q (17958.820000 sec): 3 clusters Score: Raw -6608489.450135 + Penalty 5319.057350 = -6603170.392785 nChanged 53 SP:Iteration 17Q (17959.250000 sec): 3 clusters Score: Raw -6608532.794116 + Penalty 5319.057350 = -6603213.736767 nChanged 26 SP:Iteration 18Q (17959.640000 sec): 3 clusters Score: Raw -6608556.890329 + Penalty 5319.057350 = -6603237.832980 nChanged 14 SP:Iteration 19Q (17960.010000 sec): 3 clusters Score: Raw -6608570.800424 + Penalty 5319.057350 = -6603251.743075 nChanged 10 SP:Iteration 20F (17960.440000 sec): 3 clusters Score: Raw -6608585.584087 + Penalty 5319.057350 = -6603266.526737 nChanged 15 SP:Iteration 21Q (17960.870000 sec): 3 clusters Score: Raw -6608600.812506 + Penalty 5319.057350 = -6603281.755157 nChanged 7 SP:Iteration 22Q (17961.300000 sec): 3 clusters Score: Raw -6608605.288802 + Penalty 5319.057350 = -6603286.231452 nChanged 3 SP:Iteration 23Q (17961.720000 sec): 3 clusters Score: Raw -6608607.586323 + Penalty 5319.057350 = -6603288.528973 nChanged 4 SP:Iteration 24Q (17962.130000 sec): 3 clusters Score: Raw -6608609.877379 + Penalty 5319.057350 = -6603290.820029 nChanged 1 SP:Iteration 25Q (17962.540000 sec): 3 clusters Score: Raw -6608610.998064 + Penalty 5319.057350 = -6603291.940714 nChanged 2 SP:Iteration 26Q (17962.920000 sec): 3 clusters Score: Raw -6608613.451211 + Penalty 5319.057350 = -6603294.393862 nChanged 2 SP:Iteration 27Q (17963.340000 sec): 3 clusters Score: Raw -6608615.608904 + Penalty 5319.057350 = -6603296.551554 nChanged 3 SP:Iteration 28Q (17963.770000 sec): 3 clusters Score: Raw -6608617.504903 + Penalty 5319.057350 = -6603298.447553 nChanged 1 SP:Iteration 29Q (17964.210000 sec): 3 clusters Score: Raw -6608618.562131 + Penalty 5319.057350 = -6603299.504781 nChanged 0 SP:Iteration 30F (17964.660000 sec): 3 clusters Score: Raw -6608618.562131 + Penalty 5319.057350 = -6603299.504781 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 40 (9064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17964.780000 sec): 2 clusters Score: Raw -1324448.599513 + Penalty 2259.792319 = -1322188.807194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17965.000000 sec): 3 clusters Score: Raw -1319708.373094 + Penalty 4519.584638 = -1315188.788456 nChanged 3707 SP:Iteration 1F (17965.250000 sec): 3 clusters Score: Raw -1321695.419371 + Penalty 4519.584638 = -1317175.834733 nChanged 538 SP:Iteration 2F (17965.480000 sec): 3 clusters Score: Raw -1321957.168206 + Penalty 4519.584638 = -1317437.583568 nChanged 444 SP:Iteration 3Q (17965.750000 sec): 3 clusters Score: Raw -1322167.699343 + Penalty 4519.584638 = -1317648.114705 nChanged 433 SP:Iteration 4Q (17965.970000 sec): 3 clusters Score: Raw -1322391.997542 + Penalty 4519.584638 = -1317872.412904 nChanged 433 SP:Iteration 5Q (17966.200000 sec): 3 clusters Score: Raw -1322641.641643 + Penalty 4519.584638 = -1318122.057005 nChanged 430 SP:Iteration 6Q (17966.480000 sec): 3 clusters Score: Raw -1322922.464109 + Penalty 4519.584638 = -1318402.879471 nChanged 457 SP:Iteration 7F (17966.750000 sec): 3 clusters Score: Raw -1323257.764349 + Penalty 4519.584638 = -1318738.179711 nChanged 471 SP:Iteration 8F (17966.980000 sec): 3 clusters Score: Raw -1323622.536029 + Penalty 4519.584638 = -1319102.951391 nChanged 391 SP:Iteration 9Q (17967.240000 sec): 3 clusters Score: Raw -1323928.599968 + Penalty 4519.584638 = -1319409.015330 nChanged 301 SP:Iteration 10Q (17967.480000 sec): 3 clusters Score: Raw -1324179.377378 + Penalty 4519.584638 = -1319659.792740 nChanged 215 SP:Iteration 11Q (17967.710000 sec): 3 clusters Score: Raw -1324365.288394 + Penalty 4519.584638 = -1319845.703756 nChanged 168 SP:Iteration 12Q (17967.940000 sec): 3 clusters Score: Raw -1324495.238850 + Penalty 4519.584638 = -1319975.654212 nChanged 104 SP:Iteration 13Q (17968.180000 sec): 3 clusters Score: Raw -1324576.286872 + Penalty 4519.584638 = -1320056.702233 nChanged 62 SP:Iteration 14Q (17968.430000 sec): 3 clusters Score: Raw -1324631.876498 + Penalty 4519.584638 = -1320112.291860 nChanged 45 SP:Iteration 15Q (17968.690000 sec): 3 clusters Score: Raw -1324676.802126 + Penalty 4519.584638 = -1320157.217488 nChanged 40 SP:Iteration 16Q (17968.900000 sec): 3 clusters Score: Raw -1324713.603241 + Penalty 4519.584638 = -1320194.018603 nChanged 33 SP:Iteration 17Q (17969.130000 sec): 3 clusters Score: Raw -1324744.259903 + Penalty 4519.584638 = -1320224.675265 nChanged 26 SP:Iteration 18Q (17969.350000 sec): 3 clusters Score: Raw -1324767.279926 + Penalty 4519.584638 = -1320247.695288 nChanged 18 SP:Iteration 19Q (17969.680000 sec): 3 clusters Score: Raw -1324782.413383 + Penalty 4519.584638 = -1320262.828745 nChanged 9 SP:Iteration 20F (17969.890000 sec): 3 clusters Score: Raw -1324791.022138 + Penalty 4519.584638 = -1320271.437500 nChanged 6 SP:Iteration 21Q (17970.160000 sec): 3 clusters Score: Raw -1324794.062337 + Penalty 4519.584638 = -1320274.477699 nChanged 1 SP:Iteration 22Q (17970.390000 sec): 3 clusters Score: Raw -1324795.408062 + Penalty 4519.584638 = -1320275.823423 nChanged 1 SP:Iteration 23Q (17970.630000 sec): 3 clusters Score: Raw -1324796.061952 + Penalty 4519.584638 = -1320276.477314 nChanged 0 SP:Iteration 24F (17970.870000 sec): 3 clusters Score: Raw -1324796.061952 + Penalty 4519.584638 = -1320276.477314 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 41 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17970.980000 sec): 2 clusters Score: Raw -38839.326722 + Penalty 1429.767393 = -37409.559329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17971.180000 sec): 3 clusters Score: Raw -38960.533110 + Penalty 2859.534787 = -36100.998323 nChanged 45 SP:Iteration 1F (17971.340000 sec): 3 clusters Score: Raw -39259.179247 + Penalty 2859.534787 = -36399.644460 nChanged 21 SP:Iteration 2F (17971.510000 sec): 3 clusters Score: Raw -39344.203981 + Penalty 2859.534787 = -36484.669194 nChanged 10 SP:Iteration 3Q (17971.700000 sec): 3 clusters Score: Raw -39390.844222 + Penalty 2859.534787 = -36531.309435 nChanged 3 SP:Iteration 4Q (17971.930000 sec): 3 clusters Score: Raw -39404.338646 + Penalty 2859.534787 = -36544.803859 nChanged 2 SP:Iteration 5Q (17972.080000 sec): 3 clusters Score: Raw -39412.616636 + Penalty 2859.534787 = -36553.081849 nChanged 0 SP:Iteration 6F (17972.290000 sec): 3 clusters Score: Raw -39412.616636 + Penalty 2859.534787 = -36553.081849 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 42 (2196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17972.440000 sec): 2 clusters Score: Raw -307664.101435 + Penalty 1908.209415 = -305755.892020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17972.620000 sec): 3 clusters Score: Raw -306844.032940 + Penalty 3816.418830 = -303027.614110 nChanged 716 SP:Iteration 1F (17972.860000 sec): 3 clusters Score: Raw -307330.992888 + Penalty 3816.418830 = -303514.574058 nChanged 136 SP:Iteration 2F (17973.120000 sec): 3 clusters Score: Raw -307448.545496 + Penalty 3816.418830 = -303632.126666 nChanged 100 SP:Iteration 3Q (17973.300000 sec): 3 clusters Score: Raw -307526.075726 + Penalty 3816.418830 = -303709.656896 nChanged 60 SP:Iteration 4Q (17973.490000 sec): 3 clusters Score: Raw -307575.962102 + Penalty 3816.418830 = -303759.543272 nChanged 55 SP:Iteration 5Q (17973.720000 sec): 3 clusters Score: Raw -307621.733357 + Penalty 3816.418830 = -303805.314527 nChanged 47 SP:Iteration 6Q (17973.880000 sec): 3 clusters Score: Raw -307655.929947 + Penalty 3816.418830 = -303839.511117 nChanged 38 SP:Iteration 7Q (17974.090000 sec): 3 clusters Score: Raw -307692.112100 + Penalty 3816.418830 = -303875.693270 nChanged 41 SP:Iteration 8Q (17974.270000 sec): 3 clusters Score: Raw -307731.423236 + Penalty 3816.418830 = -303915.004406 nChanged 38 SP:Iteration 9Q (17974.400000 sec): 3 clusters Score: Raw -307761.082960 + Penalty 3816.418830 = -303944.664130 nChanged 38 SP:Iteration 10Q (17974.560000 sec): 3 clusters Score: Raw -307792.856156 + Penalty 3816.418830 = -303976.437326 nChanged 26 SP:Iteration 11Q (17974.740000 sec): 3 clusters Score: Raw -307815.012085 + Penalty 3816.418830 = -303998.593255 nChanged 30 SP:Iteration 12Q (17974.930000 sec): 3 clusters Score: Raw -307843.038491 + Penalty 3816.418830 = -304026.619661 nChanged 37 SP:Iteration 13Q (17975.140000 sec): 3 clusters Score: Raw -307886.325431 + Penalty 3816.418830 = -304069.906601 nChanged 46 SP:Iteration 14Q (17975.320000 sec): 3 clusters Score: Raw -307938.686165 + Penalty 3816.418830 = -304122.267335 nChanged 55 SP:Iteration 15Q (17975.460000 sec): 3 clusters Score: Raw -307999.859645 + Penalty 3816.418830 = -304183.440815 nChanged 47 SP:Iteration 16Q (17975.660000 sec): 3 clusters Score: Raw -308060.450611 + Penalty 3816.418830 = -304244.031781 nChanged 46 SP:Iteration 17Q (17975.820000 sec): 3 clusters Score: Raw -308121.802247 + Penalty 3816.418830 = -304305.383417 nChanged 48 SP:Iteration 18Q (17975.950000 sec): 3 clusters Score: Raw -308171.489474 + Penalty 3816.418830 = -304355.070644 nChanged 43 SP:Iteration 19Q (17976.200000 sec): 3 clusters Score: Raw -308210.463512 + Penalty 3816.418830 = -304394.044682 nChanged 32 SP:Iteration 20F (17976.380000 sec): 3 clusters Score: Raw -308238.778050 + Penalty 3816.418830 = -304422.359219 nChanged 25 SP:Iteration 21Q (17976.590000 sec): 3 clusters Score: Raw -308258.313681 + Penalty 3816.418830 = -304441.894851 nChanged 11 SP:Iteration 22Q (17976.760000 sec): 3 clusters Score: Raw -308265.741452 + Penalty 3816.418830 = -304449.322622 nChanged 14 SP:Iteration 23Q (17976.960000 sec): 3 clusters Score: Raw -308274.890534 + Penalty 3816.418830 = -304458.471704 nChanged 9 SP:Iteration 24Q (17977.140000 sec): 3 clusters Score: Raw -308283.417034 + Penalty 3816.418830 = -304466.998204 nChanged 6 SP:Iteration 25Q (17977.310000 sec): 3 clusters Score: Raw -308287.309354 + Penalty 3816.418830 = -304470.890524 nChanged 5 SP:Iteration 26Q (17977.470000 sec): 3 clusters Score: Raw -308290.190169 + Penalty 3816.418830 = -304473.771338 nChanged 2 SP:Iteration 27Q (17977.660000 sec): 3 clusters Score: Raw -308291.522470 + Penalty 3816.418830 = -304475.103640 nChanged 1 SP:Iteration 28Q (17977.880000 sec): 3 clusters Score: Raw -308291.766957 + Penalty 3816.418830 = -304475.348126 nChanged 0 SP:Iteration 29F (17978.070000 sec): 3 clusters Score: Raw -308291.766957 + Penalty 3816.418830 = -304475.348126 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 43 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17978.160000 sec): 2 clusters Score: Raw -63631.760881 + Penalty 1523.758037 = -62108.002844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17978.340000 sec): 3 clusters Score: Raw -63670.514909 + Penalty 3047.516075 = -60622.998835 nChanged 60 SP:Iteration 1F (17978.490000 sec): 3 clusters Score: Raw -63799.276663 + Penalty 3047.516075 = -60751.760588 nChanged 16 SP:Iteration 2Q (17978.750000 sec): 3 clusters Score: Raw -63838.592794 + Penalty 3047.516075 = -60791.076719 nChanged 9 SP:Iteration 3Q (17978.950000 sec): 3 clusters Score: Raw -63861.943666 + Penalty 3047.516075 = -60814.427591 nChanged 6 SP:Iteration 4Q (17979.130000 sec): 3 clusters Score: Raw -63873.137975 + Penalty 3047.516075 = -60825.621900 nChanged 5 SP:Iteration 5Q (17979.340000 sec): 3 clusters Score: Raw -63886.897522 + Penalty 3047.516075 = -60839.381447 nChanged 8 SP:Iteration 6Q (17979.520000 sec): 3 clusters Score: Raw -63903.373530 + Penalty 3047.516075 = -60855.857456 nChanged 3 SP:Iteration 7Q (17979.750000 sec): 3 clusters Score: Raw -63912.711869 + Penalty 3047.516075 = -60865.195794 nChanged 3 SP:Iteration 8Q (17979.910000 sec): 3 clusters Score: Raw -63917.717273 + Penalty 3047.516075 = -60870.201199 nChanged 1 SP:Iteration 9Q (17980.080000 sec): 3 clusters Score: Raw -63918.849088 + Penalty 3047.516075 = -60871.333013 nChanged 0 SP:Iteration 10F (17980.260000 sec): 3 clusters Score: Raw -63918.849088 + Penalty 3047.516075 = -60871.333013 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 44 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17980.380000 sec): 2 clusters Score: Raw -26757.643539 + Penalty 1328.433396 = -25429.210143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17980.580000 sec): 3 clusters Score: Raw -26932.403045 + Penalty 2656.866792 = -24275.536252 nChanged 17 SP:Iteration 1F (17980.830000 sec): 3 clusters Score: Raw -27009.296848 + Penalty 2656.866792 = -24352.430055 nChanged 2 SP:Iteration 2Q (17981.020000 sec): 3 clusters Score: Raw -27023.816276 + Penalty 2656.866792 = -24366.949484 nChanged 2 SP:Iteration 3Q (17981.240000 sec): 3 clusters Score: Raw -27036.644520 + Penalty 2656.866792 = -24379.777727 nChanged 1 SP:Iteration 4Q (17981.430000 sec): 3 clusters Score: Raw -27048.343530 + Penalty 2656.866792 = -24391.476738 nChanged 1 SP:Iteration 5Q (17981.690000 sec): 3 clusters Score: Raw -27054.380101 + Penalty 2656.866792 = -24397.513308 nChanged 1 SP:Iteration 6Q (17981.870000 sec): 3 clusters Score: Raw -27062.520851 + Penalty 2656.866792 = -24405.654059 nChanged 1 SP:Iteration 7Q (17982.030000 sec): 3 clusters Score: Raw -27065.842470 + Penalty 2656.866792 = -24408.975678 nChanged 0 SP:Iteration 8F (17982.210000 sec): 3 clusters Score: Raw -27065.842470 + Penalty 2656.866792 = -24408.975678 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 45 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17982.330000 sec): 2 clusters Score: Raw -36462.570282 + Penalty 1406.984170 = -35055.586111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17982.490000 sec): 3 clusters Score: Raw -36657.950779 + Penalty 2813.968341 = -33843.982439 nChanged 33 SP:Iteration 1F (17982.620000 sec): 3 clusters Score: Raw -36751.675148 + Penalty 2813.968341 = -33937.706808 nChanged 4 SP:Iteration 2Q (17982.830000 sec): 3 clusters Score: Raw -36767.638733 + Penalty 2813.968341 = -33953.670392 nChanged 2 SP:Iteration 3Q (17983.000000 sec): 3 clusters Score: Raw -36777.255315 + Penalty 2813.968341 = -33963.286974 nChanged 0 SP:Iteration 4F (17983.190000 sec): 3 clusters Score: Raw -36777.255315 + Penalty 2813.968341 = -33963.286974 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 46 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17983.270000 sec): 2 clusters Score: Raw -60455.244998 + Penalty 1535.705897 = -58919.539100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17983.440000 sec): 3 clusters Score: Raw -60574.160785 + Penalty 3071.411795 = -57502.748991 nChanged 90 SP:Iteration 1F (17983.600000 sec): 3 clusters Score: Raw -60784.859511 + Penalty 3071.411795 = -57713.447716 nChanged 30 SP:Iteration 2F (17983.790000 sec): 3 clusters Score: Raw -60876.712937 + Penalty 3071.411795 = -57805.301142 nChanged 12 SP:Iteration 3Q (17983.960000 sec): 3 clusters Score: Raw -60905.721868 + Penalty 3071.411795 = -57834.310073 nChanged 7 SP:Iteration 4Q (17984.170000 sec): 3 clusters Score: Raw -60930.151018 + Penalty 3071.411795 = -57858.739223 nChanged 10 SP:Iteration 5Q (17984.330000 sec): 3 clusters Score: Raw -60962.044926 + Penalty 3071.411795 = -57890.633131 nChanged 9 SP:Iteration 6Q (17984.490000 sec): 3 clusters Score: Raw -61017.222270 + Penalty 3071.411795 = -57945.810476 nChanged 10 SP:Iteration 7Q (17984.690000 sec): 3 clusters Score: Raw -61047.067500 + Penalty 3071.411795 = -57975.655706 nChanged 7 SP:Iteration 8Q (17984.840000 sec): 3 clusters Score: Raw -61089.881210 + Penalty 3071.411795 = -58018.469415 nChanged 7 SP:Iteration 9Q (17984.950000 sec): 3 clusters Score: Raw -61108.384491 + Penalty 3071.411795 = -58036.972697 nChanged 3 SP:Iteration 10Q (17985.140000 sec): 3 clusters Score: Raw -61117.475751 + Penalty 3071.411795 = -58046.063956 nChanged 2 SP:Iteration 11Q (17985.330000 sec): 3 clusters Score: Raw -61126.186325 + Penalty 3071.411795 = -58054.774530 nChanged 1 SP:Iteration 12Q (17985.490000 sec): 3 clusters Score: Raw -61127.878374 + Penalty 3071.411795 = -58056.466579 nChanged 0 SP:Iteration 13F (17985.700000 sec): 3 clusters Score: Raw -61127.878374 + Penalty 3071.411795 = -58056.466579 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 47 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17985.790000 sec): 2 clusters Score: Raw -73266.875740 + Penalty 1563.503303 = -71703.372437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17985.990000 sec): 3 clusters Score: Raw -73274.545243 + Penalty 3127.006606 = -70147.538637 nChanged 85 SP:Iteration 1F (17986.220000 sec): 3 clusters Score: Raw -73442.327559 + Penalty 3127.006606 = -70315.320953 nChanged 26 SP:Iteration 2Q (17986.430000 sec): 3 clusters Score: Raw -73498.003173 + Penalty 3127.006606 = -70370.996567 nChanged 13 SP:Iteration 3Q (17986.650000 sec): 3 clusters Score: Raw -73525.160014 + Penalty 3127.006606 = -70398.153408 nChanged 7 SP:Iteration 4Q (17986.870000 sec): 3 clusters Score: Raw -73545.083283 + Penalty 3127.006606 = -70418.076677 nChanged 5 SP:Iteration 5Q (17987.060000 sec): 3 clusters Score: Raw -73554.454787 + Penalty 3127.006606 = -70427.448181 nChanged 3 SP:Iteration 6Q (17987.250000 sec): 3 clusters Score: Raw -73559.998316 + Penalty 3127.006606 = -70432.991710 nChanged 3 SP:Iteration 7Q (17987.440000 sec): 3 clusters Score: Raw -73567.704665 + Penalty 3127.006606 = -70440.698059 nChanged 4 SP:Iteration 8Q (17987.630000 sec): 3 clusters Score: Raw -73572.611695 + Penalty 3127.006606 = -70445.605089 nChanged 2 SP:Iteration 9Q (17987.780000 sec): 3 clusters Score: Raw -73576.688174 + Penalty 3127.006606 = -70449.681568 nChanged 2 SP:Iteration 10Q (17987.960000 sec): 3 clusters Score: Raw -73580.513773 + Penalty 3127.006606 = -70453.507167 nChanged 1 SP:Iteration 11Q (17988.150000 sec): 3 clusters Score: Raw -73581.932368 + Penalty 3127.006606 = -70454.925762 nChanged 0 SP:Iteration 12F (17988.290000 sec): 3 clusters Score: Raw -73581.932368 + Penalty 3127.006606 = -70454.925762 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 48 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17988.370000 sec): 2 clusters Score: Raw -34003.053406 + Penalty 1392.959232 = -32610.094174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17988.610000 sec): 3 clusters Score: Raw -34276.776921 + Penalty 2785.918464 = -31490.858457 nChanged 39 SP:Iteration 1F (17988.780000 sec): 3 clusters Score: Raw -34479.203802 + Penalty 2785.918464 = -31693.285338 nChanged 10 SP:Iteration 2Q (17988.970000 sec): 3 clusters Score: Raw -34516.552898 + Penalty 2785.918464 = -31730.634433 nChanged 4 SP:Iteration 3Q (17989.130000 sec): 3 clusters Score: Raw -34535.788782 + Penalty 2785.918464 = -31749.870318 nChanged 6 SP:Iteration 4Q (17989.350000 sec): 3 clusters Score: Raw -34585.619546 + Penalty 2785.918464 = -31799.701081 nChanged 3 SP:Iteration 5Q (17989.490000 sec): 3 clusters Score: Raw -34593.130735 + Penalty 2785.918464 = -31807.212271 nChanged 7 SP:Iteration 6Q (17989.710000 sec): 3 clusters Score: Raw -34624.328819 + Penalty 2785.918464 = -31838.410355 nChanged 6 SP:Iteration 7Q (17989.850000 sec): 3 clusters Score: Raw -34651.972126 + Penalty 2785.918464 = -31866.053661 nChanged 5 SP:Iteration 8Q (17990.040000 sec): 3 clusters Score: Raw -34677.688675 + Penalty 2785.918464 = -31891.770210 nChanged 5 SP:Iteration 9Q (17990.180000 sec): 3 clusters Score: Raw -34701.159250 + Penalty 2785.918464 = -31915.240785 nChanged 3 SP:Iteration 10Q (17990.320000 sec): 3 clusters Score: Raw -34715.696638 + Penalty 2785.918464 = -31929.778173 nChanged 3 SP:Iteration 11Q (17990.540000 sec): 3 clusters Score: Raw -34735.460426 + Penalty 2785.918464 = -31949.541962 nChanged 2 SP:Iteration 12Q (17990.680000 sec): 3 clusters Score: Raw -34756.529863 + Penalty 2785.918464 = -31970.611399 nChanged 2 SP:Iteration 13Q (17990.830000 sec): 3 clusters Score: Raw -34777.069675 + Penalty 2785.918464 = -31991.151210 nChanged 1 SP:Iteration 14Q (17990.980000 sec): 3 clusters Score: Raw -34800.996770 + Penalty 2785.918464 = -32015.078306 nChanged 0 SP:Iteration 15F (17991.150000 sec): 3 clusters Score: Raw -34800.996770 + Penalty 2785.918464 = -32015.078306 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 49 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17991.250000 sec): 2 clusters Score: Raw -32144.878936 + Penalty 1365.322221 = -30779.556715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17991.410000 sec): 3 clusters Score: Raw -32343.131401 + Penalty 2730.644442 = -29612.486960 nChanged 26 SP:Iteration 1F (17991.610000 sec): 3 clusters Score: Raw -32469.359650 + Penalty 2730.644442 = -29738.715209 nChanged 6 SP:Iteration 2Q (17991.810000 sec): 3 clusters Score: Raw -32502.996418 + Penalty 2730.644442 = -29772.351977 nChanged 3 SP:Iteration 3Q (17991.960000 sec): 3 clusters Score: Raw -32515.742993 + Penalty 2730.644442 = -29785.098552 nChanged 2 SP:Iteration 4Q (17992.120000 sec): 3 clusters Score: Raw -32525.988501 + Penalty 2730.644442 = -29795.344059 nChanged 0 SP:Iteration 5F (17992.300000 sec): 3 clusters Score: Raw -32525.988501 + Penalty 2730.644442 = -29795.344059 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 50 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17992.410000 sec): 2 clusters Score: Raw -24313.807338 + Penalty 1320.106475 = -22993.700863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17992.590000 sec): 3 clusters Score: Raw -24547.103130 + Penalty 2640.212950 = -21906.890180 nChanged 19 SP:Iteration 1F (17992.750000 sec): 3 clusters Score: Raw -24663.064676 + Penalty 2640.212950 = -22022.851726 nChanged 4 SP:Iteration 2Q (17992.970000 sec): 3 clusters Score: Raw -24681.662232 + Penalty 2640.212950 = -22041.449282 nChanged 2 SP:Iteration 3Q (17993.160000 sec): 3 clusters Score: Raw -24707.294512 + Penalty 2640.212950 = -22067.081562 nChanged 2 SP:Iteration 4Q (17993.330000 sec): 3 clusters Score: Raw -24728.522240 + Penalty 2640.212950 = -22088.309290 nChanged 1 SP:Iteration 5Q (17993.530000 sec): 3 clusters Score: Raw -24731.312452 + Penalty 2640.212950 = -22091.099503 nChanged 0 SP:Iteration 6F (17993.670000 sec): 3 clusters Score: Raw -24731.312452 + Penalty 2640.212950 = -22091.099503 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 51 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17993.760000 sec): 2 clusters Score: Raw -39221.672261 + Penalty 1412.879185 = -37808.793076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17993.960000 sec): 3 clusters Score: Raw -39308.971874 + Penalty 2825.758369 = -36483.213504 nChanged 35 SP:Iteration 1F (17994.140000 sec): 3 clusters Score: Raw -39418.647974 + Penalty 2825.758369 = -36592.889605 nChanged 12 SP:Iteration 2Q (17994.320000 sec): 3 clusters Score: Raw -39480.249738 + Penalty 2825.758369 = -36654.491369 nChanged 4 SP:Iteration 3Q (17994.500000 sec): 3 clusters Score: Raw -39497.643919 + Penalty 2825.758369 = -36671.885549 nChanged 4 SP:Iteration 4Q (17994.680000 sec): 3 clusters Score: Raw -39516.038133 + Penalty 2825.758369 = -36690.279764 nChanged 2 SP:Iteration 5Q (17994.890000 sec): 3 clusters Score: Raw -39521.951442 + Penalty 2825.758369 = -36696.193073 nChanged 2 SP:Iteration 6Q (17995.060000 sec): 3 clusters Score: Raw -39527.854818 + Penalty 2825.758369 = -36702.096448 nChanged 0 SP:Iteration 7F (17995.220000 sec): 3 clusters Score: Raw -39527.854818 + Penalty 2825.758369 = -36702.096448 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 52 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17995.330000 sec): 2 clusters Score: Raw -22007.681116 + Penalty 1282.280031 = -20725.401085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17995.500000 sec): 3 clusters Score: Raw -22213.628761 + Penalty 2564.560062 = -19649.068700 nChanged 13 SP:Iteration 1F (17995.710000 sec): 3 clusters Score: Raw -22286.822579 + Penalty 2564.560062 = -19722.262518 nChanged 4 SP:Iteration 2Q (17995.850000 sec): 3 clusters Score: Raw -22326.103146 + Penalty 2564.560062 = -19761.543084 nChanged 1 SP:Iteration 3Q (17996.000000 sec): 3 clusters Score: Raw -22334.327518 + Penalty 2564.560062 = -19769.767457 nChanged 0 SP:Iteration 4F (17996.170000 sec): 3 clusters Score: Raw -22334.327518 + Penalty 2564.560062 = -19769.767457 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 53 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17996.260000 sec): 2 clusters Score: Raw -33524.864976 + Penalty 1383.772997 = -32141.091980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17996.460000 sec): 3 clusters Score: Raw -33724.407328 + Penalty 2767.545994 = -30956.861334 nChanged 29 SP:Iteration 1F (17996.580000 sec): 3 clusters Score: Raw -33832.483984 + Penalty 2767.545994 = -31064.937990 nChanged 3 SP:Iteration 2Q (17996.780000 sec): 3 clusters Score: Raw -33840.032582 + Penalty 2767.545994 = -31072.486588 nChanged 1 SP:Iteration 3Q (17996.980000 sec): 3 clusters Score: Raw -33842.245424 + Penalty 2767.545994 = -31074.699431 nChanged 1 SP:Iteration 4Q (17997.150000 sec): 3 clusters Score: Raw -33845.270804 + Penalty 2767.545994 = -31077.724811 nChanged 0 SP:Iteration 5F (17997.270000 sec): 3 clusters Score: Raw -33845.270804 + Penalty 2767.545994 = -31077.724811 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 54 (1302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17997.360000 sec): 2 clusters Score: Raw -174911.615032 + Penalty 1778.570892 = -173133.044140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17997.540000 sec): 3 clusters Score: Raw -174542.949896 + Penalty 3557.141784 = -170985.808112 nChanged 359 SP:Iteration 1F (17997.730000 sec): 3 clusters Score: Raw -174891.468317 + Penalty 3557.141784 = -171334.326533 nChanged 104 SP:Iteration 2F (17997.880000 sec): 3 clusters Score: Raw -175025.840953 + Penalty 3557.141784 = -171468.699169 nChanged 59 SP:Iteration 3Q (17998.080000 sec): 3 clusters Score: Raw -175102.180513 + Penalty 3557.141784 = -171545.038729 nChanged 45 SP:Iteration 4Q (17998.250000 sec): 3 clusters Score: Raw -175181.386486 + Penalty 3557.141784 = -171624.244702 nChanged 43 SP:Iteration 5Q (17998.450000 sec): 3 clusters Score: Raw -175261.331448 + Penalty 3557.141784 = -171704.189664 nChanged 41 SP:Iteration 6Q (17998.600000 sec): 3 clusters Score: Raw -175317.967359 + Penalty 3557.141784 = -171760.825575 nChanged 34 SP:Iteration 7Q (17998.740000 sec): 3 clusters Score: Raw -175367.756020 + Penalty 3557.141784 = -171810.614236 nChanged 33 SP:Iteration 8Q (17998.970000 sec): 3 clusters Score: Raw -175418.640077 + Penalty 3557.141784 = -171861.498293 nChanged 28 SP:Iteration 9Q (17999.180000 sec): 3 clusters Score: Raw -175456.029333 + Penalty 3557.141784 = -171898.887549 nChanged 22 SP:Iteration 10Q (17999.410000 sec): 3 clusters Score: Raw -175479.765391 + Penalty 3557.141784 = -171922.623606 nChanged 10 SP:Iteration 11Q (17999.570000 sec): 3 clusters Score: Raw -175488.912038 + Penalty 3557.141784 = -171931.770254 nChanged 10 SP:Iteration 12Q (17999.740000 sec): 3 clusters Score: Raw -175499.635068 + Penalty 3557.141784 = -171942.493283 nChanged 7 SP:Iteration 13Q (17999.920000 sec): 3 clusters Score: Raw -175509.174305 + Penalty 3557.141784 = -171952.032520 nChanged 10 SP:Iteration 14Q (18000.090000 sec): 3 clusters Score: Raw -175530.608248 + Penalty 3557.141784 = -171973.466464 nChanged 7 SP:Iteration 15Q (18000.230000 sec): 3 clusters Score: Raw -175542.503434 + Penalty 3557.141784 = -171985.361650 nChanged 5 SP:Iteration 16Q (18000.380000 sec): 3 clusters Score: Raw -175549.558997 + Penalty 3557.141784 = -171992.417212 nChanged 4 SP:Iteration 17Q (18000.540000 sec): 3 clusters Score: Raw -175555.743520 + Penalty 3557.141784 = -171998.601735 nChanged 6 SP:Iteration 18Q (18000.720000 sec): 3 clusters Score: Raw -175561.251589 + Penalty 3557.141784 = -172004.109805 nChanged 5 SP:Iteration 19Q (18000.840000 sec): 3 clusters Score: Raw -175572.280401 + Penalty 3557.141784 = -172015.138616 nChanged 8 SP:Iteration 20F (18001.010000 sec): 3 clusters Score: Raw -175587.834548 + Penalty 3557.141784 = -172030.692764 nChanged 10 SP:Iteration 21Q (18001.140000 sec): 3 clusters Score: Raw -175598.802506 + Penalty 3557.141784 = -172041.660722 nChanged 8 SP:Iteration 22Q (18001.320000 sec): 3 clusters Score: Raw -175613.623870 + Penalty 3557.141784 = -172056.482086 nChanged 7 SP:Iteration 23Q (18001.460000 sec): 3 clusters Score: Raw -175621.567660 + Penalty 3557.141784 = -172064.425876 nChanged 7 SP:Iteration 24Q (18001.650000 sec): 3 clusters Score: Raw -175629.309142 + Penalty 3557.141784 = -172072.167358 nChanged 2 SP:Iteration 25Q (18001.800000 sec): 3 clusters Score: Raw -175631.067587 + Penalty 3557.141784 = -172073.925803 nChanged 3 SP:Iteration 26Q (18001.960000 sec): 3 clusters Score: Raw -175636.408397 + Penalty 3557.141784 = -172079.266613 nChanged 3 SP:Iteration 27Q (18002.150000 sec): 3 clusters Score: Raw -175639.590205 + Penalty 3557.141784 = -172082.448421 nChanged 4 SP:Iteration 28Q (18002.280000 sec): 3 clusters Score: Raw -175645.219904 + Penalty 3557.141784 = -172088.078120 nChanged 4 SP:Iteration 29Q (18002.500000 sec): 3 clusters Score: Raw -175648.855589 + Penalty 3557.141784 = -172091.713805 nChanged 5 SP:Iteration 30Q (18002.650000 sec): 3 clusters Score: Raw -175652.331738 + Penalty 3557.141784 = -172095.189954 nChanged 2 SP:Iteration 31Q (18002.820000 sec): 3 clusters Score: Raw -175653.925312 + Penalty 3557.141784 = -172096.783528 nChanged 2 SP:Iteration 32Q (18002.960000 sec): 3 clusters Score: Raw -175655.882312 + Penalty 3557.141784 = -172098.740528 nChanged 0 SP:Iteration 33F (18003.120000 sec): 3 clusters Score: Raw -175655.882312 + Penalty 3557.141784 = -172098.740528 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 55 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18003.220000 sec): 2 clusters Score: Raw -41002.550162 + Penalty 1418.637321 = -39583.912841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18003.400000 sec): 3 clusters Score: Raw -41099.876274 + Penalty 2837.274641 = -38262.601632 nChanged 39 SP:Iteration 1F (18003.540000 sec): 3 clusters Score: Raw -41221.933162 + Penalty 2837.274641 = -38384.658521 nChanged 6 SP:Iteration 2Q (18003.640000 sec): 3 clusters Score: Raw -41244.073531 + Penalty 2837.274641 = -38406.798890 nChanged 2 SP:Iteration 3Q (18003.790000 sec): 3 clusters Score: Raw -41257.223770 + Penalty 2837.274641 = -38419.949129 nChanged 0 SP:Iteration 4F (18003.930000 sec): 3 clusters Score: Raw -41257.223770 + Penalty 2837.274641 = -38419.949129 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 56 (2561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18004.090000 sec): 2 clusters Score: Raw -360781.959363 + Penalty 1946.341965 = -358835.617397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18004.240000 sec): 3 clusters Score: Raw -359691.717526 + Penalty 3892.683931 = -355799.033595 nChanged 853 SP:Iteration 1F (18004.430000 sec): 3 clusters Score: Raw -360260.692847 + Penalty 3892.683931 = -356368.008916 nChanged 194 SP:Iteration 2F (18004.630000 sec): 3 clusters Score: Raw -360416.685256 + Penalty 3892.683931 = -356524.001325 nChanged 124 SP:Iteration 3Q (18004.840000 sec): 3 clusters Score: Raw -360513.545212 + Penalty 3892.683931 = -356620.861281 nChanged 93 SP:Iteration 4Q (18005.000000 sec): 3 clusters Score: Raw -360583.880830 + Penalty 3892.683931 = -356691.196900 nChanged 70 SP:Iteration 5Q (18005.180000 sec): 3 clusters Score: Raw -360636.129747 + Penalty 3892.683931 = -356743.445817 nChanged 59 SP:Iteration 6Q (18005.360000 sec): 3 clusters Score: Raw -360682.736314 + Penalty 3892.683931 = -356790.052383 nChanged 54 SP:Iteration 7Q (18005.540000 sec): 3 clusters Score: Raw -360716.801308 + Penalty 3892.683931 = -356824.117377 nChanged 38 SP:Iteration 8Q (18005.790000 sec): 3 clusters Score: Raw -360742.047007 + Penalty 3892.683931 = -356849.363077 nChanged 33 SP:Iteration 9Q (18005.970000 sec): 3 clusters Score: Raw -360763.072119 + Penalty 3892.683931 = -356870.388188 nChanged 31 SP:Iteration 10Q (18006.180000 sec): 3 clusters Score: Raw -360779.774007 + Penalty 3892.683931 = -356887.090077 nChanged 31 SP:Iteration 11Q (18006.340000 sec): 3 clusters Score: Raw -360797.474109 + Penalty 3892.683931 = -356904.790178 nChanged 31 SP:Iteration 12Q (18006.560000 sec): 3 clusters Score: Raw -360820.481565 + Penalty 3892.683931 = -356927.797634 nChanged 41 SP:Iteration 13Q (18006.760000 sec): 3 clusters Score: Raw -360850.229810 + Penalty 3892.683931 = -356957.545879 nChanged 46 SP:Iteration 14Q (18006.950000 sec): 3 clusters Score: Raw -360888.143028 + Penalty 3892.683931 = -356995.459097 nChanged 43 SP:Iteration 15Q (18007.150000 sec): 3 clusters Score: Raw -360926.310264 + Penalty 3892.683931 = -357033.626333 nChanged 50 SP:Iteration 16Q (18007.340000 sec): 3 clusters Score: Raw -360961.698842 + Penalty 3892.683931 = -357069.014911 nChanged 42 SP:Iteration 17Q (18007.500000 sec): 3 clusters Score: Raw -360997.719613 + Penalty 3892.683931 = -357105.035683 nChanged 38 SP:Iteration 18Q (18007.710000 sec): 3 clusters Score: Raw -361031.519027 + Penalty 3892.683931 = -357138.835096 nChanged 34 SP:Iteration 19Q (18007.860000 sec): 3 clusters Score: Raw -361061.102483 + Penalty 3892.683931 = -357168.418552 nChanged 33 SP:Iteration 20F (18008.020000 sec): 3 clusters Score: Raw -361085.767494 + Penalty 3892.683931 = -357193.083564 nChanged 24 SP:Iteration 21Q (18008.220000 sec): 3 clusters Score: Raw -361107.774996 + Penalty 3892.683931 = -357215.091066 nChanged 29 SP:Iteration 22Q (18008.380000 sec): 3 clusters Score: Raw -361129.501226 + Penalty 3892.683931 = -357236.817296 nChanged 29 SP:Iteration 23Q (18008.560000 sec): 3 clusters Score: Raw -361154.192530 + Penalty 3892.683931 = -357261.508599 nChanged 29 SP:Iteration 24Q (18008.800000 sec): 3 clusters Score: Raw -361174.871799 + Penalty 3892.683931 = -357282.187868 nChanged 25 SP:Iteration 25Q (18008.960000 sec): 3 clusters Score: Raw -361199.092855 + Penalty 3892.683931 = -357306.408924 nChanged 30 SP:Iteration 26Q (18009.160000 sec): 3 clusters Score: Raw -361223.715188 + Penalty 3892.683931 = -357331.031258 nChanged 32 SP:Iteration 27Q (18009.340000 sec): 3 clusters Score: Raw -361251.906798 + Penalty 3892.683931 = -357359.222867 nChanged 27 SP:Iteration 28Q (18009.540000 sec): 3 clusters Score: Raw -361290.399166 + Penalty 3892.683931 = -357397.715236 nChanged 43 SP:Iteration 29Q (18009.730000 sec): 3 clusters Score: Raw -361354.198459 + Penalty 3892.683931 = -357461.514528 nChanged 48 SP:Iteration 30Q (18009.930000 sec): 3 clusters Score: Raw -361410.840682 + Penalty 3892.683931 = -357518.156751 nChanged 39 SP:Iteration 31Q (18010.140000 sec): 3 clusters Score: Raw -361453.609396 + Penalty 3892.683931 = -357560.925465 nChanged 35 SP:Iteration 32Q (18010.340000 sec): 3 clusters Score: Raw -361486.303929 + Penalty 3892.683931 = -357593.619998 nChanged 24 SP:Iteration 33Q (18010.550000 sec): 3 clusters Score: Raw -361506.164761 + Penalty 3892.683931 = -357613.480831 nChanged 23 SP:Iteration 34Q (18010.720000 sec): 3 clusters Score: Raw -361529.937562 + Penalty 3892.683931 = -357637.253631 nChanged 26 SP:Iteration 35Q (18010.910000 sec): 3 clusters Score: Raw -361553.442567 + Penalty 3892.683931 = -357660.758636 nChanged 28 SP:Iteration 36Q (18011.090000 sec): 3 clusters Score: Raw -361586.255573 + Penalty 3892.683931 = -357693.571643 nChanged 28 SP:Iteration 37Q (18011.230000 sec): 3 clusters Score: Raw -361616.530126 + Penalty 3892.683931 = -357723.846195 nChanged 25 SP:Iteration 38Q (18011.420000 sec): 3 clusters Score: Raw -361644.246092 + Penalty 3892.683931 = -357751.562162 nChanged 15 SP:Iteration 39Q (18011.570000 sec): 3 clusters Score: Raw -361662.419234 + Penalty 3892.683931 = -357769.735303 nChanged 19 SP:Iteration 40F (18011.730000 sec): 3 clusters Score: Raw -361682.222098 + Penalty 3892.683931 = -357789.538167 nChanged 16 SP:Iteration 41Q (18011.920000 sec): 3 clusters Score: Raw -361694.420276 + Penalty 3892.683931 = -357801.736345 nChanged 5 SP:Iteration 42Q (18012.130000 sec): 3 clusters Score: Raw -361699.270048 + Penalty 3892.683931 = -357806.586117 nChanged 7 SP:Iteration 43Q (18012.340000 sec): 3 clusters Score: Raw -361705.191114 + Penalty 3892.683931 = -357812.507184 nChanged 1 SP:Iteration 44Q (18012.560000 sec): 3 clusters Score: Raw -361707.365855 + Penalty 3892.683931 = -357814.681925 nChanged 1 SP:Iteration 45Q (18012.720000 sec): 3 clusters Score: Raw -361707.916324 + Penalty 3892.683931 = -357815.232393 nChanged 2 SP:Iteration 46Q (18012.960000 sec): 3 clusters Score: Raw -361709.711811 + Penalty 3892.683931 = -357817.027880 nChanged 1 SP:Iteration 47Q (18013.130000 sec): 3 clusters Score: Raw -361710.998911 + Penalty 3892.683931 = -357818.314980 nChanged 3 SP:Iteration 48Q (18013.340000 sec): 3 clusters Score: Raw -361714.107244 + Penalty 3892.683931 = -357821.423314 nChanged 2 SP:Iteration 49Q (18013.550000 sec): 3 clusters Score: Raw -361715.915002 + Penalty 3892.683931 = -357823.231071 nChanged 4 SP:Iteration 50Q (18013.720000 sec): 3 clusters Score: Raw -361719.736831 + Penalty 3892.683931 = -357827.052900 nChanged 3 SP:Iteration 51Q (18013.960000 sec): 3 clusters Score: Raw -361722.061604 + Penalty 3892.683931 = -357829.377673 nChanged 3 SP:Iteration 52Q (18014.170000 sec): 3 clusters Score: Raw -361725.156090 + Penalty 3892.683931 = -357832.472159 nChanged 3 SP:Iteration 53Q (18014.320000 sec): 3 clusters Score: Raw -361726.723967 + Penalty 3892.683931 = -357834.040036 nChanged 1 SP:Iteration 54Q (18014.500000 sec): 3 clusters Score: Raw -361727.149898 + Penalty 3892.683931 = -357834.465968 nChanged 0 SP:Iteration 55F (18014.690000 sec): 3 clusters Score: Raw -361727.149898 + Penalty 3892.683931 = -357834.465968 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 57 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18014.760000 sec): 2 clusters Score: Raw -81223.074086 + Penalty 1586.438554 = -79636.635532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18014.980000 sec): 3 clusters Score: Raw -81204.845566 + Penalty 3172.877109 = -78031.968457 nChanged 143 SP:Iteration 1F (18015.110000 sec): 3 clusters Score: Raw -81406.868019 + Penalty 3172.877109 = -78233.990910 nChanged 28 SP:Iteration 2Q (18015.300000 sec): 3 clusters Score: Raw -81475.939763 + Penalty 3172.877109 = -78303.062654 nChanged 18 SP:Iteration 3Q (18015.400000 sec): 3 clusters Score: Raw -81505.522367 + Penalty 3172.877109 = -78332.645258 nChanged 6 SP:Iteration 4Q (18015.580000 sec): 3 clusters Score: Raw -81514.667395 + Penalty 3172.877109 = -78341.790286 nChanged 1 SP:Iteration 5Q (18015.720000 sec): 3 clusters Score: Raw -81515.859856 + Penalty 3172.877109 = -78342.982747 nChanged 2 SP:Iteration 6Q (18015.860000 sec): 3 clusters Score: Raw -81522.125384 + Penalty 3172.877109 = -78349.248275 nChanged 1 SP:Iteration 7Q (18016.070000 sec): 3 clusters Score: Raw -81525.798772 + Penalty 3172.877109 = -78352.921663 nChanged 1 SP:Iteration 8Q (18016.190000 sec): 3 clusters Score: Raw -81527.598854 + Penalty 3172.877109 = -78354.721745 nChanged 1 SP:Iteration 9Q (18016.380000 sec): 3 clusters Score: Raw -81529.032145 + Penalty 3172.877109 = -78356.155036 nChanged 1 SP:Iteration 10Q (18016.590000 sec): 3 clusters Score: Raw -81530.814590 + Penalty 3172.877109 = -78357.937481 nChanged 1 SP:Iteration 11Q (18016.770000 sec): 3 clusters Score: Raw -81532.975846 + Penalty 3172.877109 = -78360.098737 nChanged 1 SP:Iteration 12Q (18016.940000 sec): 3 clusters Score: Raw -81534.758082 + Penalty 3172.877109 = -78361.880973 nChanged 1 SP:Iteration 13Q (18017.150000 sec): 3 clusters Score: Raw -81536.804436 + Penalty 3172.877109 = -78363.927327 nChanged 0 SP:Iteration 14F (18017.310000 sec): 3 clusters Score: Raw -81536.804436 + Penalty 3172.877109 = -78363.927327 nChanged 0 Memory request: 0.00 GB would take us to total of 4.60 GB. Trying to split cluster 58 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18017.440000 sec): 2 clusters Score: Raw -19734.043322 + Penalty 1252.364290 = -18481.679033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18017.590000 sec): 3 clusters Score: Raw -19937.596139 + Penalty 2504.728580 = -17432.867559 nChanged 9 SP:Iteration 1F (18017.770000 sec): 3 clusters Score: Raw -20007.520533 + Penalty 2504.728580 = -17502.791954 nChanged 2 SP:Iteration 2Q (18018.020000 sec): 3 clusters Score: Raw -20021.731487 + Penalty 2504.728580 = -17517.002907 nChanged 1 SP:Iteration 3Q (18018.180000 sec): 3 clusters Score: Raw -20039.908637 + Penalty 2504.728580 = -17535.180058 nChanged 0 SP:Iteration 4F (18018.330000 sec): 3 clusters Score: Raw -20039.908637 + Penalty 2504.728580 = -17535.180058 nChanged 0 ------ Evaluating fit on full set of 1850465 points ------ Score: Raw -262710213.559709 + Penalty 207574.749082 = -262502638.810627 Time taken for this iteration:11317.720000 seconds. 21->59 Clusters: Score -262502638.810627, best is -262124580.500149 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 20428 (time per iteration =301.033625 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 634153525200.000000 (time per metric unit =9.697202ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 19024605756000.000000 (time per metric unit=323.240069ps) That took 6149.514881 seconds.