FileBase /isis1/Yuta/YutaData/YutaMouse33-150214/YutaMouse33-150214/YutaMouse33-150214 ElecNo 9 UseFeatures 11111111111111111111111111111111111111111111111100000 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 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 0.001000 MinMaskOverlap 0.000000 help 0 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 8.72 and 13.08 GB of RAM. Memory request: 4.36 GB would take us to total of 4.36 GB. ---------------------------------------------------------- Loaded 1473279 data points of dimension 48. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.46 GB would take us to total of 5.82 GB. ------ Running on subset of 491093 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 10 (10340 points): Lose 1015.172806 but Gain 8026.438139 Iteration 0F (55.290000 sec): 19 clusters Score: Raw -101940410.189436 + Penalty 144475.886500 = -101795934.302936 nChanged 456918 Deleting Class 5 (2303 points): Lose 3602.170778 but Gain 8026.438139 Iteration 1F (84.220000 sec): 18 clusters Score: Raw -103966704.452276 + Penalty 136449.448361 = -103830255.003915 nChanged 179040 Deleting Class 9 (5905 points): Lose 7388.463332 but Gain 8026.438139 Iteration 2F (111.540000 sec): 17 clusters Score: Raw -104337044.777043 + Penalty 128423.010222 = -104208621.766821 nChanged 131676 Iteration 3F (137.340000 sec): 17 clusters Score: Raw -104516437.573782 + Penalty 128423.010222 = -104388014.563560 nChanged 93666 Deleting Class 11 (3850 points): Lose 8007.943215 but Gain 8026.438139 Iteration 4F (162.870000 sec): 16 clusters Score: Raw -104604401.069508 + Penalty 120396.572084 = -104484004.497425 nChanged 75366 Iteration 5F (190.530000 sec): 16 clusters Score: Raw -104680799.705677 + Penalty 120396.572084 = -104560403.133594 nChanged 60915 Iteration 6F (214.480000 sec): 16 clusters Score: Raw -104738244.023461 + Penalty 120396.572084 = -104617847.451377 nChanged 51356 Deleting Class 1 (5664 points): Lose 6837.360884 but Gain 8026.438139 Iteration 7F (238.360000 sec): 15 clusters Score: Raw -104776893.043507 + Penalty 112370.133945 = -104664522.909562 nChanged 46560 Iteration 8F (263.010000 sec): 15 clusters Score: Raw -104818597.539172 + Penalty 112370.133945 = -104706227.405227 nChanged 31987 Iteration 9F (289.840000 sec): 15 clusters Score: Raw -104840753.660699 + Penalty 112370.133945 = -104728383.526755 nChanged 24714 Iteration 10F (313.940000 sec): 15 clusters Score: Raw -104853640.298214 + Penalty 112370.133945 = -104741270.164269 nChanged 19245 Iteration 11Q (323.520000 sec): 15 clusters Score: Raw -104862207.351997 + Penalty 112370.133945 = -104749837.218052 nChanged 15220 Iteration 12Q (332.890000 sec): 15 clusters Score: Raw -104868023.302312 + Penalty 112370.133945 = -104755653.168368 nChanged 12642 Iteration 13Q (341.940000 sec): 15 clusters Score: Raw -104872099.079177 + Penalty 112370.133945 = -104759728.945232 nChanged 10548 Iteration 14Q (350.760000 sec): 15 clusters Score: Raw -104875025.326148 + Penalty 112370.133945 = -104762655.192203 nChanged 9177 Iteration 15Q (359.760000 sec): 15 clusters Score: Raw -104877299.282802 + Penalty 112370.133945 = -104764929.148857 nChanged 8344 Iteration 16Q (368.470000 sec): 15 clusters Score: Raw -104879197.902891 + Penalty 112370.133945 = -104766827.768947 nChanged 7657 Iteration 17Q (376.840000 sec): 15 clusters Score: Raw -104880865.952448 + Penalty 112370.133945 = -104768495.818503 nChanged 7591 Iteration 18Q (384.980000 sec): 15 clusters Score: Raw -104882522.508373 + Penalty 112370.133945 = -104770152.374429 nChanged 7489 Iteration 19Q (392.990000 sec): 15 clusters Score: Raw -104884063.288565 + Penalty 112370.133945 = -104771693.154621 nChanged 7613 Writing temp clu file Compute initial score before splitting: Score: Raw -104884063.288565 + Penalty 112370.133945 = -104771693.154621 Memory request: 0.64 GB would take us to total of 6.46 GB. Trying to split cluster 2 (216286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.130000 sec): 2 clusters Score: Raw -46304949.598549 + Penalty 7524.168592 = -46297425.429957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.350000 sec): 3 clusters Score: Raw -46167162.010935 + Penalty 15048.337184 = -46152113.673751 nChanged 102063 SP:Iteration 1F (399.560000 sec): 3 clusters Score: Raw -46224850.745738 + Penalty 15048.337184 = -46209802.408554 nChanged 6901 SP:Iteration 2Q (401.780000 sec): 3 clusters Score: Raw -46226483.170522 + Penalty 15048.337184 = -46211434.833338 nChanged 7439 SP:Iteration 3Q (404.000000 sec): 3 clusters Score: Raw -46228604.478232 + Penalty 15048.337184 = -46213556.141048 nChanged 8639 SP:Iteration 4Q (406.220000 sec): 3 clusters Score: Raw -46231724.742067 + Penalty 15048.337184 = -46216676.404883 nChanged 10800 SP:Iteration 5Q (408.440000 sec): 3 clusters Score: Raw -46236952.901092 + Penalty 15048.337184 = -46221904.563908 nChanged 13940 SP:Iteration 6F (410.650000 sec): 3 clusters Score: Raw -46245807.390021 + Penalty 15048.337184 = -46230759.052837 nChanged 16972 SP:Iteration 7F (412.850000 sec): 3 clusters Score: Raw -46259161.402117 + Penalty 15048.337184 = -46244113.064932 nChanged 17882 SP:Iteration 8F (415.050000 sec): 3 clusters Score: Raw -46275197.180141 + Penalty 15048.337184 = -46260148.842957 nChanged 15327 SP:Iteration 9F (417.260000 sec): 3 clusters Score: Raw -46289469.881654 + Penalty 15048.337184 = -46274421.544470 nChanged 10187 SP:Iteration 10Q (419.460000 sec): 3 clusters Score: Raw -46298505.200350 + Penalty 15048.337184 = -46283456.863166 nChanged 5622 SP:Iteration 11Q (421.610000 sec): 3 clusters Score: Raw -46303000.741561 + Penalty 15048.337184 = -46287952.404377 nChanged 2806 SP:Iteration 12Q (423.610000 sec): 3 clusters Score: Raw -46305045.056720 + Penalty 15048.337184 = -46289996.719536 nChanged 1397 SP:Iteration 13Q (425.460000 sec): 3 clusters Score: Raw -46305929.662755 + Penalty 15048.337184 = -46290881.325571 nChanged 674 SP:Iteration 14Q (427.210000 sec): 3 clusters Score: Raw -46306312.814539 + Penalty 15048.337184 = -46291264.477355 nChanged 392 SP:Iteration 15Q (428.910000 sec): 3 clusters Score: Raw -46306533.981860 + Penalty 15048.337184 = -46291485.644676 nChanged 237 SP:Iteration 16Q (430.570000 sec): 3 clusters Score: Raw -46306665.803743 + Penalty 15048.337184 = -46291617.466559 nChanged 153 SP:Iteration 17Q (432.210000 sec): 3 clusters Score: Raw -46306744.341716 + Penalty 15048.337184 = -46291696.004532 nChanged 91 SP:Iteration 18Q (433.830000 sec): 3 clusters Score: Raw -46306786.721025 + Penalty 15048.337184 = -46291738.383841 nChanged 58 SP:Iteration 19Q (435.440000 sec): 3 clusters Score: Raw -46306814.138272 + Penalty 15048.337184 = -46291765.801088 nChanged 45 SP:Iteration 20F (437.620000 sec): 3 clusters Score: Raw -46306836.555430 + Penalty 15048.337184 = -46291788.218246 nChanged 37 SP:Iteration 21Q (439.230000 sec): 3 clusters Score: Raw -46306855.830807 + Penalty 15048.337184 = -46291807.493623 nChanged 28 SP:Iteration 22Q (440.840000 sec): 3 clusters Score: Raw -46306869.705942 + Penalty 15048.337184 = -46291821.368758 nChanged 17 SP:Iteration 23Q (442.440000 sec): 3 clusters Score: Raw -46306877.504658 + Penalty 15048.337184 = -46291829.167474 nChanged 15 SP:Iteration 24Q (444.030000 sec): 3 clusters Score: Raw -46306884.238468 + Penalty 15048.337184 = -46291835.901284 nChanged 16 SP:Iteration 25Q (445.630000 sec): 3 clusters Score: Raw -46306891.489487 + Penalty 15048.337184 = -46291843.152303 nChanged 13 SP:Iteration 26Q (447.220000 sec): 3 clusters Score: Raw -46306898.551325 + Penalty 15048.337184 = -46291850.214141 nChanged 11 SP:Iteration 27Q (448.820000 sec): 3 clusters Score: Raw -46306904.129380 + Penalty 15048.337184 = -46291855.792196 nChanged 10 SP:Iteration 28Q (450.410000 sec): 3 clusters Score: Raw -46306909.275305 + Penalty 15048.337184 = -46291860.938121 nChanged 5 SP:Iteration 29Q (452.000000 sec): 3 clusters Score: Raw -46306911.121894 + Penalty 15048.337184 = -46291862.784710 nChanged 2 SP:Iteration 30Q (453.600000 sec): 3 clusters Score: Raw -46306912.156127 + Penalty 15048.337184 = -46291863.818943 nChanged 4 SP:Iteration 31Q (455.180000 sec): 3 clusters Score: Raw -46306914.394574 + Penalty 15048.337184 = -46291866.057390 nChanged 5 SP:Iteration 32Q (456.770000 sec): 3 clusters Score: Raw -46306916.547924 + Penalty 15048.337184 = -46291868.210740 nChanged 5 SP:Iteration 33Q (458.350000 sec): 3 clusters Score: Raw -46306918.690607 + Penalty 15048.337184 = -46291870.353423 nChanged 4 SP:Iteration 34Q (459.930000 sec): 3 clusters Score: Raw -46306920.392918 + Penalty 15048.337184 = -46291872.055734 nChanged 4 SP:Iteration 35Q (461.520000 sec): 3 clusters Score: Raw -46306921.935038 + Penalty 15048.337184 = -46291873.597854 nChanged 2 SP:Iteration 36Q (463.100000 sec): 3 clusters Score: Raw -46306922.927932 + Penalty 15048.337184 = -46291874.590748 nChanged 4 SP:Iteration 37Q (464.690000 sec): 3 clusters Score: Raw -46306924.471159 + Penalty 15048.337184 = -46291876.133975 nChanged 4 SP:Iteration 38Q (466.280000 sec): 3 clusters Score: Raw -46306926.135449 + Penalty 15048.337184 = -46291877.798265 nChanged 4 SP:Iteration 39Q (467.860000 sec): 3 clusters Score: Raw -46306927.653293 + Penalty 15048.337184 = -46291879.316109 nChanged 4 SP:Iteration 40F (470.040000 sec): 3 clusters Score: Raw -46306929.568383 + Penalty 15048.337184 = -46291881.231199 nChanged 3 SP:Iteration 41Q (471.630000 sec): 3 clusters Score: Raw -46306931.233155 + Penalty 15048.337184 = -46291882.895971 nChanged 4 SP:Iteration 42Q (473.220000 sec): 3 clusters Score: Raw -46306932.344907 + Penalty 15048.337184 = -46291884.007723 nChanged 1 SP:Iteration 43Q (474.820000 sec): 3 clusters Score: Raw -46306932.581476 + Penalty 15048.337184 = -46291884.244292 nChanged 2 SP:Iteration 44Q (476.420000 sec): 3 clusters Score: Raw -46306933.442073 + Penalty 15048.337184 = -46291885.104889 nChanged 1 SP:Iteration 45Q (478.020000 sec): 3 clusters Score: Raw -46306933.817765 + Penalty 15048.337184 = -46291885.480581 nChanged 0 SP:Iteration 46F (480.210000 sec): 3 clusters Score: Raw -46306933.817765 + Penalty 15048.337184 = -46291885.480581 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 3 (11665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (480.440000 sec): 2 clusters Score: Raw -2488227.636630 + Penalty 5735.663263 = -2482491.973367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (480.560000 sec): 3 clusters Score: Raw -2482669.844764 + Penalty 11471.326526 = -2471198.518239 nChanged 4424 SP:Iteration 1F (480.680000 sec): 3 clusters Score: Raw -2485169.770813 + Penalty 11471.326526 = -2473698.444287 nChanged 938 SP:Iteration 2F (480.800000 sec): 3 clusters Score: Raw -2485773.392660 + Penalty 11471.326526 = -2474302.066134 nChanged 677 SP:Iteration 3F (480.920000 sec): 3 clusters Score: Raw -2486212.148304 + Penalty 11471.326526 = -2474740.821778 nChanged 556 SP:Iteration 4Q (481.040000 sec): 3 clusters Score: Raw -2486624.129701 + Penalty 11471.326526 = -2475152.803175 nChanged 500 SP:Iteration 5Q (481.160000 sec): 3 clusters Score: Raw -2487005.321481 + Penalty 11471.326526 = -2475533.994955 nChanged 525 SP:Iteration 6Q (481.270000 sec): 3 clusters Score: Raw -2487464.500614 + Penalty 11471.326526 = -2475993.174088 nChanged 540 SP:Iteration 7Q (481.390000 sec): 3 clusters Score: Raw -2487966.756208 + Penalty 11471.326526 = -2476495.429682 nChanged 576 SP:Iteration 8Q (481.510000 sec): 3 clusters Score: Raw -2488477.626097 + Penalty 11471.326526 = -2477006.299571 nChanged 526 SP:Iteration 9Q (481.620000 sec): 3 clusters Score: Raw -2488907.356407 + Penalty 11471.326526 = -2477436.029881 nChanged 490 SP:Iteration 10Q (481.740000 sec): 3 clusters Score: Raw -2489241.049589 + Penalty 11471.326526 = -2477769.723063 nChanged 392 SP:Iteration 11Q (481.860000 sec): 3 clusters Score: Raw -2489507.303559 + Penalty 11471.326526 = -2478035.977033 nChanged 317 SP:Iteration 12Q (481.970000 sec): 3 clusters Score: Raw -2489694.191925 + Penalty 11471.326526 = -2478222.865399 nChanged 270 SP:Iteration 13Q (482.090000 sec): 3 clusters Score: Raw -2489849.906609 + Penalty 11471.326526 = -2478378.580083 nChanged 237 SP:Iteration 14Q (482.200000 sec): 3 clusters Score: Raw -2489995.873712 + Penalty 11471.326526 = -2478524.547186 nChanged 221 SP:Iteration 15Q (482.320000 sec): 3 clusters Score: Raw -2490141.885047 + Penalty 11471.326526 = -2478670.558521 nChanged 233 SP:Iteration 16Q (482.420000 sec): 3 clusters Score: Raw -2490322.345675 + Penalty 11471.326526 = -2478851.019149 nChanged 255 SP:Iteration 17Q (482.540000 sec): 3 clusters Score: Raw -2490537.146589 + Penalty 11471.326526 = -2479065.820063 nChanged 237 SP:Iteration 18Q (482.650000 sec): 3 clusters Score: Raw -2490731.901728 + Penalty 11471.326526 = -2479260.575202 nChanged 195 SP:Iteration 19Q (482.760000 sec): 3 clusters Score: Raw -2490862.423493 + Penalty 11471.326526 = -2479391.096967 nChanged 156 SP:Iteration 20F (482.880000 sec): 3 clusters Score: Raw -2490949.041634 + Penalty 11471.326526 = -2479477.715108 nChanged 128 SP:Iteration 21Q (482.990000 sec): 3 clusters Score: Raw -2491005.675885 + Penalty 11471.326526 = -2479534.349359 nChanged 85 SP:Iteration 22Q (483.100000 sec): 3 clusters Score: Raw -2491037.180971 + Penalty 11471.326526 = -2479565.854445 nChanged 61 SP:Iteration 23Q (483.200000 sec): 3 clusters Score: Raw -2491062.256718 + Penalty 11471.326526 = -2479590.930193 nChanged 54 SP:Iteration 24Q (483.310000 sec): 3 clusters Score: Raw -2491081.745013 + Penalty 11471.326526 = -2479610.418487 nChanged 52 SP:Iteration 25Q (483.420000 sec): 3 clusters Score: Raw -2491097.748547 + Penalty 11471.326526 = -2479626.422021 nChanged 33 SP:Iteration 26Q (483.530000 sec): 3 clusters Score: Raw -2491107.523600 + Penalty 11471.326526 = -2479636.197074 nChanged 24 SP:Iteration 27Q (483.640000 sec): 3 clusters Score: Raw -2491114.988061 + Penalty 11471.326526 = -2479643.661535 nChanged 19 SP:Iteration 28Q (483.740000 sec): 3 clusters Score: Raw -2491121.068916 + Penalty 11471.326526 = -2479649.742390 nChanged 20 SP:Iteration 29Q (483.850000 sec): 3 clusters Score: Raw -2491127.034805 + Penalty 11471.326526 = -2479655.708279 nChanged 9 SP:Iteration 30Q (483.960000 sec): 3 clusters Score: Raw -2491129.507253 + Penalty 11471.326526 = -2479658.180727 nChanged 6 SP:Iteration 31Q (484.060000 sec): 3 clusters Score: Raw -2491131.167743 + Penalty 11471.326526 = -2479659.841217 nChanged 5 SP:Iteration 32Q (484.170000 sec): 3 clusters Score: Raw -2491132.948148 + Penalty 11471.326526 = -2479661.621622 nChanged 7 SP:Iteration 33Q (484.280000 sec): 3 clusters Score: Raw -2491134.844723 + Penalty 11471.326526 = -2479663.518197 nChanged 6 SP:Iteration 34Q (484.380000 sec): 3 clusters Score: Raw -2491136.076465 + Penalty 11471.326526 = -2479664.749939 nChanged 1 SP:Iteration 35Q (484.490000 sec): 3 clusters Score: Raw -2491136.199143 + Penalty 11471.326526 = -2479664.872617 nChanged 0 SP:Iteration 36F (484.610000 sec): 3 clusters Score: Raw -2491136.199143 + Penalty 11471.326526 = -2479664.872617 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 4 (14176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (484.720000 sec): 2 clusters Score: Raw -3109496.906382 + Penalty 5855.074725 = -3103641.831658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (484.870000 sec): 3 clusters Score: Raw -3102557.066465 + Penalty 11710.149449 = -3090846.917016 nChanged 5442 SP:Iteration 1F (485.020000 sec): 3 clusters Score: Raw -3105525.623002 + Penalty 11710.149449 = -3093815.473552 nChanged 1014 SP:Iteration 2F (485.160000 sec): 3 clusters Score: Raw -3106169.149452 + Penalty 11710.149449 = -3094459.000003 nChanged 793 SP:Iteration 3F (485.310000 sec): 3 clusters Score: Raw -3106724.644660 + Penalty 11710.149449 = -3095014.495210 nChanged 656 SP:Iteration 4Q (485.450000 sec): 3 clusters Score: Raw -3107292.250888 + Penalty 11710.149449 = -3095582.101439 nChanged 643 SP:Iteration 5Q (485.600000 sec): 3 clusters Score: Raw -3107804.752962 + Penalty 11710.149449 = -3096094.603513 nChanged 554 SP:Iteration 6Q (485.740000 sec): 3 clusters Score: Raw -3108182.377540 + Penalty 11710.149449 = -3096472.228091 nChanged 522 SP:Iteration 7Q (485.890000 sec): 3 clusters Score: Raw -3108486.887500 + Penalty 11710.149449 = -3096776.738050 nChanged 449 SP:Iteration 8Q (486.030000 sec): 3 clusters Score: Raw -3108725.343361 + Penalty 11710.149449 = -3097015.193911 nChanged 379 SP:Iteration 9Q (486.170000 sec): 3 clusters Score: Raw -3108925.742836 + Penalty 11710.149449 = -3097215.593387 nChanged 368 SP:Iteration 10Q (486.310000 sec): 3 clusters Score: Raw -3109099.007716 + Penalty 11710.149449 = -3097388.858267 nChanged 296 SP:Iteration 11Q (486.450000 sec): 3 clusters Score: Raw -3109229.099163 + Penalty 11710.149449 = -3097518.949714 nChanged 266 SP:Iteration 12Q (486.590000 sec): 3 clusters Score: Raw -3109342.084635 + Penalty 11710.149449 = -3097631.935186 nChanged 236 SP:Iteration 13Q (486.740000 sec): 3 clusters Score: Raw -3109436.374617 + Penalty 11710.149449 = -3097726.225167 nChanged 190 SP:Iteration 14Q (486.870000 sec): 3 clusters Score: Raw -3109506.144514 + Penalty 11710.149449 = -3097795.995065 nChanged 164 SP:Iteration 15Q (487.010000 sec): 3 clusters Score: Raw -3109561.577449 + Penalty 11710.149449 = -3097851.428000 nChanged 128 SP:Iteration 16Q (487.150000 sec): 3 clusters Score: Raw -3109603.236251 + Penalty 11710.149449 = -3097893.086802 nChanged 94 SP:Iteration 17Q (487.290000 sec): 3 clusters Score: Raw -3109634.425749 + Penalty 11710.149449 = -3097924.276300 nChanged 91 SP:Iteration 18Q (487.430000 sec): 3 clusters Score: Raw -3109665.385263 + Penalty 11710.149449 = -3097955.235813 nChanged 97 SP:Iteration 19Q (487.570000 sec): 3 clusters Score: Raw -3109697.711848 + Penalty 11710.149449 = -3097987.562399 nChanged 91 SP:Iteration 20F (487.710000 sec): 3 clusters Score: Raw -3109726.902395 + Penalty 11710.149449 = -3098016.752946 nChanged 68 SP:Iteration 21Q (487.850000 sec): 3 clusters Score: Raw -3109749.933404 + Penalty 11710.149449 = -3098039.783955 nChanged 62 SP:Iteration 22Q (487.990000 sec): 3 clusters Score: Raw -3109767.420507 + Penalty 11710.149449 = -3098057.271057 nChanged 53 SP:Iteration 23Q (488.130000 sec): 3 clusters Score: Raw -3109783.483044 + Penalty 11710.149449 = -3098073.333595 nChanged 62 SP:Iteration 24Q (488.270000 sec): 3 clusters Score: Raw -3109801.963740 + Penalty 11710.149449 = -3098091.814290 nChanged 48 SP:Iteration 25Q (488.410000 sec): 3 clusters Score: Raw -3109815.585847 + Penalty 11710.149449 = -3098105.436398 nChanged 54 SP:Iteration 26Q (488.550000 sec): 3 clusters Score: Raw -3109831.723774 + Penalty 11710.149449 = -3098121.574325 nChanged 53 SP:Iteration 27Q (488.700000 sec): 3 clusters Score: Raw -3109847.801708 + Penalty 11710.149449 = -3098137.652259 nChanged 57 SP:Iteration 28Q (488.840000 sec): 3 clusters Score: Raw -3109866.229881 + Penalty 11710.149449 = -3098156.080432 nChanged 58 SP:Iteration 29Q (488.980000 sec): 3 clusters Score: Raw -3109882.784255 + Penalty 11710.149449 = -3098172.634805 nChanged 55 SP:Iteration 30Q (489.120000 sec): 3 clusters Score: Raw -3109899.230743 + Penalty 11710.149449 = -3098189.081294 nChanged 48 SP:Iteration 31Q (489.260000 sec): 3 clusters Score: Raw -3109913.590991 + Penalty 11710.149449 = -3098203.441542 nChanged 51 SP:Iteration 32Q (489.400000 sec): 3 clusters Score: Raw -3109930.035604 + Penalty 11710.149449 = -3098219.886155 nChanged 49 SP:Iteration 33Q (489.540000 sec): 3 clusters Score: Raw -3109945.172394 + Penalty 11710.149449 = -3098235.022945 nChanged 39 SP:Iteration 34Q (489.680000 sec): 3 clusters Score: Raw -3109955.724478 + Penalty 11710.149449 = -3098245.575029 nChanged 37 SP:Iteration 35Q (489.830000 sec): 3 clusters Score: Raw -3109964.838903 + Penalty 11710.149449 = -3098254.689454 nChanged 35 SP:Iteration 36Q (489.970000 sec): 3 clusters Score: Raw -3109974.088943 + Penalty 11710.149449 = -3098263.939494 nChanged 39 SP:Iteration 37Q (490.110000 sec): 3 clusters Score: Raw -3109987.335237 + Penalty 11710.149449 = -3098277.185787 nChanged 40 SP:Iteration 38Q (490.250000 sec): 3 clusters Score: Raw -3109998.490362 + Penalty 11710.149449 = -3098288.340913 nChanged 39 SP:Iteration 39Q (490.390000 sec): 3 clusters Score: Raw -3110010.193756 + Penalty 11710.149449 = -3098300.044307 nChanged 37 SP:Iteration 40F (490.530000 sec): 3 clusters Score: Raw -3110021.380437 + Penalty 11710.149449 = -3098311.230988 nChanged 27 SP:Iteration 41Q (490.670000 sec): 3 clusters Score: Raw -3110028.224434 + Penalty 11710.149449 = -3098318.074985 nChanged 22 SP:Iteration 42Q (490.810000 sec): 3 clusters Score: Raw -3110033.644594 + Penalty 11710.149449 = -3098323.495144 nChanged 5 SP:Iteration 43Q (490.950000 sec): 3 clusters Score: Raw -3110034.952067 + Penalty 11710.149449 = -3098324.802618 nChanged 7 SP:Iteration 44Q (491.090000 sec): 3 clusters Score: Raw -3110036.501333 + Penalty 11710.149449 = -3098326.351884 nChanged 8 SP:Iteration 45Q (491.230000 sec): 3 clusters Score: Raw -3110038.404678 + Penalty 11710.149449 = -3098328.255228 nChanged 8 SP:Iteration 46Q (491.370000 sec): 3 clusters Score: Raw -3110040.097261 + Penalty 11710.149449 = -3098329.947812 nChanged 10 SP:Iteration 47Q (491.510000 sec): 3 clusters Score: Raw -3110042.750603 + Penalty 11710.149449 = -3098332.601154 nChanged 7 SP:Iteration 48Q (491.660000 sec): 3 clusters Score: Raw -3110044.625412 + Penalty 11710.149449 = -3098334.475963 nChanged 12 SP:Iteration 49Q (491.800000 sec): 3 clusters Score: Raw -3110048.060781 + Penalty 11710.149449 = -3098337.911332 nChanged 6 SP:Iteration 50Q (491.940000 sec): 3 clusters Score: Raw -3110049.744263 + Penalty 11710.149449 = -3098339.594814 nChanged 5 SP:Iteration 51Q (492.080000 sec): 3 clusters Score: Raw -3110050.680390 + Penalty 11710.149449 = -3098340.530941 nChanged 4 SP:Iteration 52Q (492.220000 sec): 3 clusters Score: Raw -3110051.627780 + Penalty 11710.149449 = -3098341.478331 nChanged 6 SP:Iteration 53Q (492.360000 sec): 3 clusters Score: Raw -3110053.744600 + Penalty 11710.149449 = -3098343.595151 nChanged 3 SP:Iteration 54Q (492.500000 sec): 3 clusters Score: Raw -3110054.421542 + Penalty 11710.149449 = -3098344.272092 nChanged 3 SP:Iteration 55Q (492.640000 sec): 3 clusters Score: Raw -3110055.243702 + Penalty 11710.149449 = -3098345.094253 nChanged 4 SP:Iteration 56Q (492.780000 sec): 3 clusters Score: Raw -3110055.909319 + Penalty 11710.149449 = -3098345.759870 nChanged 0 SP:Iteration 57F (492.930000 sec): 3 clusters Score: Raw -3110055.909319 + Penalty 11710.149449 = -3098345.759870 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 6 (22646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.110000 sec): 2 clusters Score: Raw -4759782.420077 + Penalty 6141.989840 = -4753640.430236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.340000 sec): 3 clusters Score: Raw -4747790.045354 + Penalty 12283.979681 = -4735506.065674 nChanged 9297 SP:Iteration 1F (493.570000 sec): 3 clusters Score: Raw -4752755.957705 + Penalty 12283.979681 = -4740471.978025 nChanged 1470 SP:Iteration 2F (493.800000 sec): 3 clusters Score: Raw -4753520.346139 + Penalty 12283.979681 = -4741236.366458 nChanged 1163 SP:Iteration 3F (494.030000 sec): 3 clusters Score: Raw -4754112.105970 + Penalty 12283.979681 = -4741828.126290 nChanged 999 SP:Iteration 4Q (494.260000 sec): 3 clusters Score: Raw -4754694.651586 + Penalty 12283.979681 = -4742410.671905 nChanged 1039 SP:Iteration 5Q (494.490000 sec): 3 clusters Score: Raw -4755454.365901 + Penalty 12283.979681 = -4743170.386221 nChanged 1144 SP:Iteration 6F (494.720000 sec): 3 clusters Score: Raw -4756364.880573 + Penalty 12283.979681 = -4744080.900892 nChanged 1241 SP:Iteration 7F (494.950000 sec): 3 clusters Score: Raw -4757365.121589 + Penalty 12283.979681 = -4745081.141908 nChanged 1265 SP:Iteration 8F (495.180000 sec): 3 clusters Score: Raw -4758314.349882 + Penalty 12283.979681 = -4746030.370202 nChanged 1184 SP:Iteration 9F (495.410000 sec): 3 clusters Score: Raw -4759147.791424 + Penalty 12283.979681 = -4746863.811743 nChanged 1042 SP:Iteration 10Q (495.640000 sec): 3 clusters Score: Raw -4759811.425673 + Penalty 12283.979681 = -4747527.445993 nChanged 864 SP:Iteration 11Q (495.870000 sec): 3 clusters Score: Raw -4760279.514226 + Penalty 12283.979681 = -4747995.534546 nChanged 681 SP:Iteration 12Q (496.090000 sec): 3 clusters Score: Raw -4760590.606671 + Penalty 12283.979681 = -4748306.626991 nChanged 539 SP:Iteration 13Q (496.310000 sec): 3 clusters Score: Raw -4760821.926484 + Penalty 12283.979681 = -4748537.946804 nChanged 422 SP:Iteration 14Q (496.530000 sec): 3 clusters Score: Raw -4760972.432348 + Penalty 12283.979681 = -4748688.452668 nChanged 294 SP:Iteration 15Q (496.750000 sec): 3 clusters Score: Raw -4761073.257599 + Penalty 12283.979681 = -4748789.277918 nChanged 247 SP:Iteration 16Q (496.970000 sec): 3 clusters Score: Raw -4761147.160881 + Penalty 12283.979681 = -4748863.181200 nChanged 185 SP:Iteration 17Q (497.190000 sec): 3 clusters Score: Raw -4761195.789590 + Penalty 12283.979681 = -4748911.809909 nChanged 148 SP:Iteration 18Q (497.410000 sec): 3 clusters Score: Raw -4761229.698530 + Penalty 12283.979681 = -4748945.718849 nChanged 118 SP:Iteration 19Q (497.630000 sec): 3 clusters Score: Raw -4761257.012025 + Penalty 12283.979681 = -4748973.032344 nChanged 103 SP:Iteration 20F (497.870000 sec): 3 clusters Score: Raw -4761281.771228 + Penalty 12283.979681 = -4748997.791548 nChanged 106 SP:Iteration 21Q (498.090000 sec): 3 clusters Score: Raw -4761304.857345 + Penalty 12283.979681 = -4749020.877664 nChanged 78 SP:Iteration 22Q (498.300000 sec): 3 clusters Score: Raw -4761320.375258 + Penalty 12283.979681 = -4749036.395577 nChanged 52 SP:Iteration 23Q (498.520000 sec): 3 clusters Score: Raw -4761330.142692 + Penalty 12283.979681 = -4749046.163011 nChanged 45 SP:Iteration 24Q (498.740000 sec): 3 clusters Score: Raw -4761337.711431 + Penalty 12283.979681 = -4749053.731750 nChanged 41 SP:Iteration 25Q (498.960000 sec): 3 clusters Score: Raw -4761344.232407 + Penalty 12283.979681 = -4749060.252726 nChanged 46 SP:Iteration 26Q (499.180000 sec): 3 clusters Score: Raw -4761351.273440 + Penalty 12283.979681 = -4749067.293759 nChanged 46 SP:Iteration 27Q (499.400000 sec): 3 clusters Score: Raw -4761358.987080 + Penalty 12283.979681 = -4749075.007399 nChanged 38 SP:Iteration 28Q (499.620000 sec): 3 clusters Score: Raw -4761365.169750 + Penalty 12283.979681 = -4749081.190070 nChanged 32 SP:Iteration 29Q (499.840000 sec): 3 clusters Score: Raw -4761370.919921 + Penalty 12283.979681 = -4749086.940241 nChanged 32 SP:Iteration 30Q (500.060000 sec): 3 clusters Score: Raw -4761377.531706 + Penalty 12283.979681 = -4749093.552025 nChanged 30 SP:Iteration 31Q (500.270000 sec): 3 clusters Score: Raw -4761383.385012 + Penalty 12283.979681 = -4749099.405331 nChanged 36 SP:Iteration 32Q (500.490000 sec): 3 clusters Score: Raw -4761389.103925 + Penalty 12283.979681 = -4749105.124244 nChanged 19 SP:Iteration 33Q (500.710000 sec): 3 clusters Score: Raw -4761392.283308 + Penalty 12283.979681 = -4749108.303628 nChanged 23 SP:Iteration 34Q (500.930000 sec): 3 clusters Score: Raw -4761395.561230 + Penalty 12283.979681 = -4749111.581549 nChanged 26 SP:Iteration 35Q (501.150000 sec): 3 clusters Score: Raw -4761399.545890 + Penalty 12283.979681 = -4749115.566209 nChanged 19 SP:Iteration 36Q (501.370000 sec): 3 clusters Score: Raw -4761403.871997 + Penalty 12283.979681 = -4749119.892316 nChanged 30 SP:Iteration 37Q (501.590000 sec): 3 clusters Score: Raw -4761409.260432 + Penalty 12283.979681 = -4749125.280752 nChanged 26 SP:Iteration 38Q (501.800000 sec): 3 clusters Score: Raw -4761414.152083 + Penalty 12283.979681 = -4749130.172403 nChanged 34 SP:Iteration 39Q (502.020000 sec): 3 clusters Score: Raw -4761420.250009 + Penalty 12283.979681 = -4749136.270329 nChanged 38 SP:Iteration 40F (502.250000 sec): 3 clusters Score: Raw -4761427.472771 + Penalty 12283.979681 = -4749143.493091 nChanged 39 SP:Iteration 41Q (502.470000 sec): 3 clusters Score: Raw -4761433.975299 + Penalty 12283.979681 = -4749149.995618 nChanged 45 SP:Iteration 42Q (502.690000 sec): 3 clusters Score: Raw -4761441.318223 + Penalty 12283.979681 = -4749157.338543 nChanged 41 SP:Iteration 43Q (502.910000 sec): 3 clusters Score: Raw -4761448.308805 + Penalty 12283.979681 = -4749164.329125 nChanged 30 SP:Iteration 44Q (503.130000 sec): 3 clusters Score: Raw -4761453.169802 + Penalty 12283.979681 = -4749169.190122 nChanged 34 SP:Iteration 45Q (503.340000 sec): 3 clusters Score: Raw -4761458.732052 + Penalty 12283.979681 = -4749174.752371 nChanged 41 SP:Iteration 46Q (503.560000 sec): 3 clusters Score: Raw -4761466.133164 + Penalty 12283.979681 = -4749182.153483 nChanged 42 SP:Iteration 47Q (503.780000 sec): 3 clusters Score: Raw -4761473.213222 + Penalty 12283.979681 = -4749189.233541 nChanged 35 SP:Iteration 48Q (503.990000 sec): 3 clusters Score: Raw -4761478.646571 + Penalty 12283.979681 = -4749194.666891 nChanged 23 SP:Iteration 49Q (504.210000 sec): 3 clusters Score: Raw -4761482.924897 + Penalty 12283.979681 = -4749198.945217 nChanged 28 SP:Iteration 50Q (504.430000 sec): 3 clusters Score: Raw -4761487.831307 + Penalty 12283.979681 = -4749203.851626 nChanged 28 SP:Iteration 51Q (504.650000 sec): 3 clusters Score: Raw -4761493.589684 + Penalty 12283.979681 = -4749209.610004 nChanged 35 SP:Iteration 52Q (504.870000 sec): 3 clusters Score: Raw -4761499.366464 + Penalty 12283.979681 = -4749215.386783 nChanged 30 SP:Iteration 53Q (505.080000 sec): 3 clusters Score: Raw -4761503.881405 + Penalty 12283.979681 = -4749219.901724 nChanged 29 SP:Iteration 54Q (505.300000 sec): 3 clusters Score: Raw -4761508.917374 + Penalty 12283.979681 = -4749224.937693 nChanged 37 SP:Iteration 55Q (505.520000 sec): 3 clusters Score: Raw -4761515.704597 + Penalty 12283.979681 = -4749231.724917 nChanged 38 SP:Iteration 56Q (505.730000 sec): 3 clusters Score: Raw -4761522.059129 + Penalty 12283.979681 = -4749238.079448 nChanged 37 SP:Iteration 57Q (505.950000 sec): 3 clusters Score: Raw -4761529.141783 + Penalty 12283.979681 = -4749245.162102 nChanged 31 SP:Iteration 58Q (506.170000 sec): 3 clusters Score: Raw -4761534.550358 + Penalty 12283.979681 = -4749250.570678 nChanged 32 SP:Iteration 59Q (506.390000 sec): 3 clusters Score: Raw -4761540.134793 + Penalty 12283.979681 = -4749256.155112 nChanged 36 SP:Iteration 60F (506.610000 sec): 3 clusters Score: Raw -4761546.071910 + Penalty 12283.979681 = -4749262.092229 nChanged 33 SP:Iteration 61Q (506.830000 sec): 3 clusters Score: Raw -4761551.503678 + Penalty 12283.979681 = -4749267.523997 nChanged 25 SP:Iteration 62Q (507.050000 sec): 3 clusters Score: Raw -4761555.294471 + Penalty 12283.979681 = -4749271.314790 nChanged 25 SP:Iteration 63Q (507.260000 sec): 3 clusters Score: Raw -4761559.693339 + Penalty 12283.979681 = -4749275.713658 nChanged 29 SP:Iteration 64Q (507.480000 sec): 3 clusters Score: Raw -4761564.834533 + Penalty 12283.979681 = -4749280.854853 nChanged 28 SP:Iteration 65Q (507.700000 sec): 3 clusters Score: Raw -4761569.574451 + Penalty 12283.979681 = -4749285.594771 nChanged 27 SP:Iteration 66Q (507.910000 sec): 3 clusters Score: Raw -4761574.512687 + Penalty 12283.979681 = -4749290.533007 nChanged 25 SP:Iteration 67Q (508.130000 sec): 3 clusters Score: Raw -4761578.762819 + Penalty 12283.979681 = -4749294.783138 nChanged 19 SP:Iteration 68Q (508.350000 sec): 3 clusters Score: Raw -4761581.835057 + Penalty 12283.979681 = -4749297.855376 nChanged 21 SP:Iteration 69Q (508.560000 sec): 3 clusters Score: Raw -4761585.629027 + Penalty 12283.979681 = -4749301.649346 nChanged 25 SP:Iteration 70Q (508.780000 sec): 3 clusters Score: Raw -4761589.404607 + Penalty 12283.979681 = -4749305.424926 nChanged 20 SP:Iteration 71Q (508.990000 sec): 3 clusters Score: Raw -4761592.666472 + Penalty 12283.979681 = -4749308.686791 nChanged 21 SP:Iteration 72Q (509.210000 sec): 3 clusters Score: Raw -4761596.647966 + Penalty 12283.979681 = -4749312.668285 nChanged 20 SP:Iteration 73Q (509.430000 sec): 3 clusters Score: Raw -4761600.320058 + Penalty 12283.979681 = -4749316.340377 nChanged 29 SP:Iteration 74Q (509.640000 sec): 3 clusters Score: Raw -4761605.977101 + Penalty 12283.979681 = -4749321.997421 nChanged 31 SP:Iteration 75Q (509.860000 sec): 3 clusters Score: Raw -4761610.892841 + Penalty 12283.979681 = -4749326.913161 nChanged 27 SP:Iteration 76Q (510.070000 sec): 3 clusters Score: Raw -4761615.872544 + Penalty 12283.979681 = -4749331.892863 nChanged 27 SP:Iteration 77Q (510.290000 sec): 3 clusters Score: Raw -4761621.152462 + Penalty 12283.979681 = -4749337.172781 nChanged 32 SP:Iteration 78Q (510.510000 sec): 3 clusters Score: Raw -4761628.818245 + Penalty 12283.979681 = -4749344.838565 nChanged 38 SP:Iteration 79Q (510.720000 sec): 3 clusters Score: Raw -4761637.188845 + Penalty 12283.979681 = -4749353.209164 nChanged 38 SP:Iteration 80F (510.950000 sec): 3 clusters Score: Raw -4761644.842661 + Penalty 12283.979681 = -4749360.862981 nChanged 34 SP:Iteration 81Q (511.170000 sec): 3 clusters Score: Raw -4761650.452834 + Penalty 12283.979681 = -4749366.473154 nChanged 24 SP:Iteration 82Q (511.380000 sec): 3 clusters Score: Raw -4761655.096090 + Penalty 12283.979681 = -4749371.116409 nChanged 29 SP:Iteration 83Q (511.590000 sec): 3 clusters Score: Raw -4761660.572779 + Penalty 12283.979681 = -4749376.593098 nChanged 25 SP:Iteration 84Q (511.820000 sec): 3 clusters Score: Raw -4761664.853636 + Penalty 12283.979681 = -4749380.873955 nChanged 19 SP:Iteration 85Q (512.030000 sec): 3 clusters Score: Raw -4761668.667665 + Penalty 12283.979681 = -4749384.687985 nChanged 19 SP:Iteration 86Q (512.250000 sec): 3 clusters Score: Raw -4761672.194216 + Penalty 12283.979681 = -4749388.214535 nChanged 17 SP:Iteration 87Q (512.460000 sec): 3 clusters Score: Raw -4761674.925589 + Penalty 12283.979681 = -4749390.945908 nChanged 14 SP:Iteration 88Q (512.680000 sec): 3 clusters Score: Raw -4761677.161885 + Penalty 12283.979681 = -4749393.182204 nChanged 10 SP:Iteration 89Q (512.890000 sec): 3 clusters Score: Raw -4761678.793901 + Penalty 12283.979681 = -4749394.814221 nChanged 8 SP:Iteration 90Q (513.100000 sec): 3 clusters Score: Raw -4761679.967864 + Penalty 12283.979681 = -4749395.988183 nChanged 12 SP:Iteration 91Q (513.320000 sec): 3 clusters Score: Raw -4761681.817493 + Penalty 12283.979681 = -4749397.837812 nChanged 10 SP:Iteration 92Q (513.530000 sec): 3 clusters Score: Raw -4761683.414911 + Penalty 12283.979681 = -4749399.435230 nChanged 6 SP:Iteration 93Q (513.740000 sec): 3 clusters Score: Raw -4761684.440222 + Penalty 12283.979681 = -4749400.460541 nChanged 4 SP:Iteration 94Q (513.960000 sec): 3 clusters Score: Raw -4761685.140357 + Penalty 12283.979681 = -4749401.160676 nChanged 5 SP:Iteration 95Q (514.180000 sec): 3 clusters Score: Raw -4761685.889495 + Penalty 12283.979681 = -4749401.909814 nChanged 1 SP:Iteration 96Q (514.390000 sec): 3 clusters Score: Raw -4761686.081935 + Penalty 12283.979681 = -4749402.102254 nChanged 2 SP:Iteration 97Q (514.600000 sec): 3 clusters Score: Raw -4761686.455479 + Penalty 12283.979681 = -4749402.475799 nChanged 5 SP:Iteration 98Q (514.820000 sec): 3 clusters Score: Raw -4761687.460546 + Penalty 12283.979681 = -4749403.480865 nChanged 9 SP:Iteration 99Q (515.030000 sec): 3 clusters Score: Raw -4761688.813784 + Penalty 12283.979681 = -4749404.834103 nChanged 4 SP:Iteration 100F (515.260000 sec): 3 clusters Score: Raw -4761689.302631 + Penalty 12283.979681 = -4749405.322950 nChanged 2 SP:Iteration 101Q (515.480000 sec): 3 clusters Score: Raw -4761689.590379 + Penalty 12283.979681 = -4749405.610698 nChanged 1 SP:Iteration 102Q (515.690000 sec): 3 clusters Score: Raw -4761689.731306 + Penalty 12283.979681 = -4749405.751625 nChanged 1 SP:Iteration 103Q (515.900000 sec): 3 clusters Score: Raw -4761689.816953 + Penalty 12283.979681 = -4749405.837272 nChanged 0 SP:Iteration 104F (516.130000 sec): 3 clusters Score: Raw -4761689.816953 + Penalty 12283.979681 = -4749405.837272 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 7 (44157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (516.500000 sec): 2 clusters Score: Raw -9513727.451287 + Penalty 6550.997881 = -9507176.453407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (516.950000 sec): 3 clusters Score: Raw -9488340.267233 + Penalty 13101.995761 = -9475238.271472 nChanged 19244 SP:Iteration 1F (517.400000 sec): 3 clusters Score: Raw -9498938.719354 + Penalty 13101.995761 = -9485836.723592 nChanged 2705 SP:Iteration 2F (517.850000 sec): 3 clusters Score: Raw -9500540.125644 + Penalty 13101.995761 = -9487438.129883 nChanged 2820 SP:Iteration 3F (518.300000 sec): 3 clusters Score: Raw -9502612.820978 + Penalty 13101.995761 = -9489510.825216 nChanged 3041 SP:Iteration 4F (518.750000 sec): 3 clusters Score: Raw -9504884.729787 + Penalty 13101.995761 = -9491782.734026 nChanged 3098 SP:Iteration 5F (519.190000 sec): 3 clusters Score: Raw -9507025.418801 + Penalty 13101.995761 = -9493923.423040 nChanged 2923 SP:Iteration 6F (519.640000 sec): 3 clusters Score: Raw -9508987.778341 + Penalty 13101.995761 = -9495885.782580 nChanged 2561 SP:Iteration 7F (520.090000 sec): 3 clusters Score: Raw -9510523.987691 + Penalty 13101.995761 = -9497421.991930 nChanged 2060 SP:Iteration 8Q (520.530000 sec): 3 clusters Score: Raw -9511585.741153 + Penalty 13101.995761 = -9498483.745391 nChanged 1682 SP:Iteration 9Q (520.970000 sec): 3 clusters Score: Raw -9512379.225449 + Penalty 13101.995761 = -9499277.229687 nChanged 1370 SP:Iteration 10Q (521.410000 sec): 3 clusters Score: Raw -9512980.168614 + Penalty 13101.995761 = -9499878.172853 nChanged 1188 SP:Iteration 11Q (521.860000 sec): 3 clusters Score: Raw -9513505.419813 + Penalty 13101.995761 = -9500403.424052 nChanged 1089 SP:Iteration 12Q (522.300000 sec): 3 clusters Score: Raw -9513983.926895 + Penalty 13101.995761 = -9500881.931134 nChanged 989 SP:Iteration 13Q (522.730000 sec): 3 clusters Score: Raw -9514422.219909 + Penalty 13101.995761 = -9501320.224147 nChanged 995 SP:Iteration 14Q (523.170000 sec): 3 clusters Score: Raw -9514894.178729 + Penalty 13101.995761 = -9501792.182968 nChanged 956 SP:Iteration 15Q (523.600000 sec): 3 clusters Score: Raw -9515404.541753 + Penalty 13101.995761 = -9502302.545992 nChanged 949 SP:Iteration 16Q (524.030000 sec): 3 clusters Score: Raw -9515943.008564 + Penalty 13101.995761 = -9502841.012803 nChanged 855 SP:Iteration 17Q (524.460000 sec): 3 clusters Score: Raw -9516442.805751 + Penalty 13101.995761 = -9503340.809990 nChanged 709 SP:Iteration 18Q (524.880000 sec): 3 clusters Score: Raw -9516855.843269 + Penalty 13101.995761 = -9503753.847507 nChanged 606 SP:Iteration 19Q (525.300000 sec): 3 clusters Score: Raw -9517213.495263 + Penalty 13101.995761 = -9504111.499502 nChanged 486 SP:Iteration 20F (525.740000 sec): 3 clusters Score: Raw -9517521.568277 + Penalty 13101.995761 = -9504419.572516 nChanged 399 SP:Iteration 21Q (526.140000 sec): 3 clusters Score: Raw -9517751.327477 + Penalty 13101.995761 = -9504649.331716 nChanged 287 SP:Iteration 22Q (526.530000 sec): 3 clusters Score: Raw -9517903.580818 + Penalty 13101.995761 = -9504801.585056 nChanged 240 SP:Iteration 23Q (526.920000 sec): 3 clusters Score: Raw -9518034.478490 + Penalty 13101.995761 = -9504932.482729 nChanged 191 SP:Iteration 24Q (527.290000 sec): 3 clusters Score: Raw -9518144.412229 + Penalty 13101.995761 = -9505042.416468 nChanged 147 SP:Iteration 25Q (527.670000 sec): 3 clusters Score: Raw -9518225.979967 + Penalty 13101.995761 = -9505123.984205 nChanged 135 SP:Iteration 26Q (528.030000 sec): 3 clusters Score: Raw -9518294.828412 + Penalty 13101.995761 = -9505192.832651 nChanged 113 SP:Iteration 27Q (528.390000 sec): 3 clusters Score: Raw -9518345.695064 + Penalty 13101.995761 = -9505243.699303 nChanged 87 SP:Iteration 28Q (528.750000 sec): 3 clusters Score: Raw -9518382.602957 + Penalty 13101.995761 = -9505280.607195 nChanged 67 SP:Iteration 29Q (529.110000 sec): 3 clusters Score: Raw -9518407.610677 + Penalty 13101.995761 = -9505305.614915 nChanged 53 SP:Iteration 30Q (529.470000 sec): 3 clusters Score: Raw -9518430.590429 + Penalty 13101.995761 = -9505328.594667 nChanged 46 SP:Iteration 31Q (529.820000 sec): 3 clusters Score: Raw -9518447.221099 + Penalty 13101.995761 = -9505345.225338 nChanged 35 SP:Iteration 32Q (530.170000 sec): 3 clusters Score: Raw -9518458.778674 + Penalty 13101.995761 = -9505356.782913 nChanged 23 SP:Iteration 33Q (530.520000 sec): 3 clusters Score: Raw -9518465.510311 + Penalty 13101.995761 = -9505363.514550 nChanged 11 SP:Iteration 34Q (530.870000 sec): 3 clusters Score: Raw -9518468.956276 + Penalty 13101.995761 = -9505366.960514 nChanged 11 SP:Iteration 35Q (531.210000 sec): 3 clusters Score: Raw -9518472.104802 + Penalty 13101.995761 = -9505370.109041 nChanged 13 SP:Iteration 36Q (531.520000 sec): 3 clusters Score: Raw -9518476.005192 + Penalty 13101.995761 = -9505374.009430 nChanged 9 SP:Iteration 37Q (531.820000 sec): 3 clusters Score: Raw -9518479.645895 + Penalty 13101.995761 = -9505377.650134 nChanged 8 SP:Iteration 38Q (532.140000 sec): 3 clusters Score: Raw -9518482.718993 + Penalty 13101.995761 = -9505380.723232 nChanged 8 SP:Iteration 39Q (532.440000 sec): 3 clusters Score: Raw -9518484.515339 + Penalty 13101.995761 = -9505382.519578 nChanged 7 SP:Iteration 40F (532.830000 sec): 3 clusters Score: Raw -9518485.981414 + Penalty 13101.995761 = -9505383.985653 nChanged 3 SP:Iteration 41Q (533.150000 sec): 3 clusters Score: Raw -9518486.769394 + Penalty 13101.995761 = -9505384.773633 nChanged 6 SP:Iteration 42Q (533.460000 sec): 3 clusters Score: Raw -9518488.171993 + Penalty 13101.995761 = -9505386.176232 nChanged 2 SP:Iteration 43Q (533.760000 sec): 3 clusters Score: Raw -9518488.568348 + Penalty 13101.995761 = -9505386.572586 nChanged 4 SP:Iteration 44Q (534.070000 sec): 3 clusters Score: Raw -9518489.038084 + Penalty 13101.995761 = -9505387.042323 nChanged 0 SP:Iteration 45F (534.460000 sec): 3 clusters Score: Raw -9518489.038084 + Penalty 13101.995761 = -9505387.042323 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 8 (4056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (534.530000 sec): 2 clusters Score: Raw -892508.684802 + Penalty 5088.620934 = -887420.063868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (534.560000 sec): 3 clusters Score: Raw -891057.836252 + Penalty 10177.241868 = -880880.594384 nChanged 1208 SP:Iteration 1F (534.600000 sec): 3 clusters Score: Raw -891998.929668 + Penalty 10177.241868 = -881821.687800 nChanged 291 SP:Iteration 2F (534.640000 sec): 3 clusters Score: Raw -892294.125506 + Penalty 10177.241868 = -882116.883638 nChanged 190 SP:Iteration 3Q (534.670000 sec): 3 clusters Score: Raw -892459.609794 + Penalty 10177.241868 = -882282.367926 nChanged 93 SP:Iteration 4Q (534.710000 sec): 3 clusters Score: Raw -892537.711806 + Penalty 10177.241868 = -882360.469938 nChanged 56 SP:Iteration 5Q (534.740000 sec): 3 clusters Score: Raw -892582.444768 + Penalty 10177.241868 = -882405.202900 nChanged 45 SP:Iteration 6Q (534.780000 sec): 3 clusters Score: Raw -892617.269766 + Penalty 10177.241868 = -882440.027898 nChanged 36 SP:Iteration 7Q (534.810000 sec): 3 clusters Score: Raw -892648.047390 + Penalty 10177.241868 = -882470.805522 nChanged 28 SP:Iteration 8Q (534.850000 sec): 3 clusters Score: Raw -892668.047169 + Penalty 10177.241868 = -882490.805301 nChanged 20 SP:Iteration 9Q (534.880000 sec): 3 clusters Score: Raw -892684.221225 + Penalty 10177.241868 = -882506.979357 nChanged 18 SP:Iteration 10Q (534.920000 sec): 3 clusters Score: Raw -892697.385727 + Penalty 10177.241868 = -882520.143859 nChanged 9 SP:Iteration 11Q (534.950000 sec): 3 clusters Score: Raw -892703.526381 + Penalty 10177.241868 = -882526.284513 nChanged 12 SP:Iteration 12Q (534.990000 sec): 3 clusters Score: Raw -892712.247516 + Penalty 10177.241868 = -882535.005648 nChanged 10 SP:Iteration 13Q (535.020000 sec): 3 clusters Score: Raw -892719.520504 + Penalty 10177.241868 = -882542.278636 nChanged 7 SP:Iteration 14Q (535.060000 sec): 3 clusters Score: Raw -892726.786508 + Penalty 10177.241868 = -882549.544640 nChanged 7 SP:Iteration 15Q (535.090000 sec): 3 clusters Score: Raw -892732.089315 + Penalty 10177.241868 = -882554.847447 nChanged 7 SP:Iteration 16Q (535.130000 sec): 3 clusters Score: Raw -892736.767838 + Penalty 10177.241868 = -882559.525970 nChanged 4 SP:Iteration 17Q (535.160000 sec): 3 clusters Score: Raw -892740.341199 + Penalty 10177.241868 = -882563.099331 nChanged 7 SP:Iteration 18Q (535.190000 sec): 3 clusters Score: Raw -892744.860101 + Penalty 10177.241868 = -882567.618234 nChanged 4 SP:Iteration 19Q (535.230000 sec): 3 clusters Score: Raw -892746.848380 + Penalty 10177.241868 = -882569.606512 nChanged 4 SP:Iteration 20F (535.260000 sec): 3 clusters Score: Raw -892749.088464 + Penalty 10177.241868 = -882571.846596 nChanged 4 SP:Iteration 21Q (535.290000 sec): 3 clusters Score: Raw -892751.393230 + Penalty 10177.241868 = -882574.151362 nChanged 4 SP:Iteration 22Q (535.330000 sec): 3 clusters Score: Raw -892753.837495 + Penalty 10177.241868 = -882576.595627 nChanged 3 SP:Iteration 23Q (535.360000 sec): 3 clusters Score: Raw -892756.478833 + Penalty 10177.241868 = -882579.236965 nChanged 5 SP:Iteration 24Q (535.400000 sec): 3 clusters Score: Raw -892759.954650 + Penalty 10177.241868 = -882582.712782 nChanged 4 SP:Iteration 25Q (535.430000 sec): 3 clusters Score: Raw -892762.229740 + Penalty 10177.241868 = -882584.987872 nChanged 5 SP:Iteration 26Q (535.470000 sec): 3 clusters Score: Raw -892764.915326 + Penalty 10177.241868 = -882587.673458 nChanged 4 SP:Iteration 27Q (535.500000 sec): 3 clusters Score: Raw -892767.104956 + Penalty 10177.241868 = -882589.863088 nChanged 5 SP:Iteration 28Q (535.530000 sec): 3 clusters Score: Raw -892769.967844 + Penalty 10177.241868 = -882592.725976 nChanged 2 SP:Iteration 29Q (535.570000 sec): 3 clusters Score: Raw -892771.508374 + Penalty 10177.241868 = -882594.266506 nChanged 4 SP:Iteration 30Q (535.610000 sec): 3 clusters Score: Raw -892774.003422 + Penalty 10177.241868 = -882596.761554 nChanged 2 SP:Iteration 31Q (535.640000 sec): 3 clusters Score: Raw -892775.760618 + Penalty 10177.241868 = -882598.518750 nChanged 4 SP:Iteration 32Q (535.670000 sec): 3 clusters Score: Raw -892778.734580 + Penalty 10177.241868 = -882601.492712 nChanged 5 SP:Iteration 33Q (535.710000 sec): 3 clusters Score: Raw -892782.204768 + Penalty 10177.241868 = -882604.962900 nChanged 4 SP:Iteration 34Q (535.740000 sec): 3 clusters Score: Raw -892785.066312 + Penalty 10177.241868 = -882607.824444 nChanged 3 SP:Iteration 35Q (535.770000 sec): 3 clusters Score: Raw -892786.272821 + Penalty 10177.241868 = -882609.030953 nChanged 1 SP:Iteration 36Q (535.810000 sec): 3 clusters Score: Raw -892786.838482 + Penalty 10177.241868 = -882609.596614 nChanged 2 SP:Iteration 37Q (535.840000 sec): 3 clusters Score: Raw -892788.116294 + Penalty 10177.241868 = -882610.874426 nChanged 3 SP:Iteration 38Q (535.880000 sec): 3 clusters Score: Raw -892790.184849 + Penalty 10177.241868 = -882612.942981 nChanged 4 SP:Iteration 39Q (535.910000 sec): 3 clusters Score: Raw -892793.133288 + Penalty 10177.241868 = -882615.891420 nChanged 4 SP:Iteration 40F (535.950000 sec): 3 clusters Score: Raw -892795.435793 + Penalty 10177.241868 = -882618.193925 nChanged 2 SP:Iteration 41Q (535.980000 sec): 3 clusters Score: Raw -892797.135861 + Penalty 10177.241868 = -882619.893993 nChanged 1 SP:Iteration 42Q (536.020000 sec): 3 clusters Score: Raw -892797.634543 + Penalty 10177.241868 = -882620.392675 nChanged 1 SP:Iteration 43Q (536.050000 sec): 3 clusters Score: Raw -892798.789228 + Penalty 10177.241868 = -882621.547360 nChanged 0 SP:Iteration 44F (536.090000 sec): 3 clusters Score: Raw -892798.789228 + Penalty 10177.241868 = -882621.547360 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 12 (10322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (536.180000 sec): 2 clusters Score: Raw -2190439.082638 + Penalty 5660.745101 = -2184778.337536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (536.270000 sec): 3 clusters Score: Raw -2185646.279760 + Penalty 11321.490203 = -2174324.789557 nChanged 3844 SP:Iteration 1F (536.370000 sec): 3 clusters Score: Raw -2187904.337225 + Penalty 11321.490203 = -2176582.847022 nChanged 771 SP:Iteration 2F (536.450000 sec): 3 clusters Score: Raw -2188389.052951 + Penalty 11321.490203 = -2177067.562748 nChanged 502 SP:Iteration 3Q (536.550000 sec): 3 clusters Score: Raw -2188754.482672 + Penalty 11321.490203 = -2177432.992469 nChanged 441 SP:Iteration 4Q (536.630000 sec): 3 clusters Score: Raw -2189103.597885 + Penalty 11321.490203 = -2177782.107683 nChanged 434 SP:Iteration 5Q (536.730000 sec): 3 clusters Score: Raw -2189490.511043 + Penalty 11321.490203 = -2178169.020841 nChanged 472 SP:Iteration 6Q (536.820000 sec): 3 clusters Score: Raw -2189909.265068 + Penalty 11321.490203 = -2178587.774866 nChanged 512 SP:Iteration 7Q (536.910000 sec): 3 clusters Score: Raw -2190402.926383 + Penalty 11321.490203 = -2179081.436180 nChanged 517 SP:Iteration 8F (537.000000 sec): 3 clusters Score: Raw -2190961.125226 + Penalty 11321.490203 = -2179639.635023 nChanged 523 SP:Iteration 9F (537.090000 sec): 3 clusters Score: Raw -2191497.857855 + Penalty 11321.490203 = -2180176.367652 nChanged 415 SP:Iteration 10Q (537.180000 sec): 3 clusters Score: Raw -2191892.341711 + Penalty 11321.490203 = -2180570.851508 nChanged 349 SP:Iteration 11Q (537.270000 sec): 3 clusters Score: Raw -2192210.906049 + Penalty 11321.490203 = -2180889.415846 nChanged 279 SP:Iteration 12Q (537.350000 sec): 3 clusters Score: Raw -2192432.435927 + Penalty 11321.490203 = -2181110.945724 nChanged 212 SP:Iteration 13Q (537.440000 sec): 3 clusters Score: Raw -2192590.179395 + Penalty 11321.490203 = -2181268.689192 nChanged 182 SP:Iteration 14Q (537.530000 sec): 3 clusters Score: Raw -2192711.891896 + Penalty 11321.490203 = -2181390.401693 nChanged 147 SP:Iteration 15Q (537.610000 sec): 3 clusters Score: Raw -2192797.127099 + Penalty 11321.490203 = -2181475.636896 nChanged 103 SP:Iteration 16Q (537.710000 sec): 3 clusters Score: Raw -2192862.421725 + Penalty 11321.490203 = -2181540.931522 nChanged 98 SP:Iteration 17Q (537.790000 sec): 3 clusters Score: Raw -2192929.621776 + Penalty 11321.490203 = -2181608.131573 nChanged 98 SP:Iteration 18Q (537.880000 sec): 3 clusters Score: Raw -2193003.349756 + Penalty 11321.490203 = -2181681.859553 nChanged 86 SP:Iteration 19Q (537.960000 sec): 3 clusters Score: Raw -2193055.856780 + Penalty 11321.490203 = -2181734.366577 nChanged 64 SP:Iteration 20F (538.050000 sec): 3 clusters Score: Raw -2193094.683359 + Penalty 11321.490203 = -2181773.193156 nChanged 60 SP:Iteration 21Q (538.130000 sec): 3 clusters Score: Raw -2193131.882611 + Penalty 11321.490203 = -2181810.392408 nChanged 58 SP:Iteration 22Q (538.220000 sec): 3 clusters Score: Raw -2193169.136075 + Penalty 11321.490203 = -2181847.645872 nChanged 45 SP:Iteration 23Q (538.300000 sec): 3 clusters Score: Raw -2193194.323686 + Penalty 11321.490203 = -2181872.833483 nChanged 30 SP:Iteration 24Q (538.380000 sec): 3 clusters Score: Raw -2193209.330839 + Penalty 11321.490203 = -2181887.840636 nChanged 29 SP:Iteration 25Q (538.460000 sec): 3 clusters Score: Raw -2193222.767955 + Penalty 11321.490203 = -2181901.277752 nChanged 25 SP:Iteration 26Q (538.540000 sec): 3 clusters Score: Raw -2193234.692721 + Penalty 11321.490203 = -2181913.202519 nChanged 27 SP:Iteration 27Q (538.620000 sec): 3 clusters Score: Raw -2193246.997562 + Penalty 11321.490203 = -2181925.507359 nChanged 14 SP:Iteration 28Q (538.700000 sec): 3 clusters Score: Raw -2193254.033986 + Penalty 11321.490203 = -2181932.543783 nChanged 13 SP:Iteration 29Q (538.780000 sec): 3 clusters Score: Raw -2193259.555724 + Penalty 11321.490203 = -2181938.065521 nChanged 11 SP:Iteration 30Q (538.870000 sec): 3 clusters Score: Raw -2193263.834638 + Penalty 11321.490203 = -2181942.344435 nChanged 14 SP:Iteration 31Q (538.950000 sec): 3 clusters Score: Raw -2193269.429301 + Penalty 11321.490203 = -2181947.939098 nChanged 8 SP:Iteration 32Q (539.030000 sec): 3 clusters Score: Raw -2193273.379839 + Penalty 11321.490203 = -2181951.889636 nChanged 9 SP:Iteration 33Q (539.110000 sec): 3 clusters Score: Raw -2193277.724723 + Penalty 11321.490203 = -2181956.234521 nChanged 10 SP:Iteration 34Q (539.190000 sec): 3 clusters Score: Raw -2193281.532827 + Penalty 11321.490203 = -2181960.042624 nChanged 4 SP:Iteration 35Q (539.270000 sec): 3 clusters Score: Raw -2193283.218529 + Penalty 11321.490203 = -2181961.728326 nChanged 2 SP:Iteration 36Q (539.350000 sec): 3 clusters Score: Raw -2193283.917649 + Penalty 11321.490203 = -2181962.427447 nChanged 3 SP:Iteration 37Q (539.430000 sec): 3 clusters Score: Raw -2193284.827590 + Penalty 11321.490203 = -2181963.337387 nChanged 2 SP:Iteration 38Q (539.510000 sec): 3 clusters Score: Raw -2193285.522164 + Penalty 11321.490203 = -2181964.031961 nChanged 3 SP:Iteration 39Q (539.590000 sec): 3 clusters Score: Raw -2193286.338388 + Penalty 11321.490203 = -2181964.848185 nChanged 5 SP:Iteration 40F (539.690000 sec): 3 clusters Score: Raw -2193288.016277 + Penalty 11321.490203 = -2181966.526074 nChanged 3 SP:Iteration 41Q (539.770000 sec): 3 clusters Score: Raw -2193288.771074 + Penalty 11321.490203 = -2181967.280871 nChanged 2 SP:Iteration 42Q (539.850000 sec): 3 clusters Score: Raw -2193289.476747 + Penalty 11321.490203 = -2181967.986544 nChanged 0 SP:Iteration 43F (539.940000 sec): 3 clusters Score: Raw -2193289.476747 + Penalty 11321.490203 = -2181967.986544 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 13 (4458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (539.970000 sec): 2 clusters Score: Raw -954686.175075 + Penalty 5146.504002 = -949539.671073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.010000 sec): 3 clusters Score: Raw -953144.349373 + Penalty 10293.008005 = -942851.341369 nChanged 1347 SP:Iteration 1F (540.050000 sec): 3 clusters Score: Raw -954138.846603 + Penalty 10293.008005 = -943845.838598 nChanged 297 SP:Iteration 2F (540.090000 sec): 3 clusters Score: Raw -954393.164651 + Penalty 10293.008005 = -944100.156646 nChanged 157 SP:Iteration 3Q (540.130000 sec): 3 clusters Score: Raw -954527.133200 + Penalty 10293.008005 = -944234.125196 nChanged 108 SP:Iteration 4Q (540.170000 sec): 3 clusters Score: Raw -954600.882346 + Penalty 10293.008005 = -944307.874342 nChanged 65 SP:Iteration 5Q (540.210000 sec): 3 clusters Score: Raw -954644.503297 + Penalty 10293.008005 = -944351.495293 nChanged 41 SP:Iteration 6Q (540.250000 sec): 3 clusters Score: Raw -954674.372461 + Penalty 10293.008005 = -944381.364456 nChanged 34 SP:Iteration 7Q (540.290000 sec): 3 clusters Score: Raw -954702.010647 + Penalty 10293.008005 = -944409.002642 nChanged 29 SP:Iteration 8Q (540.330000 sec): 3 clusters Score: Raw -954720.168644 + Penalty 10293.008005 = -944427.160640 nChanged 21 SP:Iteration 9Q (540.360000 sec): 3 clusters Score: Raw -954732.080586 + Penalty 10293.008005 = -944439.072581 nChanged 11 SP:Iteration 10Q (540.400000 sec): 3 clusters Score: Raw -954739.125018 + Penalty 10293.008005 = -944446.117014 nChanged 14 SP:Iteration 11Q (540.440000 sec): 3 clusters Score: Raw -954749.205471 + Penalty 10293.008005 = -944456.197467 nChanged 10 SP:Iteration 12Q (540.480000 sec): 3 clusters Score: Raw -954753.985902 + Penalty 10293.008005 = -944460.977897 nChanged 3 SP:Iteration 13Q (540.520000 sec): 3 clusters Score: Raw -954756.203198 + Penalty 10293.008005 = -944463.195193 nChanged 3 SP:Iteration 14Q (540.550000 sec): 3 clusters Score: Raw -954758.310934 + Penalty 10293.008005 = -944465.302930 nChanged 3 SP:Iteration 15Q (540.590000 sec): 3 clusters Score: Raw -954760.117775 + Penalty 10293.008005 = -944467.109771 nChanged 2 SP:Iteration 16Q (540.630000 sec): 3 clusters Score: Raw -954761.467172 + Penalty 10293.008005 = -944468.459168 nChanged 2 SP:Iteration 17Q (540.670000 sec): 3 clusters Score: Raw -954762.340033 + Penalty 10293.008005 = -944469.332028 nChanged 4 SP:Iteration 18Q (540.710000 sec): 3 clusters Score: Raw -954763.992114 + Penalty 10293.008005 = -944470.984109 nChanged 1 SP:Iteration 19Q (540.750000 sec): 3 clusters Score: Raw -954764.445771 + Penalty 10293.008005 = -944471.437767 nChanged 0 SP:Iteration 20F (540.790000 sec): 3 clusters Score: Raw -954764.445771 + Penalty 10293.008005 = -944471.437767 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 14 (95941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (541.560000 sec): 2 clusters Score: Raw -20893869.368572 + Penalty 7026.286828 = -20886843.081744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (542.410000 sec): 3 clusters Score: Raw -20835411.221185 + Penalty 14052.573655 = -20821358.647530 nChanged 43657 SP:Iteration 1F (543.280000 sec): 3 clusters Score: Raw -20858935.048528 + Penalty 14052.573655 = -20844882.474873 nChanged 3866 SP:Iteration 2Q (544.170000 sec): 3 clusters Score: Raw -20859963.051635 + Penalty 14052.573655 = -20845910.477980 nChanged 3527 SP:Iteration 3Q (545.040000 sec): 3 clusters Score: Raw -20860863.086782 + Penalty 14052.573655 = -20846810.513127 nChanged 3161 SP:Iteration 4Q (545.930000 sec): 3 clusters Score: Raw -20861659.530097 + Penalty 14052.573655 = -20847606.956442 nChanged 2935 SP:Iteration 5Q (546.810000 sec): 3 clusters Score: Raw -20862387.460289 + Penalty 14052.573655 = -20848334.886634 nChanged 2808 SP:Iteration 6Q (547.690000 sec): 3 clusters Score: Raw -20863075.509731 + Penalty 14052.573655 = -20849022.936076 nChanged 2725 SP:Iteration 7Q (548.580000 sec): 3 clusters Score: Raw -20863705.954709 + Penalty 14052.573655 = -20849653.381053 nChanged 2615 SP:Iteration 8Q (549.470000 sec): 3 clusters Score: Raw -20864347.697759 + Penalty 14052.573655 = -20850295.124104 nChanged 2564 SP:Iteration 9Q (550.360000 sec): 3 clusters Score: Raw -20864987.149405 + Penalty 14052.573655 = -20850934.575750 nChanged 2524 SP:Iteration 10Q (551.350000 sec): 3 clusters Score: Raw -20865619.653311 + Penalty 14052.573655 = -20851567.079655 nChanged 2580 SP:Iteration 11Q (552.240000 sec): 3 clusters Score: Raw -20866322.637124 + Penalty 14052.573655 = -20852270.063469 nChanged 2792 SP:Iteration 12Q (553.120000 sec): 3 clusters Score: Raw -20867189.495153 + Penalty 14052.573655 = -20853136.921498 nChanged 2995 SP:Iteration 13Q (554.000000 sec): 3 clusters Score: Raw -20868240.195034 + Penalty 14052.573655 = -20854187.621379 nChanged 3246 SP:Iteration 14Q (554.880000 sec): 3 clusters Score: Raw -20869568.527267 + Penalty 14052.573655 = -20855515.953611 nChanged 3638 SP:Iteration 15Q (555.760000 sec): 3 clusters Score: Raw -20871348.411651 + Penalty 14052.573655 = -20857295.837996 nChanged 4077 SP:Iteration 16Q (556.630000 sec): 3 clusters Score: Raw -20873717.821260 + Penalty 14052.573655 = -20859665.247605 nChanged 4368 SP:Iteration 17Q (557.500000 sec): 3 clusters Score: Raw -20876443.779498 + Penalty 14052.573655 = -20862391.205843 nChanged 4221 SP:Iteration 18Q (558.360000 sec): 3 clusters Score: Raw -20879089.702906 + Penalty 14052.573655 = -20865037.129251 nChanged 3862 SP:Iteration 19Q (559.190000 sec): 3 clusters Score: Raw -20881403.750619 + Penalty 14052.573655 = -20867351.176964 nChanged 3189 SP:Iteration 20F (560.040000 sec): 3 clusters Score: Raw -20883142.080003 + Penalty 14052.573655 = -20869089.506348 nChanged 2662 SP:Iteration 21Q (560.840000 sec): 3 clusters Score: Raw -20884462.324761 + Penalty 14052.573655 = -20870409.751106 nChanged 2288 SP:Iteration 22Q (561.610000 sec): 3 clusters Score: Raw -20885579.144456 + Penalty 14052.573655 = -20871526.570801 nChanged 2017 SP:Iteration 23Q (562.360000 sec): 3 clusters Score: Raw -20886519.102027 + Penalty 14052.573655 = -20872466.528371 nChanged 1859 SP:Iteration 24Q (563.090000 sec): 3 clusters Score: Raw -20887422.133299 + Penalty 14052.573655 = -20873369.559644 nChanged 1758 SP:Iteration 25Q (563.800000 sec): 3 clusters Score: Raw -20888274.978501 + Penalty 14052.573655 = -20874222.404846 nChanged 1606 SP:Iteration 26Q (564.520000 sec): 3 clusters Score: Raw -20889067.616487 + Penalty 14052.573655 = -20875015.042832 nChanged 1471 SP:Iteration 27Q (565.220000 sec): 3 clusters Score: Raw -20889838.434354 + Penalty 14052.573655 = -20875785.860698 nChanged 1348 SP:Iteration 28Q (565.910000 sec): 3 clusters Score: Raw -20890585.257271 + Penalty 14052.573655 = -20876532.683615 nChanged 1255 SP:Iteration 29Q (566.570000 sec): 3 clusters Score: Raw -20891305.140349 + Penalty 14052.573655 = -20877252.566694 nChanged 1126 SP:Iteration 30Q (567.240000 sec): 3 clusters Score: Raw -20891972.049092 + Penalty 14052.573655 = -20877919.475437 nChanged 951 SP:Iteration 31Q (567.880000 sec): 3 clusters Score: Raw -20892540.454858 + Penalty 14052.573655 = -20878487.881202 nChanged 766 SP:Iteration 32Q (568.520000 sec): 3 clusters Score: Raw -20893019.171323 + Penalty 14052.573655 = -20878966.597668 nChanged 586 SP:Iteration 33Q (569.140000 sec): 3 clusters Score: Raw -20893395.072301 + Penalty 14052.573655 = -20879342.498646 nChanged 455 SP:Iteration 34Q (569.750000 sec): 3 clusters Score: Raw -20893686.482192 + Penalty 14052.573655 = -20879633.908537 nChanged 348 SP:Iteration 35Q (570.370000 sec): 3 clusters Score: Raw -20893916.517911 + Penalty 14052.573655 = -20879863.944256 nChanged 265 SP:Iteration 36Q (570.980000 sec): 3 clusters Score: Raw -20894090.960179 + Penalty 14052.573655 = -20880038.386524 nChanged 203 SP:Iteration 37Q (571.580000 sec): 3 clusters Score: Raw -20894234.390930 + Penalty 14052.573655 = -20880181.817275 nChanged 158 SP:Iteration 38Q (572.180000 sec): 3 clusters Score: Raw -20894334.921282 + Penalty 14052.573655 = -20880282.347627 nChanged 110 SP:Iteration 39Q (572.780000 sec): 3 clusters Score: Raw -20894410.431772 + Penalty 14052.573655 = -20880357.858117 nChanged 93 SP:Iteration 40F (573.630000 sec): 3 clusters Score: Raw -20894470.573961 + Penalty 14052.573655 = -20880418.000306 nChanged 68 SP:Iteration 41Q (574.220000 sec): 3 clusters Score: Raw -20894516.059571 + Penalty 14052.573655 = -20880463.485916 nChanged 51 SP:Iteration 42Q (574.820000 sec): 3 clusters Score: Raw -20894550.812197 + Penalty 14052.573655 = -20880498.238542 nChanged 41 SP:Iteration 43Q (575.420000 sec): 3 clusters Score: Raw -20894579.763766 + Penalty 14052.573655 = -20880527.190111 nChanged 29 SP:Iteration 44Q (576.000000 sec): 3 clusters Score: Raw -20894601.244053 + Penalty 14052.573655 = -20880548.670398 nChanged 28 SP:Iteration 45Q (576.600000 sec): 3 clusters Score: Raw -20894624.900438 + Penalty 14052.573655 = -20880572.326782 nChanged 25 SP:Iteration 46Q (577.190000 sec): 3 clusters Score: Raw -20894643.079885 + Penalty 14052.573655 = -20880590.506230 nChanged 24 SP:Iteration 47Q (577.780000 sec): 3 clusters Score: Raw -20894657.284126 + Penalty 14052.573655 = -20880604.710471 nChanged 21 SP:Iteration 48Q (578.370000 sec): 3 clusters Score: Raw -20894676.378131 + Penalty 14052.573655 = -20880623.804475 nChanged 24 SP:Iteration 49Q (578.950000 sec): 3 clusters Score: Raw -20894695.260172 + Penalty 14052.573655 = -20880642.686516 nChanged 22 SP:Iteration 50Q (579.540000 sec): 3 clusters Score: Raw -20894710.191566 + Penalty 14052.573655 = -20880657.617911 nChanged 25 SP:Iteration 51Q (580.120000 sec): 3 clusters Score: Raw -20894732.476549 + Penalty 14052.573655 = -20880679.902894 nChanged 22 SP:Iteration 52Q (580.710000 sec): 3 clusters Score: Raw -20894749.869141 + Penalty 14052.573655 = -20880697.295486 nChanged 12 SP:Iteration 53Q (581.290000 sec): 3 clusters Score: Raw -20894758.663298 + Penalty 14052.573655 = -20880706.089643 nChanged 12 SP:Iteration 54Q (581.880000 sec): 3 clusters Score: Raw -20894767.363908 + Penalty 14052.573655 = -20880714.790252 nChanged 8 SP:Iteration 55Q (582.470000 sec): 3 clusters Score: Raw -20894772.457706 + Penalty 14052.573655 = -20880719.884051 nChanged 6 SP:Iteration 56Q (583.040000 sec): 3 clusters Score: Raw -20894775.253064 + Penalty 14052.573655 = -20880722.679408 nChanged 2 SP:Iteration 57Q (583.620000 sec): 3 clusters Score: Raw -20894776.271856 + Penalty 14052.573655 = -20880723.698200 nChanged 1 SP:Iteration 58Q (584.210000 sec): 3 clusters Score: Raw -20894776.931560 + Penalty 14052.573655 = -20880724.357905 nChanged 1 SP:Iteration 59Q (584.800000 sec): 3 clusters Score: Raw -20894777.715537 + Penalty 14052.573655 = -20880725.141882 nChanged 1 SP:Iteration 60F (585.640000 sec): 3 clusters Score: Raw -20894778.105421 + Penalty 14052.573655 = -20880725.531766 nChanged 1 SP:Iteration 61Q (586.230000 sec): 3 clusters Score: Raw -20894779.084320 + Penalty 14052.573655 = -20880726.510665 nChanged 1 SP:Iteration 62Q (586.810000 sec): 3 clusters Score: Raw -20894779.751354 + Penalty 14052.573655 = -20880727.177699 nChanged 2 SP:Iteration 63Q (587.400000 sec): 3 clusters Score: Raw -20894781.430293 + Penalty 14052.573655 = -20880728.856638 nChanged 1 SP:Iteration 64Q (587.980000 sec): 3 clusters Score: Raw -20894782.093770 + Penalty 14052.573655 = -20880729.520115 nChanged 2 SP:Iteration 65Q (588.560000 sec): 3 clusters Score: Raw -20894782.911117 + Penalty 14052.573655 = -20880730.337462 nChanged 1 SP:Iteration 66Q (589.140000 sec): 3 clusters Score: Raw -20894783.417470 + Penalty 14052.573655 = -20880730.843815 nChanged 1 SP:Iteration 67Q (589.720000 sec): 3 clusters Score: Raw -20894784.145932 + Penalty 14052.573655 = -20880731.572277 nChanged 3 SP:Iteration 68Q (590.310000 sec): 3 clusters Score: Raw -20894786.760007 + Penalty 14052.573655 = -20880734.186352 nChanged 1 SP:Iteration 69Q (590.890000 sec): 3 clusters Score: Raw -20894787.703512 + Penalty 14052.573655 = -20880735.129856 nChanged 1 SP:Iteration 70Q (591.470000 sec): 3 clusters Score: Raw -20894788.188934 + Penalty 14052.573655 = -20880735.615279 nChanged 0 SP:Iteration 71F (592.310000 sec): 3 clusters Score: Raw -20894788.188934 + Penalty 14052.573655 = -20880735.615279 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 15 (14035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (592.490000 sec): 2 clusters Score: Raw -2934844.199942 + Penalty 5848.952062 = -2928995.247880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (592.610000 sec): 3 clusters Score: Raw -2927973.638754 + Penalty 11697.904124 = -2916275.734630 nChanged 5483 SP:Iteration 1F (592.740000 sec): 3 clusters Score: Raw -2931013.994364 + Penalty 11697.904124 = -2919316.090241 nChanged 1049 SP:Iteration 2F (592.870000 sec): 3 clusters Score: Raw -2931613.396587 + Penalty 11697.904124 = -2919915.492463 nChanged 696 SP:Iteration 3Q (592.990000 sec): 3 clusters Score: Raw -2931975.356389 + Penalty 11697.904124 = -2920277.452265 nChanged 544 SP:Iteration 4Q (593.120000 sec): 3 clusters Score: Raw -2932245.657341 + Penalty 11697.904124 = -2920547.753217 nChanged 465 SP:Iteration 5Q (593.250000 sec): 3 clusters Score: Raw -2932470.559514 + Penalty 11697.904124 = -2920772.655390 nChanged 383 SP:Iteration 6Q (593.380000 sec): 3 clusters Score: Raw -2932645.853161 + Penalty 11697.904124 = -2920947.949037 nChanged 336 SP:Iteration 7Q (593.510000 sec): 3 clusters Score: Raw -2932788.763998 + Penalty 11697.904124 = -2921090.859874 nChanged 301 SP:Iteration 8Q (593.630000 sec): 3 clusters Score: Raw -2932917.946739 + Penalty 11697.904124 = -2921220.042615 nChanged 262 SP:Iteration 9Q (593.760000 sec): 3 clusters Score: Raw -2933020.323921 + Penalty 11697.904124 = -2921322.419797 nChanged 229 SP:Iteration 10Q (593.890000 sec): 3 clusters Score: Raw -2933108.484972 + Penalty 11697.904124 = -2921410.580849 nChanged 199 SP:Iteration 11Q (594.010000 sec): 3 clusters Score: Raw -2933178.781376 + Penalty 11697.904124 = -2921480.877252 nChanged 178 SP:Iteration 12Q (594.130000 sec): 3 clusters Score: Raw -2933254.483384 + Penalty 11697.904124 = -2921556.579260 nChanged 195 SP:Iteration 13Q (594.260000 sec): 3 clusters Score: Raw -2933337.192699 + Penalty 11697.904124 = -2921639.288575 nChanged 203 SP:Iteration 14Q (594.390000 sec): 3 clusters Score: Raw -2933419.237579 + Penalty 11697.904124 = -2921721.333455 nChanged 197 SP:Iteration 15Q (594.510000 sec): 3 clusters Score: Raw -2933500.100791 + Penalty 11697.904124 = -2921802.196668 nChanged 212 SP:Iteration 16Q (594.630000 sec): 3 clusters Score: Raw -2933575.088257 + Penalty 11697.904124 = -2921877.184134 nChanged 182 SP:Iteration 17Q (594.770000 sec): 3 clusters Score: Raw -2933640.061073 + Penalty 11697.904124 = -2921942.156950 nChanged 167 SP:Iteration 18Q (594.890000 sec): 3 clusters Score: Raw -2933699.195237 + Penalty 11697.904124 = -2922001.291113 nChanged 151 SP:Iteration 19Q (595.020000 sec): 3 clusters Score: Raw -2933754.632418 + Penalty 11697.904124 = -2922056.728294 nChanged 150 SP:Iteration 20F (595.150000 sec): 3 clusters Score: Raw -2933819.451520 + Penalty 11697.904124 = -2922121.547396 nChanged 154 SP:Iteration 21Q (595.270000 sec): 3 clusters Score: Raw -2933880.454739 + Penalty 11697.904124 = -2922182.550616 nChanged 165 SP:Iteration 22Q (595.390000 sec): 3 clusters Score: Raw -2933942.760691 + Penalty 11697.904124 = -2922244.856567 nChanged 182 SP:Iteration 23Q (595.520000 sec): 3 clusters Score: Raw -2934008.033100 + Penalty 11697.904124 = -2922310.128976 nChanged 152 SP:Iteration 24Q (595.650000 sec): 3 clusters Score: Raw -2934060.679330 + Penalty 11697.904124 = -2922362.775206 nChanged 162 SP:Iteration 25Q (595.770000 sec): 3 clusters Score: Raw -2934115.962525 + Penalty 11697.904124 = -2922418.058401 nChanged 150 SP:Iteration 26Q (595.890000 sec): 3 clusters Score: Raw -2934169.258019 + Penalty 11697.904124 = -2922471.353896 nChanged 158 SP:Iteration 27Q (596.010000 sec): 3 clusters Score: Raw -2934222.359048 + Penalty 11697.904124 = -2922524.454924 nChanged 157 SP:Iteration 28Q (596.140000 sec): 3 clusters Score: Raw -2934277.675242 + Penalty 11697.904124 = -2922579.771118 nChanged 168 SP:Iteration 29Q (596.270000 sec): 3 clusters Score: Raw -2934338.406895 + Penalty 11697.904124 = -2922640.502771 nChanged 172 SP:Iteration 30Q (596.390000 sec): 3 clusters Score: Raw -2934419.887828 + Penalty 11697.904124 = -2922721.983705 nChanged 183 SP:Iteration 31Q (596.520000 sec): 3 clusters Score: Raw -2934504.457382 + Penalty 11697.904124 = -2922806.553258 nChanged 184 SP:Iteration 32Q (596.650000 sec): 3 clusters Score: Raw -2934575.783351 + Penalty 11697.904124 = -2922877.879227 nChanged 176 SP:Iteration 33Q (596.770000 sec): 3 clusters Score: Raw -2934636.965617 + Penalty 11697.904124 = -2922939.061493 nChanged 149 SP:Iteration 34Q (596.890000 sec): 3 clusters Score: Raw -2934694.130660 + Penalty 11697.904124 = -2922996.226537 nChanged 170 SP:Iteration 35Q (597.010000 sec): 3 clusters Score: Raw -2934757.653548 + Penalty 11697.904124 = -2923059.749425 nChanged 177 SP:Iteration 36Q (597.140000 sec): 3 clusters Score: Raw -2934829.760882 + Penalty 11697.904124 = -2923131.856758 nChanged 200 SP:Iteration 37Q (597.260000 sec): 3 clusters Score: Raw -2934913.436277 + Penalty 11697.904124 = -2923215.532153 nChanged 202 SP:Iteration 38Q (597.390000 sec): 3 clusters Score: Raw -2934998.679166 + Penalty 11697.904124 = -2923300.775042 nChanged 236 SP:Iteration 39Q (597.510000 sec): 3 clusters Score: Raw -2935102.484897 + Penalty 11697.904124 = -2923404.580773 nChanged 198 SP:Iteration 40F (597.630000 sec): 3 clusters Score: Raw -2935202.984719 + Penalty 11697.904124 = -2923505.080595 nChanged 206 SP:Iteration 41Q (597.760000 sec): 3 clusters Score: Raw -2935319.382683 + Penalty 11697.904124 = -2923621.478559 nChanged 218 SP:Iteration 42Q (597.890000 sec): 3 clusters Score: Raw -2935432.356543 + Penalty 11697.904124 = -2923734.452419 nChanged 199 SP:Iteration 43Q (598.010000 sec): 3 clusters Score: Raw -2935534.187349 + Penalty 11697.904124 = -2923836.283225 nChanged 209 SP:Iteration 44Q (598.130000 sec): 3 clusters Score: Raw -2935649.796003 + Penalty 11697.904124 = -2923951.891879 nChanged 221 SP:Iteration 45Q (598.250000 sec): 3 clusters Score: Raw -2935788.680010 + Penalty 11697.904124 = -2924090.775886 nChanged 217 SP:Iteration 46Q (598.370000 sec): 3 clusters Score: Raw -2935923.729970 + Penalty 11697.904124 = -2924225.825846 nChanged 207 SP:Iteration 47Q (598.490000 sec): 3 clusters Score: Raw -2936060.982047 + Penalty 11697.904124 = -2924363.077923 nChanged 180 SP:Iteration 48Q (598.610000 sec): 3 clusters Score: Raw -2936171.380330 + Penalty 11697.904124 = -2924473.476206 nChanged 134 SP:Iteration 49Q (598.730000 sec): 3 clusters Score: Raw -2936254.474878 + Penalty 11697.904124 = -2924556.570754 nChanged 107 SP:Iteration 50Q (598.850000 sec): 3 clusters Score: Raw -2936317.608013 + Penalty 11697.904124 = -2924619.703890 nChanged 86 SP:Iteration 51Q (598.970000 sec): 3 clusters Score: Raw -2936367.790775 + Penalty 11697.904124 = -2924669.886651 nChanged 69 SP:Iteration 52Q (599.080000 sec): 3 clusters Score: Raw -2936412.205781 + Penalty 11697.904124 = -2924714.301657 nChanged 72 SP:Iteration 53Q (599.190000 sec): 3 clusters Score: Raw -2936457.250515 + Penalty 11697.904124 = -2924759.346392 nChanged 67 SP:Iteration 54Q (599.320000 sec): 3 clusters Score: Raw -2936496.058133 + Penalty 11697.904124 = -2924798.154010 nChanged 47 SP:Iteration 55Q (599.440000 sec): 3 clusters Score: Raw -2936523.012273 + Penalty 11697.904124 = -2924825.108149 nChanged 42 SP:Iteration 56Q (599.550000 sec): 3 clusters Score: Raw -2936545.481782 + Penalty 11697.904124 = -2924847.577658 nChanged 33 SP:Iteration 57Q (599.660000 sec): 3 clusters Score: Raw -2936566.044249 + Penalty 11697.904124 = -2924868.140125 nChanged 31 SP:Iteration 58Q (599.770000 sec): 3 clusters Score: Raw -2936583.786144 + Penalty 11697.904124 = -2924885.882020 nChanged 34 SP:Iteration 59Q (599.890000 sec): 3 clusters Score: Raw -2936601.460108 + Penalty 11697.904124 = -2924903.555984 nChanged 26 SP:Iteration 60F (600.020000 sec): 3 clusters Score: Raw -2936690.524741 + Penalty 11697.904124 = -2924992.620617 nChanged 34 SP:Iteration 61Q (600.130000 sec): 3 clusters Score: Raw -2936800.713444 + Penalty 11697.904124 = -2925102.809320 nChanged 75 SP:Iteration 62Q (600.240000 sec): 3 clusters Score: Raw -2936900.417503 + Penalty 11697.904124 = -2925202.513379 nChanged 101 SP:Iteration 63Q (600.360000 sec): 3 clusters Score: Raw -2937014.205610 + Penalty 11697.904124 = -2925316.301486 nChanged 99 SP:Iteration 64Q (600.470000 sec): 3 clusters Score: Raw -2937104.248016 + Penalty 11697.904124 = -2925406.343892 nChanged 80 SP:Iteration 65Q (600.580000 sec): 3 clusters Score: Raw -2937162.705963 + Penalty 11697.904124 = -2925464.801839 nChanged 56 SP:Iteration 66Q (600.690000 sec): 3 clusters Score: Raw -2937208.181529 + Penalty 11697.904124 = -2925510.277406 nChanged 59 SP:Iteration 67Q (600.800000 sec): 3 clusters Score: Raw -2937250.871244 + Penalty 11697.904124 = -2925552.967120 nChanged 55 SP:Iteration 68Q (600.910000 sec): 3 clusters Score: Raw -2937294.786377 + Penalty 11697.904124 = -2925596.882253 nChanged 35 SP:Iteration 69Q (601.030000 sec): 3 clusters Score: Raw -2937321.782875 + Penalty 11697.904124 = -2925623.878751 nChanged 34 SP:Iteration 70Q (601.130000 sec): 3 clusters Score: Raw -2937351.750303 + Penalty 11697.904124 = -2925653.846179 nChanged 38 SP:Iteration 71Q (601.240000 sec): 3 clusters Score: Raw -2937380.961542 + Penalty 11697.904124 = -2925683.057418 nChanged 29 SP:Iteration 72Q (601.340000 sec): 3 clusters Score: Raw -2937405.443361 + Penalty 11697.904124 = -2925707.539237 nChanged 31 SP:Iteration 73Q (601.450000 sec): 3 clusters Score: Raw -2937430.464927 + Penalty 11697.904124 = -2925732.560803 nChanged 18 SP:Iteration 74Q (601.550000 sec): 3 clusters Score: Raw -2937444.723461 + Penalty 11697.904124 = -2925746.819337 nChanged 18 SP:Iteration 75Q (601.660000 sec): 3 clusters Score: Raw -2937460.217541 + Penalty 11697.904124 = -2925762.313417 nChanged 13 SP:Iteration 76Q (601.760000 sec): 3 clusters Score: Raw -2937469.180035 + Penalty 11697.904124 = -2925771.275911 nChanged 8 SP:Iteration 77Q (601.870000 sec): 3 clusters Score: Raw -2937474.145468 + Penalty 11697.904124 = -2925776.241344 nChanged 9 SP:Iteration 78Q (601.970000 sec): 3 clusters Score: Raw -2937481.688013 + Penalty 11697.904124 = -2925783.783890 nChanged 7 SP:Iteration 79Q (602.070000 sec): 3 clusters Score: Raw -2937487.272588 + Penalty 11697.904124 = -2925789.368464 nChanged 9 SP:Iteration 80F (602.200000 sec): 3 clusters Score: Raw -2937855.440373 + Penalty 11697.904124 = -2926157.536249 nChanged 36 SP:Iteration 81Q (602.310000 sec): 3 clusters Score: Raw -2938148.570611 + Penalty 11697.904124 = -2926450.666487 nChanged 85 SP:Iteration 82Q (602.410000 sec): 3 clusters Score: Raw -2938241.897711 + Penalty 11697.904124 = -2926543.993588 nChanged 54 SP:Iteration 83Q (602.520000 sec): 3 clusters Score: Raw -2938288.872679 + Penalty 11697.904124 = -2926590.968556 nChanged 34 SP:Iteration 84Q (602.620000 sec): 3 clusters Score: Raw -2938322.512344 + Penalty 11697.904124 = -2926624.608220 nChanged 26 SP:Iteration 85Q (602.720000 sec): 3 clusters Score: Raw -2938343.492210 + Penalty 11697.904124 = -2926645.588086 nChanged 17 SP:Iteration 86Q (602.830000 sec): 3 clusters Score: Raw -2938358.096598 + Penalty 11697.904124 = -2926660.192474 nChanged 11 SP:Iteration 87Q (602.930000 sec): 3 clusters Score: Raw -2938368.115392 + Penalty 11697.904124 = -2926670.211268 nChanged 8 SP:Iteration 88Q (603.030000 sec): 3 clusters Score: Raw -2938374.709930 + Penalty 11697.904124 = -2926676.805806 nChanged 5 SP:Iteration 89Q (603.130000 sec): 3 clusters Score: Raw -2938378.656271 + Penalty 11697.904124 = -2926680.752148 nChanged 4 SP:Iteration 90Q (603.230000 sec): 3 clusters Score: Raw -2938381.596257 + Penalty 11697.904124 = -2926683.692133 nChanged 6 SP:Iteration 91Q (603.330000 sec): 3 clusters Score: Raw -2938386.770526 + Penalty 11697.904124 = -2926688.866402 nChanged 6 SP:Iteration 92Q (603.430000 sec): 3 clusters Score: Raw -2938391.606115 + Penalty 11697.904124 = -2926693.701991 nChanged 4 SP:Iteration 93Q (603.530000 sec): 3 clusters Score: Raw -2938395.056191 + Penalty 11697.904124 = -2926697.152067 nChanged 6 SP:Iteration 94Q (603.630000 sec): 3 clusters Score: Raw -2938400.684022 + Penalty 11697.904124 = -2926702.779898 nChanged 4 SP:Iteration 95Q (603.730000 sec): 3 clusters Score: Raw -2938403.772940 + Penalty 11697.904124 = -2926705.868816 nChanged 3 SP:Iteration 96Q (603.840000 sec): 3 clusters Score: Raw -2938405.673160 + Penalty 11697.904124 = -2926707.769036 nChanged 2 SP:Iteration 97Q (603.940000 sec): 3 clusters Score: Raw -2938407.396924 + Penalty 11697.904124 = -2926709.492800 nChanged 2 SP:Iteration 98Q (604.050000 sec): 3 clusters Score: Raw -2938409.163558 + Penalty 11697.904124 = -2926711.259435 nChanged 1 SP:Iteration 99Q (604.150000 sec): 3 clusters Score: Raw -2938409.912671 + Penalty 11697.904124 = -2926712.008547 nChanged 0 SP:Iteration 100F (604.270000 sec): 3 clusters Score: Raw -2938409.912671 + Penalty 11697.904124 = -2926712.008547 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 16 (4092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (604.310000 sec): 2 clusters Score: Raw -829901.545103 + Penalty 5094.033340 = -824807.511763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.340000 sec): 3 clusters Score: Raw -828799.767351 + Penalty 10188.066681 = -818611.700670 nChanged 1284 SP:Iteration 1F (604.370000 sec): 3 clusters Score: Raw -831136.647683 + Penalty 10188.066681 = -820948.581002 nChanged 587 SP:Iteration 2F (604.410000 sec): 3 clusters Score: Raw -833695.661728 + Penalty 10188.066681 = -823507.595047 nChanged 603 SP:Iteration 3F (604.450000 sec): 3 clusters Score: Raw -837164.512678 + Penalty 10188.066681 = -826976.445997 nChanged 467 SP:Iteration 4F (604.490000 sec): 3 clusters Score: Raw -838938.955016 + Penalty 10188.066681 = -828750.888336 nChanged 204 SP:Iteration 5Q (604.510000 sec): 3 clusters Score: Raw -839741.113344 + Penalty 10188.066681 = -829553.046664 nChanged 93 SP:Iteration 6Q (604.540000 sec): 3 clusters Score: Raw -840335.314562 + Penalty 10188.066681 = -830147.247882 nChanged 28 SP:Iteration 7Q (604.560000 sec): 3 clusters Score: Raw -840783.648773 + Penalty 10188.066681 = -830595.582092 nChanged 4 SP:Iteration 8Q (604.590000 sec): 3 clusters Score: Raw -840871.305691 + Penalty 10188.066681 = -830683.239010 nChanged 1 SP:Iteration 9Q (604.610000 sec): 3 clusters Score: Raw -840878.038093 + Penalty 10188.066681 = -830689.971412 nChanged 0 SP:Iteration 10F (604.640000 sec): 3 clusters Score: Raw -840878.038093 + Penalty 10188.066681 = -830689.971412 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 17 (18517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (604.790000 sec): 2 clusters Score: Raw -3975622.755138 + Penalty 6018.697261 = -3969604.057877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (604.960000 sec): 3 clusters Score: Raw -3966021.949130 + Penalty 12037.394522 = -3953984.554608 nChanged 7440 SP:Iteration 1F (605.130000 sec): 3 clusters Score: Raw -3970046.389668 + Penalty 12037.394522 = -3958008.995146 nChanged 1296 SP:Iteration 2F (605.290000 sec): 3 clusters Score: Raw -3970797.515354 + Penalty 12037.394522 = -3958760.120832 nChanged 996 SP:Iteration 3F (605.450000 sec): 3 clusters Score: Raw -3971418.629311 + Penalty 12037.394522 = -3959381.234788 nChanged 887 SP:Iteration 4Q (605.620000 sec): 3 clusters Score: Raw -3971920.846501 + Penalty 12037.394522 = -3959883.451978 nChanged 778 SP:Iteration 5Q (605.790000 sec): 3 clusters Score: Raw -3972378.156405 + Penalty 12037.394522 = -3960340.761883 nChanged 762 SP:Iteration 6Q (605.950000 sec): 3 clusters Score: Raw -3972764.377814 + Penalty 12037.394522 = -3960726.983292 nChanged 671 SP:Iteration 7Q (606.110000 sec): 3 clusters Score: Raw -3973137.296303 + Penalty 12037.394522 = -3961099.901780 nChanged 648 SP:Iteration 8Q (606.280000 sec): 3 clusters Score: Raw -3973484.381981 + Penalty 12037.394522 = -3961446.987459 nChanged 588 SP:Iteration 9Q (606.440000 sec): 3 clusters Score: Raw -3973799.619691 + Penalty 12037.394522 = -3961762.225169 nChanged 557 SP:Iteration 10Q (606.600000 sec): 3 clusters Score: Raw -3974082.895123 + Penalty 12037.394522 = -3962045.500600 nChanged 574 SP:Iteration 11Q (606.770000 sec): 3 clusters Score: Raw -3974365.550580 + Penalty 12037.394522 = -3962328.156058 nChanged 506 SP:Iteration 12Q (606.930000 sec): 3 clusters Score: Raw -3974626.720796 + Penalty 12037.394522 = -3962589.326273 nChanged 475 SP:Iteration 13Q (607.090000 sec): 3 clusters Score: Raw -3974865.337001 + Penalty 12037.394522 = -3962827.942479 nChanged 444 SP:Iteration 14Q (607.260000 sec): 3 clusters Score: Raw -3975082.488241 + Penalty 12037.394522 = -3963045.093719 nChanged 398 SP:Iteration 15Q (607.420000 sec): 3 clusters Score: Raw -3975280.384021 + Penalty 12037.394522 = -3963242.989499 nChanged 386 SP:Iteration 16Q (607.570000 sec): 3 clusters Score: Raw -3975469.473981 + Penalty 12037.394522 = -3963432.079459 nChanged 360 SP:Iteration 17Q (607.730000 sec): 3 clusters Score: Raw -3975642.998365 + Penalty 12037.394522 = -3963605.603842 nChanged 340 SP:Iteration 18Q (607.890000 sec): 3 clusters Score: Raw -3975818.189781 + Penalty 12037.394522 = -3963780.795259 nChanged 344 SP:Iteration 19Q (608.040000 sec): 3 clusters Score: Raw -3976016.256447 + Penalty 12037.394522 = -3963978.861924 nChanged 401 SP:Iteration 20F (608.200000 sec): 3 clusters Score: Raw -3976253.235184 + Penalty 12037.394522 = -3964215.840661 nChanged 373 SP:Iteration 21Q (608.360000 sec): 3 clusters Score: Raw -3976471.387706 + Penalty 12037.394522 = -3964433.993184 nChanged 365 SP:Iteration 22Q (608.510000 sec): 3 clusters Score: Raw -3976693.389660 + Penalty 12037.394522 = -3964655.995138 nChanged 386 SP:Iteration 23Q (608.670000 sec): 3 clusters Score: Raw -3976946.007674 + Penalty 12037.394522 = -3964908.613152 nChanged 363 SP:Iteration 24Q (608.820000 sec): 3 clusters Score: Raw -3977178.457294 + Penalty 12037.394522 = -3965141.062772 nChanged 315 SP:Iteration 25Q (608.970000 sec): 3 clusters Score: Raw -3977391.691702 + Penalty 12037.394522 = -3965354.297180 nChanged 284 SP:Iteration 26Q (609.120000 sec): 3 clusters Score: Raw -3977586.556910 + Penalty 12037.394522 = -3965549.162387 nChanged 284 SP:Iteration 27Q (609.260000 sec): 3 clusters Score: Raw -3977797.942545 + Penalty 12037.394522 = -3965760.548022 nChanged 247 SP:Iteration 28Q (609.410000 sec): 3 clusters Score: Raw -3977979.825427 + Penalty 12037.394522 = -3965942.430904 nChanged 212 SP:Iteration 29Q (609.550000 sec): 3 clusters Score: Raw -3978134.947903 + Penalty 12037.394522 = -3966097.553380 nChanged 190 SP:Iteration 30Q (609.690000 sec): 3 clusters Score: Raw -3978275.738688 + Penalty 12037.394522 = -3966238.344165 nChanged 155 SP:Iteration 31Q (609.820000 sec): 3 clusters Score: Raw -3978384.518167 + Penalty 12037.394522 = -3966347.123645 nChanged 113 SP:Iteration 32Q (609.960000 sec): 3 clusters Score: Raw -3978465.506528 + Penalty 12037.394522 = -3966428.112005 nChanged 97 SP:Iteration 33Q (610.100000 sec): 3 clusters Score: Raw -3978533.312150 + Penalty 12037.394522 = -3966495.917628 nChanged 82 SP:Iteration 34Q (610.240000 sec): 3 clusters Score: Raw -3978585.632654 + Penalty 12037.394522 = -3966548.238132 nChanged 70 SP:Iteration 35Q (610.360000 sec): 3 clusters Score: Raw -3978633.559646 + Penalty 12037.394522 = -3966596.165124 nChanged 61 SP:Iteration 36Q (610.500000 sec): 3 clusters Score: Raw -3978674.267344 + Penalty 12037.394522 = -3966636.872821 nChanged 56 SP:Iteration 37Q (610.630000 sec): 3 clusters Score: Raw -3978713.293600 + Penalty 12037.394522 = -3966675.899078 nChanged 40 SP:Iteration 38Q (610.760000 sec): 3 clusters Score: Raw -3978739.478533 + Penalty 12037.394522 = -3966702.084011 nChanged 32 SP:Iteration 39Q (610.880000 sec): 3 clusters Score: Raw -3978759.855859 + Penalty 12037.394522 = -3966722.461337 nChanged 20 SP:Iteration 40F (611.050000 sec): 3 clusters Score: Raw -3978769.870337 + Penalty 12037.394522 = -3966732.475815 nChanged 14 SP:Iteration 41Q (611.180000 sec): 3 clusters Score: Raw -3978778.651824 + Penalty 12037.394522 = -3966741.257301 nChanged 10 SP:Iteration 42Q (611.300000 sec): 3 clusters Score: Raw -3978783.086442 + Penalty 12037.394522 = -3966745.691919 nChanged 6 SP:Iteration 43Q (611.430000 sec): 3 clusters Score: Raw -3978786.057559 + Penalty 12037.394522 = -3966748.663037 nChanged 4 SP:Iteration 44Q (611.560000 sec): 3 clusters Score: Raw -3978788.133513 + Penalty 12037.394522 = -3966750.738990 nChanged 1 SP:Iteration 45Q (611.690000 sec): 3 clusters Score: Raw -3978788.380052 + Penalty 12037.394522 = -3966750.985529 nChanged 1 SP:Iteration 46Q (611.820000 sec): 3 clusters Score: Raw -3978788.740021 + Penalty 12037.394522 = -3966751.345499 nChanged 1 SP:Iteration 47Q (611.950000 sec): 3 clusters Score: Raw -3978789.508433 + Penalty 12037.394522 = -3966752.113911 nChanged 0 SP:Iteration 48F (612.110000 sec): 3 clusters Score: Raw -3978789.508433 + Penalty 12037.394522 = -3966752.113911 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 18 (30008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (612.340000 sec): 2 clusters Score: Raw -6797034.558896 + Penalty 6314.396816 = -6790720.162079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (612.600000 sec): 3 clusters Score: Raw -6780434.187001 + Penalty 12628.793632 = -6767805.393369 nChanged 12675 SP:Iteration 1F (612.870000 sec): 3 clusters Score: Raw -6786895.873868 + Penalty 12628.793632 = -6774267.080235 nChanged 1691 SP:Iteration 2F (613.140000 sec): 3 clusters Score: Raw -6787544.096577 + Penalty 12628.793632 = -6774915.302944 nChanged 1334 SP:Iteration 3Q (613.420000 sec): 3 clusters Score: Raw -6788020.883204 + Penalty 12628.793632 = -6775392.089571 nChanged 1099 SP:Iteration 4Q (613.690000 sec): 3 clusters Score: Raw -6788378.792653 + Penalty 12628.793632 = -6775749.999021 nChanged 912 SP:Iteration 5Q (613.950000 sec): 3 clusters Score: Raw -6788660.509542 + Penalty 12628.793632 = -6776031.715909 nChanged 804 SP:Iteration 6Q (614.220000 sec): 3 clusters Score: Raw -6788906.726573 + Penalty 12628.793632 = -6776277.932941 nChanged 714 SP:Iteration 7Q (614.490000 sec): 3 clusters Score: Raw -6789116.935721 + Penalty 12628.793632 = -6776488.142089 nChanged 673 SP:Iteration 8Q (614.770000 sec): 3 clusters Score: Raw -6789328.779519 + Penalty 12628.793632 = -6776699.985886 nChanged 700 SP:Iteration 9Q (615.030000 sec): 3 clusters Score: Raw -6789567.308010 + Penalty 12628.793632 = -6776938.514378 nChanged 727 SP:Iteration 10Q (615.300000 sec): 3 clusters Score: Raw -6789827.915001 + Penalty 12628.793632 = -6777199.121369 nChanged 802 SP:Iteration 11Q (615.570000 sec): 3 clusters Score: Raw -6790142.980179 + Penalty 12628.793632 = -6777514.186547 nChanged 855 SP:Iteration 12Q (615.830000 sec): 3 clusters Score: Raw -6790503.650645 + Penalty 12628.793632 = -6777874.857013 nChanged 930 SP:Iteration 13Q (616.100000 sec): 3 clusters Score: Raw -6790942.968149 + Penalty 12628.793632 = -6778314.174517 nChanged 1058 SP:Iteration 14Q (616.380000 sec): 3 clusters Score: Raw -6791512.248618 + Penalty 12628.793632 = -6778883.454985 nChanged 1232 SP:Iteration 15Q (616.650000 sec): 3 clusters Score: Raw -6792297.768862 + Penalty 12628.793632 = -6779668.975230 nChanged 1357 SP:Iteration 16Q (616.910000 sec): 3 clusters Score: Raw -6793299.109494 + Penalty 12628.793632 = -6780670.315861 nChanged 1380 SP:Iteration 17Q (617.170000 sec): 3 clusters Score: Raw -6794401.292992 + Penalty 12628.793632 = -6781772.499360 nChanged 1182 SP:Iteration 18Q (617.420000 sec): 3 clusters Score: Raw -6795383.344563 + Penalty 12628.793632 = -6782754.550930 nChanged 888 SP:Iteration 19Q (617.670000 sec): 3 clusters Score: Raw -6796136.079774 + Penalty 12628.793632 = -6783507.286141 nChanged 597 SP:Iteration 20F (617.950000 sec): 3 clusters Score: Raw -6796668.037884 + Penalty 12628.793632 = -6784039.244252 nChanged 358 SP:Iteration 21Q (618.170000 sec): 3 clusters Score: Raw -6797028.620783 + Penalty 12628.793632 = -6784399.827150 nChanged 215 SP:Iteration 22Q (618.380000 sec): 3 clusters Score: Raw -6797250.684904 + Penalty 12628.793632 = -6784621.891272 nChanged 130 SP:Iteration 23Q (618.590000 sec): 3 clusters Score: Raw -6797386.014670 + Penalty 12628.793632 = -6784757.221037 nChanged 89 SP:Iteration 24Q (618.790000 sec): 3 clusters Score: Raw -6797473.155508 + Penalty 12628.793632 = -6784844.361876 nChanged 60 SP:Iteration 25Q (618.990000 sec): 3 clusters Score: Raw -6797538.315277 + Penalty 12628.793632 = -6784909.521645 nChanged 50 SP:Iteration 26Q (619.190000 sec): 3 clusters Score: Raw -6797589.760299 + Penalty 12628.793632 = -6784960.966666 nChanged 38 SP:Iteration 27Q (619.390000 sec): 3 clusters Score: Raw -6797636.100920 + Penalty 12628.793632 = -6785007.307287 nChanged 23 SP:Iteration 28Q (619.590000 sec): 3 clusters Score: Raw -6797663.105438 + Penalty 12628.793632 = -6785034.311805 nChanged 21 SP:Iteration 29Q (619.780000 sec): 3 clusters Score: Raw -6797690.658729 + Penalty 12628.793632 = -6785061.865096 nChanged 13 SP:Iteration 30Q (619.970000 sec): 3 clusters Score: Raw -6797706.050506 + Penalty 12628.793632 = -6785077.256874 nChanged 7 SP:Iteration 31Q (620.170000 sec): 3 clusters Score: Raw -6797713.090643 + Penalty 12628.793632 = -6785084.297011 nChanged 5 SP:Iteration 32Q (620.350000 sec): 3 clusters Score: Raw -6797717.437052 + Penalty 12628.793632 = -6785088.643420 nChanged 3 SP:Iteration 33Q (620.550000 sec): 3 clusters Score: Raw -6797720.646262 + Penalty 12628.793632 = -6785091.852630 nChanged 3 SP:Iteration 34Q (620.740000 sec): 3 clusters Score: Raw -6797723.514049 + Penalty 12628.793632 = -6785094.720416 nChanged 1 SP:Iteration 35Q (620.930000 sec): 3 clusters Score: Raw -6797724.718071 + Penalty 12628.793632 = -6785095.924439 nChanged 1 SP:Iteration 36Q (621.130000 sec): 3 clusters Score: Raw -6797726.899289 + Penalty 12628.793632 = -6785098.105657 nChanged 5 SP:Iteration 37Q (621.310000 sec): 3 clusters Score: Raw -6797731.770677 + Penalty 12628.793632 = -6785102.977044 nChanged 2 SP:Iteration 38Q (621.500000 sec): 3 clusters Score: Raw -6797734.223240 + Penalty 12628.793632 = -6785105.429607 nChanged 1 SP:Iteration 39Q (621.690000 sec): 3 clusters Score: Raw -6797735.108050 + Penalty 12628.793632 = -6785106.314417 nChanged 3 SP:Iteration 40F (621.950000 sec): 3 clusters Score: Raw -6797739.375022 + Penalty 12628.793632 = -6785110.581390 nChanged 6 SP:Iteration 41Q (622.140000 sec): 3 clusters Score: Raw -6797746.646975 + Penalty 12628.793632 = -6785117.853343 nChanged 5 SP:Iteration 42Q (622.330000 sec): 3 clusters Score: Raw -6797751.191954 + Penalty 12628.793632 = -6785122.398321 nChanged 0 SP:Iteration 43F (622.610000 sec): 3 clusters Score: Raw -6797751.191954 + Penalty 12628.793632 = -6785122.398321 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 19 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (622.640000 sec): 2 clusters Score: Raw -142956.258086 + Penalty 4027.233952 = -138929.024134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (622.650000 sec): 3 clusters Score: Raw -143316.313917 + Penalty 8054.467905 = -135261.846012 nChanged 91 SP:Iteration 1F (622.650000 sec): 3 clusters Score: Raw -143628.026344 + Penalty 8054.467905 = -135573.558439 nChanged 28 SP:Iteration 2Q (622.660000 sec): 3 clusters Score: Raw -143782.619367 + Penalty 8054.467905 = -135728.151463 nChanged 19 SP:Iteration 3Q (622.660000 sec): 3 clusters Score: Raw -143886.917290 + Penalty 8054.467905 = -135832.449385 nChanged 14 SP:Iteration 4Q (622.670000 sec): 3 clusters Score: Raw -143948.163564 + Penalty 8054.467905 = -135893.695659 nChanged 15 SP:Iteration 5Q (622.670000 sec): 3 clusters Score: Raw -144019.306822 + Penalty 8054.467905 = -135964.838917 nChanged 11 SP:Iteration 6Q (622.680000 sec): 3 clusters Score: Raw -144066.827769 + Penalty 8054.467905 = -136012.359864 nChanged 8 SP:Iteration 7Q (622.690000 sec): 3 clusters Score: Raw -144099.722770 + Penalty 8054.467905 = -136045.254865 nChanged 6 SP:Iteration 8Q (622.690000 sec): 3 clusters Score: Raw -144154.125994 + Penalty 8054.467905 = -136099.658089 nChanged 5 SP:Iteration 9Q (622.700000 sec): 3 clusters Score: Raw -144229.636034 + Penalty 8054.467905 = -136175.168129 nChanged 7 SP:Iteration 10Q (622.700000 sec): 3 clusters Score: Raw -144312.667681 + Penalty 8054.467905 = -136258.199777 nChanged 7 SP:Iteration 11Q (622.710000 sec): 3 clusters Score: Raw -144367.661117 + Penalty 8054.467905 = -136313.193212 nChanged 8 SP:Iteration 12Q (622.710000 sec): 3 clusters Score: Raw -144406.357320 + Penalty 8054.467905 = -136351.889416 nChanged 6 SP:Iteration 13Q (622.720000 sec): 3 clusters Score: Raw -144431.400056 + Penalty 8054.467905 = -136376.932151 nChanged 8 SP:Iteration 14Q (622.730000 sec): 3 clusters Score: Raw -144488.736697 + Penalty 8054.467905 = -136434.268792 nChanged 12 SP:Iteration 15Q (622.730000 sec): 3 clusters Score: Raw -144546.271278 + Penalty 8054.467905 = -136491.803373 nChanged 9 SP:Iteration 16Q (622.740000 sec): 3 clusters Score: Raw -144582.181511 + Penalty 8054.467905 = -136527.713606 nChanged 2 SP:Iteration 17Q (622.740000 sec): 3 clusters Score: Raw -144586.672941 + Penalty 8054.467905 = -136532.205036 nChanged 2 SP:Iteration 18Q (622.750000 sec): 3 clusters Score: Raw -144595.568316 + Penalty 8054.467905 = -136541.100411 nChanged 1 SP:Iteration 19Q (622.750000 sec): 3 clusters Score: Raw -144599.563016 + Penalty 8054.467905 = -136545.095111 nChanged 0 SP:Iteration 20F (622.760000 sec): 3 clusters Score: Raw -144602.278625 + Penalty 8054.467905 = -136547.810720 nChanged 1 SP:Iteration 21Q (622.770000 sec): 3 clusters Score: Raw -144610.412887 + Penalty 8054.467905 = -136555.944983 nChanged 2 SP:Iteration 22Q (622.770000 sec): 3 clusters Score: Raw -144617.982449 + Penalty 8054.467905 = -136563.514544 nChanged 1 SP:Iteration 23Q (622.770000 sec): 3 clusters Score: Raw -144621.833356 + Penalty 8054.467905 = -136567.365451 nChanged 0 SP:Iteration 24F (622.780000 sec): 3 clusters Score: Raw -144621.833356 + Penalty 8054.467905 = -136567.365451 nChanged 0 Iteration 20F (646.200000 sec): 16 clusters Score: Raw -104896765.973189 + Penalty 120396.572084 = -104776369.401105 nChanged 7935 Iteration 21Q (654.260000 sec): 16 clusters Score: Raw -104898570.799799 + Penalty 120396.572084 = -104778174.227716 nChanged 8238 Iteration 22Q (662.830000 sec): 16 clusters Score: Raw -104900570.030342 + Penalty 120396.572084 = -104780173.458259 nChanged 8669 Iteration 23Q (671.620000 sec): 16 clusters Score: Raw -104902722.575343 + Penalty 120396.572084 = -104782326.003259 nChanged 9126 Iteration 24Q (680.390000 sec): 16 clusters Score: Raw -104905126.526961 + Penalty 120396.572084 = -104784729.954878 nChanged 9373 Iteration 25Q (689.150000 sec): 16 clusters Score: Raw -104907790.898503 + Penalty 120396.572084 = -104787394.326420 nChanged 9597 Iteration 26Q (697.790000 sec): 16 clusters Score: Raw -104910706.952180 + Penalty 120396.572084 = -104790310.380097 nChanged 9723 Iteration 27Q (706.370000 sec): 16 clusters Score: Raw -104913869.679348 + Penalty 120396.572084 = -104793473.107264 nChanged 9721 Iteration 28Q (714.910000 sec): 16 clusters Score: Raw -104917229.222564 + Penalty 120396.572084 = -104796832.650480 nChanged 9346 Iteration 29Q (723.360000 sec): 16 clusters Score: Raw -104920728.920150 + Penalty 120396.572084 = -104800332.348066 nChanged 8768 Iteration 30Q (731.730000 sec): 16 clusters Score: Raw -104924083.371908 + Penalty 120396.572084 = -104803686.799825 nChanged 7840 Iteration 31Q (739.980000 sec): 16 clusters Score: Raw -104926942.871093 + Penalty 120396.572084 = -104806546.299010 nChanged 6634 Iteration 32Q (748.240000 sec): 16 clusters Score: Raw -104929207.213243 + Penalty 120396.572084 = -104808810.641159 nChanged 5640 Iteration 33Q (756.720000 sec): 16 clusters Score: Raw -104930940.321257 + Penalty 120396.572084 = -104810543.749174 nChanged 4552 Iteration 34Q (764.850000 sec): 16 clusters Score: Raw -104932168.568267 + Penalty 120396.572084 = -104811771.996184 nChanged 3727 Iteration 35Q (772.740000 sec): 16 clusters Score: Raw -104933044.240029 + Penalty 120396.572084 = -104812647.667945 nChanged 2935 Iteration 36Q (780.530000 sec): 16 clusters Score: Raw -104933668.080524 + Penalty 120396.572084 = -104813271.508441 nChanged 2512 Iteration 37Q (788.270000 sec): 16 clusters Score: Raw -104934130.939835 + Penalty 120396.572084 = -104813734.367751 nChanged 2075 Iteration 38Q (795.940000 sec): 16 clusters Score: Raw -104934480.457638 + Penalty 120396.572084 = -104814083.885555 nChanged 1667 Iteration 39Q (803.580000 sec): 16 clusters Score: Raw -104934750.472556 + Penalty 120396.572084 = -104814353.900472 nChanged 1453 Iteration 40F (828.990000 sec): 16 clusters Score: Raw -104935460.171397 + Penalty 120396.572084 = -104815063.599314 nChanged 1380 Iteration 41Q (836.500000 sec): 16 clusters Score: Raw -104935856.639456 + Penalty 120396.572084 = -104815460.067373 nChanged 1318 Iteration 42Q (843.960000 sec): 16 clusters Score: Raw -104936109.052394 + Penalty 120396.572084 = -104815712.480310 nChanged 1227 Iteration 43Q (851.380000 sec): 16 clusters Score: Raw -104936328.219344 + Penalty 120396.572084 = -104815931.647261 nChanged 1131 Iteration 44Q (858.780000 sec): 16 clusters Score: Raw -104936553.962566 + Penalty 120396.572084 = -104816157.390483 nChanged 996 Iteration 45Q (866.130000 sec): 16 clusters Score: Raw -104936774.587888 + Penalty 120396.572084 = -104816378.015804 nChanged 945 Iteration 46Q (873.460000 sec): 16 clusters Score: Raw -104936959.445505 + Penalty 120396.572084 = -104816562.873422 nChanged 813 Iteration 47Q (880.750000 sec): 16 clusters Score: Raw -104937097.802395 + Penalty 120396.572084 = -104816701.230311 nChanged 754 Iteration 48Q (888.050000 sec): 16 clusters Score: Raw -104937215.081426 + Penalty 120396.572084 = -104816818.509343 nChanged 645 Iteration 49Q (895.430000 sec): 16 clusters Score: Raw -104937300.279511 + Penalty 120396.572084 = -104816903.707427 nChanged 561 Iteration 50Q (902.720000 sec): 16 clusters Score: Raw -104937366.775320 + Penalty 120396.572084 = -104816970.203237 nChanged 475 Iteration 51Q (910.020000 sec): 16 clusters Score: Raw -104937419.359316 + Penalty 120396.572084 = -104817022.787232 nChanged 395 Iteration 52Q (917.340000 sec): 16 clusters Score: Raw -104937460.357820 + Penalty 120396.572084 = -104817063.785737 nChanged 332 Iteration 53Q (924.640000 sec): 16 clusters Score: Raw -104937496.855487 + Penalty 120396.572084 = -104817100.283404 nChanged 314 Iteration 54Q (931.810000 sec): 16 clusters Score: Raw -104937531.679309 + Penalty 120396.572084 = -104817135.107225 nChanged 250 Iteration 55Q (939.160000 sec): 16 clusters Score: Raw -104937558.173184 + Penalty 120396.572084 = -104817161.601101 nChanged 203 Iteration 56Q (946.550000 sec): 16 clusters Score: Raw -104937580.942668 + Penalty 120396.572084 = -104817184.370585 nChanged 166 Iteration 57Q (953.930000 sec): 16 clusters Score: Raw -104937599.931363 + Penalty 120396.572084 = -104817203.359279 nChanged 183 Iteration 58Q (961.300000 sec): 16 clusters Score: Raw -104937619.807327 + Penalty 120396.572084 = -104817223.235243 nChanged 162 Writing temp clu file Compute initial score before splitting: Score: Raw -104937619.807327 + Penalty 120396.572084 = -104817223.235243 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 1 (3008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (961.440000 sec): 2 clusters Score: Raw -624020.237407 + Penalty 4905.531295 = -619114.706113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (961.460000 sec): 3 clusters Score: Raw -623282.037211 + Penalty 9811.062589 = -613470.974621 nChanged 844 SP:Iteration 1F (961.500000 sec): 3 clusters Score: Raw -624223.773458 + Penalty 9811.062589 = -614412.710869 nChanged 203 SP:Iteration 2F (961.530000 sec): 3 clusters Score: Raw -624573.675679 + Penalty 9811.062589 = -614762.613090 nChanged 152 SP:Iteration 3F (961.560000 sec): 3 clusters Score: Raw -624893.457846 + Penalty 9811.062589 = -615082.395257 nChanged 147 SP:Iteration 4Q (961.590000 sec): 3 clusters Score: Raw -625178.341631 + Penalty 9811.062589 = -615367.279042 nChanged 120 SP:Iteration 5Q (961.620000 sec): 3 clusters Score: Raw -625418.129122 + Penalty 9811.062589 = -615607.066533 nChanged 110 SP:Iteration 6Q (961.640000 sec): 3 clusters Score: Raw -625608.347003 + Penalty 9811.062589 = -615797.284414 nChanged 100 SP:Iteration 7Q (961.660000 sec): 3 clusters Score: Raw -625811.906863 + Penalty 9811.062589 = -616000.844273 nChanged 106 SP:Iteration 8Q (961.690000 sec): 3 clusters Score: Raw -626029.045516 + Penalty 9811.062589 = -616217.982927 nChanged 116 SP:Iteration 9Q (961.710000 sec): 3 clusters Score: Raw -626293.948162 + Penalty 9811.062589 = -616482.885572 nChanged 124 SP:Iteration 10Q (961.730000 sec): 3 clusters Score: Raw -626585.337778 + Penalty 9811.062589 = -616774.275189 nChanged 131 SP:Iteration 11Q (961.760000 sec): 3 clusters Score: Raw -626961.346678 + Penalty 9811.062589 = -617150.284088 nChanged 160 SP:Iteration 12F (961.780000 sec): 3 clusters Score: Raw -627593.933073 + Penalty 9811.062589 = -617782.870484 nChanged 155 SP:Iteration 13F (961.810000 sec): 3 clusters Score: Raw -628494.245017 + Penalty 9811.062589 = -618683.182428 nChanged 137 SP:Iteration 14Q (961.830000 sec): 3 clusters Score: Raw -629479.839317 + Penalty 9811.062589 = -619668.776727 nChanged 113 SP:Iteration 15Q (961.850000 sec): 3 clusters Score: Raw -631416.435671 + Penalty 9811.062589 = -621605.373082 nChanged 60 SP:Iteration 16Q (961.860000 sec): 3 clusters Score: Raw -635633.921516 + Penalty 9811.062589 = -625822.858927 nChanged 0 SP:Iteration 17F (961.890000 sec): 3 clusters Score: Raw -635633.921516 + Penalty 9811.062589 = -625822.858927 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 6.46 GB. Trying to split cluster 2 (298939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (964.890000 sec): 2 clusters Score: Raw -64174445.841225 + Penalty 7722.396826 = -64166723.444399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (967.680000 sec): 3 clusters Score: Raw -63981605.691704 + Penalty 15444.793652 = -63966160.898051 nChanged 142181 SP:Iteration 1F (970.500000 sec): 3 clusters Score: Raw -64063412.695256 + Penalty 15444.793652 = -64047967.901604 nChanged 8166 SP:Iteration 2Q (973.340000 sec): 3 clusters Score: Raw -64065029.798765 + Penalty 15444.793652 = -64049585.005113 nChanged 8452 SP:Iteration 3Q (976.170000 sec): 3 clusters Score: Raw -64066830.685389 + Penalty 15444.793652 = -64051385.891736 nChanged 8833 SP:Iteration 4Q (979.000000 sec): 3 clusters Score: Raw -64068978.543238 + Penalty 15444.793652 = -64053533.749586 nChanged 9735 SP:Iteration 5Q (981.760000 sec): 3 clusters Score: Raw -64071725.500172 + Penalty 15444.793652 = -64056280.706520 nChanged 11023 SP:Iteration 6Q (984.530000 sec): 3 clusters Score: Raw -64075383.113757 + Penalty 15444.793652 = -64059938.320104 nChanged 12831 SP:Iteration 7Q (987.280000 sec): 3 clusters Score: Raw -64080394.121999 + Penalty 15444.793652 = -64064949.328347 nChanged 14642 SP:Iteration 8Q (990.040000 sec): 3 clusters Score: Raw -64086709.072794 + Penalty 15444.793652 = -64071264.279142 nChanged 15834 SP:Iteration 9F (992.810000 sec): 3 clusters Score: Raw -64093975.485064 + Penalty 15444.793652 = -64078530.691412 nChanged 16262 SP:Iteration 10F (995.570000 sec): 3 clusters Score: Raw -64101761.212088 + Penalty 15444.793652 = -64086316.418436 nChanged 16322 SP:Iteration 11F (998.290000 sec): 3 clusters Score: Raw -64110171.884642 + Penalty 15444.793652 = -64094727.090990 nChanged 16713 SP:Iteration 12F (1001.070000 sec): 3 clusters Score: Raw -64119870.309632 + Penalty 15444.793652 = -64104425.515980 nChanged 17315 SP:Iteration 13F (1003.940000 sec): 3 clusters Score: Raw -64131485.410828 + Penalty 15444.793652 = -64116040.617176 nChanged 17346 SP:Iteration 14F (1006.810000 sec): 3 clusters Score: Raw -64144325.269992 + Penalty 15444.793652 = -64128880.476339 nChanged 15397 SP:Iteration 15F (1009.670000 sec): 3 clusters Score: Raw -64156227.314834 + Penalty 15444.793652 = -64140782.521182 nChanged 11759 SP:Iteration 16Q (1012.510000 sec): 3 clusters Score: Raw -64165240.977403 + Penalty 15444.793652 = -64149796.183750 nChanged 7746 SP:Iteration 17Q (1015.330000 sec): 3 clusters Score: Raw -64170746.628805 + Penalty 15444.793652 = -64155301.835153 nChanged 4457 SP:Iteration 18Q (1018.020000 sec): 3 clusters Score: Raw -64173583.259657 + Penalty 15444.793652 = -64158138.466005 nChanged 2458 SP:Iteration 19Q (1020.540000 sec): 3 clusters Score: Raw -64174953.000910 + Penalty 15444.793652 = -64159508.207258 nChanged 1307 SP:Iteration 20F (1023.380000 sec): 3 clusters Score: Raw -64175609.635646 + Penalty 15444.793652 = -64160164.841993 nChanged 772 SP:Iteration 21Q (1025.650000 sec): 3 clusters Score: Raw -64175959.084264 + Penalty 15444.793652 = -64160514.290612 nChanged 443 SP:Iteration 22Q (1027.850000 sec): 3 clusters Score: Raw -64176142.588319 + Penalty 15444.793652 = -64160697.794667 nChanged 258 SP:Iteration 23Q (1029.990000 sec): 3 clusters Score: Raw -64176247.140897 + Penalty 15444.793652 = -64160802.347245 nChanged 176 SP:Iteration 24Q (1032.070000 sec): 3 clusters Score: Raw -64176319.545050 + Penalty 15444.793652 = -64160874.751397 nChanged 137 SP:Iteration 25Q (1034.070000 sec): 3 clusters Score: Raw -64176371.114214 + Penalty 15444.793652 = -64160926.320562 nChanged 103 SP:Iteration 26Q (1036.070000 sec): 3 clusters Score: Raw -64176407.813377 + Penalty 15444.793652 = -64160963.019725 nChanged 71 SP:Iteration 27Q (1038.050000 sec): 3 clusters Score: Raw -64176434.427557 + Penalty 15444.793652 = -64160989.633905 nChanged 58 SP:Iteration 28Q (1040.030000 sec): 3 clusters Score: Raw -64176455.926603 + Penalty 15444.793652 = -64161011.132951 nChanged 47 SP:Iteration 29Q (1042.020000 sec): 3 clusters Score: Raw -64176473.188586 + Penalty 15444.793652 = -64161028.394934 nChanged 31 SP:Iteration 30Q (1044.000000 sec): 3 clusters Score: Raw -64176482.736219 + Penalty 15444.793652 = -64161037.942567 nChanged 23 SP:Iteration 31Q (1045.970000 sec): 3 clusters Score: Raw -64176490.605217 + Penalty 15444.793652 = -64161045.811565 nChanged 18 SP:Iteration 32Q (1047.950000 sec): 3 clusters Score: Raw -64176497.295008 + Penalty 15444.793652 = -64161052.501356 nChanged 18 SP:Iteration 33Q (1049.880000 sec): 3 clusters Score: Raw -64176503.259186 + Penalty 15444.793652 = -64161058.465534 nChanged 14 SP:Iteration 34Q (1051.790000 sec): 3 clusters Score: Raw -64176508.205870 + Penalty 15444.793652 = -64161063.412217 nChanged 15 SP:Iteration 35Q (1053.730000 sec): 3 clusters Score: Raw -64176513.670696 + Penalty 15444.793652 = -64161068.877044 nChanged 16 SP:Iteration 36Q (1055.650000 sec): 3 clusters Score: Raw -64176519.841726 + Penalty 15444.793652 = -64161075.048074 nChanged 13 SP:Iteration 37Q (1057.570000 sec): 3 clusters Score: Raw -64176525.002570 + Penalty 15444.793652 = -64161080.208918 nChanged 10 SP:Iteration 38Q (1059.500000 sec): 3 clusters Score: Raw -64176527.968903 + Penalty 15444.793652 = -64161083.175251 nChanged 7 SP:Iteration 39Q (1061.440000 sec): 3 clusters Score: Raw -64176529.665375 + Penalty 15444.793652 = -64161084.871722 nChanged 5 SP:Iteration 40F (1064.110000 sec): 3 clusters Score: Raw -64176531.147826 + Penalty 15444.793652 = -64161086.354174 nChanged 3 SP:Iteration 41Q (1066.050000 sec): 3 clusters Score: Raw -64176532.101275 + Penalty 15444.793652 = -64161087.307623 nChanged 1 SP:Iteration 42Q (1068.000000 sec): 3 clusters Score: Raw -64176532.764189 + Penalty 15444.793652 = -64161087.970537 nChanged 4 SP:Iteration 43Q (1069.940000 sec): 3 clusters Score: Raw -64176534.184913 + Penalty 15444.793652 = -64161089.391261 nChanged 8 SP:Iteration 44Q (1071.890000 sec): 3 clusters Score: Raw -64176536.499698 + Penalty 15444.793652 = -64161091.706045 nChanged 6 SP:Iteration 45Q (1073.830000 sec): 3 clusters Score: Raw -64176538.580656 + Penalty 15444.793652 = -64161093.787004 nChanged 5 SP:Iteration 46Q (1075.780000 sec): 3 clusters Score: Raw -64176540.619609 + Penalty 15444.793652 = -64161095.825957 nChanged 9 SP:Iteration 47Q (1077.740000 sec): 3 clusters Score: Raw -64176544.101597 + Penalty 15444.793652 = -64161099.307945 nChanged 9 SP:Iteration 48Q (1079.690000 sec): 3 clusters Score: Raw -64176547.443673 + Penalty 15444.793652 = -64161102.650021 nChanged 11 SP:Iteration 49Q (1081.630000 sec): 3 clusters Score: Raw -64176551.564905 + Penalty 15444.793652 = -64161106.771253 nChanged 16 SP:Iteration 50Q (1083.580000 sec): 3 clusters Score: Raw -64176556.610419 + Penalty 15444.793652 = -64161111.816767 nChanged 5 SP:Iteration 51Q (1085.510000 sec): 3 clusters Score: Raw -64176557.961664 + Penalty 15444.793652 = -64161113.168011 nChanged 5 SP:Iteration 52Q (1087.450000 sec): 3 clusters Score: Raw -64176559.779897 + Penalty 15444.793652 = -64161114.986245 nChanged 3 SP:Iteration 53Q (1089.400000 sec): 3 clusters Score: Raw -64176560.701435 + Penalty 15444.793652 = -64161115.907782 nChanged 3 SP:Iteration 54Q (1091.330000 sec): 3 clusters Score: Raw -64176561.980971 + Penalty 15444.793652 = -64161117.187319 nChanged 4 SP:Iteration 55Q (1093.260000 sec): 3 clusters Score: Raw -64176563.143792 + Penalty 15444.793652 = -64161118.350139 nChanged 2 SP:Iteration 56Q (1095.210000 sec): 3 clusters Score: Raw -64176563.635635 + Penalty 15444.793652 = -64161118.841983 nChanged 1 SP:Iteration 57Q (1097.110000 sec): 3 clusters Score: Raw -64176563.818870 + Penalty 15444.793652 = -64161119.025218 nChanged 0 SP:Iteration 58F (1099.720000 sec): 3 clusters Score: Raw -64176563.818870 + Penalty 15444.793652 = -64161119.025218 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 3 (10594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.990000 sec): 2 clusters Score: Raw -2260843.876096 + Penalty 5676.676388 = -2255167.199708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.070000 sec): 3 clusters Score: Raw -2255983.474955 + Penalty 11353.352776 = -2244630.122180 nChanged 3950 SP:Iteration 1F (1100.170000 sec): 3 clusters Score: Raw -2258247.894360 + Penalty 11353.352776 = -2246894.541585 nChanged 738 SP:Iteration 2F (1100.250000 sec): 3 clusters Score: Raw -2258684.704579 + Penalty 11353.352776 = -2247331.351804 nChanged 477 SP:Iteration 3Q (1100.350000 sec): 3 clusters Score: Raw -2258979.652484 + Penalty 11353.352776 = -2247626.299709 nChanged 386 SP:Iteration 4Q (1100.440000 sec): 3 clusters Score: Raw -2259222.423758 + Penalty 11353.352776 = -2247869.070982 nChanged 353 SP:Iteration 5Q (1100.530000 sec): 3 clusters Score: Raw -2259444.076561 + Penalty 11353.352776 = -2248090.723785 nChanged 350 SP:Iteration 6Q (1100.610000 sec): 3 clusters Score: Raw -2259701.751320 + Penalty 11353.352776 = -2248348.398544 nChanged 399 SP:Iteration 7Q (1100.700000 sec): 3 clusters Score: Raw -2260037.896318 + Penalty 11353.352776 = -2248684.543543 nChanged 434 SP:Iteration 8Q (1100.800000 sec): 3 clusters Score: Raw -2260451.461281 + Penalty 11353.352776 = -2249098.108505 nChanged 510 SP:Iteration 9Q (1100.890000 sec): 3 clusters Score: Raw -2260976.481536 + Penalty 11353.352776 = -2249623.128760 nChanged 538 SP:Iteration 10F (1100.980000 sec): 3 clusters Score: Raw -2261528.665747 + Penalty 11353.352776 = -2250175.312971 nChanged 525 SP:Iteration 11Q (1101.070000 sec): 3 clusters Score: Raw -2261983.166573 + Penalty 11353.352776 = -2250629.813798 nChanged 449 SP:Iteration 12Q (1101.150000 sec): 3 clusters Score: Raw -2262320.077704 + Penalty 11353.352776 = -2250966.724928 nChanged 340 SP:Iteration 13Q (1101.240000 sec): 3 clusters Score: Raw -2262545.528998 + Penalty 11353.352776 = -2251192.176222 nChanged 239 SP:Iteration 14Q (1101.330000 sec): 3 clusters Score: Raw -2262683.500552 + Penalty 11353.352776 = -2251330.147777 nChanged 185 SP:Iteration 15Q (1101.410000 sec): 3 clusters Score: Raw -2262783.393599 + Penalty 11353.352776 = -2251430.040824 nChanged 149 SP:Iteration 16Q (1101.500000 sec): 3 clusters Score: Raw -2262853.728401 + Penalty 11353.352776 = -2251500.375626 nChanged 126 SP:Iteration 17Q (1101.590000 sec): 3 clusters Score: Raw -2262920.318020 + Penalty 11353.352776 = -2251566.965245 nChanged 127 SP:Iteration 18Q (1101.670000 sec): 3 clusters Score: Raw -2262988.155824 + Penalty 11353.352776 = -2251634.803049 nChanged 128 SP:Iteration 19Q (1101.760000 sec): 3 clusters Score: Raw -2263060.055590 + Penalty 11353.352776 = -2251706.702815 nChanged 124 SP:Iteration 20F (1101.840000 sec): 3 clusters Score: Raw -2263154.537012 + Penalty 11353.352776 = -2251801.184237 nChanged 130 SP:Iteration 21Q (1101.930000 sec): 3 clusters Score: Raw -2263279.644883 + Penalty 11353.352776 = -2251926.292107 nChanged 160 SP:Iteration 22Q (1102.010000 sec): 3 clusters Score: Raw -2263421.737794 + Penalty 11353.352776 = -2252068.385019 nChanged 164 SP:Iteration 23Q (1102.090000 sec): 3 clusters Score: Raw -2263572.170986 + Penalty 11353.352776 = -2252218.818210 nChanged 148 SP:Iteration 24Q (1102.180000 sec): 3 clusters Score: Raw -2263679.007658 + Penalty 11353.352776 = -2252325.654883 nChanged 126 SP:Iteration 25Q (1102.260000 sec): 3 clusters Score: Raw -2263746.762367 + Penalty 11353.352776 = -2252393.409591 nChanged 92 SP:Iteration 26Q (1102.340000 sec): 3 clusters Score: Raw -2263798.682334 + Penalty 11353.352776 = -2252445.329559 nChanged 71 SP:Iteration 27Q (1102.420000 sec): 3 clusters Score: Raw -2263830.546092 + Penalty 11353.352776 = -2252477.193317 nChanged 59 SP:Iteration 28Q (1102.500000 sec): 3 clusters Score: Raw -2263857.052517 + Penalty 11353.352776 = -2252503.699741 nChanged 46 SP:Iteration 29Q (1102.590000 sec): 3 clusters Score: Raw -2263875.853872 + Penalty 11353.352776 = -2252522.501096 nChanged 28 SP:Iteration 30Q (1102.680000 sec): 3 clusters Score: Raw -2263887.342250 + Penalty 11353.352776 = -2252533.989474 nChanged 16 SP:Iteration 31Q (1102.770000 sec): 3 clusters Score: Raw -2263891.819485 + Penalty 11353.352776 = -2252538.466710 nChanged 12 SP:Iteration 32Q (1102.850000 sec): 3 clusters Score: Raw -2263896.003534 + Penalty 11353.352776 = -2252542.650759 nChanged 9 SP:Iteration 33Q (1102.930000 sec): 3 clusters Score: Raw -2263898.040882 + Penalty 11353.352776 = -2252544.688106 nChanged 6 SP:Iteration 34Q (1103.010000 sec): 3 clusters Score: Raw -2263899.833361 + Penalty 11353.352776 = -2252546.480586 nChanged 5 SP:Iteration 35Q (1103.090000 sec): 3 clusters Score: Raw -2263901.044961 + Penalty 11353.352776 = -2252547.692185 nChanged 4 SP:Iteration 36Q (1103.170000 sec): 3 clusters Score: Raw -2263902.166370 + Penalty 11353.352776 = -2252548.813595 nChanged 3 SP:Iteration 37Q (1103.250000 sec): 3 clusters Score: Raw -2263902.652561 + Penalty 11353.352776 = -2252549.299785 nChanged 1 SP:Iteration 38Q (1103.330000 sec): 3 clusters Score: Raw -2263903.032665 + Penalty 11353.352776 = -2252549.679890 nChanged 1 SP:Iteration 39Q (1103.410000 sec): 3 clusters Score: Raw -2263903.345456 + Penalty 11353.352776 = -2252549.992680 nChanged 3 SP:Iteration 40F (1103.490000 sec): 3 clusters Score: Raw -2263903.923190 + Penalty 11353.352776 = -2252550.570414 nChanged 1 SP:Iteration 41Q (1103.570000 sec): 3 clusters Score: Raw -2263904.216349 + Penalty 11353.352776 = -2252550.863574 nChanged 0 SP:Iteration 42F (1103.660000 sec): 3 clusters Score: Raw -2263904.216349 + Penalty 11353.352776 = -2252550.863574 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 4 (13749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1103.760000 sec): 2 clusters Score: Raw -3018119.799464 + Penalty 5836.341841 = -3012283.457623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1103.880000 sec): 3 clusters Score: Raw -3011279.583242 + Penalty 11672.683682 = -2999606.899560 nChanged 5241 SP:Iteration 1F (1104.000000 sec): 3 clusters Score: Raw -3014195.330261 + Penalty 11672.683682 = -3002522.646579 nChanged 1039 SP:Iteration 2F (1104.120000 sec): 3 clusters Score: Raw -3014789.033499 + Penalty 11672.683682 = -3003116.349817 nChanged 726 SP:Iteration 3F (1104.230000 sec): 3 clusters Score: Raw -3015191.069002 + Penalty 11672.683682 = -3003518.385320 nChanged 543 SP:Iteration 4Q (1104.350000 sec): 3 clusters Score: Raw -3015474.774845 + Penalty 11672.683682 = -3003802.091163 nChanged 474 SP:Iteration 5Q (1104.470000 sec): 3 clusters Score: Raw -3015727.485299 + Penalty 11672.683682 = -3004054.801616 nChanged 426 SP:Iteration 6Q (1104.590000 sec): 3 clusters Score: Raw -3015964.618127 + Penalty 11672.683682 = -3004291.934445 nChanged 421 SP:Iteration 7Q (1104.710000 sec): 3 clusters Score: Raw -3016203.531398 + Penalty 11672.683682 = -3004530.847716 nChanged 425 SP:Iteration 8Q (1104.830000 sec): 3 clusters Score: Raw -3016450.667637 + Penalty 11672.683682 = -3004777.983955 nChanged 411 SP:Iteration 9Q (1104.950000 sec): 3 clusters Score: Raw -3016696.214401 + Penalty 11672.683682 = -3005023.530719 nChanged 421 SP:Iteration 10Q (1105.070000 sec): 3 clusters Score: Raw -3016973.154157 + Penalty 11672.683682 = -3005300.470475 nChanged 428 SP:Iteration 11Q (1105.180000 sec): 3 clusters Score: Raw -3017271.040262 + Penalty 11672.683682 = -3005598.356580 nChanged 410 SP:Iteration 12Q (1105.300000 sec): 3 clusters Score: Raw -3017568.966381 + Penalty 11672.683682 = -3005896.282699 nChanged 372 SP:Iteration 13Q (1105.410000 sec): 3 clusters Score: Raw -3017828.642412 + Penalty 11672.683682 = -3006155.958730 nChanged 329 SP:Iteration 14Q (1105.530000 sec): 3 clusters Score: Raw -3018048.454721 + Penalty 11672.683682 = -3006375.771039 nChanged 287 SP:Iteration 15Q (1105.650000 sec): 3 clusters Score: Raw -3018245.600405 + Penalty 11672.683682 = -3006572.916722 nChanged 217 SP:Iteration 16Q (1105.760000 sec): 3 clusters Score: Raw -3018397.635456 + Penalty 11672.683682 = -3006724.951774 nChanged 159 SP:Iteration 17Q (1105.880000 sec): 3 clusters Score: Raw -3018525.092145 + Penalty 11672.683682 = -3006852.408463 nChanged 145 SP:Iteration 18Q (1105.990000 sec): 3 clusters Score: Raw -3018636.246396 + Penalty 11672.683682 = -3006963.562714 nChanged 127 SP:Iteration 19Q (1106.100000 sec): 3 clusters Score: Raw -3018728.771952 + Penalty 11672.683682 = -3007056.088270 nChanged 103 SP:Iteration 20F (1106.220000 sec): 3 clusters Score: Raw -3018815.406306 + Penalty 11672.683682 = -3007142.722624 nChanged 101 SP:Iteration 21Q (1106.330000 sec): 3 clusters Score: Raw -3018899.513284 + Penalty 11672.683682 = -3007226.829602 nChanged 73 SP:Iteration 22Q (1106.440000 sec): 3 clusters Score: Raw -3018954.099426 + Penalty 11672.683682 = -3007281.415743 nChanged 58 SP:Iteration 23Q (1106.550000 sec): 3 clusters Score: Raw -3019001.225895 + Penalty 11672.683682 = -3007328.542213 nChanged 60 SP:Iteration 24Q (1106.660000 sec): 3 clusters Score: Raw -3019053.148917 + Penalty 11672.683682 = -3007380.465235 nChanged 62 SP:Iteration 25Q (1106.770000 sec): 3 clusters Score: Raw -3019107.215612 + Penalty 11672.683682 = -3007434.531929 nChanged 68 SP:Iteration 26Q (1106.880000 sec): 3 clusters Score: Raw -3019163.316948 + Penalty 11672.683682 = -3007490.633266 nChanged 62 SP:Iteration 27Q (1106.990000 sec): 3 clusters Score: Raw -3019224.587682 + Penalty 11672.683682 = -3007551.904000 nChanged 63 SP:Iteration 28Q (1107.090000 sec): 3 clusters Score: Raw -3019286.296597 + Penalty 11672.683682 = -3007613.612915 nChanged 70 SP:Iteration 29Q (1107.200000 sec): 3 clusters Score: Raw -3019360.503961 + Penalty 11672.683682 = -3007687.820279 nChanged 74 SP:Iteration 30Q (1107.300000 sec): 3 clusters Score: Raw -3019438.820340 + Penalty 11672.683682 = -3007766.136657 nChanged 73 SP:Iteration 31Q (1107.410000 sec): 3 clusters Score: Raw -3019520.275464 + Penalty 11672.683682 = -3007847.591782 nChanged 91 SP:Iteration 32Q (1107.510000 sec): 3 clusters Score: Raw -3019619.258176 + Penalty 11672.683682 = -3007946.574494 nChanged 97 SP:Iteration 33Q (1107.610000 sec): 3 clusters Score: Raw -3019728.094842 + Penalty 11672.683682 = -3008055.411160 nChanged 98 SP:Iteration 34Q (1107.710000 sec): 3 clusters Score: Raw -3019842.934153 + Penalty 11672.683682 = -3008170.250471 nChanged 94 SP:Iteration 35Q (1107.810000 sec): 3 clusters Score: Raw -3019960.226059 + Penalty 11672.683682 = -3008287.542377 nChanged 94 SP:Iteration 36Q (1107.900000 sec): 3 clusters Score: Raw -3020106.652415 + Penalty 11672.683682 = -3008433.968733 nChanged 90 SP:Iteration 37Q (1107.990000 sec): 3 clusters Score: Raw -3020230.414123 + Penalty 11672.683682 = -3008557.730441 nChanged 69 SP:Iteration 38Q (1108.080000 sec): 3 clusters Score: Raw -3020318.758477 + Penalty 11672.683682 = -3008646.074794 nChanged 60 SP:Iteration 39Q (1108.170000 sec): 3 clusters Score: Raw -3020404.482640 + Penalty 11672.683682 = -3008731.798958 nChanged 70 SP:Iteration 40F (1108.290000 sec): 3 clusters Score: Raw -3020484.924895 + Penalty 11672.683682 = -3008812.241212 nChanged 53 SP:Iteration 41Q (1108.380000 sec): 3 clusters Score: Raw -3020537.382127 + Penalty 11672.683682 = -3008864.698445 nChanged 39 SP:Iteration 42Q (1108.470000 sec): 3 clusters Score: Raw -3020575.598267 + Penalty 11672.683682 = -3008902.914585 nChanged 28 SP:Iteration 43Q (1108.550000 sec): 3 clusters Score: Raw -3020594.480485 + Penalty 11672.683682 = -3008921.796803 nChanged 11 SP:Iteration 44Q (1108.640000 sec): 3 clusters Score: Raw -3020602.671061 + Penalty 11672.683682 = -3008929.987379 nChanged 3 SP:Iteration 45Q (1108.720000 sec): 3 clusters Score: Raw -3020603.990305 + Penalty 11672.683682 = -3008931.306622 nChanged 2 SP:Iteration 46Q (1108.810000 sec): 3 clusters Score: Raw -3020605.038656 + Penalty 11672.683682 = -3008932.354974 nChanged 3 SP:Iteration 47Q (1108.900000 sec): 3 clusters Score: Raw -3020606.601701 + Penalty 11672.683682 = -3008933.918019 nChanged 5 SP:Iteration 48Q (1108.990000 sec): 3 clusters Score: Raw -3020610.011619 + Penalty 11672.683682 = -3008937.327937 nChanged 2 SP:Iteration 49Q (1109.070000 sec): 3 clusters Score: Raw -3020611.979121 + Penalty 11672.683682 = -3008939.295439 nChanged 3 SP:Iteration 50Q (1109.160000 sec): 3 clusters Score: Raw -3020613.875136 + Penalty 11672.683682 = -3008941.191454 nChanged 2 SP:Iteration 51Q (1109.250000 sec): 3 clusters Score: Raw -3020615.288857 + Penalty 11672.683682 = -3008942.605175 nChanged 2 SP:Iteration 52Q (1109.330000 sec): 3 clusters Score: Raw -3020616.832542 + Penalty 11672.683682 = -3008944.148860 nChanged 2 SP:Iteration 53Q (1109.410000 sec): 3 clusters Score: Raw -3020618.324501 + Penalty 11672.683682 = -3008945.640818 nChanged 0 SP:Iteration 54F (1109.530000 sec): 3 clusters Score: Raw -3020618.324501 + Penalty 11672.683682 = -3008945.640818 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 6 (15731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.650000 sec): 2 clusters Score: Raw -3301367.851487 + Penalty 5918.825497 = -3295449.025989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.780000 sec): 3 clusters Score: Raw -3293513.381216 + Penalty 11837.650994 = -3281675.730222 nChanged 6240 SP:Iteration 1F (1109.920000 sec): 3 clusters Score: Raw -3296981.724188 + Penalty 11837.650994 = -3285144.073194 nChanged 1134 SP:Iteration 2F (1110.050000 sec): 3 clusters Score: Raw -3297701.014109 + Penalty 11837.650994 = -3285863.363115 nChanged 913 SP:Iteration 3F (1110.190000 sec): 3 clusters Score: Raw -3298381.444971 + Penalty 11837.650994 = -3286543.793977 nChanged 770 SP:Iteration 4Q (1110.320000 sec): 3 clusters Score: Raw -3299045.928263 + Penalty 11837.650994 = -3287208.277268 nChanged 800 SP:Iteration 5F (1110.470000 sec): 3 clusters Score: Raw -3299712.310812 + Penalty 11837.650994 = -3287874.659818 nChanged 792 SP:Iteration 6F (1110.610000 sec): 3 clusters Score: Raw -3300348.588271 + Penalty 11837.650994 = -3288510.937276 nChanged 739 SP:Iteration 7Q (1110.740000 sec): 3 clusters Score: Raw -3300872.651826 + Penalty 11837.650994 = -3289035.000831 nChanged 663 SP:Iteration 8Q (1110.870000 sec): 3 clusters Score: Raw -3301298.515323 + Penalty 11837.650994 = -3289460.864328 nChanged 575 SP:Iteration 9Q (1111.010000 sec): 3 clusters Score: Raw -3301611.782115 + Penalty 11837.650994 = -3289774.131121 nChanged 468 SP:Iteration 10Q (1111.140000 sec): 3 clusters Score: Raw -3301825.880912 + Penalty 11837.650994 = -3289988.229918 nChanged 388 SP:Iteration 11Q (1111.270000 sec): 3 clusters Score: Raw -3301992.105267 + Penalty 11837.650994 = -3290154.454273 nChanged 294 SP:Iteration 12Q (1111.400000 sec): 3 clusters Score: Raw -3302099.218740 + Penalty 11837.650994 = -3290261.567746 nChanged 235 SP:Iteration 13Q (1111.530000 sec): 3 clusters Score: Raw -3302182.073011 + Penalty 11837.650994 = -3290344.422017 nChanged 191 SP:Iteration 14Q (1111.660000 sec): 3 clusters Score: Raw -3302239.820340 + Penalty 11837.650994 = -3290402.169346 nChanged 142 SP:Iteration 15Q (1111.810000 sec): 3 clusters Score: Raw -3302286.484431 + Penalty 11837.650994 = -3290448.833436 nChanged 135 SP:Iteration 16Q (1111.940000 sec): 3 clusters Score: Raw -3302326.180066 + Penalty 11837.650994 = -3290488.529072 nChanged 114 SP:Iteration 17Q (1112.070000 sec): 3 clusters Score: Raw -3302359.313620 + Penalty 11837.650994 = -3290521.662625 nChanged 96 SP:Iteration 18Q (1112.200000 sec): 3 clusters Score: Raw -3302385.717989 + Penalty 11837.650994 = -3290548.066995 nChanged 94 SP:Iteration 19Q (1112.330000 sec): 3 clusters Score: Raw -3302411.336070 + Penalty 11837.650994 = -3290573.685076 nChanged 92 SP:Iteration 20F (1112.470000 sec): 3 clusters Score: Raw -3302434.743178 + Penalty 11837.650994 = -3290597.092184 nChanged 78 SP:Iteration 21Q (1112.590000 sec): 3 clusters Score: Raw -3302453.944076 + Penalty 11837.650994 = -3290616.293082 nChanged 66 SP:Iteration 22Q (1112.730000 sec): 3 clusters Score: Raw -3302469.443740 + Penalty 11837.650994 = -3290631.792746 nChanged 50 SP:Iteration 23Q (1112.860000 sec): 3 clusters Score: Raw -3302480.981482 + Penalty 11837.650994 = -3290643.330488 nChanged 39 SP:Iteration 24Q (1112.990000 sec): 3 clusters Score: Raw -3302489.360323 + Penalty 11837.650994 = -3290651.709329 nChanged 38 SP:Iteration 25Q (1113.120000 sec): 3 clusters Score: Raw -3302496.516239 + Penalty 11837.650994 = -3290658.865244 nChanged 28 SP:Iteration 26Q (1113.250000 sec): 3 clusters Score: Raw -3302502.127823 + Penalty 11837.650994 = -3290664.476828 nChanged 31 SP:Iteration 27Q (1113.380000 sec): 3 clusters Score: Raw -3302508.487076 + Penalty 11837.650994 = -3290670.836082 nChanged 30 SP:Iteration 28Q (1113.520000 sec): 3 clusters Score: Raw -3302513.652998 + Penalty 11837.650994 = -3290676.002004 nChanged 24 SP:Iteration 29Q (1113.650000 sec): 3 clusters Score: Raw -3302518.142971 + Penalty 11837.650994 = -3290680.491976 nChanged 20 SP:Iteration 30Q (1113.780000 sec): 3 clusters Score: Raw -3302521.346742 + Penalty 11837.650994 = -3290683.695748 nChanged 16 SP:Iteration 31Q (1113.910000 sec): 3 clusters Score: Raw -3302523.818007 + Penalty 11837.650994 = -3290686.167013 nChanged 13 SP:Iteration 32Q (1114.040000 sec): 3 clusters Score: Raw -3302526.182860 + Penalty 11837.650994 = -3290688.531866 nChanged 15 SP:Iteration 33Q (1114.170000 sec): 3 clusters Score: Raw -3302528.609462 + Penalty 11837.650994 = -3290690.958468 nChanged 16 SP:Iteration 34Q (1114.300000 sec): 3 clusters Score: Raw -3302531.064732 + Penalty 11837.650994 = -3290693.413737 nChanged 12 SP:Iteration 35Q (1114.430000 sec): 3 clusters Score: Raw -3302532.946500 + Penalty 11837.650994 = -3290695.295506 nChanged 9 SP:Iteration 36Q (1114.560000 sec): 3 clusters Score: Raw -3302535.026909 + Penalty 11837.650994 = -3290697.375915 nChanged 10 SP:Iteration 37Q (1114.690000 sec): 3 clusters Score: Raw -3302536.482538 + Penalty 11837.650994 = -3290698.831544 nChanged 7 SP:Iteration 38Q (1114.820000 sec): 3 clusters Score: Raw -3302537.610793 + Penalty 11837.650994 = -3290699.959799 nChanged 4 SP:Iteration 39Q (1114.950000 sec): 3 clusters Score: Raw -3302538.136764 + Penalty 11837.650994 = -3290700.485770 nChanged 7 SP:Iteration 40F (1115.090000 sec): 3 clusters Score: Raw -3302539.120184 + Penalty 11837.650994 = -3290701.469189 nChanged 6 SP:Iteration 41Q (1115.220000 sec): 3 clusters Score: Raw -3302540.189033 + Penalty 11837.650994 = -3290702.538038 nChanged 5 SP:Iteration 42Q (1115.350000 sec): 3 clusters Score: Raw -3302541.109391 + Penalty 11837.650994 = -3290703.458397 nChanged 6 SP:Iteration 43Q (1115.480000 sec): 3 clusters Score: Raw -3302542.131850 + Penalty 11837.650994 = -3290704.480855 nChanged 7 SP:Iteration 44Q (1115.610000 sec): 3 clusters Score: Raw -3302543.705587 + Penalty 11837.650994 = -3290706.054593 nChanged 16 SP:Iteration 45Q (1115.740000 sec): 3 clusters Score: Raw -3302546.725732 + Penalty 11837.650994 = -3290709.074738 nChanged 19 SP:Iteration 46Q (1115.870000 sec): 3 clusters Score: Raw -3302550.091908 + Penalty 11837.650994 = -3290712.440914 nChanged 15 SP:Iteration 47Q (1116.000000 sec): 3 clusters Score: Raw -3302553.186233 + Penalty 11837.650994 = -3290715.535239 nChanged 21 SP:Iteration 48Q (1116.130000 sec): 3 clusters Score: Raw -3302556.508866 + Penalty 11837.650994 = -3290718.857872 nChanged 10 SP:Iteration 49Q (1116.260000 sec): 3 clusters Score: Raw -3302558.276859 + Penalty 11837.650994 = -3290720.625865 nChanged 12 SP:Iteration 50Q (1116.380000 sec): 3 clusters Score: Raw -3302560.326163 + Penalty 11837.650994 = -3290722.675169 nChanged 6 SP:Iteration 51Q (1116.510000 sec): 3 clusters Score: Raw -3302561.371151 + Penalty 11837.650994 = -3290723.720156 nChanged 10 SP:Iteration 52Q (1116.650000 sec): 3 clusters Score: Raw -3302562.951949 + Penalty 11837.650994 = -3290725.300955 nChanged 10 SP:Iteration 53Q (1116.770000 sec): 3 clusters Score: Raw -3302564.992510 + Penalty 11837.650994 = -3290727.341515 nChanged 10 SP:Iteration 54Q (1116.900000 sec): 3 clusters Score: Raw -3302567.564768 + Penalty 11837.650994 = -3290729.913774 nChanged 15 SP:Iteration 55Q (1117.030000 sec): 3 clusters Score: Raw -3302570.926482 + Penalty 11837.650994 = -3290733.275487 nChanged 16 SP:Iteration 56Q (1117.160000 sec): 3 clusters Score: Raw -3302574.105191 + Penalty 11837.650994 = -3290736.454197 nChanged 11 SP:Iteration 57Q (1117.290000 sec): 3 clusters Score: Raw -3302575.825559 + Penalty 11837.650994 = -3290738.174564 nChanged 12 SP:Iteration 58Q (1117.420000 sec): 3 clusters Score: Raw -3302577.973423 + Penalty 11837.650994 = -3290740.322429 nChanged 13 SP:Iteration 59Q (1117.550000 sec): 3 clusters Score: Raw -3302580.058388 + Penalty 11837.650994 = -3290742.407394 nChanged 16 SP:Iteration 60F (1117.680000 sec): 3 clusters Score: Raw -3302582.759411 + Penalty 11837.650994 = -3290745.108416 nChanged 18 SP:Iteration 61Q (1117.810000 sec): 3 clusters Score: Raw -3302586.586674 + Penalty 11837.650994 = -3290748.935680 nChanged 18 SP:Iteration 62Q (1117.940000 sec): 3 clusters Score: Raw -3302590.148293 + Penalty 11837.650994 = -3290752.497299 nChanged 21 SP:Iteration 63Q (1118.070000 sec): 3 clusters Score: Raw -3302594.123085 + Penalty 11837.650994 = -3290756.472090 nChanged 18 SP:Iteration 64Q (1118.210000 sec): 3 clusters Score: Raw -3302598.107160 + Penalty 11837.650994 = -3290760.456165 nChanged 13 SP:Iteration 65Q (1118.340000 sec): 3 clusters Score: Raw -3302600.072327 + Penalty 11837.650994 = -3290762.421333 nChanged 15 SP:Iteration 66Q (1118.470000 sec): 3 clusters Score: Raw -3302602.357542 + Penalty 11837.650994 = -3290764.706548 nChanged 15 SP:Iteration 67Q (1118.600000 sec): 3 clusters Score: Raw -3302605.252541 + Penalty 11837.650994 = -3290767.601547 nChanged 9 SP:Iteration 68Q (1118.730000 sec): 3 clusters Score: Raw -3302607.035022 + Penalty 11837.650994 = -3290769.384028 nChanged 14 SP:Iteration 69Q (1118.870000 sec): 3 clusters Score: Raw -3302609.395333 + Penalty 11837.650994 = -3290771.744339 nChanged 4 SP:Iteration 70Q (1119.010000 sec): 3 clusters Score: Raw -3302609.990189 + Penalty 11837.650994 = -3290772.339194 nChanged 4 SP:Iteration 71Q (1119.140000 sec): 3 clusters Score: Raw -3302610.738909 + Penalty 11837.650994 = -3290773.087915 nChanged 1 SP:Iteration 72Q (1119.270000 sec): 3 clusters Score: Raw -3302610.913751 + Penalty 11837.650994 = -3290773.262757 nChanged 2 SP:Iteration 73Q (1119.400000 sec): 3 clusters Score: Raw -3302611.182373 + Penalty 11837.650994 = -3290773.531379 nChanged 0 SP:Iteration 74F (1119.530000 sec): 3 clusters Score: Raw -3302611.182373 + Penalty 11837.650994 = -3290773.531379 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 7 (41311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.850000 sec): 2 clusters Score: Raw -8900135.601940 + Penalty 6510.191503 = -8893625.410436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1120.200000 sec): 3 clusters Score: Raw -8876706.069498 + Penalty 13020.383007 = -8863685.686492 nChanged 17758 SP:Iteration 1F (1120.570000 sec): 3 clusters Score: Raw -8886600.407431 + Penalty 13020.383007 = -8873580.024424 nChanged 2670 SP:Iteration 2F (1120.930000 sec): 3 clusters Score: Raw -8888348.744387 + Penalty 13020.383007 = -8875328.361380 nChanged 2514 SP:Iteration 3F (1121.300000 sec): 3 clusters Score: Raw -8889994.763116 + Penalty 13020.383007 = -8876974.380109 nChanged 2611 SP:Iteration 4F (1121.660000 sec): 3 clusters Score: Raw -8891625.520105 + Penalty 13020.383007 = -8878605.137098 nChanged 2669 SP:Iteration 5F (1122.020000 sec): 3 clusters Score: Raw -8893392.869018 + Penalty 13020.383007 = -8880372.486011 nChanged 2720 SP:Iteration 6F (1122.390000 sec): 3 clusters Score: Raw -8895322.145013 + Penalty 13020.383007 = -8882301.762006 nChanged 2624 SP:Iteration 7F (1122.760000 sec): 3 clusters Score: Raw -8897160.663756 + Penalty 13020.383007 = -8884140.280749 nChanged 2343 SP:Iteration 8F (1123.130000 sec): 3 clusters Score: Raw -8898633.120108 + Penalty 13020.383007 = -8885612.737101 nChanged 1839 SP:Iteration 9Q (1123.480000 sec): 3 clusters Score: Raw -8899633.065756 + Penalty 13020.383007 = -8886612.682749 nChanged 1474 SP:Iteration 10Q (1123.830000 sec): 3 clusters Score: Raw -8900346.918795 + Penalty 13020.383007 = -8887326.535788 nChanged 1127 SP:Iteration 11Q (1124.180000 sec): 3 clusters Score: Raw -8900829.537683 + Penalty 13020.383007 = -8887809.154676 nChanged 972 SP:Iteration 12Q (1124.530000 sec): 3 clusters Score: Raw -8901240.866842 + Penalty 13020.383007 = -8888220.483835 nChanged 854 SP:Iteration 13Q (1124.880000 sec): 3 clusters Score: Raw -8901614.653753 + Penalty 13020.383007 = -8888594.270746 nChanged 791 SP:Iteration 14Q (1125.230000 sec): 3 clusters Score: Raw -8901962.704935 + Penalty 13020.383007 = -8888942.321928 nChanged 730 SP:Iteration 15Q (1125.580000 sec): 3 clusters Score: Raw -8902286.022941 + Penalty 13020.383007 = -8889265.639934 nChanged 690 SP:Iteration 16Q (1125.960000 sec): 3 clusters Score: Raw -8902605.934471 + Penalty 13020.383007 = -8889585.551464 nChanged 633 SP:Iteration 17Q (1126.350000 sec): 3 clusters Score: Raw -8902895.883495 + Penalty 13020.383007 = -8889875.500488 nChanged 593 SP:Iteration 18Q (1126.750000 sec): 3 clusters Score: Raw -8903172.969394 + Penalty 13020.383007 = -8890152.586387 nChanged 521 SP:Iteration 19Q (1127.140000 sec): 3 clusters Score: Raw -8903423.997910 + Penalty 13020.383007 = -8890403.614903 nChanged 443 SP:Iteration 20F (1127.550000 sec): 3 clusters Score: Raw -8903652.081286 + Penalty 13020.383007 = -8890631.698279 nChanged 381 SP:Iteration 21Q (1127.930000 sec): 3 clusters Score: Raw -8903858.475650 + Penalty 13020.383007 = -8890838.092643 nChanged 331 SP:Iteration 22Q (1128.300000 sec): 3 clusters Score: Raw -8904029.851637 + Penalty 13020.383007 = -8891009.468630 nChanged 248 SP:Iteration 23Q (1128.670000 sec): 3 clusters Score: Raw -8904146.271320 + Penalty 13020.383007 = -8891125.888313 nChanged 186 SP:Iteration 24Q (1129.030000 sec): 3 clusters Score: Raw -8904229.764826 + Penalty 13020.383007 = -8891209.381819 nChanged 161 SP:Iteration 25Q (1129.390000 sec): 3 clusters Score: Raw -8904302.345823 + Penalty 13020.383007 = -8891281.962817 nChanged 133 SP:Iteration 26Q (1129.750000 sec): 3 clusters Score: Raw -8904362.576566 + Penalty 13020.383007 = -8891342.193559 nChanged 107 SP:Iteration 27Q (1130.100000 sec): 3 clusters Score: Raw -8904410.786682 + Penalty 13020.383007 = -8891390.403675 nChanged 77 SP:Iteration 28Q (1130.450000 sec): 3 clusters Score: Raw -8904437.434219 + Penalty 13020.383007 = -8891417.051212 nChanged 64 SP:Iteration 29Q (1130.800000 sec): 3 clusters Score: Raw -8904463.209473 + Penalty 13020.383007 = -8891442.826466 nChanged 60 SP:Iteration 30Q (1131.140000 sec): 3 clusters Score: Raw -8904485.503991 + Penalty 13020.383007 = -8891465.120985 nChanged 50 SP:Iteration 31Q (1131.480000 sec): 3 clusters Score: Raw -8904502.589162 + Penalty 13020.383007 = -8891482.206155 nChanged 50 SP:Iteration 32Q (1131.830000 sec): 3 clusters Score: Raw -8904524.841710 + Penalty 13020.383007 = -8891504.458703 nChanged 49 SP:Iteration 33Q (1132.160000 sec): 3 clusters Score: Raw -8904551.146233 + Penalty 13020.383007 = -8891530.763226 nChanged 55 SP:Iteration 34Q (1132.510000 sec): 3 clusters Score: Raw -8904578.214816 + Penalty 13020.383007 = -8891557.831809 nChanged 54 SP:Iteration 35Q (1132.840000 sec): 3 clusters Score: Raw -8904604.771309 + Penalty 13020.383007 = -8891584.388302 nChanged 64 SP:Iteration 36Q (1133.170000 sec): 3 clusters Score: Raw -8904635.003468 + Penalty 13020.383007 = -8891614.620461 nChanged 60 SP:Iteration 37Q (1133.500000 sec): 3 clusters Score: Raw -8904658.958043 + Penalty 13020.383007 = -8891638.575036 nChanged 39 SP:Iteration 38Q (1133.830000 sec): 3 clusters Score: Raw -8904673.270528 + Penalty 13020.383007 = -8891652.887521 nChanged 29 SP:Iteration 39Q (1134.160000 sec): 3 clusters Score: Raw -8904683.953514 + Penalty 13020.383007 = -8891663.570507 nChanged 22 SP:Iteration 40F (1134.570000 sec): 3 clusters Score: Raw -8904692.713398 + Penalty 13020.383007 = -8891672.330391 nChanged 17 SP:Iteration 41Q (1134.910000 sec): 3 clusters Score: Raw -8904699.422930 + Penalty 13020.383007 = -8891679.039923 nChanged 13 SP:Iteration 42Q (1135.240000 sec): 3 clusters Score: Raw -8904705.231654 + Penalty 13020.383007 = -8891684.848647 nChanged 13 SP:Iteration 43Q (1135.560000 sec): 3 clusters Score: Raw -8904708.466290 + Penalty 13020.383007 = -8891688.083283 nChanged 8 SP:Iteration 44Q (1135.900000 sec): 3 clusters Score: Raw -8904710.169112 + Penalty 13020.383007 = -8891689.786105 nChanged 2 SP:Iteration 45Q (1136.220000 sec): 3 clusters Score: Raw -8904710.722890 + Penalty 13020.383007 = -8891690.339883 nChanged 1 SP:Iteration 46Q (1136.550000 sec): 3 clusters Score: Raw -8904710.767169 + Penalty 13020.383007 = -8891690.384162 nChanged 0 SP:Iteration 47F (1136.960000 sec): 3 clusters Score: Raw -8904710.767169 + Penalty 13020.383007 = -8891690.384162 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 8 (3584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1137.020000 sec): 2 clusters Score: Raw -785819.175442 + Penalty 5012.843799 = -780806.331643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1137.060000 sec): 3 clusters Score: Raw -784669.805699 + Penalty 10025.687598 = -774644.118100 nChanged 1022 SP:Iteration 1F (1137.090000 sec): 3 clusters Score: Raw -785516.311428 + Penalty 10025.687598 = -775490.623829 nChanged 231 SP:Iteration 2F (1137.120000 sec): 3 clusters Score: Raw -785757.512329 + Penalty 10025.687598 = -775731.824730 nChanged 120 SP:Iteration 3Q (1137.160000 sec): 3 clusters Score: Raw -785880.472249 + Penalty 10025.687598 = -775854.784651 nChanged 77 SP:Iteration 4Q (1137.200000 sec): 3 clusters Score: Raw -785946.091772 + Penalty 10025.687598 = -775920.404174 nChanged 52 SP:Iteration 5Q (1137.230000 sec): 3 clusters Score: Raw -785988.098992 + Penalty 10025.687598 = -775962.411394 nChanged 36 SP:Iteration 6Q (1137.260000 sec): 3 clusters Score: Raw -786015.487817 + Penalty 10025.687598 = -775989.800218 nChanged 20 SP:Iteration 7Q (1137.300000 sec): 3 clusters Score: Raw -786033.627986 + Penalty 10025.687598 = -776007.940388 nChanged 21 SP:Iteration 8Q (1137.330000 sec): 3 clusters Score: Raw -786051.650948 + Penalty 10025.687598 = -776025.963350 nChanged 17 SP:Iteration 9Q (1137.370000 sec): 3 clusters Score: Raw -786066.047770 + Penalty 10025.687598 = -776040.360172 nChanged 15 SP:Iteration 10Q (1137.400000 sec): 3 clusters Score: Raw -786078.907596 + Penalty 10025.687598 = -776053.219997 nChanged 11 SP:Iteration 11Q (1137.440000 sec): 3 clusters Score: Raw -786088.835240 + Penalty 10025.687598 = -776063.147642 nChanged 11 SP:Iteration 12Q (1137.470000 sec): 3 clusters Score: Raw -786097.919970 + Penalty 10025.687598 = -776072.232372 nChanged 7 SP:Iteration 13Q (1137.510000 sec): 3 clusters Score: Raw -786101.526479 + Penalty 10025.687598 = -776075.838881 nChanged 4 SP:Iteration 14Q (1137.540000 sec): 3 clusters Score: Raw -786104.243286 + Penalty 10025.687598 = -776078.555687 nChanged 0 SP:Iteration 15F (1137.570000 sec): 3 clusters Score: Raw -786104.243286 + Penalty 10025.687598 = -776078.555687 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 12 (10475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1137.670000 sec): 2 clusters Score: Raw -2227340.496720 + Penalty 5669.757381 = -2221670.739339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1137.770000 sec): 3 clusters Score: Raw -2222395.864479 + Penalty 11339.514762 = -2211056.349717 nChanged 3941 SP:Iteration 1F (1137.880000 sec): 3 clusters Score: Raw -2224729.229843 + Penalty 11339.514762 = -2213389.715081 nChanged 850 SP:Iteration 2F (1137.980000 sec): 3 clusters Score: Raw -2225402.747821 + Penalty 11339.514762 = -2214063.233059 nChanged 670 SP:Iteration 3F (1138.080000 sec): 3 clusters Score: Raw -2226011.939257 + Penalty 11339.514762 = -2214672.424495 nChanged 621 SP:Iteration 4F (1138.180000 sec): 3 clusters Score: Raw -2226671.322306 + Penalty 11339.514762 = -2215331.807543 nChanged 643 SP:Iteration 5F (1138.290000 sec): 3 clusters Score: Raw -2227395.920717 + Penalty 11339.514762 = -2216056.405954 nChanged 629 SP:Iteration 6F (1138.390000 sec): 3 clusters Score: Raw -2228106.002388 + Penalty 11339.514762 = -2216766.487626 nChanged 625 SP:Iteration 7F (1138.490000 sec): 3 clusters Score: Raw -2228784.353262 + Penalty 11339.514762 = -2217444.838499 nChanged 525 SP:Iteration 8F (1138.590000 sec): 3 clusters Score: Raw -2229366.540441 + Penalty 11339.514762 = -2218027.025679 nChanged 446 SP:Iteration 9Q (1138.690000 sec): 3 clusters Score: Raw -2229827.134639 + Penalty 11339.514762 = -2218487.619877 nChanged 360 SP:Iteration 10Q (1138.780000 sec): 3 clusters Score: Raw -2230148.820523 + Penalty 11339.514762 = -2218809.305761 nChanged 271 SP:Iteration 11Q (1138.880000 sec): 3 clusters Score: Raw -2230400.009858 + Penalty 11339.514762 = -2219060.495096 nChanged 235 SP:Iteration 12Q (1138.980000 sec): 3 clusters Score: Raw -2230604.165580 + Penalty 11339.514762 = -2219264.650818 nChanged 184 SP:Iteration 13Q (1139.070000 sec): 3 clusters Score: Raw -2230728.356294 + Penalty 11339.514762 = -2219388.841531 nChanged 126 SP:Iteration 14Q (1139.160000 sec): 3 clusters Score: Raw -2230800.013957 + Penalty 11339.514762 = -2219460.499195 nChanged 80 SP:Iteration 15Q (1139.250000 sec): 3 clusters Score: Raw -2230849.785074 + Penalty 11339.514762 = -2219510.270311 nChanged 64 SP:Iteration 16Q (1139.340000 sec): 3 clusters Score: Raw -2230882.497600 + Penalty 11339.514762 = -2219542.982838 nChanged 40 SP:Iteration 17Q (1139.430000 sec): 3 clusters Score: Raw -2230901.788865 + Penalty 11339.514762 = -2219562.274102 nChanged 30 SP:Iteration 18Q (1139.520000 sec): 3 clusters Score: Raw -2230915.978156 + Penalty 11339.514762 = -2219576.463393 nChanged 19 SP:Iteration 19Q (1139.610000 sec): 3 clusters Score: Raw -2230924.210362 + Penalty 11339.514762 = -2219584.695600 nChanged 14 SP:Iteration 20F (1139.720000 sec): 3 clusters Score: Raw -2230930.960148 + Penalty 11339.514762 = -2219591.445385 nChanged 11 SP:Iteration 21Q (1139.800000 sec): 3 clusters Score: Raw -2230934.319635 + Penalty 11339.514762 = -2219594.804873 nChanged 7 SP:Iteration 22Q (1139.890000 sec): 3 clusters Score: Raw -2230936.959808 + Penalty 11339.514762 = -2219597.445045 nChanged 5 SP:Iteration 23Q (1139.980000 sec): 3 clusters Score: Raw -2230938.378351 + Penalty 11339.514762 = -2219598.863589 nChanged 4 SP:Iteration 24Q (1140.060000 sec): 3 clusters Score: Raw -2230939.567253 + Penalty 11339.514762 = -2219600.052491 nChanged 2 SP:Iteration 25Q (1140.150000 sec): 3 clusters Score: Raw -2230939.976496 + Penalty 11339.514762 = -2219600.461733 nChanged 0 SP:Iteration 26F (1140.260000 sec): 3 clusters Score: Raw -2230939.976496 + Penalty 11339.514762 = -2219600.461733 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 13 (4764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.300000 sec): 2 clusters Score: Raw -1026157.231485 + Penalty 5187.166295 = -1020970.065190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.350000 sec): 3 clusters Score: Raw -1024447.067859 + Penalty 10374.332590 = -1014072.735269 nChanged 1514 SP:Iteration 1F (1140.400000 sec): 3 clusters Score: Raw -1025485.900271 + Penalty 10374.332590 = -1015111.567681 nChanged 329 SP:Iteration 2F (1140.440000 sec): 3 clusters Score: Raw -1025763.464443 + Penalty 10374.332590 = -1015389.131853 nChanged 201 SP:Iteration 3Q (1140.490000 sec): 3 clusters Score: Raw -1025912.666646 + Penalty 10374.332590 = -1015538.334056 nChanged 104 SP:Iteration 4Q (1140.530000 sec): 3 clusters Score: Raw -1025990.261176 + Penalty 10374.332590 = -1015615.928587 nChanged 79 SP:Iteration 5Q (1140.580000 sec): 3 clusters Score: Raw -1026043.346115 + Penalty 10374.332590 = -1015669.013525 nChanged 66 SP:Iteration 6Q (1140.620000 sec): 3 clusters Score: Raw -1026093.470452 + Penalty 10374.332590 = -1015719.137862 nChanged 51 SP:Iteration 7Q (1140.670000 sec): 3 clusters Score: Raw -1026127.826877 + Penalty 10374.332590 = -1015753.494287 nChanged 45 SP:Iteration 8Q (1140.720000 sec): 3 clusters Score: Raw -1026155.942582 + Penalty 10374.332590 = -1015781.609992 nChanged 35 SP:Iteration 9Q (1140.760000 sec): 3 clusters Score: Raw -1026177.586737 + Penalty 10374.332590 = -1015803.254147 nChanged 22 SP:Iteration 10Q (1140.810000 sec): 3 clusters Score: Raw -1026191.659161 + Penalty 10374.332590 = -1015817.326572 nChanged 19 SP:Iteration 11Q (1140.860000 sec): 3 clusters Score: Raw -1026204.478715 + Penalty 10374.332590 = -1015830.146125 nChanged 22 SP:Iteration 12Q (1140.900000 sec): 3 clusters Score: Raw -1026219.459847 + Penalty 10374.332590 = -1015845.127257 nChanged 20 SP:Iteration 13Q (1140.940000 sec): 3 clusters Score: Raw -1026231.920737 + Penalty 10374.332590 = -1015857.588148 nChanged 17 SP:Iteration 14Q (1140.990000 sec): 3 clusters Score: Raw -1026243.681869 + Penalty 10374.332590 = -1015869.349279 nChanged 21 SP:Iteration 15Q (1141.040000 sec): 3 clusters Score: Raw -1026257.058120 + Penalty 10374.332590 = -1015882.725530 nChanged 18 SP:Iteration 16Q (1141.080000 sec): 3 clusters Score: Raw -1026268.935056 + Penalty 10374.332590 = -1015894.602466 nChanged 11 SP:Iteration 17Q (1141.130000 sec): 3 clusters Score: Raw -1026275.607069 + Penalty 10374.332590 = -1015901.274479 nChanged 7 SP:Iteration 18Q (1141.170000 sec): 3 clusters Score: Raw -1026279.250347 + Penalty 10374.332590 = -1015904.917757 nChanged 4 SP:Iteration 19Q (1141.220000 sec): 3 clusters Score: Raw -1026282.388278 + Penalty 10374.332590 = -1015908.055688 nChanged 6 SP:Iteration 20F (1141.270000 sec): 3 clusters Score: Raw -1026285.689742 + Penalty 10374.332590 = -1015911.357153 nChanged 7 SP:Iteration 21Q (1141.310000 sec): 3 clusters Score: Raw -1026290.871254 + Penalty 10374.332590 = -1015916.538664 nChanged 11 SP:Iteration 22Q (1141.360000 sec): 3 clusters Score: Raw -1026298.078418 + Penalty 10374.332590 = -1015923.745829 nChanged 8 SP:Iteration 23Q (1141.400000 sec): 3 clusters Score: Raw -1026302.249020 + Penalty 10374.332590 = -1015927.916430 nChanged 5 SP:Iteration 24Q (1141.450000 sec): 3 clusters Score: Raw -1026304.683504 + Penalty 10374.332590 = -1015930.350914 nChanged 7 SP:Iteration 25Q (1141.500000 sec): 3 clusters Score: Raw -1026307.599430 + Penalty 10374.332590 = -1015933.266840 nChanged 6 SP:Iteration 26Q (1141.540000 sec): 3 clusters Score: Raw -1026312.514453 + Penalty 10374.332590 = -1015938.181863 nChanged 10 SP:Iteration 27Q (1141.590000 sec): 3 clusters Score: Raw -1026317.997648 + Penalty 10374.332590 = -1015943.665058 nChanged 9 SP:Iteration 28Q (1141.630000 sec): 3 clusters Score: Raw -1026324.720050 + Penalty 10374.332590 = -1015950.387461 nChanged 10 SP:Iteration 29Q (1141.680000 sec): 3 clusters Score: Raw -1026331.490730 + Penalty 10374.332590 = -1015957.158140 nChanged 7 SP:Iteration 30Q (1141.720000 sec): 3 clusters Score: Raw -1026335.755031 + Penalty 10374.332590 = -1015961.422442 nChanged 7 SP:Iteration 31Q (1141.770000 sec): 3 clusters Score: Raw -1026339.871554 + Penalty 10374.332590 = -1015965.538964 nChanged 3 SP:Iteration 32Q (1141.820000 sec): 3 clusters Score: Raw -1026341.423595 + Penalty 10374.332590 = -1015967.091005 nChanged 0 SP:Iteration 33F (1141.860000 sec): 3 clusters Score: Raw -1026341.423595 + Penalty 10374.332590 = -1015967.091005 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 14 (8938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1141.940000 sec): 2 clusters Score: Raw -1908039.867036 + Penalty 5572.566117 = -1902467.300919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1142.030000 sec): 3 clusters Score: Raw -1904022.372449 + Penalty 11145.132234 = -1892877.240216 nChanged 3237 SP:Iteration 1F (1142.120000 sec): 3 clusters Score: Raw -1905969.473052 + Penalty 11145.132234 = -1894824.340818 nChanged 661 SP:Iteration 2F (1142.210000 sec): 3 clusters Score: Raw -1906398.750285 + Penalty 11145.132234 = -1895253.618051 nChanged 389 SP:Iteration 3Q (1142.300000 sec): 3 clusters Score: Raw -1906626.449778 + Penalty 11145.132234 = -1895481.317544 nChanged 280 SP:Iteration 4Q (1142.380000 sec): 3 clusters Score: Raw -1906782.675874 + Penalty 11145.132234 = -1895637.543641 nChanged 198 SP:Iteration 5Q (1142.470000 sec): 3 clusters Score: Raw -1906891.113904 + Penalty 11145.132234 = -1895745.981671 nChanged 165 SP:Iteration 6Q (1142.560000 sec): 3 clusters Score: Raw -1906985.371874 + Penalty 11145.132234 = -1895840.239640 nChanged 145 SP:Iteration 7Q (1142.650000 sec): 3 clusters Score: Raw -1907065.020918 + Penalty 11145.132234 = -1895919.888685 nChanged 142 SP:Iteration 8Q (1142.730000 sec): 3 clusters Score: Raw -1907143.343827 + Penalty 11145.132234 = -1895998.211593 nChanged 112 SP:Iteration 9Q (1142.820000 sec): 3 clusters Score: Raw -1907205.861118 + Penalty 11145.132234 = -1896060.728884 nChanged 134 SP:Iteration 10Q (1142.910000 sec): 3 clusters Score: Raw -1907274.121725 + Penalty 11145.132234 = -1896128.989492 nChanged 133 SP:Iteration 11Q (1142.990000 sec): 3 clusters Score: Raw -1907345.089522 + Penalty 11145.132234 = -1896199.957289 nChanged 138 SP:Iteration 12Q (1143.080000 sec): 3 clusters Score: Raw -1907419.668162 + Penalty 11145.132234 = -1896274.535928 nChanged 133 SP:Iteration 13Q (1143.170000 sec): 3 clusters Score: Raw -1907492.260117 + Penalty 11145.132234 = -1896347.127883 nChanged 139 SP:Iteration 14Q (1143.250000 sec): 3 clusters Score: Raw -1907572.806318 + Penalty 11145.132234 = -1896427.674084 nChanged 138 SP:Iteration 15Q (1143.340000 sec): 3 clusters Score: Raw -1907653.401602 + Penalty 11145.132234 = -1896508.269368 nChanged 164 SP:Iteration 16Q (1143.430000 sec): 3 clusters Score: Raw -1907753.502571 + Penalty 11145.132234 = -1896608.370338 nChanged 145 SP:Iteration 17Q (1143.510000 sec): 3 clusters Score: Raw -1907844.058681 + Penalty 11145.132234 = -1896698.926447 nChanged 139 SP:Iteration 18Q (1143.600000 sec): 3 clusters Score: Raw -1907924.226273 + Penalty 11145.132234 = -1896779.094040 nChanged 146 SP:Iteration 19Q (1143.690000 sec): 3 clusters Score: Raw -1908002.906223 + Penalty 11145.132234 = -1896857.773990 nChanged 129 SP:Iteration 20F (1143.770000 sec): 3 clusters Score: Raw -1908072.980149 + Penalty 11145.132234 = -1896927.847916 nChanged 127 SP:Iteration 21Q (1143.860000 sec): 3 clusters Score: Raw -1908137.722073 + Penalty 11145.132234 = -1896992.589840 nChanged 106 SP:Iteration 22Q (1143.950000 sec): 3 clusters Score: Raw -1908192.623238 + Penalty 11145.132234 = -1897047.491005 nChanged 108 SP:Iteration 23Q (1144.030000 sec): 3 clusters Score: Raw -1908254.593908 + Penalty 11145.132234 = -1897109.461674 nChanged 99 SP:Iteration 24Q (1144.120000 sec): 3 clusters Score: Raw -1908305.246880 + Penalty 11145.132234 = -1897160.114647 nChanged 86 SP:Iteration 25Q (1144.210000 sec): 3 clusters Score: Raw -1908346.262496 + Penalty 11145.132234 = -1897201.130262 nChanged 68 SP:Iteration 26Q (1144.300000 sec): 3 clusters Score: Raw -1908379.937851 + Penalty 11145.132234 = -1897234.805617 nChanged 64 SP:Iteration 27Q (1144.390000 sec): 3 clusters Score: Raw -1908405.898580 + Penalty 11145.132234 = -1897260.766347 nChanged 66 SP:Iteration 28Q (1144.470000 sec): 3 clusters Score: Raw -1908433.353740 + Penalty 11145.132234 = -1897288.221506 nChanged 60 SP:Iteration 29Q (1144.560000 sec): 3 clusters Score: Raw -1908461.172916 + Penalty 11145.132234 = -1897316.040682 nChanged 73 SP:Iteration 30Q (1144.640000 sec): 3 clusters Score: Raw -1908497.410676 + Penalty 11145.132234 = -1897352.278442 nChanged 81 SP:Iteration 31Q (1144.730000 sec): 3 clusters Score: Raw -1908539.502501 + Penalty 11145.132234 = -1897394.370268 nChanged 87 SP:Iteration 32Q (1144.820000 sec): 3 clusters Score: Raw -1908588.777880 + Penalty 11145.132234 = -1897443.645646 nChanged 90 SP:Iteration 33Q (1144.900000 sec): 3 clusters Score: Raw -1908638.657745 + Penalty 11145.132234 = -1897493.525511 nChanged 96 SP:Iteration 34Q (1144.990000 sec): 3 clusters Score: Raw -1908689.419624 + Penalty 11145.132234 = -1897544.287390 nChanged 106 SP:Iteration 35Q (1145.070000 sec): 3 clusters Score: Raw -1908749.786903 + Penalty 11145.132234 = -1897604.654669 nChanged 102 SP:Iteration 36Q (1145.150000 sec): 3 clusters Score: Raw -1908803.871947 + Penalty 11145.132234 = -1897658.739713 nChanged 104 SP:Iteration 37Q (1145.240000 sec): 3 clusters Score: Raw -1908859.378843 + Penalty 11145.132234 = -1897714.246609 nChanged 86 SP:Iteration 38Q (1145.320000 sec): 3 clusters Score: Raw -1908912.911463 + Penalty 11145.132234 = -1897767.779230 nChanged 99 SP:Iteration 39Q (1145.400000 sec): 3 clusters Score: Raw -1908985.224810 + Penalty 11145.132234 = -1897840.092576 nChanged 118 SP:Iteration 40F (1145.490000 sec): 3 clusters Score: Raw -1909069.972791 + Penalty 11145.132234 = -1897924.840557 nChanged 115 SP:Iteration 41Q (1145.570000 sec): 3 clusters Score: Raw -1909150.050085 + Penalty 11145.132234 = -1898004.917851 nChanged 131 SP:Iteration 42Q (1145.660000 sec): 3 clusters Score: Raw -1909243.161163 + Penalty 11145.132234 = -1898098.028929 nChanged 128 SP:Iteration 43Q (1145.740000 sec): 3 clusters Score: Raw -1909338.453821 + Penalty 11145.132234 = -1898193.321587 nChanged 127 SP:Iteration 44Q (1145.820000 sec): 3 clusters Score: Raw -1909436.332992 + Penalty 11145.132234 = -1898291.200759 nChanged 132 SP:Iteration 45Q (1145.900000 sec): 3 clusters Score: Raw -1909548.604334 + Penalty 11145.132234 = -1898403.472100 nChanged 112 SP:Iteration 46Q (1145.990000 sec): 3 clusters Score: Raw -1909645.329833 + Penalty 11145.132234 = -1898500.197599 nChanged 114 SP:Iteration 47Q (1146.070000 sec): 3 clusters Score: Raw -1909755.926809 + Penalty 11145.132234 = -1898610.794575 nChanged 102 SP:Iteration 48Q (1146.150000 sec): 3 clusters Score: Raw -1909853.415824 + Penalty 11145.132234 = -1898708.283590 nChanged 93 SP:Iteration 49Q (1146.230000 sec): 3 clusters Score: Raw -1909939.925525 + Penalty 11145.132234 = -1898794.793292 nChanged 77 SP:Iteration 50Q (1146.300000 sec): 3 clusters Score: Raw -1910017.907431 + Penalty 11145.132234 = -1898872.775197 nChanged 59 SP:Iteration 51Q (1146.380000 sec): 3 clusters Score: Raw -1910067.061921 + Penalty 11145.132234 = -1898921.929688 nChanged 33 SP:Iteration 52Q (1146.450000 sec): 3 clusters Score: Raw -1910090.897870 + Penalty 11145.132234 = -1898945.765636 nChanged 34 SP:Iteration 53Q (1146.530000 sec): 3 clusters Score: Raw -1910116.475689 + Penalty 11145.132234 = -1898971.343456 nChanged 29 SP:Iteration 54Q (1146.610000 sec): 3 clusters Score: Raw -1910135.777542 + Penalty 11145.132234 = -1898990.645308 nChanged 19 SP:Iteration 55Q (1146.670000 sec): 3 clusters Score: Raw -1910144.902761 + Penalty 11145.132234 = -1898999.770527 nChanged 8 SP:Iteration 56Q (1146.750000 sec): 3 clusters Score: Raw -1910148.164847 + Penalty 11145.132234 = -1899003.032613 nChanged 0 SP:Iteration 57F (1146.830000 sec): 3 clusters Score: Raw -1910148.164847 + Penalty 11145.132234 = -1899003.032613 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 15 (22804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.020000 sec): 2 clusters Score: Raw -4787803.548309 + Penalty 6146.248383 = -4781657.299926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.250000 sec): 3 clusters Score: Raw -4775842.705202 + Penalty 12292.496767 = -4763550.208435 nChanged 9353 SP:Iteration 1F (1147.480000 sec): 3 clusters Score: Raw -4781218.613186 + Penalty 12292.496767 = -4768926.116420 nChanged 1741 SP:Iteration 2F (1147.700000 sec): 3 clusters Score: Raw -4782350.427564 + Penalty 12292.496767 = -4770057.930797 nChanged 1437 SP:Iteration 3F (1147.930000 sec): 3 clusters Score: Raw -4783365.190788 + Penalty 12292.496767 = -4771072.694021 nChanged 1265 SP:Iteration 4F (1148.140000 sec): 3 clusters Score: Raw -4784257.779018 + Penalty 12292.496767 = -4771965.282251 nChanged 1164 SP:Iteration 5F (1148.360000 sec): 3 clusters Score: Raw -4784978.957831 + Penalty 12292.496767 = -4772686.461064 nChanged 1078 SP:Iteration 6Q (1148.580000 sec): 3 clusters Score: Raw -4785558.477275 + Penalty 12292.496767 = -4773265.980509 nChanged 959 SP:Iteration 7Q (1148.810000 sec): 3 clusters Score: Raw -4786017.342499 + Penalty 12292.496767 = -4773724.845732 nChanged 854 SP:Iteration 8Q (1149.030000 sec): 3 clusters Score: Raw -4786420.144118 + Penalty 12292.496767 = -4774127.647351 nChanged 806 SP:Iteration 9Q (1149.250000 sec): 3 clusters Score: Raw -4786798.099383 + Penalty 12292.496767 = -4774505.602616 nChanged 773 SP:Iteration 10Q (1149.470000 sec): 3 clusters Score: Raw -4787206.114799 + Penalty 12292.496767 = -4774913.618032 nChanged 832 SP:Iteration 11Q (1149.700000 sec): 3 clusters Score: Raw -4787668.611916 + Penalty 12292.496767 = -4775376.115149 nChanged 879 SP:Iteration 12Q (1149.910000 sec): 3 clusters Score: Raw -4788179.818345 + Penalty 12292.496767 = -4775887.321578 nChanged 839 SP:Iteration 13Q (1150.130000 sec): 3 clusters Score: Raw -4788679.216203 + Penalty 12292.496767 = -4776386.719437 nChanged 831 SP:Iteration 14Q (1150.350000 sec): 3 clusters Score: Raw -4789211.213075 + Penalty 12292.496767 = -4776918.716308 nChanged 761 SP:Iteration 15Q (1150.570000 sec): 3 clusters Score: Raw -4789738.712432 + Penalty 12292.496767 = -4777446.215665 nChanged 714 SP:Iteration 16Q (1150.780000 sec): 3 clusters Score: Raw -4790228.548712 + Penalty 12292.496767 = -4777936.051945 nChanged 602 SP:Iteration 17Q (1151.010000 sec): 3 clusters Score: Raw -4790650.090078 + Penalty 12292.496767 = -4778357.593311 nChanged 508 SP:Iteration 18Q (1151.230000 sec): 3 clusters Score: Raw -4790997.857165 + Penalty 12292.496767 = -4778705.360398 nChanged 371 SP:Iteration 19Q (1151.440000 sec): 3 clusters Score: Raw -4791251.663571 + Penalty 12292.496767 = -4778959.166804 nChanged 306 SP:Iteration 20F (1151.670000 sec): 3 clusters Score: Raw -4791461.277774 + Penalty 12292.496767 = -4779168.781007 nChanged 219 SP:Iteration 21Q (1151.880000 sec): 3 clusters Score: Raw -4791599.018108 + Penalty 12292.496767 = -4779306.521341 nChanged 155 SP:Iteration 22Q (1152.090000 sec): 3 clusters Score: Raw -4791704.933526 + Penalty 12292.496767 = -4779412.436759 nChanged 136 SP:Iteration 23Q (1152.290000 sec): 3 clusters Score: Raw -4791798.684194 + Penalty 12292.496767 = -4779506.187427 nChanged 113 SP:Iteration 24Q (1152.500000 sec): 3 clusters Score: Raw -4791871.013363 + Penalty 12292.496767 = -4779578.516597 nChanged 89 SP:Iteration 25Q (1152.710000 sec): 3 clusters Score: Raw -4791921.118795 + Penalty 12292.496767 = -4779628.622028 nChanged 67 SP:Iteration 26Q (1152.910000 sec): 3 clusters Score: Raw -4791956.372239 + Penalty 12292.496767 = -4779663.875472 nChanged 39 SP:Iteration 27Q (1153.110000 sec): 3 clusters Score: Raw -4791978.265790 + Penalty 12292.496767 = -4779685.769023 nChanged 34 SP:Iteration 28Q (1153.310000 sec): 3 clusters Score: Raw -4791997.913745 + Penalty 12292.496767 = -4779705.416978 nChanged 27 SP:Iteration 29Q (1153.500000 sec): 3 clusters Score: Raw -4792012.426552 + Penalty 12292.496767 = -4779719.929785 nChanged 21 SP:Iteration 30Q (1153.700000 sec): 3 clusters Score: Raw -4792023.461048 + Penalty 12292.496767 = -4779730.964282 nChanged 16 SP:Iteration 31Q (1153.890000 sec): 3 clusters Score: Raw -4792032.083260 + Penalty 12292.496767 = -4779739.586493 nChanged 14 SP:Iteration 32Q (1154.080000 sec): 3 clusters Score: Raw -4792038.545619 + Penalty 12292.496767 = -4779746.048853 nChanged 18 SP:Iteration 33Q (1154.280000 sec): 3 clusters Score: Raw -4792046.823482 + Penalty 12292.496767 = -4779754.326715 nChanged 11 SP:Iteration 34Q (1154.470000 sec): 3 clusters Score: Raw -4792052.307057 + Penalty 12292.496767 = -4779759.810290 nChanged 13 SP:Iteration 35Q (1154.660000 sec): 3 clusters Score: Raw -4792058.575918 + Penalty 12292.496767 = -4779766.079151 nChanged 13 SP:Iteration 36Q (1154.850000 sec): 3 clusters Score: Raw -4792065.632575 + Penalty 12292.496767 = -4779773.135809 nChanged 7 SP:Iteration 37Q (1155.040000 sec): 3 clusters Score: Raw -4792069.152008 + Penalty 12292.496767 = -4779776.655241 nChanged 4 SP:Iteration 38Q (1155.230000 sec): 3 clusters Score: Raw -4792071.499542 + Penalty 12292.496767 = -4779779.002775 nChanged 5 SP:Iteration 39Q (1155.430000 sec): 3 clusters Score: Raw -4792074.440095 + Penalty 12292.496767 = -4779781.943328 nChanged 7 SP:Iteration 40F (1155.650000 sec): 3 clusters Score: Raw -4792077.533360 + Penalty 12292.496767 = -4779785.036593 nChanged 5 SP:Iteration 41Q (1155.830000 sec): 3 clusters Score: Raw -4792079.887140 + Penalty 12292.496767 = -4779787.390373 nChanged 4 SP:Iteration 42Q (1156.030000 sec): 3 clusters Score: Raw -4792082.808008 + Penalty 12292.496767 = -4779790.311241 nChanged 2 SP:Iteration 43Q (1156.220000 sec): 3 clusters Score: Raw -4792084.027936 + Penalty 12292.496767 = -4779791.531169 nChanged 0 SP:Iteration 44F (1156.450000 sec): 3 clusters Score: Raw -4792084.027936 + Penalty 12292.496767 = -4779791.531169 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 16 (1134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1156.470000 sec): 2 clusters Score: Raw -229764.812745 + Penalty 4308.022722 = -225456.790023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1156.490000 sec): 3 clusters Score: Raw -230004.517945 + Penalty 8616.045443 = -221388.472502 nChanged 212 SP:Iteration 1F (1156.500000 sec): 3 clusters Score: Raw -230794.114010 + Penalty 8616.045443 = -222178.068567 nChanged 100 SP:Iteration 2F (1156.510000 sec): 3 clusters Score: Raw -231296.330935 + Penalty 8616.045443 = -222680.285491 nChanged 65 SP:Iteration 3F (1156.520000 sec): 3 clusters Score: Raw -231541.857497 + Penalty 8616.045443 = -222925.812054 nChanged 41 SP:Iteration 4Q (1156.530000 sec): 3 clusters Score: Raw -231769.426495 + Penalty 8616.045443 = -223153.381051 nChanged 40 SP:Iteration 5Q (1156.540000 sec): 3 clusters Score: Raw -231986.631233 + Penalty 8616.045443 = -223370.585790 nChanged 45 SP:Iteration 6Q (1156.550000 sec): 3 clusters Score: Raw -232216.194754 + Penalty 8616.045443 = -223600.149311 nChanged 29 SP:Iteration 7Q (1156.550000 sec): 3 clusters Score: Raw -232341.276883 + Penalty 8616.045443 = -223725.231440 nChanged 23 SP:Iteration 8Q (1156.560000 sec): 3 clusters Score: Raw -232444.180275 + Penalty 8616.045443 = -223828.134832 nChanged 18 SP:Iteration 9Q (1156.570000 sec): 3 clusters Score: Raw -232576.919965 + Penalty 8616.045443 = -223960.874522 nChanged 15 SP:Iteration 10Q (1156.580000 sec): 3 clusters Score: Raw -232706.196974 + Penalty 8616.045443 = -224090.151531 nChanged 13 SP:Iteration 11Q (1156.590000 sec): 3 clusters Score: Raw -232820.614393 + Penalty 8616.045443 = -224204.568950 nChanged 8 SP:Iteration 12Q (1156.600000 sec): 3 clusters Score: Raw -232885.105021 + Penalty 8616.045443 = -224269.059578 nChanged 3 SP:Iteration 13Q (1156.610000 sec): 3 clusters Score: Raw -232914.457981 + Penalty 8616.045443 = -224298.412538 nChanged 1 SP:Iteration 14Q (1156.610000 sec): 3 clusters Score: Raw -232917.134868 + Penalty 8616.045443 = -224301.089424 nChanged 0 SP:Iteration 15F (1156.630000 sec): 3 clusters Score: Raw -232917.134868 + Penalty 8616.045443 = -224301.089424 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 17 (15872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1156.770000 sec): 2 clusters Score: Raw -3410274.865995 + Penalty 5924.290996 = -3404350.574999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1156.920000 sec): 3 clusters Score: Raw -3402243.523625 + Penalty 11848.581991 = -3390394.941634 nChanged 6266 SP:Iteration 1F (1157.070000 sec): 3 clusters Score: Raw -3405916.677357 + Penalty 11848.581991 = -3394068.095366 nChanged 1230 SP:Iteration 2F (1157.220000 sec): 3 clusters Score: Raw -3406823.987252 + Penalty 11848.581991 = -3394975.405261 nChanged 1013 SP:Iteration 3F (1157.380000 sec): 3 clusters Score: Raw -3407525.345460 + Penalty 11848.581991 = -3395676.763469 nChanged 876 SP:Iteration 4F (1157.530000 sec): 3 clusters Score: Raw -3408111.829637 + Penalty 11848.581991 = -3396263.247645 nChanged 848 SP:Iteration 5F (1157.680000 sec): 3 clusters Score: Raw -3408693.049440 + Penalty 11848.581991 = -3396844.467449 nChanged 834 SP:Iteration 6F (1157.830000 sec): 3 clusters Score: Raw -3409268.831169 + Penalty 11848.581991 = -3397420.249177 nChanged 810 SP:Iteration 7F (1157.990000 sec): 3 clusters Score: Raw -3409896.634777 + Penalty 11848.581991 = -3398048.052786 nChanged 803 SP:Iteration 8F (1158.140000 sec): 3 clusters Score: Raw -3410497.909523 + Penalty 11848.581991 = -3398649.327532 nChanged 734 SP:Iteration 9Q (1158.290000 sec): 3 clusters Score: Raw -3411058.118984 + Penalty 11848.581991 = -3399209.536993 nChanged 679 SP:Iteration 10Q (1158.440000 sec): 3 clusters Score: Raw -3411538.446734 + Penalty 11848.581991 = -3399689.864743 nChanged 513 SP:Iteration 11Q (1158.600000 sec): 3 clusters Score: Raw -3411881.214127 + Penalty 11848.581991 = -3400032.632136 nChanged 416 SP:Iteration 12Q (1158.740000 sec): 3 clusters Score: Raw -3412131.948788 + Penalty 11848.581991 = -3400283.366797 nChanged 319 SP:Iteration 13Q (1158.890000 sec): 3 clusters Score: Raw -3412302.806715 + Penalty 11848.581991 = -3400454.224724 nChanged 256 SP:Iteration 14Q (1159.040000 sec): 3 clusters Score: Raw -3412426.446810 + Penalty 11848.581991 = -3400577.864818 nChanged 208 SP:Iteration 15Q (1159.190000 sec): 3 clusters Score: Raw -3412528.264829 + Penalty 11848.581991 = -3400679.682838 nChanged 172 SP:Iteration 16Q (1159.330000 sec): 3 clusters Score: Raw -3412609.459309 + Penalty 11848.581991 = -3400760.877317 nChanged 141 SP:Iteration 17Q (1159.480000 sec): 3 clusters Score: Raw -3412671.468830 + Penalty 11848.581991 = -3400822.886839 nChanged 119 SP:Iteration 18Q (1159.630000 sec): 3 clusters Score: Raw -3412719.598145 + Penalty 11848.581991 = -3400871.016154 nChanged 98 SP:Iteration 19Q (1159.770000 sec): 3 clusters Score: Raw -3412756.190039 + Penalty 11848.581991 = -3400907.608048 nChanged 90 SP:Iteration 20F (1159.920000 sec): 3 clusters Score: Raw -3412789.710821 + Penalty 11848.581991 = -3400941.128830 nChanged 82 SP:Iteration 21Q (1160.070000 sec): 3 clusters Score: Raw -3412822.816753 + Penalty 11848.581991 = -3400974.234761 nChanged 81 SP:Iteration 22Q (1160.220000 sec): 3 clusters Score: Raw -3412855.988490 + Penalty 11848.581991 = -3401007.406499 nChanged 67 SP:Iteration 23Q (1160.360000 sec): 3 clusters Score: Raw -3412881.908239 + Penalty 11848.581991 = -3401033.326248 nChanged 52 SP:Iteration 24Q (1160.500000 sec): 3 clusters Score: Raw -3412900.377981 + Penalty 11848.581991 = -3401051.795990 nChanged 25 SP:Iteration 25Q (1160.650000 sec): 3 clusters Score: Raw -3412907.332715 + Penalty 11848.581991 = -3401058.750724 nChanged 22 SP:Iteration 26Q (1160.790000 sec): 3 clusters Score: Raw -3412914.452337 + Penalty 11848.581991 = -3401065.870346 nChanged 18 SP:Iteration 27Q (1160.940000 sec): 3 clusters Score: Raw -3412919.929020 + Penalty 11848.581991 = -3401071.347029 nChanged 19 SP:Iteration 28Q (1161.080000 sec): 3 clusters Score: Raw -3412924.555117 + Penalty 11848.581991 = -3401075.973126 nChanged 19 SP:Iteration 29Q (1161.220000 sec): 3 clusters Score: Raw -3412930.834332 + Penalty 11848.581991 = -3401082.252341 nChanged 21 SP:Iteration 30Q (1161.370000 sec): 3 clusters Score: Raw -3412936.086481 + Penalty 11848.581991 = -3401087.504490 nChanged 17 SP:Iteration 31Q (1161.510000 sec): 3 clusters Score: Raw -3412941.086354 + Penalty 11848.581991 = -3401092.504363 nChanged 17 SP:Iteration 32Q (1161.660000 sec): 3 clusters Score: Raw -3412946.281888 + Penalty 11848.581991 = -3401097.699897 nChanged 11 SP:Iteration 33Q (1161.800000 sec): 3 clusters Score: Raw -3412949.293585 + Penalty 11848.581991 = -3401100.711594 nChanged 8 SP:Iteration 34Q (1161.940000 sec): 3 clusters Score: Raw -3412951.085954 + Penalty 11848.581991 = -3401102.503963 nChanged 8 SP:Iteration 35Q (1162.090000 sec): 3 clusters Score: Raw -3412953.090784 + Penalty 11848.581991 = -3401104.508793 nChanged 4 SP:Iteration 36Q (1162.230000 sec): 3 clusters Score: Raw -3412953.631318 + Penalty 11848.581991 = -3401105.049327 nChanged 6 SP:Iteration 37Q (1162.370000 sec): 3 clusters Score: Raw -3412954.783416 + Penalty 11848.581991 = -3401106.201424 nChanged 12 SP:Iteration 38Q (1162.510000 sec): 3 clusters Score: Raw -3412957.434302 + Penalty 11848.581991 = -3401108.852310 nChanged 10 SP:Iteration 39Q (1162.660000 sec): 3 clusters Score: Raw -3412959.636017 + Penalty 11848.581991 = -3401111.054026 nChanged 10 SP:Iteration 40F (1162.810000 sec): 3 clusters Score: Raw -3412961.807745 + Penalty 11848.581991 = -3401113.225754 nChanged 5 SP:Iteration 41Q (1162.950000 sec): 3 clusters Score: Raw -3412963.099168 + Penalty 11848.581991 = -3401114.517177 nChanged 5 SP:Iteration 42Q (1163.100000 sec): 3 clusters Score: Raw -3412964.090343 + Penalty 11848.581991 = -3401115.508352 nChanged 4 SP:Iteration 43Q (1163.230000 sec): 3 clusters Score: Raw -3412965.930293 + Penalty 11848.581991 = -3401117.348302 nChanged 4 SP:Iteration 44Q (1163.370000 sec): 3 clusters Score: Raw -3412966.528205 + Penalty 11848.581991 = -3401117.946214 nChanged 1 SP:Iteration 45Q (1163.510000 sec): 3 clusters Score: Raw -3412966.839724 + Penalty 11848.581991 = -3401118.257733 nChanged 1 SP:Iteration 46Q (1163.660000 sec): 3 clusters Score: Raw -3412966.962014 + Penalty 11848.581991 = -3401118.380023 nChanged 0 SP:Iteration 47F (1163.810000 sec): 3 clusters Score: Raw -3412966.962014 + Penalty 11848.581991 = -3401118.380023 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 18 (39457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1164.140000 sec): 2 clusters Score: Raw -8902777.468412 + Penalty 6482.067135 = -8896295.401277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1164.510000 sec): 3 clusters Score: Raw -8880211.648803 + Penalty 12964.134269 = -8867247.514534 nChanged 17134 SP:Iteration 1F (1164.900000 sec): 3 clusters Score: Raw -8889315.842401 + Penalty 12964.134269 = -8876351.708132 nChanged 2184 SP:Iteration 2F (1165.290000 sec): 3 clusters Score: Raw -8890107.198395 + Penalty 12964.134269 = -8877143.064126 nChanged 1737 SP:Iteration 3Q (1165.670000 sec): 3 clusters Score: Raw -8890677.963485 + Penalty 12964.134269 = -8877713.829216 nChanged 1418 SP:Iteration 4Q (1166.060000 sec): 3 clusters Score: Raw -8891181.475092 + Penalty 12964.134269 = -8878217.340823 nChanged 1318 SP:Iteration 5Q (1166.450000 sec): 3 clusters Score: Raw -8891628.923768 + Penalty 12964.134269 = -8878664.789499 nChanged 1281 SP:Iteration 6Q (1166.830000 sec): 3 clusters Score: Raw -8892097.367413 + Penalty 12964.134269 = -8879133.233144 nChanged 1303 SP:Iteration 7Q (1167.210000 sec): 3 clusters Score: Raw -8892640.286632 + Penalty 12964.134269 = -8879676.152363 nChanged 1428 SP:Iteration 8Q (1167.600000 sec): 3 clusters Score: Raw -8893294.009812 + Penalty 12964.134269 = -8880329.875543 nChanged 1612 SP:Iteration 9Q (1167.990000 sec): 3 clusters Score: Raw -8894182.094956 + Penalty 12964.134269 = -8881217.960687 nChanged 1863 SP:Iteration 10Q (1168.360000 sec): 3 clusters Score: Raw -8895295.391755 + Penalty 12964.134269 = -8882331.257485 nChanged 1987 SP:Iteration 11F (1168.710000 sec): 3 clusters Score: Raw -8896653.862515 + Penalty 12964.134269 = -8883689.728246 nChanged 2093 SP:Iteration 12F (1169.050000 sec): 3 clusters Score: Raw -8898274.717356 + Penalty 12964.134269 = -8885310.583087 nChanged 1872 SP:Iteration 13Q (1169.390000 sec): 3 clusters Score: Raw -8899824.272238 + Penalty 12964.134269 = -8886860.137969 nChanged 1525 SP:Iteration 14Q (1169.720000 sec): 3 clusters Score: Raw -8901143.118330 + Penalty 12964.134269 = -8888178.984061 nChanged 1032 SP:Iteration 15Q (1170.040000 sec): 3 clusters Score: Raw -8902049.240546 + Penalty 12964.134269 = -8889085.106277 nChanged 579 SP:Iteration 16Q (1170.350000 sec): 3 clusters Score: Raw -8902580.143984 + Penalty 12964.134269 = -8889616.009714 nChanged 319 SP:Iteration 17Q (1170.620000 sec): 3 clusters Score: Raw -8902918.386768 + Penalty 12964.134269 = -8889954.252499 nChanged 189 SP:Iteration 18Q (1170.890000 sec): 3 clusters Score: Raw -8903124.418972 + Penalty 12964.134269 = -8890160.284703 nChanged 93 SP:Iteration 19Q (1171.160000 sec): 3 clusters Score: Raw -8903221.327364 + Penalty 12964.134269 = -8890257.193095 nChanged 61 SP:Iteration 20F (1171.510000 sec): 3 clusters Score: Raw -8903288.297229 + Penalty 12964.134269 = -8890324.162960 nChanged 42 SP:Iteration 21Q (1171.760000 sec): 3 clusters Score: Raw -8903334.798896 + Penalty 12964.134269 = -8890370.664626 nChanged 28 SP:Iteration 22Q (1172.010000 sec): 3 clusters Score: Raw -8903366.614676 + Penalty 12964.134269 = -8890402.480407 nChanged 22 SP:Iteration 23Q (1172.270000 sec): 3 clusters Score: Raw -8903388.667086 + Penalty 12964.134269 = -8890424.532817 nChanged 9 SP:Iteration 24Q (1172.520000 sec): 3 clusters Score: Raw -8903398.790920 + Penalty 12964.134269 = -8890434.656651 nChanged 11 SP:Iteration 25Q (1172.770000 sec): 3 clusters Score: Raw -8903412.000401 + Penalty 12964.134269 = -8890447.866132 nChanged 14 SP:Iteration 26Q (1173.020000 sec): 3 clusters Score: Raw -8903427.198673 + Penalty 12964.134269 = -8890463.064404 nChanged 10 SP:Iteration 27Q (1173.270000 sec): 3 clusters Score: Raw -8903438.163554 + Penalty 12964.134269 = -8890474.029285 nChanged 9 SP:Iteration 28Q (1173.530000 sec): 3 clusters Score: Raw -8903447.546453 + Penalty 12964.134269 = -8890483.412184 nChanged 8 SP:Iteration 29Q (1173.780000 sec): 3 clusters Score: Raw -8903456.338634 + Penalty 12964.134269 = -8890492.204365 nChanged 13 SP:Iteration 30Q (1174.030000 sec): 3 clusters Score: Raw -8903471.885090 + Penalty 12964.134269 = -8890507.750821 nChanged 10 SP:Iteration 31Q (1174.270000 sec): 3 clusters Score: Raw -8903484.737777 + Penalty 12964.134269 = -8890520.603508 nChanged 9 SP:Iteration 32Q (1174.530000 sec): 3 clusters Score: Raw -8903496.160351 + Penalty 12964.134269 = -8890532.026082 nChanged 8 SP:Iteration 33Q (1174.770000 sec): 3 clusters Score: Raw -8903503.829384 + Penalty 12964.134269 = -8890539.695115 nChanged 3 SP:Iteration 34Q (1175.020000 sec): 3 clusters Score: Raw -8903506.648086 + Penalty 12964.134269 = -8890542.513817 nChanged 1 SP:Iteration 35Q (1175.270000 sec): 3 clusters Score: Raw -8903508.694432 + Penalty 12964.134269 = -8890544.560163 nChanged 3 SP:Iteration 36Q (1175.510000 sec): 3 clusters Score: Raw -8903511.802130 + Penalty 12964.134269 = -8890547.667861 nChanged 3 SP:Iteration 37Q (1175.750000 sec): 3 clusters Score: Raw -8903515.789779 + Penalty 12964.134269 = -8890551.655510 nChanged 1 SP:Iteration 38Q (1176.000000 sec): 3 clusters Score: Raw -8903516.629386 + Penalty 12964.134269 = -8890552.495117 nChanged 2 SP:Iteration 39Q (1176.250000 sec): 3 clusters Score: Raw -8903519.312085 + Penalty 12964.134269 = -8890555.177816 nChanged 0 SP:Iteration 40F (1176.590000 sec): 3 clusters Score: Raw -8903519.312085 + Penalty 12964.134269 = -8890555.177816 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 19 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1176.630000 sec): 2 clusters Score: Raw -142159.623364 + Penalty 4025.523057 = -138134.100306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1176.640000 sec): 3 clusters Score: Raw -142588.700171 + Penalty 8051.046115 = -134537.654056 nChanged 112 SP:Iteration 1F (1176.650000 sec): 3 clusters Score: Raw -143053.345118 + Penalty 8051.046115 = -135002.299003 nChanged 42 SP:Iteration 2F (1176.650000 sec): 3 clusters Score: Raw -143278.683856 + Penalty 8051.046115 = -135227.637741 nChanged 15 SP:Iteration 3Q (1176.660000 sec): 3 clusters Score: Raw -143371.453192 + Penalty 8051.046115 = -135320.407077 nChanged 10 SP:Iteration 4Q (1176.660000 sec): 3 clusters Score: Raw -143448.565685 + Penalty 8051.046115 = -135397.519571 nChanged 11 SP:Iteration 5Q (1176.670000 sec): 3 clusters Score: Raw -143514.012353 + Penalty 8051.046115 = -135462.966238 nChanged 8 SP:Iteration 6Q (1176.670000 sec): 3 clusters Score: Raw -143539.082667 + Penalty 8051.046115 = -135488.036552 nChanged 3 SP:Iteration 7Q (1176.680000 sec): 3 clusters Score: Raw -143548.564997 + Penalty 8051.046115 = -135497.518882 nChanged 4 SP:Iteration 8Q (1176.680000 sec): 3 clusters Score: Raw -143576.712037 + Penalty 8051.046115 = -135525.665922 nChanged 1 SP:Iteration 9Q (1176.690000 sec): 3 clusters Score: Raw -143579.448265 + Penalty 8051.046115 = -135528.402151 nChanged 0 SP:Iteration 10F (1176.690000 sec): 3 clusters Score: Raw -143579.448265 + Penalty 8051.046115 = -135528.402151 nChanged 0 Iteration 59Q (1184.120000 sec): 17 clusters Score: Raw -104949963.183964 + Penalty 128423.010222 = -104821540.173741 nChanged 205 Iteration 60F (1209.310000 sec): 17 clusters Score: Raw -104950726.362044 + Penalty 128423.010222 = -104822303.351822 nChanged 171 Iteration 61Q (1216.370000 sec): 17 clusters Score: Raw -104950790.338968 + Penalty 128423.010222 = -104822367.328746 nChanged 175 Iteration 62Q (1223.520000 sec): 17 clusters Score: Raw -104950861.223115 + Penalty 128423.010222 = -104822438.212893 nChanged 192 Iteration 63Q (1230.620000 sec): 17 clusters Score: Raw -104950884.161261 + Penalty 128423.010222 = -104822461.151038 nChanged 174 Iteration 64Q (1237.830000 sec): 17 clusters Score: Raw -104950906.123848 + Penalty 128423.010222 = -104822483.113626 nChanged 172 Iteration 65Q (1244.750000 sec): 17 clusters Score: Raw -104950926.284683 + Penalty 128423.010222 = -104822503.274460 nChanged 146 Iteration 66Q (1251.670000 sec): 17 clusters Score: Raw -104950946.410127 + Penalty 128423.010222 = -104822523.399904 nChanged 145 Iteration 67Q (1258.580000 sec): 17 clusters Score: Raw -104950962.336137 + Penalty 128423.010222 = -104822539.325914 nChanged 139 Iteration 68Q (1265.480000 sec): 17 clusters Score: Raw -104950975.542066 + Penalty 128423.010222 = -104822552.531844 nChanged 119 Iteration 69Q (1272.360000 sec): 17 clusters Score: Raw -104950987.806571 + Penalty 128423.010222 = -104822564.796349 nChanged 105 Iteration 70Q (1279.260000 sec): 17 clusters Score: Raw -104950998.880045 + Penalty 128423.010222 = -104822575.869822 nChanged 104 Iteration 71Q (1286.160000 sec): 17 clusters Score: Raw -104951011.506823 + Penalty 128423.010222 = -104822588.496600 nChanged 103 Iteration 72Q (1293.050000 sec): 17 clusters Score: Raw -104951022.133845 + Penalty 128423.010222 = -104822599.123623 nChanged 94 Iteration 73Q (1299.920000 sec): 17 clusters Score: Raw -104951032.008149 + Penalty 128423.010222 = -104822608.997926 nChanged 98 Iteration 74Q (1306.790000 sec): 17 clusters Score: Raw -104951042.509347 + Penalty 128423.010222 = -104822619.499124 nChanged 83 Iteration 75Q (1313.790000 sec): 17 clusters Score: Raw -104951051.306338 + Penalty 128423.010222 = -104822628.296115 nChanged 63 Iteration 76Q (1320.790000 sec): 17 clusters Score: Raw -104951057.641523 + Penalty 128423.010222 = -104822634.631300 nChanged 53 Iteration 77Q (1327.660000 sec): 17 clusters Score: Raw -104951063.169568 + Penalty 128423.010222 = -104822640.159345 nChanged 50 Iteration 78Q (1334.520000 sec): 17 clusters Score: Raw -104951067.621012 + Penalty 128423.010222 = -104822644.610790 nChanged 43 Iteration 79Q (1341.380000 sec): 17 clusters Score: Raw -104951071.648834 + Penalty 128423.010222 = -104822648.638612 nChanged 38 Iteration 80F (1365.590000 sec): 17 clusters Score: Raw -104951098.090100 + Penalty 128423.010222 = -104822675.079878 nChanged 28 Iteration 81Q (1372.520000 sec): 17 clusters Score: Raw -104951134.707809 + Penalty 128423.010222 = -104822711.697587 nChanged 35 Iteration 82Q (1379.440000 sec): 17 clusters Score: Raw -104951144.106343 + Penalty 128423.010222 = -104822721.096120 nChanged 46 Iteration 83Q (1386.360000 sec): 17 clusters Score: Raw -104951150.362781 + Penalty 128423.010222 = -104822727.352559 nChanged 44 Iteration 84Q (1393.290000 sec): 17 clusters Score: Raw -104951155.869070 + Penalty 128423.010222 = -104822732.858847 nChanged 42 Iteration 85Q (1400.220000 sec): 17 clusters Score: Raw -104951159.571495 + Penalty 128423.010222 = -104822736.561272 nChanged 26 Iteration 86Q (1407.130000 sec): 17 clusters Score: Raw -104951161.580379 + Penalty 128423.010222 = -104822738.570157 nChanged 24 Iteration 87Q (1414.050000 sec): 17 clusters Score: Raw -104951163.425009 + Penalty 128423.010222 = -104822740.414786 nChanged 10 Iteration 88Q (1420.970000 sec): 17 clusters Score: Raw -104951164.188450 + Penalty 128423.010222 = -104822741.178227 nChanged 11 Iteration 89Q (1427.870000 sec): 17 clusters Score: Raw -104951164.952982 + Penalty 128423.010222 = -104822741.942760 nChanged 6 Iteration 90Q (1434.770000 sec): 17 clusters Score: Raw -104951165.625130 + Penalty 128423.010222 = -104822742.614908 nChanged 11 Iteration 91Q (1441.660000 sec): 17 clusters Score: Raw -104951166.924343 + Penalty 128423.010222 = -104822743.914120 nChanged 21 Iteration 92Q (1448.560000 sec): 17 clusters Score: Raw -104951168.401387 + Penalty 128423.010222 = -104822745.391165 nChanged 7 Iteration 93Q (1455.460000 sec): 17 clusters Score: Raw -104951168.947628 + Penalty 128423.010222 = -104822745.937405 nChanged 13 Iteration 94Q (1462.350000 sec): 17 clusters Score: Raw -104951170.036621 + Penalty 128423.010222 = -104822747.026398 nChanged 11 Iteration 95Q (1469.260000 sec): 17 clusters Score: Raw -104951170.718508 + Penalty 128423.010222 = -104822747.708286 nChanged 10 Iteration 96Q (1476.160000 sec): 17 clusters Score: Raw -104951171.687569 + Penalty 128423.010222 = -104822748.677347 nChanged 11 Iteration 97Q (1483.050000 sec): 17 clusters Score: Raw -104951172.703822 + Penalty 128423.010222 = -104822749.693599 nChanged 12 Iteration 98Q (1489.950000 sec): 17 clusters Score: Raw -104951173.827420 + Penalty 128423.010222 = -104822750.817198 nChanged 9 Writing temp clu file Compute initial score before splitting: Score: Raw -104951173.827420 + Penalty 128423.010222 = -104822750.817198 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 1 (1541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.050000 sec): 2 clusters Score: Raw -326928.938486 + Penalty 4495.864437 = -322433.074049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.070000 sec): 3 clusters Score: Raw -326818.996710 + Penalty 8991.728873 = -317827.267836 nChanged 293 SP:Iteration 1F (1490.080000 sec): 3 clusters Score: Raw -327275.359737 + Penalty 8991.728873 = -318283.630864 nChanged 75 SP:Iteration 2Q (1490.090000 sec): 3 clusters Score: Raw -327444.912893 + Penalty 8991.728873 = -318453.184020 nChanged 37 SP:Iteration 3Q (1490.110000 sec): 3 clusters Score: Raw -327520.068730 + Penalty 8991.728873 = -318528.339857 nChanged 20 SP:Iteration 4Q (1490.120000 sec): 3 clusters Score: Raw -327559.666928 + Penalty 8991.728873 = -318567.938054 nChanged 15 SP:Iteration 5Q (1490.130000 sec): 3 clusters Score: Raw -327592.239232 + Penalty 8991.728873 = -318600.510359 nChanged 11 SP:Iteration 6Q (1490.140000 sec): 3 clusters Score: Raw -327609.665962 + Penalty 8991.728873 = -318617.937089 nChanged 5 SP:Iteration 7Q (1490.150000 sec): 3 clusters Score: Raw -327617.500785 + Penalty 8991.728873 = -318625.771912 nChanged 4 SP:Iteration 8Q (1490.170000 sec): 3 clusters Score: Raw -327623.106533 + Penalty 8991.728873 = -318631.377660 nChanged 3 SP:Iteration 9Q (1490.180000 sec): 3 clusters Score: Raw -327627.074544 + Penalty 8991.728873 = -318635.345671 nChanged 1 SP:Iteration 10Q (1490.190000 sec): 3 clusters Score: Raw -327628.436777 + Penalty 8991.728873 = -318636.707904 nChanged 0 SP:Iteration 11F (1490.200000 sec): 3 clusters Score: Raw -327628.436777 + Penalty 8991.728873 = -318636.707904 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 2 (299657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.710000 sec): 2 clusters Score: Raw -64326025.040248 + Penalty 7723.866182 = -64318301.174066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1495.190000 sec): 3 clusters Score: Raw -64132821.562963 + Penalty 15447.732364 = -64117373.830600 nChanged 142519 SP:Iteration 1F (1497.670000 sec): 3 clusters Score: Raw -64215298.933894 + Penalty 15447.732364 = -64199851.201530 nChanged 8983 SP:Iteration 2Q (1500.170000 sec): 3 clusters Score: Raw -64217387.986118 + Penalty 15447.732364 = -64201940.253754 nChanged 9542 SP:Iteration 3Q (1502.660000 sec): 3 clusters Score: Raw -64220060.924379 + Penalty 15447.732364 = -64204613.192015 nChanged 10932 SP:Iteration 4Q (1505.150000 sec): 3 clusters Score: Raw -64224039.659526 + Penalty 15447.732364 = -64208591.927163 nChanged 13823 SP:Iteration 5Q (1507.640000 sec): 3 clusters Score: Raw -64230616.294520 + Penalty 15447.732364 = -64215168.562156 nChanged 18107 SP:Iteration 6F (1510.110000 sec): 3 clusters Score: Raw -64241714.739098 + Penalty 15447.732364 = -64226267.006734 nChanged 23350 SP:Iteration 7F (1512.570000 sec): 3 clusters Score: Raw -64259824.198748 + Penalty 15447.732364 = -64244376.466385 nChanged 26294 SP:Iteration 8F (1515.030000 sec): 3 clusters Score: Raw -64283637.248202 + Penalty 15447.732364 = -64268189.515838 nChanged 23132 SP:Iteration 9F (1517.490000 sec): 3 clusters Score: Raw -64306037.074127 + Penalty 15447.732364 = -64290589.341764 nChanged 14003 SP:Iteration 10Q (1519.760000 sec): 3 clusters Score: Raw -64319453.535155 + Penalty 15447.732364 = -64304005.802792 nChanged 5618 SP:Iteration 11Q (1521.830000 sec): 3 clusters Score: Raw -64324625.337033 + Penalty 15447.732364 = -64309177.604670 nChanged 1698 SP:Iteration 12Q (1523.760000 sec): 3 clusters Score: Raw -64326263.810229 + Penalty 15447.732364 = -64310816.077865 nChanged 532 SP:Iteration 13Q (1525.560000 sec): 3 clusters Score: Raw -64326807.870194 + Penalty 15447.732364 = -64311360.137830 nChanged 208 SP:Iteration 14Q (1527.310000 sec): 3 clusters Score: Raw -64327034.595862 + Penalty 15447.732364 = -64311586.863498 nChanged 116 SP:Iteration 15Q (1529.040000 sec): 3 clusters Score: Raw -64327154.339479 + Penalty 15447.732364 = -64311706.607115 nChanged 57 SP:Iteration 16Q (1530.760000 sec): 3 clusters Score: Raw -64327214.842543 + Penalty 15447.732364 = -64311767.110180 nChanged 44 SP:Iteration 17Q (1532.480000 sec): 3 clusters Score: Raw -64327254.536010 + Penalty 15447.732364 = -64311806.803646 nChanged 23 SP:Iteration 18Q (1534.190000 sec): 3 clusters Score: Raw -64327274.949331 + Penalty 15447.732364 = -64311827.216968 nChanged 17 SP:Iteration 19Q (1535.900000 sec): 3 clusters Score: Raw -64327291.506017 + Penalty 15447.732364 = -64311843.773653 nChanged 18 SP:Iteration 20F (1538.440000 sec): 3 clusters Score: Raw -64327324.354543 + Penalty 15447.732364 = -64311876.622179 nChanged 16 SP:Iteration 21Q (1540.160000 sec): 3 clusters Score: Raw -64327347.872731 + Penalty 15447.732364 = -64311900.140367 nChanged 18 SP:Iteration 22Q (1541.870000 sec): 3 clusters Score: Raw -64327365.650719 + Penalty 15447.732364 = -64311917.918355 nChanged 15 SP:Iteration 23Q (1543.590000 sec): 3 clusters Score: Raw -64327381.530399 + Penalty 15447.732364 = -64311933.798035 nChanged 13 SP:Iteration 24Q (1545.310000 sec): 3 clusters Score: Raw -64327396.515801 + Penalty 15447.732364 = -64311948.783437 nChanged 11 SP:Iteration 25Q (1547.020000 sec): 3 clusters Score: Raw -64327408.864764 + Penalty 15447.732364 = -64311961.132401 nChanged 6 SP:Iteration 26Q (1548.740000 sec): 3 clusters Score: Raw -64327414.498708 + Penalty 15447.732364 = -64311966.766345 nChanged 7 SP:Iteration 27Q (1550.450000 sec): 3 clusters Score: Raw -64327421.331897 + Penalty 15447.732364 = -64311973.599534 nChanged 8 SP:Iteration 28Q (1552.170000 sec): 3 clusters Score: Raw -64327431.437116 + Penalty 15447.732364 = -64311983.704753 nChanged 12 SP:Iteration 29Q (1553.880000 sec): 3 clusters Score: Raw -64327442.953102 + Penalty 15447.732364 = -64311995.220739 nChanged 7 SP:Iteration 30Q (1555.590000 sec): 3 clusters Score: Raw -64327451.077301 + Penalty 15447.732364 = -64312003.344938 nChanged 9 SP:Iteration 31Q (1557.290000 sec): 3 clusters Score: Raw -64327458.361755 + Penalty 15447.732364 = -64312010.629392 nChanged 7 SP:Iteration 32Q (1559.000000 sec): 3 clusters Score: Raw -64327464.255674 + Penalty 15447.732364 = -64312016.523310 nChanged 3 SP:Iteration 33Q (1560.710000 sec): 3 clusters Score: Raw -64327466.892919 + Penalty 15447.732364 = -64312019.160555 nChanged 2 SP:Iteration 34Q (1562.410000 sec): 3 clusters Score: Raw -64327468.465171 + Penalty 15447.732364 = -64312020.732807 nChanged 1 SP:Iteration 35Q (1564.110000 sec): 3 clusters Score: Raw -64327469.269196 + Penalty 15447.732364 = -64312021.536832 nChanged 0 SP:Iteration 36F (1566.630000 sec): 3 clusters Score: Raw -64327469.269196 + Penalty 15447.732364 = -64312021.536832 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 3 (10554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.870000 sec): 2 clusters Score: Raw -2252630.883754 + Penalty 5674.359381 = -2246956.524372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.960000 sec): 3 clusters Score: Raw -2247703.810334 + Penalty 11348.718762 = -2236355.091572 nChanged 3901 SP:Iteration 1F (1567.050000 sec): 3 clusters Score: Raw -2249952.353001 + Penalty 11348.718762 = -2238603.634239 nChanged 836 SP:Iteration 2F (1567.140000 sec): 3 clusters Score: Raw -2250551.012585 + Penalty 11348.718762 = -2239202.293823 nChanged 640 SP:Iteration 3F (1567.230000 sec): 3 clusters Score: Raw -2251013.787702 + Penalty 11348.718762 = -2239665.068939 nChanged 520 SP:Iteration 4Q (1567.320000 sec): 3 clusters Score: Raw -2251416.720860 + Penalty 11348.718762 = -2240068.002098 nChanged 460 SP:Iteration 5Q (1567.410000 sec): 3 clusters Score: Raw -2251804.182906 + Penalty 11348.718762 = -2240455.464144 nChanged 461 SP:Iteration 6Q (1567.500000 sec): 3 clusters Score: Raw -2252186.854915 + Penalty 11348.718762 = -2240838.136153 nChanged 455 SP:Iteration 7Q (1567.590000 sec): 3 clusters Score: Raw -2252581.043367 + Penalty 11348.718762 = -2241232.324605 nChanged 435 SP:Iteration 8Q (1567.670000 sec): 3 clusters Score: Raw -2252906.516152 + Penalty 11348.718762 = -2241557.797390 nChanged 382 SP:Iteration 9Q (1567.770000 sec): 3 clusters Score: Raw -2253193.329347 + Penalty 11348.718762 = -2241844.610585 nChanged 351 SP:Iteration 10Q (1567.850000 sec): 3 clusters Score: Raw -2253422.824779 + Penalty 11348.718762 = -2242074.106017 nChanged 302 SP:Iteration 11Q (1567.940000 sec): 3 clusters Score: Raw -2253610.921644 + Penalty 11348.718762 = -2242262.202882 nChanged 242 SP:Iteration 12Q (1568.030000 sec): 3 clusters Score: Raw -2253758.246097 + Penalty 11348.718762 = -2242409.527334 nChanged 212 SP:Iteration 13Q (1568.110000 sec): 3 clusters Score: Raw -2253870.107261 + Penalty 11348.718762 = -2242521.388499 nChanged 150 SP:Iteration 14Q (1568.200000 sec): 3 clusters Score: Raw -2253946.980757 + Penalty 11348.718762 = -2242598.261995 nChanged 122 SP:Iteration 15Q (1568.290000 sec): 3 clusters Score: Raw -2254009.067307 + Penalty 11348.718762 = -2242660.348544 nChanged 109 SP:Iteration 16Q (1568.370000 sec): 3 clusters Score: Raw -2254061.275513 + Penalty 11348.718762 = -2242712.556750 nChanged 100 SP:Iteration 17Q (1568.460000 sec): 3 clusters Score: Raw -2254108.203433 + Penalty 11348.718762 = -2242759.484671 nChanged 88 SP:Iteration 18Q (1568.550000 sec): 3 clusters Score: Raw -2254150.439916 + Penalty 11348.718762 = -2242801.721154 nChanged 79 SP:Iteration 19Q (1568.640000 sec): 3 clusters Score: Raw -2254187.809738 + Penalty 11348.718762 = -2242839.090976 nChanged 61 SP:Iteration 20F (1568.730000 sec): 3 clusters Score: Raw -2254214.139049 + Penalty 11348.718762 = -2242865.420287 nChanged 55 SP:Iteration 21Q (1568.810000 sec): 3 clusters Score: Raw -2254237.974722 + Penalty 11348.718762 = -2242889.255960 nChanged 48 SP:Iteration 22Q (1568.900000 sec): 3 clusters Score: Raw -2254259.425066 + Penalty 11348.718762 = -2242910.706304 nChanged 60 SP:Iteration 23Q (1568.990000 sec): 3 clusters Score: Raw -2254291.865650 + Penalty 11348.718762 = -2242943.146887 nChanged 52 SP:Iteration 24Q (1569.070000 sec): 3 clusters Score: Raw -2254318.530366 + Penalty 11348.718762 = -2242969.811604 nChanged 58 SP:Iteration 25Q (1569.160000 sec): 3 clusters Score: Raw -2254345.880526 + Penalty 11348.718762 = -2242997.161764 nChanged 43 SP:Iteration 26Q (1569.250000 sec): 3 clusters Score: Raw -2254363.001160 + Penalty 11348.718762 = -2243014.282397 nChanged 34 SP:Iteration 27Q (1569.340000 sec): 3 clusters Score: Raw -2254377.301067 + Penalty 11348.718762 = -2243028.582305 nChanged 29 SP:Iteration 28Q (1569.430000 sec): 3 clusters Score: Raw -2254388.777092 + Penalty 11348.718762 = -2243040.058329 nChanged 26 SP:Iteration 29Q (1569.510000 sec): 3 clusters Score: Raw -2254399.997197 + Penalty 11348.718762 = -2243051.278435 nChanged 25 SP:Iteration 30Q (1569.600000 sec): 3 clusters Score: Raw -2254410.244181 + Penalty 11348.718762 = -2243061.525419 nChanged 18 SP:Iteration 31Q (1569.690000 sec): 3 clusters Score: Raw -2254417.206417 + Penalty 11348.718762 = -2243068.487655 nChanged 20 SP:Iteration 32Q (1569.770000 sec): 3 clusters Score: Raw -2254424.125481 + Penalty 11348.718762 = -2243075.406719 nChanged 25 SP:Iteration 33Q (1569.860000 sec): 3 clusters Score: Raw -2254434.404671 + Penalty 11348.718762 = -2243085.685909 nChanged 21 SP:Iteration 34Q (1569.950000 sec): 3 clusters Score: Raw -2254444.605313 + Penalty 11348.718762 = -2243095.886551 nChanged 25 SP:Iteration 35Q (1570.030000 sec): 3 clusters Score: Raw -2254454.693702 + Penalty 11348.718762 = -2243105.974940 nChanged 24 SP:Iteration 36Q (1570.120000 sec): 3 clusters Score: Raw -2254464.174338 + Penalty 11348.718762 = -2243115.455575 nChanged 25 SP:Iteration 37Q (1570.210000 sec): 3 clusters Score: Raw -2254473.900139 + Penalty 11348.718762 = -2243125.181377 nChanged 22 SP:Iteration 38Q (1570.290000 sec): 3 clusters Score: Raw -2254481.671294 + Penalty 11348.718762 = -2243132.952532 nChanged 16 SP:Iteration 39Q (1570.380000 sec): 3 clusters Score: Raw -2254487.239717 + Penalty 11348.718762 = -2243138.520955 nChanged 10 SP:Iteration 40F (1570.470000 sec): 3 clusters Score: Raw -2254490.463203 + Penalty 11348.718762 = -2243141.744441 nChanged 9 SP:Iteration 41Q (1570.550000 sec): 3 clusters Score: Raw -2254493.662058 + Penalty 11348.718762 = -2243144.943296 nChanged 12 SP:Iteration 42Q (1570.640000 sec): 3 clusters Score: Raw -2254497.410840 + Penalty 11348.718762 = -2243148.692078 nChanged 2 SP:Iteration 43Q (1570.730000 sec): 3 clusters Score: Raw -2254497.865762 + Penalty 11348.718762 = -2243149.147000 nChanged 2 SP:Iteration 44Q (1570.810000 sec): 3 clusters Score: Raw -2254498.428265 + Penalty 11348.718762 = -2243149.709503 nChanged 1 SP:Iteration 45Q (1570.900000 sec): 3 clusters Score: Raw -2254498.760380 + Penalty 11348.718762 = -2243150.041618 nChanged 1 SP:Iteration 46Q (1570.990000 sec): 3 clusters Score: Raw -2254499.763216 + Penalty 11348.718762 = -2243151.044454 nChanged 4 SP:Iteration 47Q (1571.070000 sec): 3 clusters Score: Raw -2254501.202631 + Penalty 11348.718762 = -2243152.483868 nChanged 2 SP:Iteration 48Q (1571.160000 sec): 3 clusters Score: Raw -2254501.960385 + Penalty 11348.718762 = -2243153.241623 nChanged 2 SP:Iteration 49Q (1571.250000 sec): 3 clusters Score: Raw -2254502.515190 + Penalty 11348.718762 = -2243153.796428 nChanged 1 SP:Iteration 50Q (1571.340000 sec): 3 clusters Score: Raw -2254502.726813 + Penalty 11348.718762 = -2243154.008051 nChanged 0 SP:Iteration 51F (1571.430000 sec): 3 clusters Score: Raw -2254502.726813 + Penalty 11348.718762 = -2243154.008051 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 4 (13741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.520000 sec): 2 clusters Score: Raw -3016419.332655 + Penalty 5835.985348 = -3010583.347307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.640000 sec): 3 clusters Score: Raw -3009732.533724 + Penalty 11671.970696 = -2998060.563028 nChanged 5238 SP:Iteration 1F (1571.760000 sec): 3 clusters Score: Raw -3012875.291939 + Penalty 11671.970696 = -3001203.321243 nChanged 1089 SP:Iteration 2F (1571.880000 sec): 3 clusters Score: Raw -3013830.928862 + Penalty 11671.970696 = -3002158.958166 nChanged 915 SP:Iteration 3F (1571.990000 sec): 3 clusters Score: Raw -3014625.472550 + Penalty 11671.970696 = -3002953.501854 nChanged 811 SP:Iteration 4F (1572.110000 sec): 3 clusters Score: Raw -3015229.919590 + Penalty 11671.970696 = -3003557.948895 nChanged 699 SP:Iteration 5F (1572.230000 sec): 3 clusters Score: Raw -3015687.349631 + Penalty 11671.970696 = -3004015.378936 nChanged 607 SP:Iteration 6Q (1572.350000 sec): 3 clusters Score: Raw -3016074.553215 + Penalty 11671.970696 = -3004402.582520 nChanged 520 SP:Iteration 7Q (1572.460000 sec): 3 clusters Score: Raw -3016406.799608 + Penalty 11671.970696 = -3004734.828913 nChanged 472 SP:Iteration 8Q (1572.580000 sec): 3 clusters Score: Raw -3016719.764186 + Penalty 11671.970696 = -3005047.793491 nChanged 411 SP:Iteration 9Q (1572.690000 sec): 3 clusters Score: Raw -3016992.997159 + Penalty 11671.970696 = -3005321.026463 nChanged 347 SP:Iteration 10Q (1572.810000 sec): 3 clusters Score: Raw -3017216.618902 + Penalty 11671.970696 = -3005544.648206 nChanged 298 SP:Iteration 11Q (1572.920000 sec): 3 clusters Score: Raw -3017420.735574 + Penalty 11671.970696 = -3005748.764878 nChanged 276 SP:Iteration 12Q (1573.030000 sec): 3 clusters Score: Raw -3017623.376946 + Penalty 11671.970696 = -3005951.406250 nChanged 255 SP:Iteration 13Q (1573.150000 sec): 3 clusters Score: Raw -3017824.215012 + Penalty 11671.970696 = -3006152.244316 nChanged 209 SP:Iteration 14Q (1573.260000 sec): 3 clusters Score: Raw -3017993.193301 + Penalty 11671.970696 = -3006321.222605 nChanged 180 SP:Iteration 15Q (1573.370000 sec): 3 clusters Score: Raw -3018143.427501 + Penalty 11671.970696 = -3006471.456805 nChanged 146 SP:Iteration 16Q (1573.490000 sec): 3 clusters Score: Raw -3018259.748714 + Penalty 11671.970696 = -3006587.778018 nChanged 119 SP:Iteration 17Q (1573.590000 sec): 3 clusters Score: Raw -3018347.933485 + Penalty 11671.970696 = -3006675.962789 nChanged 82 SP:Iteration 18Q (1573.700000 sec): 3 clusters Score: Raw -3018413.348537 + Penalty 11671.970696 = -3006741.377841 nChanged 78 SP:Iteration 19Q (1573.800000 sec): 3 clusters Score: Raw -3018464.317357 + Penalty 11671.970696 = -3006792.346661 nChanged 53 SP:Iteration 20F (1573.920000 sec): 3 clusters Score: Raw -3018503.329774 + Penalty 11671.970696 = -3006831.359078 nChanged 53 SP:Iteration 21Q (1574.020000 sec): 3 clusters Score: Raw -3018542.391633 + Penalty 11671.970696 = -3006870.420938 nChanged 54 SP:Iteration 22Q (1574.120000 sec): 3 clusters Score: Raw -3018589.138659 + Penalty 11671.970696 = -3006917.167964 nChanged 51 SP:Iteration 23Q (1574.220000 sec): 3 clusters Score: Raw -3018643.699101 + Penalty 11671.970696 = -3006971.728405 nChanged 54 SP:Iteration 24Q (1574.320000 sec): 3 clusters Score: Raw -3018697.131020 + Penalty 11671.970696 = -3007025.160324 nChanged 60 SP:Iteration 25Q (1574.420000 sec): 3 clusters Score: Raw -3018749.472444 + Penalty 11671.970696 = -3007077.501748 nChanged 38 SP:Iteration 26Q (1574.520000 sec): 3 clusters Score: Raw -3018783.890056 + Penalty 11671.970696 = -3007111.919360 nChanged 36 SP:Iteration 27Q (1574.610000 sec): 3 clusters Score: Raw -3018820.888858 + Penalty 11671.970696 = -3007148.918162 nChanged 33 SP:Iteration 28Q (1574.710000 sec): 3 clusters Score: Raw -3018844.114226 + Penalty 11671.970696 = -3007172.143531 nChanged 26 SP:Iteration 29Q (1574.790000 sec): 3 clusters Score: Raw -3018860.568836 + Penalty 11671.970696 = -3007188.598140 nChanged 17 SP:Iteration 30Q (1574.890000 sec): 3 clusters Score: Raw -3018873.314703 + Penalty 11671.970696 = -3007201.344007 nChanged 12 SP:Iteration 31Q (1574.970000 sec): 3 clusters Score: Raw -3018880.385939 + Penalty 11671.970696 = -3007208.415243 nChanged 10 SP:Iteration 32Q (1575.060000 sec): 3 clusters Score: Raw -3018886.751965 + Penalty 11671.970696 = -3007214.781269 nChanged 9 SP:Iteration 33Q (1575.150000 sec): 3 clusters Score: Raw -3018891.735244 + Penalty 11671.970696 = -3007219.764549 nChanged 9 SP:Iteration 34Q (1575.250000 sec): 3 clusters Score: Raw -3018897.578039 + Penalty 11671.970696 = -3007225.607344 nChanged 8 SP:Iteration 35Q (1575.340000 sec): 3 clusters Score: Raw -3018902.545222 + Penalty 11671.970696 = -3007230.574526 nChanged 6 SP:Iteration 36Q (1575.430000 sec): 3 clusters Score: Raw -3018906.625730 + Penalty 11671.970696 = -3007234.655034 nChanged 5 SP:Iteration 37Q (1575.510000 sec): 3 clusters Score: Raw -3018908.971958 + Penalty 11671.970696 = -3007237.001263 nChanged 4 SP:Iteration 38Q (1575.610000 sec): 3 clusters Score: Raw -3018911.090164 + Penalty 11671.970696 = -3007239.119469 nChanged 6 SP:Iteration 39Q (1575.690000 sec): 3 clusters Score: Raw -3018914.767086 + Penalty 11671.970696 = -3007242.796390 nChanged 5 SP:Iteration 40F (1575.810000 sec): 3 clusters Score: Raw -3018917.285146 + Penalty 11671.970696 = -3007245.314450 nChanged 2 SP:Iteration 41Q (1575.900000 sec): 3 clusters Score: Raw -3018917.978295 + Penalty 11671.970696 = -3007246.007600 nChanged 0 SP:Iteration 42F (1576.010000 sec): 3 clusters Score: Raw -3018917.978295 + Penalty 11671.970696 = -3007246.007600 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 5 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1576.030000 sec): 2 clusters Score: Raw -319940.334013 + Penalty 4480.978647 = -315459.355367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1576.050000 sec): 3 clusters Score: Raw -319800.346982 + Penalty 8961.957293 = -310838.389689 nChanged 302 SP:Iteration 1F (1576.060000 sec): 3 clusters Score: Raw -320299.552867 + Penalty 8961.957293 = -311337.595574 nChanged 88 SP:Iteration 2F (1576.070000 sec): 3 clusters Score: Raw -320473.681359 + Penalty 8961.957293 = -311511.724066 nChanged 33 SP:Iteration 3Q (1576.090000 sec): 3 clusters Score: Raw -320548.510808 + Penalty 8961.957293 = -311586.553515 nChanged 26 SP:Iteration 4Q (1576.100000 sec): 3 clusters Score: Raw -320605.171612 + Penalty 8961.957293 = -311643.214319 nChanged 27 SP:Iteration 5Q (1576.110000 sec): 3 clusters Score: Raw -320660.815636 + Penalty 8961.957293 = -311698.858343 nChanged 14 SP:Iteration 6Q (1576.130000 sec): 3 clusters Score: Raw -320685.561365 + Penalty 8961.957293 = -311723.604072 nChanged 8 SP:Iteration 7Q (1576.140000 sec): 3 clusters Score: Raw -320705.499121 + Penalty 8961.957293 = -311743.541828 nChanged 7 SP:Iteration 8Q (1576.150000 sec): 3 clusters Score: Raw -320726.744958 + Penalty 8961.957293 = -311764.787665 nChanged 9 SP:Iteration 9Q (1576.160000 sec): 3 clusters Score: Raw -320755.277534 + Penalty 8961.957293 = -311793.320241 nChanged 8 SP:Iteration 10Q (1576.170000 sec): 3 clusters Score: Raw -320770.556914 + Penalty 8961.957293 = -311808.599621 nChanged 5 SP:Iteration 11Q (1576.190000 sec): 3 clusters Score: Raw -320777.383077 + Penalty 8961.957293 = -311815.425784 nChanged 4 SP:Iteration 12Q (1576.200000 sec): 3 clusters Score: Raw -320782.874517 + Penalty 8961.957293 = -311820.917224 nChanged 3 SP:Iteration 13Q (1576.210000 sec): 3 clusters Score: Raw -320789.560775 + Penalty 8961.957293 = -311827.603482 nChanged 2 SP:Iteration 14Q (1576.220000 sec): 3 clusters Score: Raw -320793.245020 + Penalty 8961.957293 = -311831.287727 nChanged 2 SP:Iteration 15Q (1576.230000 sec): 3 clusters Score: Raw -320796.430629 + Penalty 8961.957293 = -311834.473335 nChanged 0 SP:Iteration 16F (1576.250000 sec): 3 clusters Score: Raw -320796.430629 + Penalty 8961.957293 = -311834.473335 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 6 (14889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1576.350000 sec): 2 clusters Score: Raw -3124393.638720 + Penalty 5885.131503 = -3118508.507217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1576.480000 sec): 3 clusters Score: Raw -3117052.519149 + Penalty 11770.263006 = -3105282.256143 nChanged 5758 SP:Iteration 1F (1576.610000 sec): 3 clusters Score: Raw -3120221.117145 + Penalty 11770.263006 = -3108450.854139 nChanged 1082 SP:Iteration 2F (1576.740000 sec): 3 clusters Score: Raw -3120861.526339 + Penalty 11770.263006 = -3109091.263333 nChanged 796 SP:Iteration 3F (1576.860000 sec): 3 clusters Score: Raw -3121372.794905 + Penalty 11770.263006 = -3109602.531899 nChanged 685 SP:Iteration 4Q (1576.990000 sec): 3 clusters Score: Raw -3121836.144851 + Penalty 11770.263006 = -3110065.881845 nChanged 656 SP:Iteration 5Q (1577.120000 sec): 3 clusters Score: Raw -3122290.614936 + Penalty 11770.263006 = -3110520.351930 nChanged 661 SP:Iteration 6Q (1577.250000 sec): 3 clusters Score: Raw -3122724.002785 + Penalty 11770.263006 = -3110953.739779 nChanged 598 SP:Iteration 7Q (1577.380000 sec): 3 clusters Score: Raw -3123105.923693 + Penalty 11770.263006 = -3111335.660687 nChanged 602 SP:Iteration 8Q (1577.500000 sec): 3 clusters Score: Raw -3123506.468361 + Penalty 11770.263006 = -3111736.205355 nChanged 568 SP:Iteration 9Q (1577.630000 sec): 3 clusters Score: Raw -3123870.071447 + Penalty 11770.263006 = -3112099.808441 nChanged 505 SP:Iteration 10Q (1577.760000 sec): 3 clusters Score: Raw -3124200.187713 + Penalty 11770.263006 = -3112429.924707 nChanged 471 SP:Iteration 11Q (1577.880000 sec): 3 clusters Score: Raw -3124530.480444 + Penalty 11770.263006 = -3112760.217438 nChanged 440 SP:Iteration 12Q (1578.000000 sec): 3 clusters Score: Raw -3124838.480243 + Penalty 11770.263006 = -3113068.217236 nChanged 384 SP:Iteration 13Q (1578.130000 sec): 3 clusters Score: Raw -3125110.450705 + Penalty 11770.263006 = -3113340.187699 nChanged 324 SP:Iteration 14Q (1578.260000 sec): 3 clusters Score: Raw -3125346.154973 + Penalty 11770.263006 = -3113575.891967 nChanged 287 SP:Iteration 15Q (1578.380000 sec): 3 clusters Score: Raw -3125539.596918 + Penalty 11770.263006 = -3113769.333912 nChanged 251 SP:Iteration 16Q (1578.500000 sec): 3 clusters Score: Raw -3125707.290080 + Penalty 11770.263006 = -3113937.027073 nChanged 203 SP:Iteration 17Q (1578.620000 sec): 3 clusters Score: Raw -3125840.498247 + Penalty 11770.263006 = -3114070.235241 nChanged 167 SP:Iteration 18Q (1578.740000 sec): 3 clusters Score: Raw -3125950.594012 + Penalty 11770.263006 = -3114180.331006 nChanged 133 SP:Iteration 19Q (1578.860000 sec): 3 clusters Score: Raw -3126045.764734 + Penalty 11770.263006 = -3114275.501728 nChanged 112 SP:Iteration 20F (1578.990000 sec): 3 clusters Score: Raw -3126136.272376 + Penalty 11770.263006 = -3114366.009370 nChanged 105 SP:Iteration 21Q (1579.100000 sec): 3 clusters Score: Raw -3126219.553883 + Penalty 11770.263006 = -3114449.290877 nChanged 85 SP:Iteration 22Q (1579.230000 sec): 3 clusters Score: Raw -3126286.629947 + Penalty 11770.263006 = -3114516.366940 nChanged 66 SP:Iteration 23Q (1579.340000 sec): 3 clusters Score: Raw -3126337.693016 + Penalty 11770.263006 = -3114567.430010 nChanged 59 SP:Iteration 24Q (1579.460000 sec): 3 clusters Score: Raw -3126380.144091 + Penalty 11770.263006 = -3114609.881085 nChanged 40 SP:Iteration 25Q (1579.570000 sec): 3 clusters Score: Raw -3126410.000351 + Penalty 11770.263006 = -3114639.737345 nChanged 38 SP:Iteration 26Q (1579.690000 sec): 3 clusters Score: Raw -3126438.297554 + Penalty 11770.263006 = -3114668.034548 nChanged 30 SP:Iteration 27Q (1579.800000 sec): 3 clusters Score: Raw -3126457.476019 + Penalty 11770.263006 = -3114687.213013 nChanged 32 SP:Iteration 28Q (1579.910000 sec): 3 clusters Score: Raw -3126475.634571 + Penalty 11770.263006 = -3114705.371565 nChanged 21 SP:Iteration 29Q (1580.020000 sec): 3 clusters Score: Raw -3126490.829842 + Penalty 11770.263006 = -3114720.566836 nChanged 23 SP:Iteration 30Q (1580.130000 sec): 3 clusters Score: Raw -3126507.899434 + Penalty 11770.263006 = -3114737.636428 nChanged 11 SP:Iteration 31Q (1580.250000 sec): 3 clusters Score: Raw -3126513.713951 + Penalty 11770.263006 = -3114743.450945 nChanged 6 SP:Iteration 32Q (1580.360000 sec): 3 clusters Score: Raw -3126517.152469 + Penalty 11770.263006 = -3114746.889463 nChanged 7 SP:Iteration 33Q (1580.470000 sec): 3 clusters Score: Raw -3126520.066177 + Penalty 11770.263006 = -3114749.803170 nChanged 5 SP:Iteration 34Q (1580.580000 sec): 3 clusters Score: Raw -3126524.017143 + Penalty 11770.263006 = -3114753.754137 nChanged 8 SP:Iteration 35Q (1580.690000 sec): 3 clusters Score: Raw -3126528.326766 + Penalty 11770.263006 = -3114758.063760 nChanged 11 SP:Iteration 36Q (1580.800000 sec): 3 clusters Score: Raw -3126536.909252 + Penalty 11770.263006 = -3114766.646246 nChanged 9 SP:Iteration 37Q (1580.910000 sec): 3 clusters Score: Raw -3126543.418648 + Penalty 11770.263006 = -3114773.155642 nChanged 9 SP:Iteration 38Q (1581.020000 sec): 3 clusters Score: Raw -3126548.891929 + Penalty 11770.263006 = -3114778.628923 nChanged 11 SP:Iteration 39Q (1581.130000 sec): 3 clusters Score: Raw -3126554.611695 + Penalty 11770.263006 = -3114784.348689 nChanged 11 SP:Iteration 40F (1581.260000 sec): 3 clusters Score: Raw -3126560.797495 + Penalty 11770.263006 = -3114790.534488 nChanged 2 SP:Iteration 41Q (1581.370000 sec): 3 clusters Score: Raw -3126562.144600 + Penalty 11770.263006 = -3114791.881593 nChanged 5 SP:Iteration 42Q (1581.480000 sec): 3 clusters Score: Raw -3126564.274555 + Penalty 11770.263006 = -3114794.011549 nChanged 2 SP:Iteration 43Q (1581.590000 sec): 3 clusters Score: Raw -3126565.410755 + Penalty 11770.263006 = -3114795.147748 nChanged 0 SP:Iteration 44F (1581.720000 sec): 3 clusters Score: Raw -3126565.410755 + Penalty 11770.263006 = -3114795.147748 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 7 (41305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1582.000000 sec): 2 clusters Score: Raw -8898738.931329 + Penalty 6510.102538 = -8892228.828792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1582.360000 sec): 3 clusters Score: Raw -8875341.519525 + Penalty 13020.205075 = -8862321.314449 nChanged 17765 SP:Iteration 1F (1582.720000 sec): 3 clusters Score: Raw -8884915.779392 + Penalty 13020.205075 = -8871895.574316 nChanged 2386 SP:Iteration 2F (1583.070000 sec): 3 clusters Score: Raw -8885922.020589 + Penalty 13020.205075 = -8872901.815514 nChanged 2095 SP:Iteration 3F (1583.430000 sec): 3 clusters Score: Raw -8886860.815136 + Penalty 13020.205075 = -8873840.610061 nChanged 1979 SP:Iteration 4Q (1583.790000 sec): 3 clusters Score: Raw -8887864.687687 + Penalty 13020.205075 = -8874844.482612 nChanged 2030 SP:Iteration 5Q (1584.150000 sec): 3 clusters Score: Raw -8889067.234551 + Penalty 13020.205075 = -8876047.029476 nChanged 2163 SP:Iteration 6F (1584.500000 sec): 3 clusters Score: Raw -8890410.103356 + Penalty 13020.205075 = -8877389.898280 nChanged 2245 SP:Iteration 7F (1584.850000 sec): 3 clusters Score: Raw -8891712.084308 + Penalty 13020.205075 = -8878691.879233 nChanged 2152 SP:Iteration 8F (1585.210000 sec): 3 clusters Score: Raw -8892837.128082 + Penalty 13020.205075 = -8879816.923006 nChanged 1876 SP:Iteration 9Q (1585.560000 sec): 3 clusters Score: Raw -8893718.130203 + Penalty 13020.205075 = -8880697.925127 nChanged 1597 SP:Iteration 10Q (1585.910000 sec): 3 clusters Score: Raw -8894342.140807 + Penalty 13020.205075 = -8881321.935732 nChanged 1235 SP:Iteration 11Q (1586.270000 sec): 3 clusters Score: Raw -8894778.144060 + Penalty 13020.205075 = -8881757.938984 nChanged 1084 SP:Iteration 12Q (1586.620000 sec): 3 clusters Score: Raw -8895109.357061 + Penalty 13020.205075 = -8882089.151986 nChanged 845 SP:Iteration 13Q (1586.970000 sec): 3 clusters Score: Raw -8895331.129484 + Penalty 13020.205075 = -8882310.924409 nChanged 700 SP:Iteration 14Q (1587.320000 sec): 3 clusters Score: Raw -8895497.579666 + Penalty 13020.205075 = -8882477.374590 nChanged 596 SP:Iteration 15Q (1587.670000 sec): 3 clusters Score: Raw -8895627.083528 + Penalty 13020.205075 = -8882606.878453 nChanged 485 SP:Iteration 16Q (1588.030000 sec): 3 clusters Score: Raw -8895727.132816 + Penalty 13020.205075 = -8882706.927741 nChanged 440 SP:Iteration 17Q (1588.380000 sec): 3 clusters Score: Raw -8895813.531194 + Penalty 13020.205075 = -8882793.326118 nChanged 373 SP:Iteration 18Q (1588.730000 sec): 3 clusters Score: Raw -8895879.314578 + Penalty 13020.205075 = -8882859.109502 nChanged 316 SP:Iteration 19Q (1589.080000 sec): 3 clusters Score: Raw -8895934.064641 + Penalty 13020.205075 = -8882913.859566 nChanged 284 SP:Iteration 20F (1589.440000 sec): 3 clusters Score: Raw -8895979.772265 + Penalty 13020.205075 = -8882959.567190 nChanged 237 SP:Iteration 21Q (1589.790000 sec): 3 clusters Score: Raw -8896016.509904 + Penalty 13020.205075 = -8882996.304828 nChanged 229 SP:Iteration 22Q (1590.140000 sec): 3 clusters Score: Raw -8896055.692709 + Penalty 13020.205075 = -8883035.487634 nChanged 210 SP:Iteration 23Q (1590.490000 sec): 3 clusters Score: Raw -8896090.408019 + Penalty 13020.205075 = -8883070.202944 nChanged 192 SP:Iteration 24Q (1590.840000 sec): 3 clusters Score: Raw -8896116.983117 + Penalty 13020.205075 = -8883096.778041 nChanged 155 SP:Iteration 25Q (1591.190000 sec): 3 clusters Score: Raw -8896137.644429 + Penalty 13020.205075 = -8883117.439354 nChanged 132 SP:Iteration 26Q (1591.540000 sec): 3 clusters Score: Raw -8896154.376088 + Penalty 13020.205075 = -8883134.171013 nChanged 114 SP:Iteration 27Q (1591.890000 sec): 3 clusters Score: Raw -8896170.037734 + Penalty 13020.205075 = -8883149.832658 nChanged 118 SP:Iteration 28Q (1592.250000 sec): 3 clusters Score: Raw -8896184.032793 + Penalty 13020.205075 = -8883163.827718 nChanged 98 SP:Iteration 29Q (1592.590000 sec): 3 clusters Score: Raw -8896196.020698 + Penalty 13020.205075 = -8883175.815622 nChanged 95 SP:Iteration 30Q (1592.940000 sec): 3 clusters Score: Raw -8896208.685991 + Penalty 13020.205075 = -8883188.480916 nChanged 103 SP:Iteration 31Q (1593.290000 sec): 3 clusters Score: Raw -8896222.819496 + Penalty 13020.205075 = -8883202.614421 nChanged 97 SP:Iteration 32Q (1593.640000 sec): 3 clusters Score: Raw -8896238.254476 + Penalty 13020.205075 = -8883218.049400 nChanged 114 SP:Iteration 33Q (1593.990000 sec): 3 clusters Score: Raw -8896254.779489 + Penalty 13020.205075 = -8883234.574413 nChanged 112 SP:Iteration 34Q (1594.340000 sec): 3 clusters Score: Raw -8896270.291606 + Penalty 13020.205075 = -8883250.086531 nChanged 111 SP:Iteration 35Q (1594.690000 sec): 3 clusters Score: Raw -8896285.577545 + Penalty 13020.205075 = -8883265.372470 nChanged 111 SP:Iteration 36Q (1595.030000 sec): 3 clusters Score: Raw -8896301.535317 + Penalty 13020.205075 = -8883281.330242 nChanged 116 SP:Iteration 37Q (1595.390000 sec): 3 clusters Score: Raw -8896316.935717 + Penalty 13020.205075 = -8883296.730642 nChanged 112 SP:Iteration 38Q (1595.740000 sec): 3 clusters Score: Raw -8896329.807153 + Penalty 13020.205075 = -8883309.602078 nChanged 85 SP:Iteration 39Q (1596.090000 sec): 3 clusters Score: Raw -8896339.497198 + Penalty 13020.205075 = -8883319.292122 nChanged 72 SP:Iteration 40F (1596.440000 sec): 3 clusters Score: Raw -8896349.071179 + Penalty 13020.205075 = -8883328.866103 nChanged 73 SP:Iteration 41Q (1596.790000 sec): 3 clusters Score: Raw -8896357.830886 + Penalty 13020.205075 = -8883337.625810 nChanged 80 SP:Iteration 42Q (1597.130000 sec): 3 clusters Score: Raw -8896366.834283 + Penalty 13020.205075 = -8883346.629208 nChanged 75 SP:Iteration 43Q (1597.480000 sec): 3 clusters Score: Raw -8896375.345561 + Penalty 13020.205075 = -8883355.140486 nChanged 70 SP:Iteration 44Q (1597.830000 sec): 3 clusters Score: Raw -8896383.061824 + Penalty 13020.205075 = -8883362.856749 nChanged 56 SP:Iteration 45Q (1598.180000 sec): 3 clusters Score: Raw -8896389.942481 + Penalty 13020.205075 = -8883369.737406 nChanged 67 SP:Iteration 46Q (1598.530000 sec): 3 clusters Score: Raw -8896399.117257 + Penalty 13020.205075 = -8883378.912181 nChanged 71 SP:Iteration 47Q (1598.870000 sec): 3 clusters Score: Raw -8896406.990983 + Penalty 13020.205075 = -8883386.785908 nChanged 71 SP:Iteration 48Q (1599.220000 sec): 3 clusters Score: Raw -8896413.641791 + Penalty 13020.205075 = -8883393.436716 nChanged 59 SP:Iteration 49Q (1599.570000 sec): 3 clusters Score: Raw -8896420.315275 + Penalty 13020.205075 = -8883400.110199 nChanged 72 SP:Iteration 50Q (1599.920000 sec): 3 clusters Score: Raw -8896428.980001 + Penalty 13020.205075 = -8883408.774926 nChanged 65 SP:Iteration 51Q (1600.270000 sec): 3 clusters Score: Raw -8896436.213789 + Penalty 13020.205075 = -8883416.008714 nChanged 65 SP:Iteration 52Q (1600.620000 sec): 3 clusters Score: Raw -8896442.647323 + Penalty 13020.205075 = -8883422.442247 nChanged 49 SP:Iteration 53Q (1600.970000 sec): 3 clusters Score: Raw -8896447.180628 + Penalty 13020.205075 = -8883426.975552 nChanged 57 SP:Iteration 54Q (1601.310000 sec): 3 clusters Score: Raw -8896453.092037 + Penalty 13020.205075 = -8883432.886962 nChanged 46 SP:Iteration 55Q (1601.660000 sec): 3 clusters Score: Raw -8896457.618195 + Penalty 13020.205075 = -8883437.413120 nChanged 45 SP:Iteration 56Q (1602.010000 sec): 3 clusters Score: Raw -8896462.758876 + Penalty 13020.205075 = -8883442.553800 nChanged 47 SP:Iteration 57Q (1602.360000 sec): 3 clusters Score: Raw -8896467.347870 + Penalty 13020.205075 = -8883447.142795 nChanged 44 SP:Iteration 58Q (1602.710000 sec): 3 clusters Score: Raw -8896471.446300 + Penalty 13020.205075 = -8883451.241225 nChanged 28 SP:Iteration 59Q (1603.050000 sec): 3 clusters Score: Raw -8896474.472561 + Penalty 13020.205075 = -8883454.267486 nChanged 31 SP:Iteration 60F (1603.410000 sec): 3 clusters Score: Raw -8896477.427786 + Penalty 13020.205075 = -8883457.222710 nChanged 28 SP:Iteration 61Q (1603.750000 sec): 3 clusters Score: Raw -8896480.270463 + Penalty 13020.205075 = -8883460.065388 nChanged 28 SP:Iteration 62Q (1604.100000 sec): 3 clusters Score: Raw -8896483.201433 + Penalty 13020.205075 = -8883462.996358 nChanged 31 SP:Iteration 63Q (1604.450000 sec): 3 clusters Score: Raw -8896486.490826 + Penalty 13020.205075 = -8883466.285751 nChanged 26 SP:Iteration 64Q (1604.800000 sec): 3 clusters Score: Raw -8896488.377019 + Penalty 13020.205075 = -8883468.171943 nChanged 14 SP:Iteration 65Q (1605.140000 sec): 3 clusters Score: Raw -8896489.488832 + Penalty 13020.205075 = -8883469.283757 nChanged 17 SP:Iteration 66Q (1605.490000 sec): 3 clusters Score: Raw -8896491.336690 + Penalty 13020.205075 = -8883471.131614 nChanged 21 SP:Iteration 67Q (1605.840000 sec): 3 clusters Score: Raw -8896492.854757 + Penalty 13020.205075 = -8883472.649682 nChanged 14 SP:Iteration 68Q (1606.190000 sec): 3 clusters Score: Raw -8896493.643516 + Penalty 13020.205075 = -8883473.438440 nChanged 6 SP:Iteration 69Q (1606.550000 sec): 3 clusters Score: Raw -8896494.114627 + Penalty 13020.205075 = -8883473.909551 nChanged 7 SP:Iteration 70Q (1606.890000 sec): 3 clusters Score: Raw -8896494.508774 + Penalty 13020.205075 = -8883474.303699 nChanged 2 SP:Iteration 71Q (1607.250000 sec): 3 clusters Score: Raw -8896494.635266 + Penalty 13020.205075 = -8883474.430191 nChanged 1 SP:Iteration 72Q (1607.590000 sec): 3 clusters Score: Raw -8896494.730233 + Penalty 13020.205075 = -8883474.525158 nChanged 1 SP:Iteration 73Q (1607.940000 sec): 3 clusters Score: Raw -8896494.760934 + Penalty 13020.205075 = -8883474.555858 nChanged 0 SP:Iteration 74F (1608.290000 sec): 3 clusters Score: Raw -8896494.760934 + Penalty 13020.205075 = -8883474.555858 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 8 (3577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1608.340000 sec): 2 clusters Score: Raw -784266.975464 + Penalty 5011.646340 = -779255.329124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1608.370000 sec): 3 clusters Score: Raw -783135.053490 + Penalty 10023.292681 = -773111.760809 nChanged 1023 SP:Iteration 1F (1608.400000 sec): 3 clusters Score: Raw -783974.261091 + Penalty 10023.292681 = -773950.968410 nChanged 228 SP:Iteration 2F (1608.430000 sec): 3 clusters Score: Raw -784206.112459 + Penalty 10023.292681 = -774182.819778 nChanged 121 SP:Iteration 3Q (1608.460000 sec): 3 clusters Score: Raw -784325.457575 + Penalty 10023.292681 = -774302.164895 nChanged 86 SP:Iteration 4Q (1608.490000 sec): 3 clusters Score: Raw -784408.154323 + Penalty 10023.292681 = -774384.861642 nChanged 70 SP:Iteration 5Q (1608.520000 sec): 3 clusters Score: Raw -784467.773726 + Penalty 10023.292681 = -774444.481046 nChanged 40 SP:Iteration 6Q (1608.550000 sec): 3 clusters Score: Raw -784500.823580 + Penalty 10023.292681 = -774477.530899 nChanged 43 SP:Iteration 7Q (1608.580000 sec): 3 clusters Score: Raw -784537.292598 + Penalty 10023.292681 = -774513.999918 nChanged 32 SP:Iteration 8Q (1608.610000 sec): 3 clusters Score: Raw -784568.596939 + Penalty 10023.292681 = -774545.304258 nChanged 23 SP:Iteration 9Q (1608.650000 sec): 3 clusters Score: Raw -784588.397684 + Penalty 10023.292681 = -774565.105004 nChanged 28 SP:Iteration 10Q (1608.680000 sec): 3 clusters Score: Raw -784609.781820 + Penalty 10023.292681 = -774586.489139 nChanged 16 SP:Iteration 11Q (1608.710000 sec): 3 clusters Score: Raw -784622.219833 + Penalty 10023.292681 = -774598.927152 nChanged 10 SP:Iteration 12Q (1608.740000 sec): 3 clusters Score: Raw -784630.697227 + Penalty 10023.292681 = -774607.404546 nChanged 7 SP:Iteration 13Q (1608.760000 sec): 3 clusters Score: Raw -784635.377118 + Penalty 10023.292681 = -774612.084438 nChanged 5 SP:Iteration 14Q (1608.800000 sec): 3 clusters Score: Raw -784638.520406 + Penalty 10023.292681 = -774615.227726 nChanged 3 SP:Iteration 15Q (1608.820000 sec): 3 clusters Score: Raw -784640.555475 + Penalty 10023.292681 = -774617.262795 nChanged 2 SP:Iteration 16Q (1608.860000 sec): 3 clusters Score: Raw -784642.783012 + Penalty 10023.292681 = -774619.490331 nChanged 0 SP:Iteration 17F (1608.880000 sec): 3 clusters Score: Raw -784642.783012 + Penalty 10023.292681 = -774619.490331 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 12 (10461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1608.960000 sec): 2 clusters Score: Raw -2224654.092745 + Penalty 5668.938218 = -2218985.154527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1609.050000 sec): 3 clusters Score: Raw -2219763.474386 + Penalty 11337.876436 = -2208425.597950 nChanged 3898 SP:Iteration 1F (1609.140000 sec): 3 clusters Score: Raw -2222030.103703 + Penalty 11337.876436 = -2210692.227267 nChanged 787 SP:Iteration 2F (1609.230000 sec): 3 clusters Score: Raw -2222544.043975 + Penalty 11337.876436 = -2211206.167539 nChanged 520 SP:Iteration 3Q (1609.320000 sec): 3 clusters Score: Raw -2222853.715288 + Penalty 11337.876436 = -2211515.838852 nChanged 373 SP:Iteration 4Q (1609.410000 sec): 3 clusters Score: Raw -2223069.247332 + Penalty 11337.876436 = -2211731.370896 nChanged 319 SP:Iteration 5Q (1609.500000 sec): 3 clusters Score: Raw -2223248.660656 + Penalty 11337.876436 = -2211910.784220 nChanged 298 SP:Iteration 6Q (1609.590000 sec): 3 clusters Score: Raw -2223414.133365 + Penalty 11337.876436 = -2212076.256930 nChanged 282 SP:Iteration 7Q (1609.680000 sec): 3 clusters Score: Raw -2223577.868949 + Penalty 11337.876436 = -2212239.992513 nChanged 275 SP:Iteration 8Q (1609.770000 sec): 3 clusters Score: Raw -2223753.304139 + Penalty 11337.876436 = -2212415.427703 nChanged 285 SP:Iteration 9Q (1609.860000 sec): 3 clusters Score: Raw -2223943.798933 + Penalty 11337.876436 = -2212605.922498 nChanged 332 SP:Iteration 10Q (1609.940000 sec): 3 clusters Score: Raw -2224217.688495 + Penalty 11337.876436 = -2212879.812060 nChanged 356 SP:Iteration 11Q (1610.030000 sec): 3 clusters Score: Raw -2224513.650697 + Penalty 11337.876436 = -2213175.774262 nChanged 370 SP:Iteration 12Q (1610.120000 sec): 3 clusters Score: Raw -2224828.661621 + Penalty 11337.876436 = -2213490.785185 nChanged 346 SP:Iteration 13Q (1610.210000 sec): 3 clusters Score: Raw -2225159.324997 + Penalty 11337.876436 = -2213821.448562 nChanged 343 SP:Iteration 14Q (1610.300000 sec): 3 clusters Score: Raw -2225475.075982 + Penalty 11337.876436 = -2214137.199547 nChanged 344 SP:Iteration 15Q (1610.380000 sec): 3 clusters Score: Raw -2225763.739481 + Penalty 11337.876436 = -2214425.863045 nChanged 293 SP:Iteration 16Q (1610.470000 sec): 3 clusters Score: Raw -2226003.423731 + Penalty 11337.876436 = -2214665.547296 nChanged 254 SP:Iteration 17Q (1610.550000 sec): 3 clusters Score: Raw -2226182.750823 + Penalty 11337.876436 = -2214844.874387 nChanged 217 SP:Iteration 18Q (1610.640000 sec): 3 clusters Score: Raw -2226328.017751 + Penalty 11337.876436 = -2214990.141315 nChanged 170 SP:Iteration 19Q (1610.720000 sec): 3 clusters Score: Raw -2226440.066248 + Penalty 11337.876436 = -2215102.189812 nChanged 173 SP:Iteration 20F (1610.810000 sec): 3 clusters Score: Raw -2226549.299854 + Penalty 11337.876436 = -2215211.423419 nChanged 173 SP:Iteration 21Q (1610.900000 sec): 3 clusters Score: Raw -2226672.631787 + Penalty 11337.876436 = -2215334.755351 nChanged 188 SP:Iteration 22Q (1610.980000 sec): 3 clusters Score: Raw -2226817.631988 + Penalty 11337.876436 = -2215479.755552 nChanged 209 SP:Iteration 23Q (1611.060000 sec): 3 clusters Score: Raw -2226985.967519 + Penalty 11337.876436 = -2215648.091083 nChanged 214 SP:Iteration 24Q (1611.140000 sec): 3 clusters Score: Raw -2227176.728009 + Penalty 11337.876436 = -2215838.851573 nChanged 222 SP:Iteration 25Q (1611.220000 sec): 3 clusters Score: Raw -2227392.195877 + Penalty 11337.876436 = -2216054.319441 nChanged 234 SP:Iteration 26Q (1611.300000 sec): 3 clusters Score: Raw -2227622.874209 + Penalty 11337.876436 = -2216284.997773 nChanged 237 SP:Iteration 27Q (1611.380000 sec): 3 clusters Score: Raw -2227820.125081 + Penalty 11337.876436 = -2216482.248645 nChanged 201 SP:Iteration 28Q (1611.460000 sec): 3 clusters Score: Raw -2227989.522943 + Penalty 11337.876436 = -2216651.646508 nChanged 156 SP:Iteration 29Q (1611.540000 sec): 3 clusters Score: Raw -2228112.614920 + Penalty 11337.876436 = -2216774.738484 nChanged 145 SP:Iteration 30Q (1611.610000 sec): 3 clusters Score: Raw -2228221.490600 + Penalty 11337.876436 = -2216883.614164 nChanged 133 SP:Iteration 31Q (1611.690000 sec): 3 clusters Score: Raw -2228321.513353 + Penalty 11337.876436 = -2216983.636917 nChanged 120 SP:Iteration 32Q (1611.760000 sec): 3 clusters Score: Raw -2228426.970770 + Penalty 11337.876436 = -2217089.094334 nChanged 130 SP:Iteration 33Q (1611.830000 sec): 3 clusters Score: Raw -2228561.169915 + Penalty 11337.876436 = -2217223.293480 nChanged 107 SP:Iteration 34Q (1611.900000 sec): 3 clusters Score: Raw -2228659.269609 + Penalty 11337.876436 = -2217321.393173 nChanged 95 SP:Iteration 35Q (1611.980000 sec): 3 clusters Score: Raw -2228734.154328 + Penalty 11337.876436 = -2217396.277893 nChanged 72 SP:Iteration 36Q (1612.050000 sec): 3 clusters Score: Raw -2228776.969488 + Penalty 11337.876436 = -2217439.093052 nChanged 54 SP:Iteration 37Q (1612.120000 sec): 3 clusters Score: Raw -2228802.813909 + Penalty 11337.876436 = -2217464.937473 nChanged 27 SP:Iteration 38Q (1612.190000 sec): 3 clusters Score: Raw -2228812.995533 + Penalty 11337.876436 = -2217475.119097 nChanged 17 SP:Iteration 39Q (1612.260000 sec): 3 clusters Score: Raw -2228818.381910 + Penalty 11337.876436 = -2217480.505474 nChanged 9 SP:Iteration 40F (1612.340000 sec): 3 clusters Score: Raw -2228821.333429 + Penalty 11337.876436 = -2217483.456993 nChanged 6 SP:Iteration 41Q (1612.420000 sec): 3 clusters Score: Raw -2228823.125546 + Penalty 11337.876436 = -2217485.249111 nChanged 1 SP:Iteration 42Q (1612.480000 sec): 3 clusters Score: Raw -2228823.257113 + Penalty 11337.876436 = -2217485.380677 nChanged 1 SP:Iteration 43Q (1612.560000 sec): 3 clusters Score: Raw -2228823.746075 + Penalty 11337.876436 = -2217485.869639 nChanged 1 SP:Iteration 44Q (1612.630000 sec): 3 clusters Score: Raw -2228824.052949 + Penalty 11337.876436 = -2217486.176513 nChanged 0 SP:Iteration 45F (1612.720000 sec): 3 clusters Score: Raw -2228824.052949 + Penalty 11337.876436 = -2217486.176513 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 13 (4818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1612.750000 sec): 2 clusters Score: Raw -1037561.097060 + Penalty 5194.069937 = -1032367.027123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1612.790000 sec): 3 clusters Score: Raw -1035775.015818 + Penalty 10388.139874 = -1025386.875944 nChanged 1563 SP:Iteration 1F (1612.840000 sec): 3 clusters Score: Raw -1036936.533618 + Penalty 10388.139874 = -1026548.393744 nChanged 341 SP:Iteration 2F (1612.880000 sec): 3 clusters Score: Raw -1037231.625710 + Penalty 10388.139874 = -1026843.485836 nChanged 190 SP:Iteration 3Q (1612.920000 sec): 3 clusters Score: Raw -1037376.632924 + Penalty 10388.139874 = -1026988.493050 nChanged 112 SP:Iteration 4Q (1612.960000 sec): 3 clusters Score: Raw -1037468.083420 + Penalty 10388.139874 = -1027079.943545 nChanged 95 SP:Iteration 5Q (1613.000000 sec): 3 clusters Score: Raw -1037536.439156 + Penalty 10388.139874 = -1027148.299281 nChanged 73 SP:Iteration 6Q (1613.040000 sec): 3 clusters Score: Raw -1037590.402216 + Penalty 10388.139874 = -1027202.262341 nChanged 60 SP:Iteration 7Q (1613.080000 sec): 3 clusters Score: Raw -1037631.464850 + Penalty 10388.139874 = -1027243.324976 nChanged 40 SP:Iteration 8Q (1613.120000 sec): 3 clusters Score: Raw -1037659.120608 + Penalty 10388.139874 = -1027270.980734 nChanged 34 SP:Iteration 9Q (1613.160000 sec): 3 clusters Score: Raw -1037683.216565 + Penalty 10388.139874 = -1027295.076691 nChanged 30 SP:Iteration 10Q (1613.200000 sec): 3 clusters Score: Raw -1037703.649540 + Penalty 10388.139874 = -1027315.509666 nChanged 27 SP:Iteration 11Q (1613.240000 sec): 3 clusters Score: Raw -1037720.022112 + Penalty 10388.139874 = -1027331.882238 nChanged 20 SP:Iteration 12Q (1613.280000 sec): 3 clusters Score: Raw -1037732.054327 + Penalty 10388.139874 = -1027343.914452 nChanged 14 SP:Iteration 13Q (1613.330000 sec): 3 clusters Score: Raw -1037739.611108 + Penalty 10388.139874 = -1027351.471234 nChanged 14 SP:Iteration 14Q (1613.370000 sec): 3 clusters Score: Raw -1037749.354483 + Penalty 10388.139874 = -1027361.214609 nChanged 15 SP:Iteration 15Q (1613.410000 sec): 3 clusters Score: Raw -1037758.531355 + Penalty 10388.139874 = -1027370.391481 nChanged 14 SP:Iteration 16Q (1613.450000 sec): 3 clusters Score: Raw -1037765.975678 + Penalty 10388.139874 = -1027377.835803 nChanged 10 SP:Iteration 17Q (1613.490000 sec): 3 clusters Score: Raw -1037772.634972 + Penalty 10388.139874 = -1027384.495097 nChanged 6 SP:Iteration 18Q (1613.530000 sec): 3 clusters Score: Raw -1037776.519194 + Penalty 10388.139874 = -1027388.379320 nChanged 6 SP:Iteration 19Q (1613.570000 sec): 3 clusters Score: Raw -1037780.389104 + Penalty 10388.139874 = -1027392.249229 nChanged 6 SP:Iteration 20F (1613.610000 sec): 3 clusters Score: Raw -1037785.815919 + Penalty 10388.139874 = -1027397.676045 nChanged 10 SP:Iteration 21Q (1613.650000 sec): 3 clusters Score: Raw -1037791.213118 + Penalty 10388.139874 = -1027403.073244 nChanged 9 SP:Iteration 22Q (1613.690000 sec): 3 clusters Score: Raw -1037798.230428 + Penalty 10388.139874 = -1027410.090553 nChanged 15 SP:Iteration 23Q (1613.730000 sec): 3 clusters Score: Raw -1037809.603342 + Penalty 10388.139874 = -1027421.463468 nChanged 12 SP:Iteration 24Q (1613.770000 sec): 3 clusters Score: Raw -1037817.666680 + Penalty 10388.139874 = -1027429.526806 nChanged 16 SP:Iteration 25Q (1613.810000 sec): 3 clusters Score: Raw -1037828.313521 + Penalty 10388.139874 = -1027440.173647 nChanged 16 SP:Iteration 26Q (1613.850000 sec): 3 clusters Score: Raw -1037839.200757 + Penalty 10388.139874 = -1027451.060883 nChanged 12 SP:Iteration 27Q (1613.890000 sec): 3 clusters Score: Raw -1037845.276442 + Penalty 10388.139874 = -1027457.136568 nChanged 4 SP:Iteration 28Q (1613.930000 sec): 3 clusters Score: Raw -1037847.365639 + Penalty 10388.139874 = -1027459.225765 nChanged 5 SP:Iteration 29Q (1613.970000 sec): 3 clusters Score: Raw -1037849.467215 + Penalty 10388.139874 = -1027461.327341 nChanged 3 SP:Iteration 30Q (1614.010000 sec): 3 clusters Score: Raw -1037851.830191 + Penalty 10388.139874 = -1027463.690316 nChanged 7 SP:Iteration 31Q (1614.050000 sec): 3 clusters Score: Raw -1037857.182397 + Penalty 10388.139874 = -1027469.042522 nChanged 6 SP:Iteration 32Q (1614.090000 sec): 3 clusters Score: Raw -1037860.644671 + Penalty 10388.139874 = -1027472.504797 nChanged 5 SP:Iteration 33Q (1614.130000 sec): 3 clusters Score: Raw -1037864.016537 + Penalty 10388.139874 = -1027475.876662 nChanged 6 SP:Iteration 34Q (1614.180000 sec): 3 clusters Score: Raw -1037868.021110 + Penalty 10388.139874 = -1027479.881235 nChanged 5 SP:Iteration 35Q (1614.220000 sec): 3 clusters Score: Raw -1037871.021786 + Penalty 10388.139874 = -1027482.881912 nChanged 6 SP:Iteration 36Q (1614.260000 sec): 3 clusters Score: Raw -1037874.798385 + Penalty 10388.139874 = -1027486.658511 nChanged 9 SP:Iteration 37Q (1614.300000 sec): 3 clusters Score: Raw -1037879.371306 + Penalty 10388.139874 = -1027491.231432 nChanged 7 SP:Iteration 38Q (1614.340000 sec): 3 clusters Score: Raw -1037882.634443 + Penalty 10388.139874 = -1027494.494568 nChanged 3 SP:Iteration 39Q (1614.380000 sec): 3 clusters Score: Raw -1037884.765107 + Penalty 10388.139874 = -1027496.625233 nChanged 4 SP:Iteration 40F (1614.420000 sec): 3 clusters Score: Raw -1037887.069323 + Penalty 10388.139874 = -1027498.929449 nChanged 5 SP:Iteration 41Q (1614.460000 sec): 3 clusters Score: Raw -1037890.639657 + Penalty 10388.139874 = -1027502.499783 nChanged 8 SP:Iteration 42Q (1614.500000 sec): 3 clusters Score: Raw -1037895.499802 + Penalty 10388.139874 = -1027507.359927 nChanged 6 SP:Iteration 43Q (1614.540000 sec): 3 clusters Score: Raw -1037900.292318 + Penalty 10388.139874 = -1027512.152444 nChanged 8 SP:Iteration 44Q (1614.580000 sec): 3 clusters Score: Raw -1037904.838851 + Penalty 10388.139874 = -1027516.698977 nChanged 7 SP:Iteration 45Q (1614.620000 sec): 3 clusters Score: Raw -1037909.763517 + Penalty 10388.139874 = -1027521.623642 nChanged 9 SP:Iteration 46Q (1614.660000 sec): 3 clusters Score: Raw -1037916.231730 + Penalty 10388.139874 = -1027528.091856 nChanged 13 SP:Iteration 47Q (1614.700000 sec): 3 clusters Score: Raw -1037925.414280 + Penalty 10388.139874 = -1027537.274405 nChanged 9 SP:Iteration 48Q (1614.730000 sec): 3 clusters Score: Raw -1037933.195784 + Penalty 10388.139874 = -1027545.055909 nChanged 22 SP:Iteration 49Q (1614.770000 sec): 3 clusters Score: Raw -1037949.537781 + Penalty 10388.139874 = -1027561.397907 nChanged 16 SP:Iteration 50Q (1614.810000 sec): 3 clusters Score: Raw -1037961.146738 + Penalty 10388.139874 = -1027573.006863 nChanged 20 SP:Iteration 51Q (1614.850000 sec): 3 clusters Score: Raw -1037973.280459 + Penalty 10388.139874 = -1027585.140584 nChanged 15 SP:Iteration 52Q (1614.890000 sec): 3 clusters Score: Raw -1037984.318326 + Penalty 10388.139874 = -1027596.178451 nChanged 13 SP:Iteration 53Q (1614.930000 sec): 3 clusters Score: Raw -1037992.082362 + Penalty 10388.139874 = -1027603.942487 nChanged 5 SP:Iteration 54Q (1614.970000 sec): 3 clusters Score: Raw -1037997.069014 + Penalty 10388.139874 = -1027608.929140 nChanged 6 SP:Iteration 55Q (1615.010000 sec): 3 clusters Score: Raw -1038001.954483 + Penalty 10388.139874 = -1027613.814608 nChanged 6 SP:Iteration 56Q (1615.050000 sec): 3 clusters Score: Raw -1038005.388449 + Penalty 10388.139874 = -1027617.248575 nChanged 3 SP:Iteration 57Q (1615.090000 sec): 3 clusters Score: Raw -1038007.723118 + Penalty 10388.139874 = -1027619.583243 nChanged 4 SP:Iteration 58Q (1615.130000 sec): 3 clusters Score: Raw -1038010.419835 + Penalty 10388.139874 = -1027622.279960 nChanged 4 SP:Iteration 59Q (1615.170000 sec): 3 clusters Score: Raw -1038012.983196 + Penalty 10388.139874 = -1027624.843322 nChanged 3 SP:Iteration 60F (1615.210000 sec): 3 clusters Score: Raw -1038015.316617 + Penalty 10388.139874 = -1027627.176743 nChanged 4 SP:Iteration 61Q (1615.250000 sec): 3 clusters Score: Raw -1038019.064282 + Penalty 10388.139874 = -1027630.924408 nChanged 6 SP:Iteration 62Q (1615.290000 sec): 3 clusters Score: Raw -1038024.199355 + Penalty 10388.139874 = -1027636.059481 nChanged 5 SP:Iteration 63Q (1615.330000 sec): 3 clusters Score: Raw -1038030.664826 + Penalty 10388.139874 = -1027642.524951 nChanged 11 SP:Iteration 64Q (1615.370000 sec): 3 clusters Score: Raw -1038037.448699 + Penalty 10388.139874 = -1027649.308824 nChanged 8 SP:Iteration 65Q (1615.410000 sec): 3 clusters Score: Raw -1038043.830915 + Penalty 10388.139874 = -1027655.691041 nChanged 7 SP:Iteration 66Q (1615.450000 sec): 3 clusters Score: Raw -1038048.515206 + Penalty 10388.139874 = -1027660.375332 nChanged 9 SP:Iteration 67Q (1615.490000 sec): 3 clusters Score: Raw -1038053.557551 + Penalty 10388.139874 = -1027665.417677 nChanged 7 SP:Iteration 68Q (1615.530000 sec): 3 clusters Score: Raw -1038058.308181 + Penalty 10388.139874 = -1027670.168307 nChanged 1 SP:Iteration 69Q (1615.570000 sec): 3 clusters Score: Raw -1038059.225608 + Penalty 10388.139874 = -1027671.085734 nChanged 2 SP:Iteration 70Q (1615.610000 sec): 3 clusters Score: Raw -1038060.758598 + Penalty 10388.139874 = -1027672.618724 nChanged 1 SP:Iteration 71Q (1615.650000 sec): 3 clusters Score: Raw -1038061.444210 + Penalty 10388.139874 = -1027673.304336 nChanged 0 SP:Iteration 72F (1615.690000 sec): 3 clusters Score: Raw -1038061.444210 + Penalty 10388.139874 = -1027673.304336 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 14 (9368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1615.760000 sec): 2 clusters Score: Raw -1997062.086725 + Penalty 5601.346129 = -1991460.740596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1615.830000 sec): 3 clusters Score: Raw -1992891.274385 + Penalty 11202.692259 = -1981688.582126 nChanged 3400 SP:Iteration 1F (1615.910000 sec): 3 clusters Score: Raw -1994925.925674 + Penalty 11202.692259 = -1983723.233415 nChanged 688 SP:Iteration 2F (1615.990000 sec): 3 clusters Score: Raw -1995346.939710 + Penalty 11202.692259 = -1984144.247451 nChanged 400 SP:Iteration 3Q (1616.070000 sec): 3 clusters Score: Raw -1995576.680349 + Penalty 11202.692259 = -1984373.988090 nChanged 306 SP:Iteration 4Q (1616.150000 sec): 3 clusters Score: Raw -1995756.326737 + Penalty 11202.692259 = -1984553.634478 nChanged 243 SP:Iteration 5Q (1616.230000 sec): 3 clusters Score: Raw -1995891.483503 + Penalty 11202.692259 = -1984688.791244 nChanged 205 SP:Iteration 6Q (1616.310000 sec): 3 clusters Score: Raw -1996011.690832 + Penalty 11202.692259 = -1984808.998573 nChanged 222 SP:Iteration 7Q (1616.390000 sec): 3 clusters Score: Raw -1996146.439003 + Penalty 11202.692259 = -1984943.746744 nChanged 224 SP:Iteration 8Q (1616.460000 sec): 3 clusters Score: Raw -1996289.864202 + Penalty 11202.692259 = -1985087.171943 nChanged 252 SP:Iteration 9Q (1616.540000 sec): 3 clusters Score: Raw -1996452.367013 + Penalty 11202.692259 = -1985249.674754 nChanged 216 SP:Iteration 10Q (1616.620000 sec): 3 clusters Score: Raw -1996590.831091 + Penalty 11202.692259 = -1985388.138832 nChanged 199 SP:Iteration 11Q (1616.700000 sec): 3 clusters Score: Raw -1996712.559725 + Penalty 11202.692259 = -1985509.867466 nChanged 189 SP:Iteration 12Q (1616.780000 sec): 3 clusters Score: Raw -1996827.486059 + Penalty 11202.692259 = -1985624.793800 nChanged 177 SP:Iteration 13Q (1616.860000 sec): 3 clusters Score: Raw -1996930.572940 + Penalty 11202.692259 = -1985727.880681 nChanged 151 SP:Iteration 14Q (1616.930000 sec): 3 clusters Score: Raw -1997019.708265 + Penalty 11202.692259 = -1985817.016006 nChanged 151 SP:Iteration 15Q (1617.010000 sec): 3 clusters Score: Raw -1997098.166786 + Penalty 11202.692259 = -1985895.474527 nChanged 154 SP:Iteration 16Q (1617.090000 sec): 3 clusters Score: Raw -1997175.989245 + Penalty 11202.692259 = -1985973.296986 nChanged 149 SP:Iteration 17Q (1617.170000 sec): 3 clusters Score: Raw -1997261.598162 + Penalty 11202.692259 = -1986058.905903 nChanged 152 SP:Iteration 18Q (1617.240000 sec): 3 clusters Score: Raw -1997341.459453 + Penalty 11202.692259 = -1986138.767194 nChanged 139 SP:Iteration 19Q (1617.320000 sec): 3 clusters Score: Raw -1997417.804768 + Penalty 11202.692259 = -1986215.112509 nChanged 124 SP:Iteration 20F (1617.400000 sec): 3 clusters Score: Raw -1997491.387414 + Penalty 11202.692259 = -1986288.695155 nChanged 125 SP:Iteration 21Q (1617.480000 sec): 3 clusters Score: Raw -1997563.270272 + Penalty 11202.692259 = -1986360.578013 nChanged 133 SP:Iteration 22Q (1617.560000 sec): 3 clusters Score: Raw -1997647.214872 + Penalty 11202.692259 = -1986444.522613 nChanged 144 SP:Iteration 23Q (1617.640000 sec): 3 clusters Score: Raw -1997738.290443 + Penalty 11202.692259 = -1986535.598184 nChanged 121 SP:Iteration 24Q (1617.720000 sec): 3 clusters Score: Raw -1997808.720958 + Penalty 11202.692259 = -1986606.028699 nChanged 122 SP:Iteration 25Q (1617.800000 sec): 3 clusters Score: Raw -1997882.618105 + Penalty 11202.692259 = -1986679.925846 nChanged 124 SP:Iteration 26Q (1617.870000 sec): 3 clusters Score: Raw -1997960.641925 + Penalty 11202.692259 = -1986757.949666 nChanged 142 SP:Iteration 27Q (1617.950000 sec): 3 clusters Score: Raw -1998047.711513 + Penalty 11202.692259 = -1986845.019254 nChanged 127 SP:Iteration 28Q (1618.020000 sec): 3 clusters Score: Raw -1998127.628815 + Penalty 11202.692259 = -1986924.936556 nChanged 112 SP:Iteration 29Q (1618.100000 sec): 3 clusters Score: Raw -1998204.397985 + Penalty 11202.692259 = -1987001.705726 nChanged 119 SP:Iteration 30Q (1618.180000 sec): 3 clusters Score: Raw -1998289.457790 + Penalty 11202.692259 = -1987086.765531 nChanged 130 SP:Iteration 31Q (1618.250000 sec): 3 clusters Score: Raw -1998386.580422 + Penalty 11202.692259 = -1987183.888163 nChanged 120 SP:Iteration 32Q (1618.330000 sec): 3 clusters Score: Raw -1998480.082964 + Penalty 11202.692259 = -1987277.390705 nChanged 129 SP:Iteration 33Q (1618.400000 sec): 3 clusters Score: Raw -1998587.629919 + Penalty 11202.692259 = -1987384.937660 nChanged 114 SP:Iteration 34Q (1618.480000 sec): 3 clusters Score: Raw -1998684.559093 + Penalty 11202.692259 = -1987481.866834 nChanged 102 SP:Iteration 35Q (1618.550000 sec): 3 clusters Score: Raw -1998770.584693 + Penalty 11202.692259 = -1987567.892434 nChanged 103 SP:Iteration 36Q (1618.620000 sec): 3 clusters Score: Raw -1998862.431916 + Penalty 11202.692259 = -1987659.739657 nChanged 90 SP:Iteration 37Q (1618.690000 sec): 3 clusters Score: Raw -1998941.343700 + Penalty 11202.692259 = -1987738.651441 nChanged 75 SP:Iteration 38Q (1618.760000 sec): 3 clusters Score: Raw -1999006.297085 + Penalty 11202.692259 = -1987803.604826 nChanged 75 SP:Iteration 39Q (1618.830000 sec): 3 clusters Score: Raw -1999074.675368 + Penalty 11202.692259 = -1987871.983109 nChanged 72 SP:Iteration 40F (1618.900000 sec): 3 clusters Score: Raw -1999135.414769 + Penalty 11202.692259 = -1987932.722510 nChanged 54 SP:Iteration 41Q (1618.970000 sec): 3 clusters Score: Raw -1999174.146312 + Penalty 11202.692259 = -1987971.454053 nChanged 39 SP:Iteration 42Q (1619.040000 sec): 3 clusters Score: Raw -1999199.208149 + Penalty 11202.692259 = -1987996.515890 nChanged 39 SP:Iteration 43Q (1619.100000 sec): 3 clusters Score: Raw -1999229.995584 + Penalty 11202.692259 = -1988027.303325 nChanged 40 SP:Iteration 44Q (1619.170000 sec): 3 clusters Score: Raw -1999261.810060 + Penalty 11202.692259 = -1988059.117801 nChanged 30 SP:Iteration 45Q (1619.240000 sec): 3 clusters Score: Raw -1999289.379307 + Penalty 11202.692259 = -1988086.687048 nChanged 35 SP:Iteration 46Q (1619.300000 sec): 3 clusters Score: Raw -1999313.886215 + Penalty 11202.692259 = -1988111.193956 nChanged 24 SP:Iteration 47Q (1619.370000 sec): 3 clusters Score: Raw -1999330.627611 + Penalty 11202.692259 = -1988127.935352 nChanged 19 SP:Iteration 48Q (1619.430000 sec): 3 clusters Score: Raw -1999343.317084 + Penalty 11202.692259 = -1988140.624825 nChanged 13 SP:Iteration 49Q (1619.500000 sec): 3 clusters Score: Raw -1999353.003271 + Penalty 11202.692259 = -1988150.311012 nChanged 10 SP:Iteration 50Q (1619.560000 sec): 3 clusters Score: Raw -1999360.020575 + Penalty 11202.692259 = -1988157.328316 nChanged 6 SP:Iteration 51Q (1619.620000 sec): 3 clusters Score: Raw -1999365.147719 + Penalty 11202.692259 = -1988162.455460 nChanged 9 SP:Iteration 52Q (1619.690000 sec): 3 clusters Score: Raw -1999371.777307 + Penalty 11202.692259 = -1988169.085048 nChanged 9 SP:Iteration 53Q (1619.750000 sec): 3 clusters Score: Raw -1999377.632663 + Penalty 11202.692259 = -1988174.940404 nChanged 9 SP:Iteration 54Q (1619.820000 sec): 3 clusters Score: Raw -1999383.120870 + Penalty 11202.692259 = -1988180.428611 nChanged 7 SP:Iteration 55Q (1619.880000 sec): 3 clusters Score: Raw -1999387.858236 + Penalty 11202.692259 = -1988185.165977 nChanged 7 SP:Iteration 56Q (1619.940000 sec): 3 clusters Score: Raw -1999391.779256 + Penalty 11202.692259 = -1988189.086997 nChanged 6 SP:Iteration 57Q (1620.000000 sec): 3 clusters Score: Raw -1999394.667137 + Penalty 11202.692259 = -1988191.974878 nChanged 5 SP:Iteration 58Q (1620.070000 sec): 3 clusters Score: Raw -1999397.198608 + Penalty 11202.692259 = -1988194.506349 nChanged 3 SP:Iteration 59Q (1620.130000 sec): 3 clusters Score: Raw -1999398.823724 + Penalty 11202.692259 = -1988196.131465 nChanged 2 SP:Iteration 60F (1620.210000 sec): 3 clusters Score: Raw -1999399.822667 + Penalty 11202.692259 = -1988197.130408 nChanged 1 SP:Iteration 61Q (1620.270000 sec): 3 clusters Score: Raw -1999400.372342 + Penalty 11202.692259 = -1988197.680083 nChanged 4 SP:Iteration 62Q (1620.340000 sec): 3 clusters Score: Raw -1999401.911597 + Penalty 11202.692259 = -1988199.219338 nChanged 0 SP:Iteration 63F (1620.410000 sec): 3 clusters Score: Raw -1999401.911597 + Penalty 11202.692259 = -1988199.219338 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 15 (22722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1620.570000 sec): 2 clusters Score: Raw -4771411.627433 + Penalty 6144.041949 = -4765267.585484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1620.760000 sec): 3 clusters Score: Raw -4759436.099522 + Penalty 12288.083899 = -4747148.015623 nChanged 9305 SP:Iteration 1F (1620.960000 sec): 3 clusters Score: Raw -4764578.161714 + Penalty 12288.083899 = -4752290.077815 nChanged 1579 SP:Iteration 2F (1621.150000 sec): 3 clusters Score: Raw -4765486.187501 + Penalty 12288.083899 = -4753198.103602 nChanged 1294 SP:Iteration 3F (1621.340000 sec): 3 clusters Score: Raw -4766515.841820 + Penalty 12288.083899 = -4754227.757921 nChanged 1433 SP:Iteration 4F (1621.540000 sec): 3 clusters Score: Raw -4767671.284463 + Penalty 12288.083899 = -4755383.200564 nChanged 1549 SP:Iteration 5F (1621.730000 sec): 3 clusters Score: Raw -4768905.211869 + Penalty 12288.083899 = -4756617.127970 nChanged 1523 SP:Iteration 6F (1621.920000 sec): 3 clusters Score: Raw -4770109.824142 + Penalty 12288.083899 = -4757821.740243 nChanged 1484 SP:Iteration 7F (1622.120000 sec): 3 clusters Score: Raw -4771317.701729 + Penalty 12288.083899 = -4759029.617830 nChanged 1324 SP:Iteration 8F (1622.310000 sec): 3 clusters Score: Raw -4772387.674808 + Penalty 12288.083899 = -4760099.590909 nChanged 1086 SP:Iteration 9Q (1622.500000 sec): 3 clusters Score: Raw -4773250.772704 + Penalty 12288.083899 = -4760962.688805 nChanged 860 SP:Iteration 10Q (1622.700000 sec): 3 clusters Score: Raw -4773884.845176 + Penalty 12288.083899 = -4761596.761277 nChanged 688 SP:Iteration 11Q (1622.880000 sec): 3 clusters Score: Raw -4774368.400610 + Penalty 12288.083899 = -4762080.316711 nChanged 546 SP:Iteration 12Q (1623.080000 sec): 3 clusters Score: Raw -4774733.035813 + Penalty 12288.083899 = -4762444.951914 nChanged 401 SP:Iteration 13Q (1623.260000 sec): 3 clusters Score: Raw -4774977.657624 + Penalty 12288.083899 = -4762689.573725 nChanged 294 SP:Iteration 14Q (1623.450000 sec): 3 clusters Score: Raw -4775142.714703 + Penalty 12288.083899 = -4762854.630804 nChanged 201 SP:Iteration 15Q (1623.640000 sec): 3 clusters Score: Raw -4775245.823964 + Penalty 12288.083899 = -4762957.740065 nChanged 177 SP:Iteration 16Q (1623.820000 sec): 3 clusters Score: Raw -4775343.049567 + Penalty 12288.083899 = -4763054.965668 nChanged 148 SP:Iteration 17Q (1624.000000 sec): 3 clusters Score: Raw -4775419.317567 + Penalty 12288.083899 = -4763131.233668 nChanged 117 SP:Iteration 18Q (1624.180000 sec): 3 clusters Score: Raw -4775477.747866 + Penalty 12288.083899 = -4763189.663967 nChanged 76 SP:Iteration 19Q (1624.360000 sec): 3 clusters Score: Raw -4775513.292115 + Penalty 12288.083899 = -4763225.208216 nChanged 64 SP:Iteration 20F (1624.550000 sec): 3 clusters Score: Raw -4775546.422196 + Penalty 12288.083899 = -4763258.338297 nChanged 50 SP:Iteration 21Q (1624.730000 sec): 3 clusters Score: Raw -4775569.718222 + Penalty 12288.083899 = -4763281.634323 nChanged 34 SP:Iteration 22Q (1624.900000 sec): 3 clusters Score: Raw -4775586.333229 + Penalty 12288.083899 = -4763298.249330 nChanged 31 SP:Iteration 23Q (1625.080000 sec): 3 clusters Score: Raw -4775601.380252 + Penalty 12288.083899 = -4763313.296353 nChanged 22 SP:Iteration 24Q (1625.260000 sec): 3 clusters Score: Raw -4775611.100377 + Penalty 12288.083899 = -4763323.016478 nChanged 16 SP:Iteration 25Q (1625.430000 sec): 3 clusters Score: Raw -4775618.039130 + Penalty 12288.083899 = -4763329.955231 nChanged 16 SP:Iteration 26Q (1625.600000 sec): 3 clusters Score: Raw -4775624.541879 + Penalty 12288.083899 = -4763336.457980 nChanged 8 SP:Iteration 27Q (1625.780000 sec): 3 clusters Score: Raw -4775627.534712 + Penalty 12288.083899 = -4763339.450813 nChanged 9 SP:Iteration 28Q (1625.950000 sec): 3 clusters Score: Raw -4775631.229930 + Penalty 12288.083899 = -4763343.146031 nChanged 11 SP:Iteration 29Q (1626.120000 sec): 3 clusters Score: Raw -4775635.464964 + Penalty 12288.083899 = -4763347.381065 nChanged 8 SP:Iteration 30Q (1626.300000 sec): 3 clusters Score: Raw -4775638.685211 + Penalty 12288.083899 = -4763350.601312 nChanged 7 SP:Iteration 31Q (1626.480000 sec): 3 clusters Score: Raw -4775641.602887 + Penalty 12288.083899 = -4763353.518988 nChanged 5 SP:Iteration 32Q (1626.650000 sec): 3 clusters Score: Raw -4775643.986208 + Penalty 12288.083899 = -4763355.902309 nChanged 7 SP:Iteration 33Q (1626.820000 sec): 3 clusters Score: Raw -4775647.521681 + Penalty 12288.083899 = -4763359.437782 nChanged 10 SP:Iteration 34Q (1627.000000 sec): 3 clusters Score: Raw -4775652.036879 + Penalty 12288.083899 = -4763363.952980 nChanged 6 SP:Iteration 35Q (1627.170000 sec): 3 clusters Score: Raw -4775654.266290 + Penalty 12288.083899 = -4763366.182391 nChanged 2 SP:Iteration 36Q (1627.340000 sec): 3 clusters Score: Raw -4775654.952089 + Penalty 12288.083899 = -4763366.868190 nChanged 2 SP:Iteration 37Q (1627.510000 sec): 3 clusters Score: Raw -4775655.893754 + Penalty 12288.083899 = -4763367.809855 nChanged 1 SP:Iteration 38Q (1627.680000 sec): 3 clusters Score: Raw -4775656.260197 + Penalty 12288.083899 = -4763368.176298 nChanged 0 SP:Iteration 39F (1627.870000 sec): 3 clusters Score: Raw -4775656.260197 + Penalty 12288.083899 = -4763368.176298 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 16 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1627.900000 sec): 2 clusters Score: Raw -223624.120294 + Penalty 4293.262971 = -219330.857323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1627.900000 sec): 3 clusters Score: Raw -223834.960627 + Penalty 8586.525943 = -215248.434684 nChanged 210 SP:Iteration 1F (1627.910000 sec): 3 clusters Score: Raw -224272.461035 + Penalty 8586.525943 = -215685.935093 nChanged 58 SP:Iteration 2F (1627.920000 sec): 3 clusters Score: Raw -224558.160522 + Penalty 8586.525943 = -215971.634579 nChanged 52 SP:Iteration 3Q (1627.930000 sec): 3 clusters Score: Raw -224759.345775 + Penalty 8586.525943 = -216172.819832 nChanged 49 SP:Iteration 4Q (1627.940000 sec): 3 clusters Score: Raw -224960.226589 + Penalty 8586.525943 = -216373.700647 nChanged 42 SP:Iteration 5Q (1627.950000 sec): 3 clusters Score: Raw -225093.412390 + Penalty 8586.525943 = -216506.886447 nChanged 47 SP:Iteration 6Q (1627.960000 sec): 3 clusters Score: Raw -225293.474529 + Penalty 8586.525943 = -216706.948586 nChanged 41 SP:Iteration 7Q (1627.970000 sec): 3 clusters Score: Raw -225508.783987 + Penalty 8586.525943 = -216922.258044 nChanged 44 SP:Iteration 8Q (1627.980000 sec): 3 clusters Score: Raw -225788.515206 + Penalty 8586.525943 = -217201.989263 nChanged 29 SP:Iteration 9Q (1627.990000 sec): 3 clusters Score: Raw -226040.492301 + Penalty 8586.525943 = -217453.966358 nChanged 20 SP:Iteration 10Q (1627.990000 sec): 3 clusters Score: Raw -226219.603704 + Penalty 8586.525943 = -217633.077761 nChanged 9 SP:Iteration 11Q (1628.000000 sec): 3 clusters Score: Raw -226245.511478 + Penalty 8586.525943 = -217658.985535 nChanged 4 SP:Iteration 12Q (1628.010000 sec): 3 clusters Score: Raw -226253.050801 + Penalty 8586.525943 = -217666.524859 nChanged 1 SP:Iteration 13Q (1628.020000 sec): 3 clusters Score: Raw -226256.466104 + Penalty 8586.525943 = -217669.940161 nChanged 2 SP:Iteration 14Q (1628.020000 sec): 3 clusters Score: Raw -226265.417411 + Penalty 8586.525943 = -217678.891468 nChanged 2 SP:Iteration 15Q (1628.030000 sec): 3 clusters Score: Raw -226275.228180 + Penalty 8586.525943 = -217688.702238 nChanged 5 SP:Iteration 16Q (1628.040000 sec): 3 clusters Score: Raw -226293.557824 + Penalty 8586.525943 = -217707.031882 nChanged 7 SP:Iteration 17Q (1628.050000 sec): 3 clusters Score: Raw -226329.372400 + Penalty 8586.525943 = -217742.846458 nChanged 15 SP:Iteration 18Q (1628.050000 sec): 3 clusters Score: Raw -226528.685517 + Penalty 8586.525943 = -217942.159574 nChanged 11 SP:Iteration 19Q (1628.060000 sec): 3 clusters Score: Raw -226635.504351 + Penalty 8586.525943 = -218048.978408 nChanged 9 SP:Iteration 20F (1628.070000 sec): 3 clusters Score: Raw -226704.951784 + Penalty 8586.525943 = -218118.425841 nChanged 13 SP:Iteration 21Q (1628.080000 sec): 3 clusters Score: Raw -227044.892237 + Penalty 8586.525943 = -218458.366295 nChanged 17 SP:Iteration 22Q (1628.090000 sec): 3 clusters Score: Raw -227219.340865 + Penalty 8586.525943 = -218632.814922 nChanged 16 SP:Iteration 23Q (1628.090000 sec): 3 clusters Score: Raw -227278.820928 + Penalty 8586.525943 = -218692.294985 nChanged 4 SP:Iteration 24Q (1628.100000 sec): 3 clusters Score: Raw -227288.921528 + Penalty 8586.525943 = -218702.395585 nChanged 1 SP:Iteration 25Q (1628.110000 sec): 3 clusters Score: Raw -227290.562949 + Penalty 8586.525943 = -218704.037007 nChanged 2 SP:Iteration 26Q (1628.110000 sec): 3 clusters Score: Raw -227294.463619 + Penalty 8586.525943 = -218707.937676 nChanged 1 SP:Iteration 27Q (1628.120000 sec): 3 clusters Score: Raw -227299.111269 + Penalty 8586.525943 = -218712.585326 nChanged 0 SP:Iteration 28F (1628.130000 sec): 3 clusters Score: Raw -227299.111269 + Penalty 8586.525943 = -218712.585326 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 17 (15741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1628.250000 sec): 2 clusters Score: Raw -3382350.942228 + Penalty 5919.214732 = -3376431.727496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1628.380000 sec): 3 clusters Score: Raw -3374541.653778 + Penalty 11838.429464 = -3362703.224314 nChanged 6301 SP:Iteration 1F (1628.510000 sec): 3 clusters Score: Raw -3377874.564314 + Penalty 11838.429464 = -3366036.134850 nChanged 1133 SP:Iteration 2F (1628.650000 sec): 3 clusters Score: Raw -3378535.911294 + Penalty 11838.429464 = -3366697.481830 nChanged 840 SP:Iteration 3F (1628.790000 sec): 3 clusters Score: Raw -3379013.981370 + Penalty 11838.429464 = -3367175.551905 nChanged 713 SP:Iteration 4Q (1628.920000 sec): 3 clusters Score: Raw -3379403.237886 + Penalty 11838.429464 = -3367564.808422 nChanged 612 SP:Iteration 5Q (1629.050000 sec): 3 clusters Score: Raw -3379709.704970 + Penalty 11838.429464 = -3367871.275506 nChanged 541 SP:Iteration 6Q (1629.190000 sec): 3 clusters Score: Raw -3379984.979847 + Penalty 11838.429464 = -3368146.550382 nChanged 519 SP:Iteration 7Q (1629.320000 sec): 3 clusters Score: Raw -3380244.734273 + Penalty 11838.429464 = -3368406.304809 nChanged 491 SP:Iteration 8Q (1629.460000 sec): 3 clusters Score: Raw -3380494.318183 + Penalty 11838.429464 = -3368655.888718 nChanged 484 SP:Iteration 9Q (1629.590000 sec): 3 clusters Score: Raw -3380745.060399 + Penalty 11838.429464 = -3368906.630935 nChanged 517 SP:Iteration 10Q (1629.720000 sec): 3 clusters Score: Raw -3381042.018848 + Penalty 11838.429464 = -3369203.589384 nChanged 550 SP:Iteration 11Q (1629.860000 sec): 3 clusters Score: Raw -3381405.365313 + Penalty 11838.429464 = -3369566.935849 nChanged 608 SP:Iteration 12Q (1629.990000 sec): 3 clusters Score: Raw -3381853.013195 + Penalty 11838.429464 = -3370014.583731 nChanged 651 SP:Iteration 13Q (1630.120000 sec): 3 clusters Score: Raw -3382378.736804 + Penalty 11838.429464 = -3370540.307340 nChanged 604 SP:Iteration 14Q (1630.250000 sec): 3 clusters Score: Raw -3382838.850043 + Penalty 11838.429464 = -3371000.420578 nChanged 516 SP:Iteration 15Q (1630.390000 sec): 3 clusters Score: Raw -3383214.770896 + Penalty 11838.429464 = -3371376.341431 nChanged 431 SP:Iteration 16Q (1630.510000 sec): 3 clusters Score: Raw -3383525.344542 + Penalty 11838.429464 = -3371686.915078 nChanged 383 SP:Iteration 17Q (1630.650000 sec): 3 clusters Score: Raw -3383796.809519 + Penalty 11838.429464 = -3371958.380055 nChanged 292 SP:Iteration 18Q (1630.780000 sec): 3 clusters Score: Raw -3384001.099661 + Penalty 11838.429464 = -3372162.670197 nChanged 248 SP:Iteration 19Q (1630.910000 sec): 3 clusters Score: Raw -3384167.786414 + Penalty 11838.429464 = -3372329.356950 nChanged 184 SP:Iteration 20F (1631.040000 sec): 3 clusters Score: Raw -3384302.900954 + Penalty 11838.429464 = -3372464.471490 nChanged 152 SP:Iteration 21Q (1631.170000 sec): 3 clusters Score: Raw -3384413.083140 + Penalty 11838.429464 = -3372574.653676 nChanged 116 SP:Iteration 22Q (1631.300000 sec): 3 clusters Score: Raw -3384490.233351 + Penalty 11838.429464 = -3372651.803887 nChanged 84 SP:Iteration 23Q (1631.420000 sec): 3 clusters Score: Raw -3384547.348682 + Penalty 11838.429464 = -3372708.919217 nChanged 75 SP:Iteration 24Q (1631.550000 sec): 3 clusters Score: Raw -3384598.527281 + Penalty 11838.429464 = -3372760.097816 nChanged 58 SP:Iteration 25Q (1631.670000 sec): 3 clusters Score: Raw -3384639.207493 + Penalty 11838.429464 = -3372800.778029 nChanged 47 SP:Iteration 26Q (1631.790000 sec): 3 clusters Score: Raw -3384672.329561 + Penalty 11838.429464 = -3372833.900097 nChanged 45 SP:Iteration 27Q (1631.910000 sec): 3 clusters Score: Raw -3384702.056666 + Penalty 11838.429464 = -3372863.627202 nChanged 43 SP:Iteration 28Q (1632.030000 sec): 3 clusters Score: Raw -3384730.243039 + Penalty 11838.429464 = -3372891.813574 nChanged 41 SP:Iteration 29Q (1632.150000 sec): 3 clusters Score: Raw -3384762.124348 + Penalty 11838.429464 = -3372923.694884 nChanged 38 SP:Iteration 30Q (1632.270000 sec): 3 clusters Score: Raw -3384789.909188 + Penalty 11838.429464 = -3372951.479724 nChanged 32 SP:Iteration 31Q (1632.390000 sec): 3 clusters Score: Raw -3384813.730325 + Penalty 11838.429464 = -3372975.300860 nChanged 30 SP:Iteration 32Q (1632.510000 sec): 3 clusters Score: Raw -3384831.386771 + Penalty 11838.429464 = -3372992.957307 nChanged 18 SP:Iteration 33Q (1632.620000 sec): 3 clusters Score: Raw -3384842.079216 + Penalty 11838.429464 = -3373003.649752 nChanged 14 SP:Iteration 34Q (1632.740000 sec): 3 clusters Score: Raw -3384848.957090 + Penalty 11838.429464 = -3373010.527626 nChanged 18 SP:Iteration 35Q (1632.860000 sec): 3 clusters Score: Raw -3384860.571333 + Penalty 11838.429464 = -3373022.141868 nChanged 13 SP:Iteration 36Q (1632.970000 sec): 3 clusters Score: Raw -3384868.174710 + Penalty 11838.429464 = -3373029.745246 nChanged 7 SP:Iteration 37Q (1633.090000 sec): 3 clusters Score: Raw -3384872.975216 + Penalty 11838.429464 = -3373034.545752 nChanged 10 SP:Iteration 38Q (1633.210000 sec): 3 clusters Score: Raw -3384878.474166 + Penalty 11838.429464 = -3373040.044701 nChanged 10 SP:Iteration 39Q (1633.330000 sec): 3 clusters Score: Raw -3384882.957472 + Penalty 11838.429464 = -3373044.528008 nChanged 8 SP:Iteration 40F (1633.460000 sec): 3 clusters Score: Raw -3384887.438985 + Penalty 11838.429464 = -3373049.009521 nChanged 4 SP:Iteration 41Q (1633.580000 sec): 3 clusters Score: Raw -3384890.215391 + Penalty 11838.429464 = -3373051.785927 nChanged 8 SP:Iteration 42Q (1633.690000 sec): 3 clusters Score: Raw -3384895.894734 + Penalty 11838.429464 = -3373057.465270 nChanged 10 SP:Iteration 43Q (1633.810000 sec): 3 clusters Score: Raw -3384901.129395 + Penalty 11838.429464 = -3373062.699931 nChanged 6 SP:Iteration 44Q (1633.930000 sec): 3 clusters Score: Raw -3384904.874559 + Penalty 11838.429464 = -3373066.445095 nChanged 5 SP:Iteration 45Q (1634.040000 sec): 3 clusters Score: Raw -3384907.550958 + Penalty 11838.429464 = -3373069.121494 nChanged 4 SP:Iteration 46Q (1634.160000 sec): 3 clusters Score: Raw -3384909.777985 + Penalty 11838.429464 = -3373071.348521 nChanged 6 SP:Iteration 47Q (1634.280000 sec): 3 clusters Score: Raw -3384915.761838 + Penalty 11838.429464 = -3373077.332374 nChanged 5 SP:Iteration 48Q (1634.390000 sec): 3 clusters Score: Raw -3384918.796208 + Penalty 11838.429464 = -3373080.366744 nChanged 4 SP:Iteration 49Q (1634.510000 sec): 3 clusters Score: Raw -3384920.954058 + Penalty 11838.429464 = -3373082.524594 nChanged 9 SP:Iteration 50Q (1634.620000 sec): 3 clusters Score: Raw -3384925.264629 + Penalty 11838.429464 = -3373086.835165 nChanged 10 SP:Iteration 51Q (1634.740000 sec): 3 clusters Score: Raw -3384931.001376 + Penalty 11838.429464 = -3373092.571912 nChanged 8 SP:Iteration 52Q (1634.850000 sec): 3 clusters Score: Raw -3384936.025074 + Penalty 11838.429464 = -3373097.595610 nChanged 8 SP:Iteration 53Q (1634.970000 sec): 3 clusters Score: Raw -3384942.769959 + Penalty 11838.429464 = -3373104.340495 nChanged 8 SP:Iteration 54Q (1635.090000 sec): 3 clusters Score: Raw -3384948.918600 + Penalty 11838.429464 = -3373110.489136 nChanged 6 SP:Iteration 55Q (1635.200000 sec): 3 clusters Score: Raw -3384954.719685 + Penalty 11838.429464 = -3373116.290220 nChanged 15 SP:Iteration 56Q (1635.320000 sec): 3 clusters Score: Raw -3384966.359963 + Penalty 11838.429464 = -3373127.930499 nChanged 9 SP:Iteration 57Q (1635.440000 sec): 3 clusters Score: Raw -3384972.595781 + Penalty 11838.429464 = -3373134.166317 nChanged 10 SP:Iteration 58Q (1635.550000 sec): 3 clusters Score: Raw -3384978.817002 + Penalty 11838.429464 = -3373140.387538 nChanged 8 SP:Iteration 59Q (1635.670000 sec): 3 clusters Score: Raw -3384984.013767 + Penalty 11838.429464 = -3373145.584303 nChanged 12 SP:Iteration 60F (1635.800000 sec): 3 clusters Score: Raw -3384992.391571 + Penalty 11838.429464 = -3373153.962107 nChanged 9 SP:Iteration 61Q (1635.910000 sec): 3 clusters Score: Raw -3385000.209939 + Penalty 11838.429464 = -3373161.780474 nChanged 7 SP:Iteration 62Q (1636.030000 sec): 3 clusters Score: Raw -3385004.538509 + Penalty 11838.429464 = -3373166.109045 nChanged 5 SP:Iteration 63Q (1636.140000 sec): 3 clusters Score: Raw -3385009.061561 + Penalty 11838.429464 = -3373170.632097 nChanged 2 SP:Iteration 64Q (1636.250000 sec): 3 clusters Score: Raw -3385010.053834 + Penalty 11838.429464 = -3373171.624370 nChanged 2 SP:Iteration 65Q (1636.370000 sec): 3 clusters Score: Raw -3385011.047307 + Penalty 11838.429464 = -3373172.617843 nChanged 2 SP:Iteration 66Q (1636.480000 sec): 3 clusters Score: Raw -3385012.037308 + Penalty 11838.429464 = -3373173.607843 nChanged 2 SP:Iteration 67Q (1636.590000 sec): 3 clusters Score: Raw -3385014.246982 + Penalty 11838.429464 = -3373175.817518 nChanged 3 SP:Iteration 68Q (1636.710000 sec): 3 clusters Score: Raw -3385016.795033 + Penalty 11838.429464 = -3373178.365569 nChanged 3 SP:Iteration 69Q (1636.820000 sec): 3 clusters Score: Raw -3385019.679082 + Penalty 11838.429464 = -3373181.249618 nChanged 7 SP:Iteration 70Q (1636.930000 sec): 3 clusters Score: Raw -3385025.239491 + Penalty 11838.429464 = -3373186.810027 nChanged 10 SP:Iteration 71Q (1637.040000 sec): 3 clusters Score: Raw -3385031.737060 + Penalty 11838.429464 = -3373193.307595 nChanged 8 SP:Iteration 72Q (1637.160000 sec): 3 clusters Score: Raw -3385037.882249 + Penalty 11838.429464 = -3373199.452785 nChanged 6 SP:Iteration 73Q (1637.270000 sec): 3 clusters Score: Raw -3385042.009879 + Penalty 11838.429464 = -3373203.580415 nChanged 6 SP:Iteration 74Q (1637.390000 sec): 3 clusters Score: Raw -3385047.924905 + Penalty 11838.429464 = -3373209.495441 nChanged 10 SP:Iteration 75Q (1637.500000 sec): 3 clusters Score: Raw -3385056.203706 + Penalty 11838.429464 = -3373217.774242 nChanged 12 SP:Iteration 76Q (1637.610000 sec): 3 clusters Score: Raw -3385065.634966 + Penalty 11838.429464 = -3373227.205502 nChanged 11 SP:Iteration 77Q (1637.730000 sec): 3 clusters Score: Raw -3385073.549488 + Penalty 11838.429464 = -3373235.120024 nChanged 10 SP:Iteration 78Q (1637.830000 sec): 3 clusters Score: Raw -3385078.707229 + Penalty 11838.429464 = -3373240.277765 nChanged 6 SP:Iteration 79Q (1637.950000 sec): 3 clusters Score: Raw -3385083.194616 + Penalty 11838.429464 = -3373244.765152 nChanged 13 SP:Iteration 80F (1638.080000 sec): 3 clusters Score: Raw -3385094.618917 + Penalty 11838.429464 = -3373256.189453 nChanged 9 SP:Iteration 81Q (1638.190000 sec): 3 clusters Score: Raw -3385101.501002 + Penalty 11838.429464 = -3373263.071538 nChanged 11 SP:Iteration 82Q (1638.300000 sec): 3 clusters Score: Raw -3385109.710555 + Penalty 11838.429464 = -3373271.281091 nChanged 8 SP:Iteration 83Q (1638.410000 sec): 3 clusters Score: Raw -3385115.692169 + Penalty 11838.429464 = -3373277.262705 nChanged 9 SP:Iteration 84Q (1638.530000 sec): 3 clusters Score: Raw -3385121.854396 + Penalty 11838.429464 = -3373283.424932 nChanged 12 SP:Iteration 85Q (1638.630000 sec): 3 clusters Score: Raw -3385129.228222 + Penalty 11838.429464 = -3373290.798757 nChanged 6 SP:Iteration 86Q (1638.750000 sec): 3 clusters Score: Raw -3385133.132485 + Penalty 11838.429464 = -3373294.703020 nChanged 8 SP:Iteration 87Q (1638.850000 sec): 3 clusters Score: Raw -3385138.461259 + Penalty 11838.429464 = -3373300.031795 nChanged 8 SP:Iteration 88Q (1638.970000 sec): 3 clusters Score: Raw -3385144.003746 + Penalty 11838.429464 = -3373305.574282 nChanged 6 SP:Iteration 89Q (1639.070000 sec): 3 clusters Score: Raw -3385148.779646 + Penalty 11838.429464 = -3373310.350182 nChanged 5 SP:Iteration 90Q (1639.190000 sec): 3 clusters Score: Raw -3385151.927668 + Penalty 11838.429464 = -3373313.498203 nChanged 5 SP:Iteration 91Q (1639.290000 sec): 3 clusters Score: Raw -3385154.677460 + Penalty 11838.429464 = -3373316.247996 nChanged 4 SP:Iteration 92Q (1639.410000 sec): 3 clusters Score: Raw -3385156.284693 + Penalty 11838.429464 = -3373317.855229 nChanged 1 SP:Iteration 93Q (1639.520000 sec): 3 clusters Score: Raw -3385157.410557 + Penalty 11838.429464 = -3373318.981093 nChanged 1 SP:Iteration 94Q (1639.630000 sec): 3 clusters Score: Raw -3385158.733241 + Penalty 11838.429464 = -3373320.303777 nChanged 2 SP:Iteration 95Q (1639.740000 sec): 3 clusters Score: Raw -3385161.284897 + Penalty 11838.429464 = -3373322.855433 nChanged 1 SP:Iteration 96Q (1639.850000 sec): 3 clusters Score: Raw -3385161.638560 + Penalty 11838.429464 = -3373323.209096 nChanged 2 SP:Iteration 97Q (1639.960000 sec): 3 clusters Score: Raw -3385162.979762 + Penalty 11838.429464 = -3373324.550297 nChanged 0 SP:Iteration 98F (1640.090000 sec): 3 clusters Score: Raw -3385162.979762 + Penalty 11838.429464 = -3373324.550297 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 18 (39376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1640.370000 sec): 2 clusters Score: Raw -8884771.525013 + Penalty 6480.808461 = -8878290.716553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1640.700000 sec): 3 clusters Score: Raw -8862369.009314 + Penalty 12961.616921 = -8849407.392392 nChanged 16911 SP:Iteration 1F (1641.040000 sec): 3 clusters Score: Raw -8871486.327405 + Penalty 12961.616921 = -8858524.710484 nChanged 2104 SP:Iteration 2F (1641.370000 sec): 3 clusters Score: Raw -8872268.841036 + Penalty 12961.616921 = -8859307.224114 nChanged 1689 SP:Iteration 3Q (1641.710000 sec): 3 clusters Score: Raw -8872812.786578 + Penalty 12961.616921 = -8859851.169657 nChanged 1324 SP:Iteration 4Q (1642.050000 sec): 3 clusters Score: Raw -8873203.911729 + Penalty 12961.616921 = -8860242.294808 nChanged 1121 SP:Iteration 5Q (1642.400000 sec): 3 clusters Score: Raw -8873526.486666 + Penalty 12961.616921 = -8860564.869744 nChanged 1026 SP:Iteration 6Q (1642.730000 sec): 3 clusters Score: Raw -8873831.755666 + Penalty 12961.616921 = -8860870.138744 nChanged 1024 SP:Iteration 7Q (1643.070000 sec): 3 clusters Score: Raw -8874129.077320 + Penalty 12961.616921 = -8861167.460398 nChanged 984 SP:Iteration 8Q (1643.400000 sec): 3 clusters Score: Raw -8874409.170346 + Penalty 12961.616921 = -8861447.553425 nChanged 915 SP:Iteration 9Q (1643.740000 sec): 3 clusters Score: Raw -8874691.283308 + Penalty 12961.616921 = -8861729.666386 nChanged 986 SP:Iteration 10Q (1644.080000 sec): 3 clusters Score: Raw -8875032.938620 + Penalty 12961.616921 = -8862071.321699 nChanged 1114 SP:Iteration 11Q (1644.410000 sec): 3 clusters Score: Raw -8875465.605691 + Penalty 12961.616921 = -8862503.988770 nChanged 1318 SP:Iteration 12Q (1644.740000 sec): 3 clusters Score: Raw -8876056.309899 + Penalty 12961.616921 = -8863094.692977 nChanged 1584 SP:Iteration 13Q (1645.080000 sec): 3 clusters Score: Raw -8876897.209175 + Penalty 12961.616921 = -8863935.592253 nChanged 1778 SP:Iteration 14Q (1645.410000 sec): 3 clusters Score: Raw -8878013.549313 + Penalty 12961.616921 = -8865051.932392 nChanged 1953 SP:Iteration 15Q (1645.740000 sec): 3 clusters Score: Raw -8879434.412096 + Penalty 12961.616921 = -8866472.795175 nChanged 1962 SP:Iteration 16Q (1646.070000 sec): 3 clusters Score: Raw -8881005.138805 + Penalty 12961.616921 = -8868043.521883 nChanged 1700 SP:Iteration 17Q (1646.400000 sec): 3 clusters Score: Raw -8882492.545071 + Penalty 12961.616921 = -8869530.928149 nChanged 1302 SP:Iteration 18Q (1646.710000 sec): 3 clusters Score: Raw -8883686.843286 + Penalty 12961.616921 = -8870725.226365 nChanged 796 SP:Iteration 19Q (1647.000000 sec): 3 clusters Score: Raw -8884419.014929 + Penalty 12961.616921 = -8871457.398008 nChanged 416 SP:Iteration 20F (1647.330000 sec): 3 clusters Score: Raw -8884827.532528 + Penalty 12961.616921 = -8871865.915607 nChanged 247 SP:Iteration 21Q (1647.590000 sec): 3 clusters Score: Raw -8885089.536347 + Penalty 12961.616921 = -8872127.919425 nChanged 137 SP:Iteration 22Q (1647.840000 sec): 3 clusters Score: Raw -8885229.053649 + Penalty 12961.616921 = -8872267.436727 nChanged 82 SP:Iteration 23Q (1648.090000 sec): 3 clusters Score: Raw -8885318.964894 + Penalty 12961.616921 = -8872357.347972 nChanged 51 SP:Iteration 24Q (1648.330000 sec): 3 clusters Score: Raw -8885375.097566 + Penalty 12961.616921 = -8872413.480644 nChanged 33 SP:Iteration 25Q (1648.570000 sec): 3 clusters Score: Raw -8885411.926267 + Penalty 12961.616921 = -8872450.309346 nChanged 28 SP:Iteration 26Q (1648.810000 sec): 3 clusters Score: Raw -8885441.667980 + Penalty 12961.616921 = -8872480.051059 nChanged 14 SP:Iteration 27Q (1649.050000 sec): 3 clusters Score: Raw -8885456.989772 + Penalty 12961.616921 = -8872495.372851 nChanged 15 SP:Iteration 28Q (1649.290000 sec): 3 clusters Score: Raw -8885470.560529 + Penalty 12961.616921 = -8872508.943607 nChanged 6 SP:Iteration 29Q (1649.530000 sec): 3 clusters Score: Raw -8885477.260304 + Penalty 12961.616921 = -8872515.643383 nChanged 4 SP:Iteration 30Q (1649.760000 sec): 3 clusters Score: Raw -8885481.437533 + Penalty 12961.616921 = -8872519.820612 nChanged 4 SP:Iteration 31Q (1650.000000 sec): 3 clusters Score: Raw -8885485.518632 + Penalty 12961.616921 = -8872523.901710 nChanged 3 SP:Iteration 32Q (1650.240000 sec): 3 clusters Score: Raw -8885487.926777 + Penalty 12961.616921 = -8872526.309855 nChanged 3 SP:Iteration 33Q (1650.470000 sec): 3 clusters Score: Raw -8885491.320501 + Penalty 12961.616921 = -8872529.703580 nChanged 2 SP:Iteration 34Q (1650.710000 sec): 3 clusters Score: Raw -8885493.093687 + Penalty 12961.616921 = -8872531.476766 nChanged 4 SP:Iteration 35Q (1650.950000 sec): 3 clusters Score: Raw -8885496.445406 + Penalty 12961.616921 = -8872534.828484 nChanged 1 SP:Iteration 36Q (1651.180000 sec): 3 clusters Score: Raw -8885497.771791 + Penalty 12961.616921 = -8872536.154869 nChanged 2 SP:Iteration 37Q (1651.420000 sec): 3 clusters Score: Raw -8885501.200725 + Penalty 12961.616921 = -8872539.583803 nChanged 4 SP:Iteration 38Q (1651.660000 sec): 3 clusters Score: Raw -8885506.409895 + Penalty 12961.616921 = -8872544.792974 nChanged 4 SP:Iteration 39Q (1651.890000 sec): 3 clusters Score: Raw -8885511.820898 + Penalty 12961.616921 = -8872550.203976 nChanged 4 SP:Iteration 40F (1652.220000 sec): 3 clusters Score: Raw -8885517.814263 + Penalty 12961.616921 = -8872556.197342 nChanged 9 SP:Iteration 41Q (1652.460000 sec): 3 clusters Score: Raw -8885527.443743 + Penalty 12961.616921 = -8872565.826822 nChanged 9 SP:Iteration 42Q (1652.700000 sec): 3 clusters Score: Raw -8885537.097814 + Penalty 12961.616921 = -8872575.480892 nChanged 6 SP:Iteration 43Q (1652.950000 sec): 3 clusters Score: Raw -8885543.440078 + Penalty 12961.616921 = -8872581.823156 nChanged 3 SP:Iteration 44Q (1653.180000 sec): 3 clusters Score: Raw -8885547.327154 + Penalty 12961.616921 = -8872585.710233 nChanged 4 SP:Iteration 45Q (1653.420000 sec): 3 clusters Score: Raw -8885552.752935 + Penalty 12961.616921 = -8872591.136014 nChanged 4 SP:Iteration 46Q (1653.650000 sec): 3 clusters Score: Raw -8885557.391863 + Penalty 12961.616921 = -8872595.774942 nChanged 2 SP:Iteration 47Q (1653.890000 sec): 3 clusters Score: Raw -8885559.454636 + Penalty 12961.616921 = -8872597.837714 nChanged 1 SP:Iteration 48Q (1654.120000 sec): 3 clusters Score: Raw -8885560.660232 + Penalty 12961.616921 = -8872599.043310 nChanged 0 SP:Iteration 49F (1654.450000 sec): 3 clusters Score: Raw -8885560.660232 + Penalty 12961.616921 = -8872599.043310 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 19 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.490000 sec): 2 clusters Score: Raw -142159.623364 + Penalty 4025.523057 = -138134.100306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.500000 sec): 3 clusters Score: Raw -142656.237077 + Penalty 8051.046115 = -134605.190963 nChanged 94 SP:Iteration 1F (1654.500000 sec): 3 clusters Score: Raw -143081.153821 + Penalty 8051.046115 = -135030.107706 nChanged 49 SP:Iteration 2F (1654.510000 sec): 3 clusters Score: Raw -143277.307660 + Penalty 8051.046115 = -135226.261545 nChanged 27 SP:Iteration 3Q (1654.520000 sec): 3 clusters Score: Raw -143407.608863 + Penalty 8051.046115 = -135356.562748 nChanged 18 SP:Iteration 4Q (1654.520000 sec): 3 clusters Score: Raw -143497.332497 + Penalty 8051.046115 = -135446.286382 nChanged 14 SP:Iteration 5Q (1654.520000 sec): 3 clusters Score: Raw -143579.421506 + Penalty 8051.046115 = -135528.375391 nChanged 8 SP:Iteration 6Q (1654.530000 sec): 3 clusters Score: Raw -143610.690086 + Penalty 8051.046115 = -135559.643972 nChanged 6 SP:Iteration 7Q (1654.540000 sec): 3 clusters Score: Raw -143633.465415 + Penalty 8051.046115 = -135582.419300 nChanged 3 SP:Iteration 8Q (1654.540000 sec): 3 clusters Score: Raw -143646.504991 + Penalty 8051.046115 = -135595.458876 nChanged 3 SP:Iteration 9Q (1654.540000 sec): 3 clusters Score: Raw -143664.561922 + Penalty 8051.046115 = -135613.515807 nChanged 4 SP:Iteration 10Q (1654.550000 sec): 3 clusters Score: Raw -143686.631180 + Penalty 8051.046115 = -135635.585065 nChanged 3 SP:Iteration 11Q (1654.560000 sec): 3 clusters Score: Raw -143705.135345 + Penalty 8051.046115 = -135654.089231 nChanged 3 SP:Iteration 12Q (1654.560000 sec): 3 clusters Score: Raw -143718.043150 + Penalty 8051.046115 = -135666.997035 nChanged 3 SP:Iteration 13Q (1654.560000 sec): 3 clusters Score: Raw -143727.479333 + Penalty 8051.046115 = -135676.433218 nChanged 2 SP:Iteration 14Q (1654.570000 sec): 3 clusters Score: Raw -143736.172452 + Penalty 8051.046115 = -135685.126337 nChanged 1 SP:Iteration 15Q (1654.580000 sec): 3 clusters Score: Raw -143741.377275 + Penalty 8051.046115 = -135690.331160 nChanged 1 SP:Iteration 16Q (1654.580000 sec): 3 clusters Score: Raw -143754.527621 + Penalty 8051.046115 = -135703.481506 nChanged 2 SP:Iteration 17Q (1654.580000 sec): 3 clusters Score: Raw -143765.086707 + Penalty 8051.046115 = -135714.040592 nChanged 2 SP:Iteration 18Q (1654.590000 sec): 3 clusters Score: Raw -143772.676732 + Penalty 8051.046115 = -135721.630618 nChanged 0 SP:Iteration 19F (1654.600000 sec): 3 clusters Score: Raw -143772.676732 + Penalty 8051.046115 = -135721.630618 nChanged 0 Iteration 99Q (1661.400000 sec): 17 clusters Score: Raw -104951174.539527 + Penalty 128423.010222 = -104822751.529304 nChanged 8 Iteration 100F (1685.680000 sec): 17 clusters Score: Raw -104951175.387581 + Penalty 128423.010222 = -104822752.377359 nChanged 8 Iteration 101Q (1692.510000 sec): 17 clusters Score: Raw -104951176.115057 + Penalty 128423.010222 = -104822753.104835 nChanged 9 Iteration 102Q (1699.330000 sec): 17 clusters Score: Raw -104951177.156283 + Penalty 128423.010222 = -104822754.146060 nChanged 11 Iteration 103Q (1706.200000 sec): 17 clusters Score: Raw -104951178.151054 + Penalty 128423.010222 = -104822755.140832 nChanged 10 Iteration 104Q (1713.190000 sec): 17 clusters Score: Raw -104951179.028683 + Penalty 128423.010222 = -104822756.018461 nChanged 10 Iteration 105Q (1720.190000 sec): 17 clusters Score: Raw -104951180.359535 + Penalty 128423.010222 = -104822757.349313 nChanged 7 Iteration 106Q (1727.190000 sec): 17 clusters Score: Raw -104951181.135281 + Penalty 128423.010222 = -104822758.125058 nChanged 11 Iteration 107Q (1734.190000 sec): 17 clusters Score: Raw -104951182.272760 + Penalty 128423.010222 = -104822759.262537 nChanged 3 Iteration 108Q (1741.190000 sec): 17 clusters Score: Raw -104951182.500321 + Penalty 128423.010222 = -104822759.490098 nChanged 5 Iteration 109Q (1748.280000 sec): 17 clusters Score: Raw -104951182.805836 + Penalty 128423.010222 = -104822759.795613 nChanged 4 Iteration 110Q (1755.270000 sec): 17 clusters Score: Raw -104951183.245854 + Penalty 128423.010222 = -104822760.235631 nChanged 4 Iteration 111Q (1762.280000 sec): 17 clusters Score: Raw -104951183.408142 + Penalty 128423.010222 = -104822760.397920 nChanged 1 Iteration 112Q (1769.260000 sec): 17 clusters Score: Raw -104951183.464227 + Penalty 128423.010222 = -104822760.454005 nChanged 3 Iteration 113Q (1776.260000 sec): 17 clusters Score: Raw -104951183.925150 + Penalty 128423.010222 = -104822760.914928 nChanged 4 Iteration 114Q (1783.260000 sec): 17 clusters Score: Raw -104951184.318101 + Penalty 128423.010222 = -104822761.307879 nChanged 4 Iteration 115Q (1790.220000 sec): 17 clusters Score: Raw -104951184.569927 + Penalty 128423.010222 = -104822761.559704 nChanged 1 Iteration 116Q (1797.120000 sec): 17 clusters Score: Raw -104951184.617978 + Penalty 128423.010222 = -104822761.607755 nChanged 1 Iteration 117Q (1803.940000 sec): 17 clusters Score: Raw -104951184.645302 + Penalty 128423.010222 = -104822761.635079 nChanged 0 Iteration 118F (1828.200000 sec): 17 clusters Score: Raw -104951184.645302 + Penalty 128423.010222 = -104822761.635079 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -104951184.645302 + Penalty 128423.010222 = -104822761.635079 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 1 (1541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1828.310000 sec): 2 clusters Score: Raw -326928.938486 + Penalty 4495.864437 = -322433.074049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1828.320000 sec): 3 clusters Score: Raw -326740.686808 + Penalty 8991.728873 = -317748.957935 nChanged 293 SP:Iteration 1F (1828.340000 sec): 3 clusters Score: Raw -327219.873504 + Penalty 8991.728873 = -318228.144630 nChanged 102 SP:Iteration 2F (1828.350000 sec): 3 clusters Score: Raw -327438.731707 + Penalty 8991.728873 = -318447.002834 nChanged 54 SP:Iteration 3Q (1828.360000 sec): 3 clusters Score: Raw -327584.448740 + Penalty 8991.728873 = -318592.719867 nChanged 43 SP:Iteration 4Q (1828.380000 sec): 3 clusters Score: Raw -327732.869796 + Penalty 8991.728873 = -318741.140922 nChanged 54 SP:Iteration 5Q (1828.390000 sec): 3 clusters Score: Raw -327891.861738 + Penalty 8991.728873 = -318900.132865 nChanged 51 SP:Iteration 6Q (1828.400000 sec): 3 clusters Score: Raw -328043.919333 + Penalty 8991.728873 = -319052.190459 nChanged 43 SP:Iteration 7Q (1828.410000 sec): 3 clusters Score: Raw -328151.568840 + Penalty 8991.728873 = -319159.839966 nChanged 29 SP:Iteration 8Q (1828.420000 sec): 3 clusters Score: Raw -328217.255044 + Penalty 8991.728873 = -319225.526171 nChanged 19 SP:Iteration 9Q (1828.440000 sec): 3 clusters Score: Raw -328250.444390 + Penalty 8991.728873 = -319258.715516 nChanged 8 SP:Iteration 10Q (1828.450000 sec): 3 clusters Score: Raw -328278.045782 + Penalty 8991.728873 = -319286.316909 nChanged 5 SP:Iteration 11Q (1828.460000 sec): 3 clusters Score: Raw -328291.076590 + Penalty 8991.728873 = -319299.347717 nChanged 8 SP:Iteration 12Q (1828.470000 sec): 3 clusters Score: Raw -328307.626772 + Penalty 8991.728873 = -319315.897898 nChanged 10 SP:Iteration 13Q (1828.480000 sec): 3 clusters Score: Raw -328324.972881 + Penalty 8991.728873 = -319333.244008 nChanged 4 SP:Iteration 14Q (1828.500000 sec): 3 clusters Score: Raw -328331.660209 + Penalty 8991.728873 = -319339.931336 nChanged 4 SP:Iteration 15Q (1828.510000 sec): 3 clusters Score: Raw -328337.943119 + Penalty 8991.728873 = -319346.214246 nChanged 3 SP:Iteration 16Q (1828.520000 sec): 3 clusters Score: Raw -328346.563980 + Penalty 8991.728873 = -319354.835107 nChanged 4 SP:Iteration 17Q (1828.530000 sec): 3 clusters Score: Raw -328353.315936 + Penalty 8991.728873 = -319361.587063 nChanged 4 SP:Iteration 18Q (1828.540000 sec): 3 clusters Score: Raw -328357.411114 + Penalty 8991.728873 = -319365.682240 nChanged 2 SP:Iteration 19Q (1828.550000 sec): 3 clusters Score: Raw -328362.834483 + Penalty 8991.728873 = -319371.105609 nChanged 3 SP:Iteration 20F (1828.570000 sec): 3 clusters Score: Raw -328371.228678 + Penalty 8991.728873 = -319379.499804 nChanged 2 SP:Iteration 21Q (1828.580000 sec): 3 clusters Score: Raw -328374.566349 + Penalty 8991.728873 = -319382.837476 nChanged 5 SP:Iteration 22Q (1828.590000 sec): 3 clusters Score: Raw -328381.715605 + Penalty 8991.728873 = -319389.986731 nChanged 1 SP:Iteration 23Q (1828.600000 sec): 3 clusters Score: Raw -328383.071472 + Penalty 8991.728873 = -319391.342599 nChanged 0 SP:Iteration 24F (1828.620000 sec): 3 clusters Score: Raw -328383.071472 + Penalty 8991.728873 = -319391.342599 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 2 (299661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.320000 sec): 2 clusters Score: Raw -64326850.114978 + Penalty 7723.874358 = -64319126.240620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1833.920000 sec): 3 clusters Score: Raw -64133201.727463 + Penalty 15447.748716 = -64117753.978748 nChanged 142427 SP:Iteration 1F (1836.510000 sec): 3 clusters Score: Raw -64216669.021057 + Penalty 15447.748716 = -64201221.272341 nChanged 9408 SP:Iteration 2Q (1839.110000 sec): 3 clusters Score: Raw -64218981.840595 + Penalty 15447.748716 = -64203534.091880 nChanged 10382 SP:Iteration 3Q (1841.720000 sec): 3 clusters Score: Raw -64221970.219735 + Penalty 15447.748716 = -64206522.471019 nChanged 11955 SP:Iteration 4Q (1844.330000 sec): 3 clusters Score: Raw -64226148.811301 + Penalty 15447.748716 = -64210701.062586 nChanged 14370 SP:Iteration 5Q (1846.930000 sec): 3 clusters Score: Raw -64232303.746285 + Penalty 15447.748716 = -64216855.997570 nChanged 17156 SP:Iteration 6F (1849.520000 sec): 3 clusters Score: Raw -64241249.685479 + Penalty 15447.748716 = -64225801.936764 nChanged 19741 SP:Iteration 7F (1852.110000 sec): 3 clusters Score: Raw -64253382.831308 + Penalty 15447.748716 = -64237935.082593 nChanged 21389 SP:Iteration 8F (1854.690000 sec): 3 clusters Score: Raw -64268615.524348 + Penalty 15447.748716 = -64253167.775632 nChanged 21392 SP:Iteration 9F (1857.280000 sec): 3 clusters Score: Raw -64285446.367437 + Penalty 15447.748716 = -64269998.618722 nChanged 19009 SP:Iteration 10F (1859.870000 sec): 3 clusters Score: Raw -64301136.528915 + Penalty 15447.748716 = -64285688.780199 nChanged 14748 SP:Iteration 11Q (1862.460000 sec): 3 clusters Score: Raw -64313152.321485 + Penalty 15447.748716 = -64297704.572770 nChanged 9776 SP:Iteration 12Q (1865.030000 sec): 3 clusters Score: Raw -64320564.686503 + Penalty 15447.748716 = -64305116.937787 nChanged 5953 SP:Iteration 13Q (1867.540000 sec): 3 clusters Score: Raw -64324671.136720 + Penalty 15447.748716 = -64309223.388004 nChanged 3305 SP:Iteration 14Q (1869.910000 sec): 3 clusters Score: Raw -64326705.815161 + Penalty 15447.748716 = -64311258.066445 nChanged 1863 SP:Iteration 15Q (1872.120000 sec): 3 clusters Score: Raw -64327724.255663 + Penalty 15447.748716 = -64312276.506948 nChanged 1011 SP:Iteration 16Q (1874.220000 sec): 3 clusters Score: Raw -64328214.619395 + Penalty 15447.748716 = -64312766.870680 nChanged 580 SP:Iteration 17Q (1876.260000 sec): 3 clusters Score: Raw -64328488.332743 + Penalty 15447.748716 = -64313040.584028 nChanged 365 SP:Iteration 18Q (1878.240000 sec): 3 clusters Score: Raw -64328647.191966 + Penalty 15447.748716 = -64313199.443250 nChanged 232 SP:Iteration 19Q (1880.210000 sec): 3 clusters Score: Raw -64328741.824843 + Penalty 15447.748716 = -64313294.076128 nChanged 143 SP:Iteration 20F (1882.750000 sec): 3 clusters Score: Raw -64328800.879995 + Penalty 15447.748716 = -64313353.131280 nChanged 111 SP:Iteration 21Q (1884.680000 sec): 3 clusters Score: Raw -64328843.489809 + Penalty 15447.748716 = -64313395.741094 nChanged 76 SP:Iteration 22Q (1886.600000 sec): 3 clusters Score: Raw -64328873.122322 + Penalty 15447.748716 = -64313425.373607 nChanged 62 SP:Iteration 23Q (1888.510000 sec): 3 clusters Score: Raw -64328894.948888 + Penalty 15447.748716 = -64313447.200172 nChanged 52 SP:Iteration 24Q (1890.420000 sec): 3 clusters Score: Raw -64328913.379786 + Penalty 15447.748716 = -64313465.631070 nChanged 41 SP:Iteration 25Q (1892.320000 sec): 3 clusters Score: Raw -64328928.555559 + Penalty 15447.748716 = -64313480.806844 nChanged 34 SP:Iteration 26Q (1894.220000 sec): 3 clusters Score: Raw -64328940.651898 + Penalty 15447.748716 = -64313492.903182 nChanged 17 SP:Iteration 27Q (1896.080000 sec): 3 clusters Score: Raw -64328946.518504 + Penalty 15447.748716 = -64313498.769789 nChanged 18 SP:Iteration 28Q (1897.910000 sec): 3 clusters Score: Raw -64328951.858338 + Penalty 15447.748716 = -64313504.109623 nChanged 10 SP:Iteration 29Q (1899.740000 sec): 3 clusters Score: Raw -64328955.489099 + Penalty 15447.748716 = -64313507.740384 nChanged 6 SP:Iteration 30Q (1901.570000 sec): 3 clusters Score: Raw -64328956.855269 + Penalty 15447.748716 = -64313509.106554 nChanged 3 SP:Iteration 31Q (1903.390000 sec): 3 clusters Score: Raw -64328957.707810 + Penalty 15447.748716 = -64313509.959094 nChanged 6 SP:Iteration 32Q (1905.220000 sec): 3 clusters Score: Raw -64328959.646557 + Penalty 15447.748716 = -64313511.897841 nChanged 10 SP:Iteration 33Q (1907.050000 sec): 3 clusters Score: Raw -64328962.570823 + Penalty 15447.748716 = -64313514.822107 nChanged 8 SP:Iteration 34Q (1908.870000 sec): 3 clusters Score: Raw -64328965.112638 + Penalty 15447.748716 = -64313517.363923 nChanged 7 SP:Iteration 35Q (1910.700000 sec): 3 clusters Score: Raw -64328967.763896 + Penalty 15447.748716 = -64313520.015180 nChanged 7 SP:Iteration 36Q (1912.520000 sec): 3 clusters Score: Raw -64328969.680203 + Penalty 15447.748716 = -64313521.931487 nChanged 7 SP:Iteration 37Q (1914.350000 sec): 3 clusters Score: Raw -64328971.772817 + Penalty 15447.748716 = -64313524.024101 nChanged 4 SP:Iteration 38Q (1916.170000 sec): 3 clusters Score: Raw -64328972.981827 + Penalty 15447.748716 = -64313525.233111 nChanged 6 SP:Iteration 39Q (1918.030000 sec): 3 clusters Score: Raw -64328975.235480 + Penalty 15447.748716 = -64313527.486764 nChanged 7 SP:Iteration 40F (1920.610000 sec): 3 clusters Score: Raw -64328977.865759 + Penalty 15447.748716 = -64313530.117043 nChanged 3 SP:Iteration 41Q (1922.460000 sec): 3 clusters Score: Raw -64328978.926677 + Penalty 15447.748716 = -64313531.177961 nChanged 2 SP:Iteration 42Q (1924.300000 sec): 3 clusters Score: Raw -64328979.637265 + Penalty 15447.748716 = -64313531.888549 nChanged 5 SP:Iteration 43Q (1926.130000 sec): 3 clusters Score: Raw -64328981.423252 + Penalty 15447.748716 = -64313533.674537 nChanged 3 SP:Iteration 44Q (1927.970000 sec): 3 clusters Score: Raw -64328982.211216 + Penalty 15447.748716 = -64313534.462500 nChanged 4 SP:Iteration 45Q (1929.800000 sec): 3 clusters Score: Raw -64328983.917166 + Penalty 15447.748716 = -64313536.168450 nChanged 4 SP:Iteration 46Q (1931.630000 sec): 3 clusters Score: Raw -64328985.186022 + Penalty 15447.748716 = -64313537.437307 nChanged 2 SP:Iteration 47Q (1933.460000 sec): 3 clusters Score: Raw -64328986.080467 + Penalty 15447.748716 = -64313538.331751 nChanged 4 SP:Iteration 48Q (1935.290000 sec): 3 clusters Score: Raw -64328987.489992 + Penalty 15447.748716 = -64313539.741277 nChanged 4 SP:Iteration 49Q (1937.120000 sec): 3 clusters Score: Raw -64328988.340504 + Penalty 15447.748716 = -64313540.591788 nChanged 2 SP:Iteration 50Q (1938.950000 sec): 3 clusters Score: Raw -64328989.039024 + Penalty 15447.748716 = -64313541.290309 nChanged 2 SP:Iteration 51Q (1940.780000 sec): 3 clusters Score: Raw -64328990.074035 + Penalty 15447.748716 = -64313542.325319 nChanged 1 SP:Iteration 52Q (1942.610000 sec): 3 clusters Score: Raw -64328990.739135 + Penalty 15447.748716 = -64313542.990420 nChanged 1 SP:Iteration 53Q (1944.440000 sec): 3 clusters Score: Raw -64328991.219267 + Penalty 15447.748716 = -64313543.470552 nChanged 2 SP:Iteration 54Q (1946.260000 sec): 3 clusters Score: Raw -64328991.765672 + Penalty 15447.748716 = -64313544.016957 nChanged 1 SP:Iteration 55Q (1948.080000 sec): 3 clusters Score: Raw -64328992.051094 + Penalty 15447.748716 = -64313544.302379 nChanged 0 SP:Iteration 56F (1950.570000 sec): 3 clusters Score: Raw -64328992.051094 + Penalty 15447.748716 = -64313544.302379 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 3 (10555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1950.840000 sec): 2 clusters Score: Raw -2252837.559376 + Penalty 5674.417413 = -2247163.141963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1950.920000 sec): 3 clusters Score: Raw -2247897.334575 + Penalty 11348.834826 = -2236548.499749 nChanged 3958 SP:Iteration 1F (1951.010000 sec): 3 clusters Score: Raw -2250248.522510 + Penalty 11348.834826 = -2238899.687684 nChanged 833 SP:Iteration 2F (1951.100000 sec): 3 clusters Score: Raw -2250816.945773 + Penalty 11348.834826 = -2239468.110947 nChanged 610 SP:Iteration 3F (1951.180000 sec): 3 clusters Score: Raw -2251280.183125 + Penalty 11348.834826 = -2239931.348298 nChanged 520 SP:Iteration 4Q (1951.270000 sec): 3 clusters Score: Raw -2251643.838715 + Penalty 11348.834826 = -2240295.003888 nChanged 423 SP:Iteration 5Q (1951.360000 sec): 3 clusters Score: Raw -2251919.052638 + Penalty 11348.834826 = -2240570.217812 nChanged 361 SP:Iteration 6Q (1951.440000 sec): 3 clusters Score: Raw -2252164.776521 + Penalty 11348.834826 = -2240815.941695 nChanged 314 SP:Iteration 7Q (1951.530000 sec): 3 clusters Score: Raw -2252354.033168 + Penalty 11348.834826 = -2241005.198341 nChanged 279 SP:Iteration 8Q (1951.610000 sec): 3 clusters Score: Raw -2252517.898243 + Penalty 11348.834826 = -2241169.063417 nChanged 232 SP:Iteration 9Q (1951.700000 sec): 3 clusters Score: Raw -2252662.553682 + Penalty 11348.834826 = -2241313.718856 nChanged 228 SP:Iteration 10Q (1951.780000 sec): 3 clusters Score: Raw -2252782.327850 + Penalty 11348.834826 = -2241433.493024 nChanged 205 SP:Iteration 11Q (1951.860000 sec): 3 clusters Score: Raw -2252875.545814 + Penalty 11348.834826 = -2241526.710987 nChanged 148 SP:Iteration 12Q (1951.950000 sec): 3 clusters Score: Raw -2252936.100174 + Penalty 11348.834826 = -2241587.265348 nChanged 122 SP:Iteration 13Q (1952.040000 sec): 3 clusters Score: Raw -2252990.489518 + Penalty 11348.834826 = -2241641.654691 nChanged 108 SP:Iteration 14Q (1952.120000 sec): 3 clusters Score: Raw -2253034.504315 + Penalty 11348.834826 = -2241685.669489 nChanged 94 SP:Iteration 15Q (1952.200000 sec): 3 clusters Score: Raw -2253074.894323 + Penalty 11348.834826 = -2241726.059497 nChanged 79 SP:Iteration 16Q (1952.280000 sec): 3 clusters Score: Raw -2253104.419827 + Penalty 11348.834826 = -2241755.585001 nChanged 65 SP:Iteration 17Q (1952.370000 sec): 3 clusters Score: Raw -2253129.445495 + Penalty 11348.834826 = -2241780.610669 nChanged 67 SP:Iteration 18Q (1952.450000 sec): 3 clusters Score: Raw -2253154.966392 + Penalty 11348.834826 = -2241806.131565 nChanged 66 SP:Iteration 19Q (1952.540000 sec): 3 clusters Score: Raw -2253182.465441 + Penalty 11348.834826 = -2241833.630614 nChanged 75 SP:Iteration 20F (1952.620000 sec): 3 clusters Score: Raw -2253212.207083 + Penalty 11348.834826 = -2241863.372256 nChanged 82 SP:Iteration 21Q (1952.710000 sec): 3 clusters Score: Raw -2253246.780866 + Penalty 11348.834826 = -2241897.946039 nChanged 86 SP:Iteration 22Q (1952.790000 sec): 3 clusters Score: Raw -2253278.907641 + Penalty 11348.834826 = -2241930.072815 nChanged 89 SP:Iteration 23Q (1952.870000 sec): 3 clusters Score: Raw -2253315.394119 + Penalty 11348.834826 = -2241966.559293 nChanged 87 SP:Iteration 24Q (1952.960000 sec): 3 clusters Score: Raw -2253350.912452 + Penalty 11348.834826 = -2242002.077625 nChanged 78 SP:Iteration 25Q (1953.040000 sec): 3 clusters Score: Raw -2253383.482421 + Penalty 11348.834826 = -2242034.647595 nChanged 74 SP:Iteration 26Q (1953.120000 sec): 3 clusters Score: Raw -2253416.995446 + Penalty 11348.834826 = -2242068.160619 nChanged 72 SP:Iteration 27Q (1953.200000 sec): 3 clusters Score: Raw -2253447.512084 + Penalty 11348.834826 = -2242098.677258 nChanged 67 SP:Iteration 28Q (1953.290000 sec): 3 clusters Score: Raw -2253476.132485 + Penalty 11348.834826 = -2242127.297659 nChanged 73 SP:Iteration 29Q (1953.370000 sec): 3 clusters Score: Raw -2253508.710865 + Penalty 11348.834826 = -2242159.876039 nChanged 87 SP:Iteration 30Q (1953.450000 sec): 3 clusters Score: Raw -2253555.873979 + Penalty 11348.834826 = -2242207.039153 nChanged 111 SP:Iteration 31Q (1953.540000 sec): 3 clusters Score: Raw -2253609.838607 + Penalty 11348.834826 = -2242261.003780 nChanged 122 SP:Iteration 32Q (1953.620000 sec): 3 clusters Score: Raw -2253675.966608 + Penalty 11348.834826 = -2242327.131782 nChanged 130 SP:Iteration 33Q (1953.700000 sec): 3 clusters Score: Raw -2253737.221284 + Penalty 11348.834826 = -2242388.386458 nChanged 113 SP:Iteration 34Q (1953.780000 sec): 3 clusters Score: Raw -2253795.900464 + Penalty 11348.834826 = -2242447.065637 nChanged 113 SP:Iteration 35Q (1953.860000 sec): 3 clusters Score: Raw -2253864.457529 + Penalty 11348.834826 = -2242515.622703 nChanged 130 SP:Iteration 36Q (1953.950000 sec): 3 clusters Score: Raw -2253947.001649 + Penalty 11348.834826 = -2242598.166822 nChanged 128 SP:Iteration 37Q (1954.030000 sec): 3 clusters Score: Raw -2254033.800730 + Penalty 11348.834826 = -2242684.965903 nChanged 158 SP:Iteration 38Q (1954.110000 sec): 3 clusters Score: Raw -2254139.056116 + Penalty 11348.834826 = -2242790.221290 nChanged 158 SP:Iteration 39Q (1954.190000 sec): 3 clusters Score: Raw -2254257.025077 + Penalty 11348.834826 = -2242908.190251 nChanged 197 SP:Iteration 40F (1954.280000 sec): 3 clusters Score: Raw -2254400.935881 + Penalty 11348.834826 = -2243052.101054 nChanged 181 SP:Iteration 41Q (1954.360000 sec): 3 clusters Score: Raw -2254529.758811 + Penalty 11348.834826 = -2243180.923984 nChanged 164 SP:Iteration 42Q (1954.440000 sec): 3 clusters Score: Raw -2254640.649202 + Penalty 11348.834826 = -2243291.814376 nChanged 134 SP:Iteration 43Q (1954.520000 sec): 3 clusters Score: Raw -2254728.177665 + Penalty 11348.834826 = -2243379.342838 nChanged 111 SP:Iteration 44Q (1954.610000 sec): 3 clusters Score: Raw -2254791.861730 + Penalty 11348.834826 = -2243443.026904 nChanged 95 SP:Iteration 45Q (1954.690000 sec): 3 clusters Score: Raw -2254842.577178 + Penalty 11348.834826 = -2243493.742352 nChanged 77 SP:Iteration 46Q (1954.770000 sec): 3 clusters Score: Raw -2254880.131750 + Penalty 11348.834826 = -2243531.296924 nChanged 63 SP:Iteration 47Q (1954.850000 sec): 3 clusters Score: Raw -2254908.990165 + Penalty 11348.834826 = -2243560.155339 nChanged 46 SP:Iteration 48Q (1954.930000 sec): 3 clusters Score: Raw -2254929.289102 + Penalty 11348.834826 = -2243580.454275 nChanged 38 SP:Iteration 49Q (1955.010000 sec): 3 clusters Score: Raw -2254945.787889 + Penalty 11348.834826 = -2243596.953063 nChanged 33 SP:Iteration 50Q (1955.090000 sec): 3 clusters Score: Raw -2254958.096073 + Penalty 11348.834826 = -2243609.261247 nChanged 24 SP:Iteration 51Q (1955.170000 sec): 3 clusters Score: Raw -2254969.311994 + Penalty 11348.834826 = -2243620.477167 nChanged 31 SP:Iteration 52Q (1955.250000 sec): 3 clusters Score: Raw -2254981.614626 + Penalty 11348.834826 = -2243632.779800 nChanged 27 SP:Iteration 53Q (1955.330000 sec): 3 clusters Score: Raw -2254991.605800 + Penalty 11348.834826 = -2243642.770974 nChanged 25 SP:Iteration 54Q (1955.400000 sec): 3 clusters Score: Raw -2254998.344388 + Penalty 11348.834826 = -2243649.509561 nChanged 15 SP:Iteration 55Q (1955.480000 sec): 3 clusters Score: Raw -2255002.863822 + Penalty 11348.834826 = -2243654.028996 nChanged 9 SP:Iteration 56Q (1955.560000 sec): 3 clusters Score: Raw -2255006.304682 + Penalty 11348.834826 = -2243657.469855 nChanged 11 SP:Iteration 57Q (1955.640000 sec): 3 clusters Score: Raw -2255009.647364 + Penalty 11348.834826 = -2243660.812538 nChanged 5 SP:Iteration 58Q (1955.720000 sec): 3 clusters Score: Raw -2255011.590300 + Penalty 11348.834826 = -2243662.755474 nChanged 6 SP:Iteration 59Q (1955.800000 sec): 3 clusters Score: Raw -2255013.580571 + Penalty 11348.834826 = -2243664.745745 nChanged 8 SP:Iteration 60F (1955.890000 sec): 3 clusters Score: Raw -2255016.139232 + Penalty 11348.834826 = -2243667.304406 nChanged 6 SP:Iteration 61Q (1955.970000 sec): 3 clusters Score: Raw -2255018.174957 + Penalty 11348.834826 = -2243669.340131 nChanged 4 SP:Iteration 62Q (1956.040000 sec): 3 clusters Score: Raw -2255019.413515 + Penalty 11348.834826 = -2243670.578688 nChanged 2 SP:Iteration 63Q (1956.120000 sec): 3 clusters Score: Raw -2255020.157093 + Penalty 11348.834826 = -2243671.322267 nChanged 1 SP:Iteration 64Q (1956.200000 sec): 3 clusters Score: Raw -2255020.826475 + Penalty 11348.834826 = -2243671.991648 nChanged 2 SP:Iteration 65Q (1956.280000 sec): 3 clusters Score: Raw -2255021.387267 + Penalty 11348.834826 = -2243672.552441 nChanged 1 SP:Iteration 66Q (1956.360000 sec): 3 clusters Score: Raw -2255021.638200 + Penalty 11348.834826 = -2243672.803374 nChanged 0 SP:Iteration 67F (1956.450000 sec): 3 clusters Score: Raw -2255021.638200 + Penalty 11348.834826 = -2243672.803374 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 4 (13741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1956.540000 sec): 2 clusters Score: Raw -3016419.332655 + Penalty 5835.985348 = -3010583.347307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1956.660000 sec): 3 clusters Score: Raw -3009699.087993 + Penalty 11671.970696 = -2998027.117298 nChanged 5332 SP:Iteration 1F (1956.770000 sec): 3 clusters Score: Raw -3012482.365975 + Penalty 11671.970696 = -3000810.395280 nChanged 937 SP:Iteration 2F (1956.880000 sec): 3 clusters Score: Raw -3012974.564611 + Penalty 11671.970696 = -3001302.593916 nChanged 672 SP:Iteration 3Q (1957.000000 sec): 3 clusters Score: Raw -3013283.471489 + Penalty 11671.970696 = -3001611.500793 nChanged 470 SP:Iteration 4Q (1957.110000 sec): 3 clusters Score: Raw -3013489.614088 + Penalty 11671.970696 = -3001817.643392 nChanged 380 SP:Iteration 5Q (1957.220000 sec): 3 clusters Score: Raw -3013671.790268 + Penalty 11671.970696 = -3001999.819572 nChanged 360 SP:Iteration 6Q (1957.340000 sec): 3 clusters Score: Raw -3013849.101989 + Penalty 11671.970696 = -3002177.131294 nChanged 347 SP:Iteration 7Q (1957.450000 sec): 3 clusters Score: Raw -3014015.178170 + Penalty 11671.970696 = -3002343.207474 nChanged 323 SP:Iteration 8Q (1957.560000 sec): 3 clusters Score: Raw -3014188.178481 + Penalty 11671.970696 = -3002516.207785 nChanged 339 SP:Iteration 9Q (1957.680000 sec): 3 clusters Score: Raw -3014389.156776 + Penalty 11671.970696 = -3002717.186080 nChanged 374 SP:Iteration 10Q (1957.790000 sec): 3 clusters Score: Raw -3014655.472831 + Penalty 11671.970696 = -3002983.502136 nChanged 373 SP:Iteration 11Q (1957.900000 sec): 3 clusters Score: Raw -3014946.687913 + Penalty 11671.970696 = -3003274.717217 nChanged 437 SP:Iteration 12Q (1958.010000 sec): 3 clusters Score: Raw -3015270.939139 + Penalty 11671.970696 = -3003598.968443 nChanged 464 SP:Iteration 13Q (1958.120000 sec): 3 clusters Score: Raw -3015551.971583 + Penalty 11671.970696 = -3003880.000887 nChanged 417 SP:Iteration 14Q (1958.240000 sec): 3 clusters Score: Raw -3015780.330078 + Penalty 11671.970696 = -3004108.359383 nChanged 406 SP:Iteration 15Q (1958.350000 sec): 3 clusters Score: Raw -3015993.681427 + Penalty 11671.970696 = -3004321.710732 nChanged 389 SP:Iteration 16Q (1958.460000 sec): 3 clusters Score: Raw -3016198.293228 + Penalty 11671.970696 = -3004526.322532 nChanged 353 SP:Iteration 17Q (1958.570000 sec): 3 clusters Score: Raw -3016374.643802 + Penalty 11671.970696 = -3004702.673106 nChanged 330 SP:Iteration 18Q (1958.680000 sec): 3 clusters Score: Raw -3016551.396794 + Penalty 11671.970696 = -3004879.426099 nChanged 296 SP:Iteration 19Q (1958.790000 sec): 3 clusters Score: Raw -3016710.449581 + Penalty 11671.970696 = -3005038.478885 nChanged 280 SP:Iteration 20F (1958.900000 sec): 3 clusters Score: Raw -3016860.707100 + Penalty 11671.970696 = -3005188.736405 nChanged 247 SP:Iteration 21Q (1959.010000 sec): 3 clusters Score: Raw -3016998.371687 + Penalty 11671.970696 = -3005326.400991 nChanged 250 SP:Iteration 22Q (1959.120000 sec): 3 clusters Score: Raw -3017146.181129 + Penalty 11671.970696 = -3005474.210434 nChanged 226 SP:Iteration 23Q (1959.230000 sec): 3 clusters Score: Raw -3017279.176564 + Penalty 11671.970696 = -3005607.205868 nChanged 194 SP:Iteration 24Q (1959.340000 sec): 3 clusters Score: Raw -3017387.861629 + Penalty 11671.970696 = -3005715.890933 nChanged 187 SP:Iteration 25Q (1959.460000 sec): 3 clusters Score: Raw -3017508.391899 + Penalty 11671.970696 = -3005836.421203 nChanged 181 SP:Iteration 26Q (1959.560000 sec): 3 clusters Score: Raw -3017626.697148 + Penalty 11671.970696 = -3005954.726452 nChanged 164 SP:Iteration 27Q (1959.670000 sec): 3 clusters Score: Raw -3017733.053158 + Penalty 11671.970696 = -3006061.082463 nChanged 143 SP:Iteration 28Q (1959.780000 sec): 3 clusters Score: Raw -3017832.484155 + Penalty 11671.970696 = -3006160.513460 nChanged 133 SP:Iteration 29Q (1959.890000 sec): 3 clusters Score: Raw -3017922.073894 + Penalty 11671.970696 = -3006250.103199 nChanged 107 SP:Iteration 30Q (1960.000000 sec): 3 clusters Score: Raw -3017999.165851 + Penalty 11671.970696 = -3006327.195156 nChanged 119 SP:Iteration 31Q (1960.110000 sec): 3 clusters Score: Raw -3018093.244438 + Penalty 11671.970696 = -3006421.273743 nChanged 117 SP:Iteration 32Q (1960.220000 sec): 3 clusters Score: Raw -3018183.945205 + Penalty 11671.970696 = -3006511.974510 nChanged 93 SP:Iteration 33Q (1960.320000 sec): 3 clusters Score: Raw -3018261.018387 + Penalty 11671.970696 = -3006589.047692 nChanged 88 SP:Iteration 34Q (1960.430000 sec): 3 clusters Score: Raw -3018336.287892 + Penalty 11671.970696 = -3006664.317196 nChanged 79 SP:Iteration 35Q (1960.530000 sec): 3 clusters Score: Raw -3018398.980739 + Penalty 11671.970696 = -3006727.010043 nChanged 65 SP:Iteration 36Q (1960.630000 sec): 3 clusters Score: Raw -3018443.451770 + Penalty 11671.970696 = -3006771.481075 nChanged 51 SP:Iteration 37Q (1960.730000 sec): 3 clusters Score: Raw -3018475.303644 + Penalty 11671.970696 = -3006803.332949 nChanged 45 SP:Iteration 38Q (1960.830000 sec): 3 clusters Score: Raw -3018513.337975 + Penalty 11671.970696 = -3006841.367280 nChanged 51 SP:Iteration 39Q (1960.930000 sec): 3 clusters Score: Raw -3018560.719150 + Penalty 11671.970696 = -3006888.748455 nChanged 49 SP:Iteration 40F (1961.040000 sec): 3 clusters Score: Raw -3018609.719485 + Penalty 11671.970696 = -3006937.748789 nChanged 58 SP:Iteration 41Q (1961.140000 sec): 3 clusters Score: Raw -3018665.739216 + Penalty 11671.970696 = -3006993.768521 nChanged 62 SP:Iteration 42Q (1961.230000 sec): 3 clusters Score: Raw -3018719.623337 + Penalty 11671.970696 = -3007047.652641 nChanged 46 SP:Iteration 43Q (1961.320000 sec): 3 clusters Score: Raw -3018766.858863 + Penalty 11671.970696 = -3007094.888167 nChanged 49 SP:Iteration 44Q (1961.420000 sec): 3 clusters Score: Raw -3018812.500168 + Penalty 11671.970696 = -3007140.529472 nChanged 36 SP:Iteration 45Q (1961.510000 sec): 3 clusters Score: Raw -3018844.667318 + Penalty 11671.970696 = -3007172.696622 nChanged 27 SP:Iteration 46Q (1961.590000 sec): 3 clusters Score: Raw -3018865.320876 + Penalty 11671.970696 = -3007193.350181 nChanged 29 SP:Iteration 47Q (1961.680000 sec): 3 clusters Score: Raw -3018885.759407 + Penalty 11671.970696 = -3007213.788711 nChanged 25 SP:Iteration 48Q (1961.770000 sec): 3 clusters Score: Raw -3018901.764650 + Penalty 11671.970696 = -3007229.793955 nChanged 12 SP:Iteration 49Q (1961.860000 sec): 3 clusters Score: Raw -3018907.313281 + Penalty 11671.970696 = -3007235.342586 nChanged 8 SP:Iteration 50Q (1961.940000 sec): 3 clusters Score: Raw -3018912.681344 + Penalty 11671.970696 = -3007240.710648 nChanged 8 SP:Iteration 51Q (1962.030000 sec): 3 clusters Score: Raw -3018916.781510 + Penalty 11671.970696 = -3007244.810814 nChanged 1 SP:Iteration 52Q (1962.110000 sec): 3 clusters Score: Raw -3018917.680559 + Penalty 11671.970696 = -3007245.709863 nChanged 1 SP:Iteration 53Q (1962.200000 sec): 3 clusters Score: Raw -3018918.230133 + Penalty 11671.970696 = -3007246.259438 nChanged 1 SP:Iteration 54Q (1962.290000 sec): 3 clusters Score: Raw -3018919.723078 + Penalty 11671.970696 = -3007247.752383 nChanged 3 SP:Iteration 55Q (1962.370000 sec): 3 clusters Score: Raw -3018921.658942 + Penalty 11671.970696 = -3007249.688246 nChanged 2 SP:Iteration 56Q (1962.460000 sec): 3 clusters Score: Raw -3018923.350670 + Penalty 11671.970696 = -3007251.379975 nChanged 1 SP:Iteration 57Q (1962.540000 sec): 3 clusters Score: Raw -3018924.095328 + Penalty 11671.970696 = -3007252.124632 nChanged 2 SP:Iteration 58Q (1962.630000 sec): 3 clusters Score: Raw -3018925.003116 + Penalty 11671.970696 = -3007253.032421 nChanged 3 SP:Iteration 59Q (1962.710000 sec): 3 clusters Score: Raw -3018927.405595 + Penalty 11671.970696 = -3007255.434900 nChanged 0 SP:Iteration 60F (1962.830000 sec): 3 clusters Score: Raw -3018927.405595 + Penalty 11671.970696 = -3007255.434900 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 5 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1962.850000 sec): 2 clusters Score: Raw -319940.334013 + Penalty 4480.978647 = -315459.355367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1962.860000 sec): 3 clusters Score: Raw -319886.122075 + Penalty 8961.957293 = -310924.164782 nChanged 256 SP:Iteration 1F (1962.870000 sec): 3 clusters Score: Raw -320333.683008 + Penalty 8961.957293 = -311371.725715 nChanged 83 SP:Iteration 2F (1962.890000 sec): 3 clusters Score: Raw -320511.611695 + Penalty 8961.957293 = -311549.654402 nChanged 47 SP:Iteration 3Q (1962.900000 sec): 3 clusters Score: Raw -320617.681526 + Penalty 8961.957293 = -311655.724233 nChanged 29 SP:Iteration 4Q (1962.910000 sec): 3 clusters Score: Raw -320685.218236 + Penalty 8961.957293 = -311723.260943 nChanged 13 SP:Iteration 5Q (1962.920000 sec): 3 clusters Score: Raw -320711.668980 + Penalty 8961.957293 = -311749.711687 nChanged 8 SP:Iteration 6Q (1962.930000 sec): 3 clusters Score: Raw -320727.717115 + Penalty 8961.957293 = -311765.759821 nChanged 4 SP:Iteration 7Q (1962.950000 sec): 3 clusters Score: Raw -320742.509750 + Penalty 8961.957293 = -311780.552457 nChanged 3 SP:Iteration 8Q (1962.950000 sec): 3 clusters Score: Raw -320755.029363 + Penalty 8961.957293 = -311793.072070 nChanged 6 SP:Iteration 9Q (1962.970000 sec): 3 clusters Score: Raw -320776.384723 + Penalty 8961.957293 = -311814.427430 nChanged 8 SP:Iteration 10Q (1962.980000 sec): 3 clusters Score: Raw -320791.538947 + Penalty 8961.957293 = -311829.581654 nChanged 3 SP:Iteration 11Q (1962.990000 sec): 3 clusters Score: Raw -320796.588767 + Penalty 8961.957293 = -311834.631474 nChanged 3 SP:Iteration 12Q (1963.000000 sec): 3 clusters Score: Raw -320800.754283 + Penalty 8961.957293 = -311838.796990 nChanged 0 SP:Iteration 13F (1963.010000 sec): 3 clusters Score: Raw -320800.754283 + Penalty 8961.957293 = -311838.796990 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 6 (14863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1963.120000 sec): 2 clusters Score: Raw -3118946.228852 + Penalty 5884.060987 = -3113062.167865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1963.250000 sec): 3 clusters Score: Raw -3111569.245983 + Penalty 11768.121973 = -3099801.124010 nChanged 5746 SP:Iteration 1F (1963.370000 sec): 3 clusters Score: Raw -3114636.493790 + Penalty 11768.121973 = -3102868.371817 nChanged 1045 SP:Iteration 2F (1963.490000 sec): 3 clusters Score: Raw -3115183.063882 + Penalty 11768.121973 = -3103414.941909 nChanged 726 SP:Iteration 3Q (1963.610000 sec): 3 clusters Score: Raw -3115576.316180 + Penalty 11768.121973 = -3103808.194207 nChanged 616 SP:Iteration 4Q (1963.730000 sec): 3 clusters Score: Raw -3115902.777960 + Penalty 11768.121973 = -3104134.655987 nChanged 484 SP:Iteration 5Q (1963.850000 sec): 3 clusters Score: Raw -3116174.533539 + Penalty 11768.121973 = -3104406.411566 nChanged 519 SP:Iteration 6Q (1963.980000 sec): 3 clusters Score: Raw -3116482.247810 + Penalty 11768.121973 = -3104714.125837 nChanged 492 SP:Iteration 7Q (1964.100000 sec): 3 clusters Score: Raw -3116824.771940 + Penalty 11768.121973 = -3105056.649967 nChanged 545 SP:Iteration 8Q (1964.220000 sec): 3 clusters Score: Raw -3117238.296653 + Penalty 11768.121973 = -3105470.174680 nChanged 575 SP:Iteration 9Q (1964.340000 sec): 3 clusters Score: Raw -3117695.915880 + Penalty 11768.121973 = -3105927.793907 nChanged 617 SP:Iteration 10Q (1964.460000 sec): 3 clusters Score: Raw -3118166.915861 + Penalty 11768.121973 = -3106398.793888 nChanged 548 SP:Iteration 11Q (1964.580000 sec): 3 clusters Score: Raw -3118594.176131 + Penalty 11768.121973 = -3106826.054158 nChanged 551 SP:Iteration 12Q (1964.700000 sec): 3 clusters Score: Raw -3119008.150041 + Penalty 11768.121973 = -3107240.028068 nChanged 485 SP:Iteration 13Q (1964.820000 sec): 3 clusters Score: Raw -3119350.420609 + Penalty 11768.121973 = -3107582.298636 nChanged 403 SP:Iteration 14Q (1964.930000 sec): 3 clusters Score: Raw -3119598.539259 + Penalty 11768.121973 = -3107830.417286 nChanged 310 SP:Iteration 15Q (1965.050000 sec): 3 clusters Score: Raw -3119766.439360 + Penalty 11768.121973 = -3107998.317387 nChanged 248 SP:Iteration 16Q (1965.170000 sec): 3 clusters Score: Raw -3119888.980009 + Penalty 11768.121973 = -3108120.858036 nChanged 193 SP:Iteration 17Q (1965.280000 sec): 3 clusters Score: Raw -3119980.963906 + Penalty 11768.121973 = -3108212.841933 nChanged 158 SP:Iteration 18Q (1965.400000 sec): 3 clusters Score: Raw -3120055.374734 + Penalty 11768.121973 = -3108287.252761 nChanged 148 SP:Iteration 19Q (1965.510000 sec): 3 clusters Score: Raw -3120123.843236 + Penalty 11768.121973 = -3108355.721263 nChanged 108 SP:Iteration 20F (1965.630000 sec): 3 clusters Score: Raw -3120175.168632 + Penalty 11768.121973 = -3108407.046658 nChanged 108 SP:Iteration 21Q (1965.750000 sec): 3 clusters Score: Raw -3120217.783249 + Penalty 11768.121973 = -3108449.661276 nChanged 75 SP:Iteration 22Q (1965.870000 sec): 3 clusters Score: Raw -3120245.114072 + Penalty 11768.121973 = -3108476.992099 nChanged 52 SP:Iteration 23Q (1965.980000 sec): 3 clusters Score: Raw -3120266.239699 + Penalty 11768.121973 = -3108498.117726 nChanged 43 SP:Iteration 24Q (1966.090000 sec): 3 clusters Score: Raw -3120280.577011 + Penalty 11768.121973 = -3108512.455037 nChanged 35 SP:Iteration 25Q (1966.210000 sec): 3 clusters Score: Raw -3120294.572611 + Penalty 11768.121973 = -3108526.450637 nChanged 34 SP:Iteration 26Q (1966.320000 sec): 3 clusters Score: Raw -3120307.486913 + Penalty 11768.121973 = -3108539.364940 nChanged 37 SP:Iteration 27Q (1966.430000 sec): 3 clusters Score: Raw -3120321.550330 + Penalty 11768.121973 = -3108553.428357 nChanged 35 SP:Iteration 28Q (1966.540000 sec): 3 clusters Score: Raw -3120334.595085 + Penalty 11768.121973 = -3108566.473112 nChanged 40 SP:Iteration 29Q (1966.660000 sec): 3 clusters Score: Raw -3120349.921501 + Penalty 11768.121973 = -3108581.799528 nChanged 32 SP:Iteration 30Q (1966.770000 sec): 3 clusters Score: Raw -3120361.780978 + Penalty 11768.121973 = -3108593.659005 nChanged 24 SP:Iteration 31Q (1966.880000 sec): 3 clusters Score: Raw -3120369.854836 + Penalty 11768.121973 = -3108601.732863 nChanged 27 SP:Iteration 32Q (1966.990000 sec): 3 clusters Score: Raw -3120379.355013 + Penalty 11768.121973 = -3108611.233040 nChanged 23 SP:Iteration 33Q (1967.110000 sec): 3 clusters Score: Raw -3120388.421023 + Penalty 11768.121973 = -3108620.299050 nChanged 16 SP:Iteration 34Q (1967.220000 sec): 3 clusters Score: Raw -3120395.594576 + Penalty 11768.121973 = -3108627.472603 nChanged 18 SP:Iteration 35Q (1967.330000 sec): 3 clusters Score: Raw -3120401.480390 + Penalty 11768.121973 = -3108633.358417 nChanged 12 SP:Iteration 36Q (1967.440000 sec): 3 clusters Score: Raw -3120405.055884 + Penalty 11768.121973 = -3108636.933911 nChanged 14 SP:Iteration 37Q (1967.550000 sec): 3 clusters Score: Raw -3120409.733146 + Penalty 11768.121973 = -3108641.611173 nChanged 9 SP:Iteration 38Q (1967.670000 sec): 3 clusters Score: Raw -3120413.062552 + Penalty 11768.121973 = -3108644.940579 nChanged 15 SP:Iteration 39Q (1967.780000 sec): 3 clusters Score: Raw -3120418.500911 + Penalty 11768.121973 = -3108650.378938 nChanged 14 SP:Iteration 40F (1967.900000 sec): 3 clusters Score: Raw -3120424.233708 + Penalty 11768.121973 = -3108656.111735 nChanged 12 SP:Iteration 41Q (1968.010000 sec): 3 clusters Score: Raw -3120427.912191 + Penalty 11768.121973 = -3108659.790218 nChanged 11 SP:Iteration 42Q (1968.120000 sec): 3 clusters Score: Raw -3120431.224441 + Penalty 11768.121973 = -3108663.102467 nChanged 8 SP:Iteration 43Q (1968.230000 sec): 3 clusters Score: Raw -3120433.817757 + Penalty 11768.121973 = -3108665.695784 nChanged 10 SP:Iteration 44Q (1968.350000 sec): 3 clusters Score: Raw -3120436.769870 + Penalty 11768.121973 = -3108668.647896 nChanged 12 SP:Iteration 45Q (1968.460000 sec): 3 clusters Score: Raw -3120441.400422 + Penalty 11768.121973 = -3108673.278448 nChanged 15 SP:Iteration 46Q (1968.570000 sec): 3 clusters Score: Raw -3120447.028793 + Penalty 11768.121973 = -3108678.906819 nChanged 13 SP:Iteration 47Q (1968.680000 sec): 3 clusters Score: Raw -3120451.769551 + Penalty 11768.121973 = -3108683.647578 nChanged 9 SP:Iteration 48Q (1968.790000 sec): 3 clusters Score: Raw -3120455.208911 + Penalty 11768.121973 = -3108687.086938 nChanged 11 SP:Iteration 49Q (1968.900000 sec): 3 clusters Score: Raw -3120460.315488 + Penalty 11768.121973 = -3108692.193515 nChanged 13 SP:Iteration 50Q (1969.010000 sec): 3 clusters Score: Raw -3120464.808125 + Penalty 11768.121973 = -3108696.686152 nChanged 5 SP:Iteration 51Q (1969.130000 sec): 3 clusters Score: Raw -3120466.673126 + Penalty 11768.121973 = -3108698.551153 nChanged 7 SP:Iteration 52Q (1969.230000 sec): 3 clusters Score: Raw -3120470.178413 + Penalty 11768.121973 = -3108702.056440 nChanged 9 SP:Iteration 53Q (1969.350000 sec): 3 clusters Score: Raw -3120472.875008 + Penalty 11768.121973 = -3108704.753035 nChanged 4 SP:Iteration 54Q (1969.460000 sec): 3 clusters Score: Raw -3120474.133130 + Penalty 11768.121973 = -3108706.011156 nChanged 5 SP:Iteration 55Q (1969.570000 sec): 3 clusters Score: Raw -3120475.584894 + Penalty 11768.121973 = -3108707.462921 nChanged 6 SP:Iteration 56Q (1969.680000 sec): 3 clusters Score: Raw -3120477.224827 + Penalty 11768.121973 = -3108709.102854 nChanged 6 SP:Iteration 57Q (1969.790000 sec): 3 clusters Score: Raw -3120478.680582 + Penalty 11768.121973 = -3108710.558609 nChanged 6 SP:Iteration 58Q (1969.900000 sec): 3 clusters Score: Raw -3120480.772194 + Penalty 11768.121973 = -3108712.650221 nChanged 5 SP:Iteration 59Q (1970.010000 sec): 3 clusters Score: Raw -3120482.309927 + Penalty 11768.121973 = -3108714.187954 nChanged 5 SP:Iteration 60F (1970.130000 sec): 3 clusters Score: Raw -3120483.927886 + Penalty 11768.121973 = -3108715.805913 nChanged 5 SP:Iteration 61Q (1970.240000 sec): 3 clusters Score: Raw -3120485.782188 + Penalty 11768.121973 = -3108717.660215 nChanged 3 SP:Iteration 62Q (1970.350000 sec): 3 clusters Score: Raw -3120486.939923 + Penalty 11768.121973 = -3108718.817950 nChanged 2 SP:Iteration 63Q (1970.460000 sec): 3 clusters Score: Raw -3120487.436970 + Penalty 11768.121973 = -3108719.314997 nChanged 5 SP:Iteration 64Q (1970.570000 sec): 3 clusters Score: Raw -3120489.025602 + Penalty 11768.121973 = -3108720.903629 nChanged 0 SP:Iteration 65F (1970.690000 sec): 3 clusters Score: Raw -3120489.025602 + Penalty 11768.121973 = -3108720.903629 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 7 (41298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1970.990000 sec): 2 clusters Score: Raw -8897276.430884 + Penalty 6509.998728 = -8890766.432157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1971.330000 sec): 3 clusters Score: Raw -8873724.675351 + Penalty 13019.997456 = -8860704.677896 nChanged 17809 SP:Iteration 1F (1971.680000 sec): 3 clusters Score: Raw -8883385.098619 + Penalty 13019.997456 = -8870365.101164 nChanged 2454 SP:Iteration 2F (1972.030000 sec): 3 clusters Score: Raw -8884636.842263 + Penalty 13019.997456 = -8871616.844807 nChanged 2337 SP:Iteration 3F (1972.370000 sec): 3 clusters Score: Raw -8885963.848583 + Penalty 13019.997456 = -8872943.851128 nChanged 2240 SP:Iteration 4F (1972.710000 sec): 3 clusters Score: Raw -8887341.053115 + Penalty 13019.997456 = -8874321.055660 nChanged 2398 SP:Iteration 5F (1973.060000 sec): 3 clusters Score: Raw -8888899.916887 + Penalty 13019.997456 = -8875879.919432 nChanged 2550 SP:Iteration 6F (1973.400000 sec): 3 clusters Score: Raw -8890723.804840 + Penalty 13019.997456 = -8877703.807385 nChanged 2568 SP:Iteration 7F (1973.750000 sec): 3 clusters Score: Raw -8892760.617183 + Penalty 13019.997456 = -8879740.619728 nChanged 2527 SP:Iteration 8F (1974.090000 sec): 3 clusters Score: Raw -8894772.771214 + Penalty 13019.997456 = -8881752.773759 nChanged 2221 SP:Iteration 9F (1974.440000 sec): 3 clusters Score: Raw -8896488.259640 + Penalty 13019.997456 = -8883468.262185 nChanged 1766 SP:Iteration 10Q (1974.770000 sec): 3 clusters Score: Raw -8897783.863701 + Penalty 13019.997456 = -8884763.866245 nChanged 1317 SP:Iteration 11Q (1975.090000 sec): 3 clusters Score: Raw -8898681.485817 + Penalty 13019.997456 = -8885661.488361 nChanged 977 SP:Iteration 12Q (1975.400000 sec): 3 clusters Score: Raw -8899298.198243 + Penalty 13019.997456 = -8886278.200787 nChanged 772 SP:Iteration 13Q (1975.710000 sec): 3 clusters Score: Raw -8899731.427829 + Penalty 13019.997456 = -8886711.430374 nChanged 597 SP:Iteration 14Q (1976.010000 sec): 3 clusters Score: Raw -8900033.661908 + Penalty 13019.997456 = -8887013.664452 nChanged 517 SP:Iteration 15Q (1976.310000 sec): 3 clusters Score: Raw -8900287.510305 + Penalty 13019.997456 = -8887267.512849 nChanged 447 SP:Iteration 16Q (1976.610000 sec): 3 clusters Score: Raw -8900493.307776 + Penalty 13019.997456 = -8887473.310320 nChanged 366 SP:Iteration 17Q (1976.900000 sec): 3 clusters Score: Raw -8900655.252412 + Penalty 13019.997456 = -8887635.254956 nChanged 327 SP:Iteration 18Q (1977.190000 sec): 3 clusters Score: Raw -8900805.597232 + Penalty 13019.997456 = -8887785.599776 nChanged 301 SP:Iteration 19Q (1977.470000 sec): 3 clusters Score: Raw -8900943.825096 + Penalty 13019.997456 = -8887923.827640 nChanged 282 SP:Iteration 20F (1977.810000 sec): 3 clusters Score: Raw -8901074.054489 + Penalty 13019.997456 = -8888054.057033 nChanged 246 SP:Iteration 21Q (1978.100000 sec): 3 clusters Score: Raw -8901186.538910 + Penalty 13019.997456 = -8888166.541454 nChanged 246 SP:Iteration 22Q (1978.380000 sec): 3 clusters Score: Raw -8901299.574193 + Penalty 13019.997456 = -8888279.576737 nChanged 219 SP:Iteration 23Q (1978.660000 sec): 3 clusters Score: Raw -8901404.875761 + Penalty 13019.997456 = -8888384.878305 nChanged 193 SP:Iteration 24Q (1978.940000 sec): 3 clusters Score: Raw -8901500.344564 + Penalty 13019.997456 = -8888480.347108 nChanged 208 SP:Iteration 25Q (1979.220000 sec): 3 clusters Score: Raw -8901605.858043 + Penalty 13019.997456 = -8888585.860587 nChanged 188 SP:Iteration 26Q (1979.490000 sec): 3 clusters Score: Raw -8901701.006528 + Penalty 13019.997456 = -8888681.009072 nChanged 168 SP:Iteration 27Q (1979.770000 sec): 3 clusters Score: Raw -8901773.614889 + Penalty 13019.997456 = -8888753.617433 nChanged 128 SP:Iteration 28Q (1980.030000 sec): 3 clusters Score: Raw -8901823.817755 + Penalty 13019.997456 = -8888803.820299 nChanged 91 SP:Iteration 29Q (1980.300000 sec): 3 clusters Score: Raw -8901861.493750 + Penalty 13019.997456 = -8888841.496294 nChanged 84 SP:Iteration 30Q (1980.570000 sec): 3 clusters Score: Raw -8901892.679087 + Penalty 13019.997456 = -8888872.681631 nChanged 66 SP:Iteration 31Q (1980.830000 sec): 3 clusters Score: Raw -8901916.090518 + Penalty 13019.997456 = -8888896.093063 nChanged 57 SP:Iteration 32Q (1981.090000 sec): 3 clusters Score: Raw -8901934.055293 + Penalty 13019.997456 = -8888914.057837 nChanged 49 SP:Iteration 33Q (1981.350000 sec): 3 clusters Score: Raw -8901949.624763 + Penalty 13019.997456 = -8888929.627307 nChanged 48 SP:Iteration 34Q (1981.610000 sec): 3 clusters Score: Raw -8901962.899673 + Penalty 13019.997456 = -8888942.902218 nChanged 40 SP:Iteration 35Q (1981.870000 sec): 3 clusters Score: Raw -8901975.227878 + Penalty 13019.997456 = -8888955.230422 nChanged 36 SP:Iteration 36Q (1982.130000 sec): 3 clusters Score: Raw -8901986.043230 + Penalty 13019.997456 = -8888966.045775 nChanged 29 SP:Iteration 37Q (1982.400000 sec): 3 clusters Score: Raw -8901994.196173 + Penalty 13019.997456 = -8888974.198717 nChanged 27 SP:Iteration 38Q (1982.650000 sec): 3 clusters Score: Raw -8902001.067754 + Penalty 13019.997456 = -8888981.070298 nChanged 18 SP:Iteration 39Q (1982.910000 sec): 3 clusters Score: Raw -8902004.775879 + Penalty 13019.997456 = -8888984.778424 nChanged 12 SP:Iteration 40F (1983.250000 sec): 3 clusters Score: Raw -8902007.721017 + Penalty 13019.997456 = -8888987.723561 nChanged 10 SP:Iteration 41Q (1983.510000 sec): 3 clusters Score: Raw -8902010.207613 + Penalty 13019.997456 = -8888990.210158 nChanged 13 SP:Iteration 42Q (1983.770000 sec): 3 clusters Score: Raw -8902014.490575 + Penalty 13019.997456 = -8888994.493119 nChanged 16 SP:Iteration 43Q (1984.020000 sec): 3 clusters Score: Raw -8902018.988470 + Penalty 13019.997456 = -8888998.991014 nChanged 20 SP:Iteration 44Q (1984.280000 sec): 3 clusters Score: Raw -8902024.091452 + Penalty 13019.997456 = -8889004.093996 nChanged 12 SP:Iteration 45Q (1984.540000 sec): 3 clusters Score: Raw -8902027.118636 + Penalty 13019.997456 = -8889007.121181 nChanged 14 SP:Iteration 46Q (1984.800000 sec): 3 clusters Score: Raw -8902030.286064 + Penalty 13019.997456 = -8889010.288609 nChanged 8 SP:Iteration 47Q (1985.050000 sec): 3 clusters Score: Raw -8902032.313453 + Penalty 13019.997456 = -8889012.315998 nChanged 7 SP:Iteration 48Q (1985.310000 sec): 3 clusters Score: Raw -8902033.690403 + Penalty 13019.997456 = -8889013.692948 nChanged 7 SP:Iteration 49Q (1985.570000 sec): 3 clusters Score: Raw -8902035.480464 + Penalty 13019.997456 = -8889015.483008 nChanged 7 SP:Iteration 50Q (1985.820000 sec): 3 clusters Score: Raw -8902037.461041 + Penalty 13019.997456 = -8889017.463585 nChanged 6 SP:Iteration 51Q (1986.080000 sec): 3 clusters Score: Raw -8902039.388951 + Penalty 13019.997456 = -8889019.391495 nChanged 4 SP:Iteration 52Q (1986.340000 sec): 3 clusters Score: Raw -8902040.170972 + Penalty 13019.997456 = -8889020.173516 nChanged 2 SP:Iteration 53Q (1986.590000 sec): 3 clusters Score: Raw -8902040.438954 + Penalty 13019.997456 = -8889020.441498 nChanged 0 SP:Iteration 54F (1986.930000 sec): 3 clusters Score: Raw -8902040.438954 + Penalty 13019.997456 = -8889020.441498 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 8 (3577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1986.980000 sec): 2 clusters Score: Raw -784266.975464 + Penalty 5011.646340 = -779255.329124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1987.010000 sec): 3 clusters Score: Raw -783107.485089 + Penalty 10023.292681 = -773084.192408 nChanged 1023 SP:Iteration 1F (1987.040000 sec): 3 clusters Score: Raw -783994.810558 + Penalty 10023.292681 = -773971.517878 nChanged 233 SP:Iteration 2F (1987.070000 sec): 3 clusters Score: Raw -784216.043378 + Penalty 10023.292681 = -774192.750697 nChanged 107 SP:Iteration 3Q (1987.100000 sec): 3 clusters Score: Raw -784326.995395 + Penalty 10023.292681 = -774303.702714 nChanged 86 SP:Iteration 4Q (1987.130000 sec): 3 clusters Score: Raw -784403.898779 + Penalty 10023.292681 = -774380.606099 nChanged 46 SP:Iteration 5Q (1987.160000 sec): 3 clusters Score: Raw -784447.459128 + Penalty 10023.292681 = -774424.166447 nChanged 30 SP:Iteration 6Q (1987.180000 sec): 3 clusters Score: Raw -784470.695701 + Penalty 10023.292681 = -774447.403021 nChanged 27 SP:Iteration 7Q (1987.210000 sec): 3 clusters Score: Raw -784496.741713 + Penalty 10023.292681 = -774473.449032 nChanged 26 SP:Iteration 8Q (1987.240000 sec): 3 clusters Score: Raw -784515.816282 + Penalty 10023.292681 = -774492.523602 nChanged 12 SP:Iteration 9Q (1987.270000 sec): 3 clusters Score: Raw -784527.551916 + Penalty 10023.292681 = -774504.259235 nChanged 12 SP:Iteration 10Q (1987.300000 sec): 3 clusters Score: Raw -784537.132666 + Penalty 10023.292681 = -774513.839985 nChanged 10 SP:Iteration 11Q (1987.330000 sec): 3 clusters Score: Raw -784544.423296 + Penalty 10023.292681 = -774521.130616 nChanged 8 SP:Iteration 12Q (1987.360000 sec): 3 clusters Score: Raw -784551.644150 + Penalty 10023.292681 = -774528.351470 nChanged 9 SP:Iteration 13Q (1987.390000 sec): 3 clusters Score: Raw -784558.708484 + Penalty 10023.292681 = -774535.415803 nChanged 6 SP:Iteration 14Q (1987.420000 sec): 3 clusters Score: Raw -784563.894088 + Penalty 10023.292681 = -774540.601407 nChanged 3 SP:Iteration 15Q (1987.440000 sec): 3 clusters Score: Raw -784566.408856 + Penalty 10023.292681 = -774543.116175 nChanged 2 SP:Iteration 16Q (1987.470000 sec): 3 clusters Score: Raw -784568.145752 + Penalty 10023.292681 = -774544.853071 nChanged 4 SP:Iteration 17Q (1987.500000 sec): 3 clusters Score: Raw -784571.224319 + Penalty 10023.292681 = -774547.931639 nChanged 5 SP:Iteration 18Q (1987.530000 sec): 3 clusters Score: Raw -784574.794347 + Penalty 10023.292681 = -774551.501667 nChanged 6 SP:Iteration 19Q (1987.560000 sec): 3 clusters Score: Raw -784579.184597 + Penalty 10023.292681 = -774555.891916 nChanged 4 SP:Iteration 20F (1987.590000 sec): 3 clusters Score: Raw -784581.607342 + Penalty 10023.292681 = -774558.314662 nChanged 2 SP:Iteration 21Q (1987.620000 sec): 3 clusters Score: Raw -784583.021747 + Penalty 10023.292681 = -774559.729067 nChanged 1 SP:Iteration 22Q (1987.640000 sec): 3 clusters Score: Raw -784583.776434 + Penalty 10023.292681 = -774560.483754 nChanged 2 SP:Iteration 23Q (1987.680000 sec): 3 clusters Score: Raw -784585.274574 + Penalty 10023.292681 = -774561.981893 nChanged 2 SP:Iteration 24Q (1987.700000 sec): 3 clusters Score: Raw -784587.820514 + Penalty 10023.292681 = -774564.527834 nChanged 1 SP:Iteration 25Q (1987.730000 sec): 3 clusters Score: Raw -784588.062279 + Penalty 10023.292681 = -774564.769598 nChanged 0 SP:Iteration 26F (1987.760000 sec): 3 clusters Score: Raw -784588.062279 + Penalty 10023.292681 = -774564.769598 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 12 (10458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1987.840000 sec): 2 clusters Score: Raw -2224014.779265 + Penalty 5668.762540 = -2218346.016725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1987.920000 sec): 3 clusters Score: Raw -2219229.604157 + Penalty 11337.525081 = -2207892.079076 nChanged 3895 SP:Iteration 1F (1988.000000 sec): 3 clusters Score: Raw -2221536.361973 + Penalty 11337.525081 = -2210198.836893 nChanged 823 SP:Iteration 2F (1988.090000 sec): 3 clusters Score: Raw -2222141.220656 + Penalty 11337.525081 = -2210803.695575 nChanged 572 SP:Iteration 3F (1988.180000 sec): 3 clusters Score: Raw -2222621.315389 + Penalty 11337.525081 = -2211283.790308 nChanged 550 SP:Iteration 4F (1988.260000 sec): 3 clusters Score: Raw -2223138.596010 + Penalty 11337.525081 = -2211801.070929 nChanged 589 SP:Iteration 5F (1988.350000 sec): 3 clusters Score: Raw -2223775.078979 + Penalty 11337.525081 = -2212437.553898 nChanged 631 SP:Iteration 6F (1988.430000 sec): 3 clusters Score: Raw -2224502.573777 + Penalty 11337.525081 = -2213165.048696 nChanged 598 SP:Iteration 7F (1988.520000 sec): 3 clusters Score: Raw -2225207.839138 + Penalty 11337.525081 = -2213870.314058 nChanged 526 SP:Iteration 8F (1988.600000 sec): 3 clusters Score: Raw -2225788.953101 + Penalty 11337.525081 = -2214451.428020 nChanged 476 SP:Iteration 9Q (1988.690000 sec): 3 clusters Score: Raw -2226276.840603 + Penalty 11337.525081 = -2214939.315522 nChanged 346 SP:Iteration 10Q (1988.770000 sec): 3 clusters Score: Raw -2226610.302361 + Penalty 11337.525081 = -2215272.777280 nChanged 288 SP:Iteration 11Q (1988.850000 sec): 3 clusters Score: Raw -2226886.797687 + Penalty 11337.525081 = -2215549.272606 nChanged 242 SP:Iteration 12Q (1988.920000 sec): 3 clusters Score: Raw -2227090.759950 + Penalty 11337.525081 = -2215753.234869 nChanged 163 SP:Iteration 13Q (1989.000000 sec): 3 clusters Score: Raw -2227215.304755 + Penalty 11337.525081 = -2215877.779675 nChanged 131 SP:Iteration 14Q (1989.080000 sec): 3 clusters Score: Raw -2227304.411741 + Penalty 11337.525081 = -2215966.886661 nChanged 105 SP:Iteration 15Q (1989.150000 sec): 3 clusters Score: Raw -2227364.810612 + Penalty 11337.525081 = -2216027.285532 nChanged 60 SP:Iteration 16Q (1989.220000 sec): 3 clusters Score: Raw -2227398.064868 + Penalty 11337.525081 = -2216060.539787 nChanged 51 SP:Iteration 17Q (1989.300000 sec): 3 clusters Score: Raw -2227425.019449 + Penalty 11337.525081 = -2216087.494368 nChanged 34 SP:Iteration 18Q (1989.370000 sec): 3 clusters Score: Raw -2227443.132880 + Penalty 11337.525081 = -2216105.607799 nChanged 31 SP:Iteration 19Q (1989.440000 sec): 3 clusters Score: Raw -2227458.941850 + Penalty 11337.525081 = -2216121.416769 nChanged 30 SP:Iteration 20F (1989.530000 sec): 3 clusters Score: Raw -2227472.386842 + Penalty 11337.525081 = -2216134.861761 nChanged 19 SP:Iteration 21Q (1989.600000 sec): 3 clusters Score: Raw -2227480.706825 + Penalty 11337.525081 = -2216143.181744 nChanged 12 SP:Iteration 22Q (1989.680000 sec): 3 clusters Score: Raw -2227485.901790 + Penalty 11337.525081 = -2216148.376709 nChanged 9 SP:Iteration 23Q (1989.750000 sec): 3 clusters Score: Raw -2227490.025188 + Penalty 11337.525081 = -2216152.500108 nChanged 14 SP:Iteration 24Q (1989.820000 sec): 3 clusters Score: Raw -2227495.532155 + Penalty 11337.525081 = -2216158.007075 nChanged 12 SP:Iteration 25Q (1989.900000 sec): 3 clusters Score: Raw -2227501.522707 + Penalty 11337.525081 = -2216163.997626 nChanged 11 SP:Iteration 26Q (1989.970000 sec): 3 clusters Score: Raw -2227506.104541 + Penalty 11337.525081 = -2216168.579460 nChanged 10 SP:Iteration 27Q (1990.040000 sec): 3 clusters Score: Raw -2227512.102610 + Penalty 11337.525081 = -2216174.577529 nChanged 11 SP:Iteration 28Q (1990.120000 sec): 3 clusters Score: Raw -2227517.561031 + Penalty 11337.525081 = -2216180.035950 nChanged 20 SP:Iteration 29Q (1990.190000 sec): 3 clusters Score: Raw -2227530.654968 + Penalty 11337.525081 = -2216193.129887 nChanged 22 SP:Iteration 30Q (1990.260000 sec): 3 clusters Score: Raw -2227549.339469 + Penalty 11337.525081 = -2216211.814388 nChanged 21 SP:Iteration 31Q (1990.330000 sec): 3 clusters Score: Raw -2227564.912766 + Penalty 11337.525081 = -2216227.387685 nChanged 25 SP:Iteration 32Q (1990.400000 sec): 3 clusters Score: Raw -2227580.163207 + Penalty 11337.525081 = -2216242.638127 nChanged 21 SP:Iteration 33Q (1990.480000 sec): 3 clusters Score: Raw -2227595.970627 + Penalty 11337.525081 = -2216258.445547 nChanged 26 SP:Iteration 34Q (1990.550000 sec): 3 clusters Score: Raw -2227609.920303 + Penalty 11337.525081 = -2216272.395222 nChanged 21 SP:Iteration 35Q (1990.620000 sec): 3 clusters Score: Raw -2227618.359911 + Penalty 11337.525081 = -2216280.834830 nChanged 7 SP:Iteration 36Q (1990.700000 sec): 3 clusters Score: Raw -2227622.142444 + Penalty 11337.525081 = -2216284.617363 nChanged 3 SP:Iteration 37Q (1990.770000 sec): 3 clusters Score: Raw -2227622.889218 + Penalty 11337.525081 = -2216285.364138 nChanged 2 SP:Iteration 38Q (1990.840000 sec): 3 clusters Score: Raw -2227623.873665 + Penalty 11337.525081 = -2216286.348584 nChanged 2 SP:Iteration 39Q (1990.910000 sec): 3 clusters Score: Raw -2227624.459038 + Penalty 11337.525081 = -2216286.933957 nChanged 1 SP:Iteration 40F (1991.000000 sec): 3 clusters Score: Raw -2227624.713103 + Penalty 11337.525081 = -2216287.188023 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 13 (4822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1991.040000 sec): 2 clusters Score: Raw -1038366.769716 + Penalty 5194.578236 = -1033172.191480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1991.080000 sec): 3 clusters Score: Raw -1036588.834895 + Penalty 10389.156472 = -1026199.678423 nChanged 1506 SP:Iteration 1F (1991.120000 sec): 3 clusters Score: Raw -1037631.106945 + Penalty 10389.156472 = -1027241.950473 nChanged 327 SP:Iteration 2F (1991.160000 sec): 3 clusters Score: Raw -1037911.977348 + Penalty 10389.156472 = -1027522.820876 nChanged 211 SP:Iteration 3Q (1991.190000 sec): 3 clusters Score: Raw -1038090.983173 + Penalty 10389.156472 = -1027701.826701 nChanged 149 SP:Iteration 4Q (1991.230000 sec): 3 clusters Score: Raw -1038208.911002 + Penalty 10389.156472 = -1027819.754530 nChanged 105 SP:Iteration 5Q (1991.270000 sec): 3 clusters Score: Raw -1038298.243118 + Penalty 10389.156472 = -1027909.086646 nChanged 73 SP:Iteration 6Q (1991.310000 sec): 3 clusters Score: Raw -1038353.112265 + Penalty 10389.156472 = -1027963.955793 nChanged 58 SP:Iteration 7Q (1991.350000 sec): 3 clusters Score: Raw -1038394.044097 + Penalty 10389.156472 = -1028004.887625 nChanged 48 SP:Iteration 8Q (1991.390000 sec): 3 clusters Score: Raw -1038425.750350 + Penalty 10389.156472 = -1028036.593878 nChanged 25 SP:Iteration 9Q (1991.430000 sec): 3 clusters Score: Raw -1038443.025334 + Penalty 10389.156472 = -1028053.868862 nChanged 24 SP:Iteration 10Q (1991.470000 sec): 3 clusters Score: Raw -1038460.709246 + Penalty 10389.156472 = -1028071.552774 nChanged 15 SP:Iteration 11Q (1991.510000 sec): 3 clusters Score: Raw -1038470.008345 + Penalty 10389.156472 = -1028080.851873 nChanged 19 SP:Iteration 12Q (1991.540000 sec): 3 clusters Score: Raw -1038484.618773 + Penalty 10389.156472 = -1028095.462301 nChanged 24 SP:Iteration 13Q (1991.580000 sec): 3 clusters Score: Raw -1038499.167826 + Penalty 10389.156472 = -1028110.011354 nChanged 21 SP:Iteration 14Q (1991.620000 sec): 3 clusters Score: Raw -1038513.186329 + Penalty 10389.156472 = -1028124.029857 nChanged 20 SP:Iteration 15Q (1991.660000 sec): 3 clusters Score: Raw -1038526.196616 + Penalty 10389.156472 = -1028137.040144 nChanged 21 SP:Iteration 16Q (1991.700000 sec): 3 clusters Score: Raw -1038540.543952 + Penalty 10389.156472 = -1028151.387480 nChanged 16 SP:Iteration 17Q (1991.740000 sec): 3 clusters Score: Raw -1038550.497335 + Penalty 10389.156472 = -1028161.340863 nChanged 16 SP:Iteration 18Q (1991.780000 sec): 3 clusters Score: Raw -1038559.669942 + Penalty 10389.156472 = -1028170.513470 nChanged 11 SP:Iteration 19Q (1991.820000 sec): 3 clusters Score: Raw -1038568.696581 + Penalty 10389.156472 = -1028179.540109 nChanged 9 SP:Iteration 20F (1991.860000 sec): 3 clusters Score: Raw -1038574.222275 + Penalty 10389.156472 = -1028185.065803 nChanged 12 SP:Iteration 21Q (1991.900000 sec): 3 clusters Score: Raw -1038583.152222 + Penalty 10389.156472 = -1028193.995750 nChanged 10 SP:Iteration 22Q (1991.940000 sec): 3 clusters Score: Raw -1038588.225972 + Penalty 10389.156472 = -1028199.069500 nChanged 10 SP:Iteration 23Q (1991.980000 sec): 3 clusters Score: Raw -1038594.192809 + Penalty 10389.156472 = -1028205.036337 nChanged 8 SP:Iteration 24Q (1992.010000 sec): 3 clusters Score: Raw -1038598.058694 + Penalty 10389.156472 = -1028208.902222 nChanged 9 SP:Iteration 25Q (1992.050000 sec): 3 clusters Score: Raw -1038604.529114 + Penalty 10389.156472 = -1028215.372642 nChanged 16 SP:Iteration 26Q (1992.090000 sec): 3 clusters Score: Raw -1038613.387832 + Penalty 10389.156472 = -1028224.231360 nChanged 6 SP:Iteration 27Q (1992.130000 sec): 3 clusters Score: Raw -1038615.537258 + Penalty 10389.156472 = -1028226.380786 nChanged 4 SP:Iteration 28Q (1992.170000 sec): 3 clusters Score: Raw -1038617.798648 + Penalty 10389.156472 = -1028228.642176 nChanged 0 SP:Iteration 29F (1992.210000 sec): 3 clusters Score: Raw -1038617.798648 + Penalty 10389.156472 = -1028228.642176 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 14 (9401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1992.280000 sec): 2 clusters Score: Raw -2004068.532493 + Penalty 5603.499949 = -1998465.032544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1992.350000 sec): 3 clusters Score: Raw -1999830.115747 + Penalty 11206.999898 = -1988623.115849 nChanged 3421 SP:Iteration 1F (1992.430000 sec): 3 clusters Score: Raw -2001828.182188 + Penalty 11206.999898 = -1990621.182290 nChanged 675 SP:Iteration 2F (1992.500000 sec): 3 clusters Score: Raw -2002245.654002 + Penalty 11206.999898 = -1991038.654103 nChanged 416 SP:Iteration 3Q (1992.580000 sec): 3 clusters Score: Raw -2002510.181821 + Penalty 11206.999898 = -1991303.181923 nChanged 334 SP:Iteration 4Q (1992.660000 sec): 3 clusters Score: Raw -2002698.586190 + Penalty 11206.999898 = -1991491.586291 nChanged 258 SP:Iteration 5Q (1992.730000 sec): 3 clusters Score: Raw -2002845.711227 + Penalty 11206.999898 = -1991638.711329 nChanged 197 SP:Iteration 6Q (1992.810000 sec): 3 clusters Score: Raw -2002958.915440 + Penalty 11206.999898 = -1991751.915542 nChanged 192 SP:Iteration 7Q (1992.880000 sec): 3 clusters Score: Raw -2003079.335906 + Penalty 11206.999898 = -1991872.336007 nChanged 195 SP:Iteration 8Q (1992.960000 sec): 3 clusters Score: Raw -2003197.352628 + Penalty 11206.999898 = -1991990.352730 nChanged 183 SP:Iteration 9Q (1993.040000 sec): 3 clusters Score: Raw -2003311.988033 + Penalty 11206.999898 = -1992104.988135 nChanged 194 SP:Iteration 10Q (1993.110000 sec): 3 clusters Score: Raw -2003440.544527 + Penalty 11206.999898 = -1992233.544629 nChanged 216 SP:Iteration 11Q (1993.190000 sec): 3 clusters Score: Raw -2003596.660707 + Penalty 11206.999898 = -1992389.660808 nChanged 237 SP:Iteration 12Q (1993.260000 sec): 3 clusters Score: Raw -2003771.085394 + Penalty 11206.999898 = -1992564.085495 nChanged 238 SP:Iteration 13Q (1993.340000 sec): 3 clusters Score: Raw -2003951.632962 + Penalty 11206.999898 = -1992744.633063 nChanged 248 SP:Iteration 14Q (1993.420000 sec): 3 clusters Score: Raw -2004121.344616 + Penalty 11206.999898 = -1992914.344717 nChanged 219 SP:Iteration 15Q (1993.490000 sec): 3 clusters Score: Raw -2004271.225141 + Penalty 11206.999898 = -1993064.225242 nChanged 220 SP:Iteration 16Q (1993.570000 sec): 3 clusters Score: Raw -2004415.672360 + Penalty 11206.999898 = -1993208.672461 nChanged 205 SP:Iteration 17Q (1993.640000 sec): 3 clusters Score: Raw -2004556.323048 + Penalty 11206.999898 = -1993349.323150 nChanged 174 SP:Iteration 18Q (1993.720000 sec): 3 clusters Score: Raw -2004668.507782 + Penalty 11206.999898 = -1993461.507884 nChanged 159 SP:Iteration 19Q (1993.790000 sec): 3 clusters Score: Raw -2004767.010152 + Penalty 11206.999898 = -1993560.010254 nChanged 149 SP:Iteration 20F (1993.870000 sec): 3 clusters Score: Raw -2004871.863686 + Penalty 11206.999898 = -1993664.863788 nChanged 148 SP:Iteration 21Q (1993.940000 sec): 3 clusters Score: Raw -2004979.320605 + Penalty 11206.999898 = -1993772.320707 nChanged 152 SP:Iteration 22Q (1994.010000 sec): 3 clusters Score: Raw -2005078.055284 + Penalty 11206.999898 = -1993871.055386 nChanged 141 SP:Iteration 23Q (1994.090000 sec): 3 clusters Score: Raw -2005171.604218 + Penalty 11206.999898 = -1993964.604320 nChanged 127 SP:Iteration 24Q (1994.160000 sec): 3 clusters Score: Raw -2005263.406522 + Penalty 11206.999898 = -1994056.406623 nChanged 127 SP:Iteration 25Q (1994.230000 sec): 3 clusters Score: Raw -2005367.521277 + Penalty 11206.999898 = -1994160.521379 nChanged 142 SP:Iteration 26Q (1994.300000 sec): 3 clusters Score: Raw -2005491.859360 + Penalty 11206.999898 = -1994284.859461 nChanged 135 SP:Iteration 27Q (1994.370000 sec): 3 clusters Score: Raw -2005606.060720 + Penalty 11206.999898 = -1994399.060822 nChanged 130 SP:Iteration 28Q (1994.450000 sec): 3 clusters Score: Raw -2005702.779380 + Penalty 11206.999898 = -1994495.779481 nChanged 97 SP:Iteration 29Q (1994.510000 sec): 3 clusters Score: Raw -2005778.512637 + Penalty 11206.999898 = -1994571.512738 nChanged 92 SP:Iteration 30Q (1994.580000 sec): 3 clusters Score: Raw -2005856.798913 + Penalty 11206.999898 = -1994649.799015 nChanged 84 SP:Iteration 31Q (1994.650000 sec): 3 clusters Score: Raw -2005929.255957 + Penalty 11206.999898 = -1994722.256059 nChanged 73 SP:Iteration 32Q (1994.720000 sec): 3 clusters Score: Raw -2006003.159902 + Penalty 11206.999898 = -1994796.160004 nChanged 68 SP:Iteration 33Q (1994.780000 sec): 3 clusters Score: Raw -2006065.654127 + Penalty 11206.999898 = -1994858.654228 nChanged 62 SP:Iteration 34Q (1994.850000 sec): 3 clusters Score: Raw -2006124.012239 + Penalty 11206.999898 = -1994917.012341 nChanged 67 SP:Iteration 35Q (1994.910000 sec): 3 clusters Score: Raw -2006186.343130 + Penalty 11206.999898 = -1994979.343232 nChanged 50 SP:Iteration 36Q (1994.970000 sec): 3 clusters Score: Raw -2006231.743908 + Penalty 11206.999898 = -1995024.744010 nChanged 35 SP:Iteration 37Q (1995.040000 sec): 3 clusters Score: Raw -2006274.567433 + Penalty 11206.999898 = -1995067.567534 nChanged 34 SP:Iteration 38Q (1995.100000 sec): 3 clusters Score: Raw -2006311.925509 + Penalty 11206.999898 = -1995104.925610 nChanged 29 SP:Iteration 39Q (1995.160000 sec): 3 clusters Score: Raw -2006337.656226 + Penalty 11206.999898 = -1995130.656327 nChanged 19 SP:Iteration 40F (1995.240000 sec): 3 clusters Score: Raw -2006351.977883 + Penalty 11206.999898 = -1995144.977984 nChanged 15 SP:Iteration 41Q (1995.300000 sec): 3 clusters Score: Raw -2006362.112021 + Penalty 11206.999898 = -1995155.112123 nChanged 17 SP:Iteration 42Q (1995.360000 sec): 3 clusters Score: Raw -2006376.564627 + Penalty 11206.999898 = -1995169.564729 nChanged 20 SP:Iteration 43Q (1995.420000 sec): 3 clusters Score: Raw -2006392.379288 + Penalty 11206.999898 = -1995185.379390 nChanged 17 SP:Iteration 44Q (1995.480000 sec): 3 clusters Score: Raw -2006407.553134 + Penalty 11206.999898 = -1995200.553236 nChanged 13 SP:Iteration 45Q (1995.540000 sec): 3 clusters Score: Raw -2006419.509337 + Penalty 11206.999898 = -1995212.509439 nChanged 10 SP:Iteration 46Q (1995.600000 sec): 3 clusters Score: Raw -2006426.778673 + Penalty 11206.999898 = -1995219.778774 nChanged 9 SP:Iteration 47Q (1995.660000 sec): 3 clusters Score: Raw -2006434.044895 + Penalty 11206.999898 = -1995227.044997 nChanged 4 SP:Iteration 48Q (1995.720000 sec): 3 clusters Score: Raw -2006436.320425 + Penalty 11206.999898 = -1995229.320526 nChanged 5 SP:Iteration 49Q (1995.780000 sec): 3 clusters Score: Raw -2006439.778153 + Penalty 11206.999898 = -1995232.778254 nChanged 2 SP:Iteration 50Q (1995.840000 sec): 3 clusters Score: Raw -2006440.489701 + Penalty 11206.999898 = -1995233.489802 nChanged 0 SP:Iteration 51F (1995.920000 sec): 3 clusters Score: Raw -2006440.489701 + Penalty 11206.999898 = -1995233.489802 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 15 (22719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1996.080000 sec): 2 clusters Score: Raw -4770783.697146 + Penalty 6143.961075 = -4764639.736071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1996.270000 sec): 3 clusters Score: Raw -4758691.189881 + Penalty 12287.922151 = -4746403.267730 nChanged 9355 SP:Iteration 1F (1996.460000 sec): 3 clusters Score: Raw -4763727.715743 + Penalty 12287.922151 = -4751439.793593 nChanged 1686 SP:Iteration 2F (1996.650000 sec): 3 clusters Score: Raw -4764964.686861 + Penalty 12287.922151 = -4752676.764710 nChanged 1718 SP:Iteration 3F (1996.830000 sec): 3 clusters Score: Raw -4766578.159254 + Penalty 12287.922151 = -4754290.237103 nChanged 1895 SP:Iteration 4F (1997.030000 sec): 3 clusters Score: Raw -4768546.438520 + Penalty 12287.922151 = -4756258.516369 nChanged 1881 SP:Iteration 5F (1997.210000 sec): 3 clusters Score: Raw -4770266.489302 + Penalty 12287.922151 = -4757978.567151 nChanged 1582 SP:Iteration 6F (1997.400000 sec): 3 clusters Score: Raw -4771543.522785 + Penalty 12287.922151 = -4759255.600634 nChanged 1224 SP:Iteration 7F (1997.590000 sec): 3 clusters Score: Raw -4772375.118146 + Penalty 12287.922151 = -4760087.195995 nChanged 873 SP:Iteration 8Q (1997.780000 sec): 3 clusters Score: Raw -4772895.510712 + Penalty 12287.922151 = -4760607.588562 nChanged 659 SP:Iteration 9Q (1997.970000 sec): 3 clusters Score: Raw -4773285.811279 + Penalty 12287.922151 = -4760997.889129 nChanged 538 SP:Iteration 10Q (1998.150000 sec): 3 clusters Score: Raw -4773579.533829 + Penalty 12287.922151 = -4761291.611678 nChanged 453 SP:Iteration 11Q (1998.340000 sec): 3 clusters Score: Raw -4773830.433999 + Penalty 12287.922151 = -4761542.511848 nChanged 413 SP:Iteration 12Q (1998.530000 sec): 3 clusters Score: Raw -4774056.139218 + Penalty 12287.922151 = -4761768.217068 nChanged 337 SP:Iteration 13Q (1998.710000 sec): 3 clusters Score: Raw -4774240.420800 + Penalty 12287.922151 = -4761952.498649 nChanged 282 SP:Iteration 14Q (1998.900000 sec): 3 clusters Score: Raw -4774388.404964 + Penalty 12287.922151 = -4762100.482813 nChanged 242 SP:Iteration 15Q (1999.080000 sec): 3 clusters Score: Raw -4774514.790591 + Penalty 12287.922151 = -4762226.868440 nChanged 205 SP:Iteration 16Q (1999.270000 sec): 3 clusters Score: Raw -4774614.689081 + Penalty 12287.922151 = -4762326.766930 nChanged 156 SP:Iteration 17Q (1999.450000 sec): 3 clusters Score: Raw -4774693.627706 + Penalty 12287.922151 = -4762405.705555 nChanged 122 SP:Iteration 18Q (1999.620000 sec): 3 clusters Score: Raw -4774747.368417 + Penalty 12287.922151 = -4762459.446266 nChanged 108 SP:Iteration 19Q (1999.800000 sec): 3 clusters Score: Raw -4774805.346977 + Penalty 12287.922151 = -4762517.424826 nChanged 104 SP:Iteration 20F (1999.990000 sec): 3 clusters Score: Raw -4774858.501273 + Penalty 12287.922151 = -4762570.579122 nChanged 71 SP:Iteration 21Q (2000.170000 sec): 3 clusters Score: Raw -4774896.368176 + Penalty 12287.922151 = -4762608.446026 nChanged 61 SP:Iteration 22Q (2000.340000 sec): 3 clusters Score: Raw -4774922.866368 + Penalty 12287.922151 = -4762634.944217 nChanged 42 SP:Iteration 23Q (2000.510000 sec): 3 clusters Score: Raw -4774941.567309 + Penalty 12287.922151 = -4762653.645158 nChanged 30 SP:Iteration 24Q (2000.690000 sec): 3 clusters Score: Raw -4774956.096545 + Penalty 12287.922151 = -4762668.174394 nChanged 26 SP:Iteration 25Q (2000.860000 sec): 3 clusters Score: Raw -4774967.529745 + Penalty 12287.922151 = -4762679.607594 nChanged 17 SP:Iteration 26Q (2001.030000 sec): 3 clusters Score: Raw -4774973.778822 + Penalty 12287.922151 = -4762685.856671 nChanged 18 SP:Iteration 27Q (2001.210000 sec): 3 clusters Score: Raw -4774980.531508 + Penalty 12287.922151 = -4762692.609357 nChanged 12 SP:Iteration 28Q (2001.380000 sec): 3 clusters Score: Raw -4774985.186849 + Penalty 12287.922151 = -4762697.264698 nChanged 13 SP:Iteration 29Q (2001.550000 sec): 3 clusters Score: Raw -4774990.688913 + Penalty 12287.922151 = -4762702.766763 nChanged 8 SP:Iteration 30Q (2001.720000 sec): 3 clusters Score: Raw -4774994.616634 + Penalty 12287.922151 = -4762706.694484 nChanged 8 SP:Iteration 31Q (2001.890000 sec): 3 clusters Score: Raw -4774998.088671 + Penalty 12287.922151 = -4762710.166521 nChanged 5 SP:Iteration 32Q (2002.060000 sec): 3 clusters Score: Raw -4774999.806062 + Penalty 12287.922151 = -4762711.883911 nChanged 2 SP:Iteration 33Q (2002.230000 sec): 3 clusters Score: Raw -4775000.363499 + Penalty 12287.922151 = -4762712.441349 nChanged 1 SP:Iteration 34Q (2002.410000 sec): 3 clusters Score: Raw -4775001.077322 + Penalty 12287.922151 = -4762713.155171 nChanged 0 SP:Iteration 35F (2002.600000 sec): 3 clusters Score: Raw -4775001.077322 + Penalty 12287.922151 = -4762713.155171 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 16 (1107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2002.620000 sec): 2 clusters Score: Raw -223624.120294 + Penalty 4293.262971 = -219330.857323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2002.630000 sec): 3 clusters Score: Raw -223919.484238 + Penalty 8586.525943 = -215332.958295 nChanged 217 SP:Iteration 1F (2002.640000 sec): 3 clusters Score: Raw -224773.584753 + Penalty 8586.525943 = -216187.058810 nChanged 116 SP:Iteration 2F (2002.650000 sec): 3 clusters Score: Raw -225453.003955 + Penalty 8586.525943 = -216866.478013 nChanged 102 SP:Iteration 3F (2002.660000 sec): 3 clusters Score: Raw -226157.269552 + Penalty 8586.525943 = -217570.743609 nChanged 77 SP:Iteration 4F (2002.670000 sec): 3 clusters Score: Raw -226893.104778 + Penalty 8586.525943 = -218306.578835 nChanged 63 SP:Iteration 5F (2002.680000 sec): 3 clusters Score: Raw -227577.615631 + Penalty 8586.525943 = -218991.089689 nChanged 58 SP:Iteration 6F (2002.680000 sec): 3 clusters Score: Raw -228155.213989 + Penalty 8586.525943 = -219568.688047 nChanged 34 SP:Iteration 7Q (2002.690000 sec): 3 clusters Score: Raw -228627.160743 + Penalty 8586.525943 = -220040.634801 nChanged 13 SP:Iteration 8Q (2002.700000 sec): 3 clusters Score: Raw -228675.073720 + Penalty 8586.525943 = -220088.547778 nChanged 7 SP:Iteration 9Q (2002.700000 sec): 3 clusters Score: Raw -228707.878202 + Penalty 8586.525943 = -220121.352259 nChanged 0 SP:Iteration 10F (2002.720000 sec): 3 clusters Score: Raw -228707.878202 + Penalty 8586.525943 = -220121.352259 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 17 (15737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2002.830000 sec): 2 clusters Score: Raw -3381487.378436 + Penalty 5919.059068 = -3375568.319368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2002.960000 sec): 3 clusters Score: Raw -3373562.345165 + Penalty 11838.118136 = -3361724.227029 nChanged 6282 SP:Iteration 1F (2003.090000 sec): 3 clusters Score: Raw -3377123.878545 + Penalty 11838.118136 = -3365285.760409 nChanged 1261 SP:Iteration 2F (2003.220000 sec): 3 clusters Score: Raw -3378093.477385 + Penalty 11838.118136 = -3366255.359249 nChanged 1046 SP:Iteration 3F (2003.350000 sec): 3 clusters Score: Raw -3378793.597395 + Penalty 11838.118136 = -3366955.479260 nChanged 881 SP:Iteration 4F (2003.480000 sec): 3 clusters Score: Raw -3379363.376457 + Penalty 11838.118136 = -3367525.258321 nChanged 800 SP:Iteration 5F (2003.610000 sec): 3 clusters Score: Raw -3379838.995236 + Penalty 11838.118136 = -3368000.877100 nChanged 698 SP:Iteration 6Q (2003.740000 sec): 3 clusters Score: Raw -3380285.775757 + Penalty 11838.118136 = -3368447.657622 nChanged 662 SP:Iteration 7Q (2003.870000 sec): 3 clusters Score: Raw -3380674.633370 + Penalty 11838.118136 = -3368836.515234 nChanged 579 SP:Iteration 8Q (2003.990000 sec): 3 clusters Score: Raw -3381036.349285 + Penalty 11838.118136 = -3369198.231150 nChanged 550 SP:Iteration 9Q (2004.120000 sec): 3 clusters Score: Raw -3381383.913799 + Penalty 11838.118136 = -3369545.795663 nChanged 534 SP:Iteration 10Q (2004.250000 sec): 3 clusters Score: Raw -3381734.612088 + Penalty 11838.118136 = -3369896.493952 nChanged 521 SP:Iteration 11Q (2004.380000 sec): 3 clusters Score: Raw -3382095.046557 + Penalty 11838.118136 = -3370256.928422 nChanged 421 SP:Iteration 12Q (2004.500000 sec): 3 clusters Score: Raw -3382383.693274 + Penalty 11838.118136 = -3370545.575138 nChanged 373 SP:Iteration 13Q (2004.630000 sec): 3 clusters Score: Raw -3382664.556263 + Penalty 11838.118136 = -3370826.438128 nChanged 330 SP:Iteration 14Q (2004.750000 sec): 3 clusters Score: Raw -3382926.379919 + Penalty 11838.118136 = -3371088.261783 nChanged 282 SP:Iteration 15Q (2004.880000 sec): 3 clusters Score: Raw -3383132.232256 + Penalty 11838.118136 = -3371294.114120 nChanged 211 SP:Iteration 16Q (2005.000000 sec): 3 clusters Score: Raw -3383275.314893 + Penalty 11838.118136 = -3371437.196758 nChanged 146 SP:Iteration 17Q (2005.120000 sec): 3 clusters Score: Raw -3383380.434982 + Penalty 11838.118136 = -3371542.316847 nChanged 135 SP:Iteration 18Q (2005.240000 sec): 3 clusters Score: Raw -3383482.506513 + Penalty 11838.118136 = -3371644.388377 nChanged 112 SP:Iteration 19Q (2005.360000 sec): 3 clusters Score: Raw -3383565.536178 + Penalty 11838.118136 = -3371727.418043 nChanged 96 SP:Iteration 20F (2005.500000 sec): 3 clusters Score: Raw -3383637.879283 + Penalty 11838.118136 = -3371799.761148 nChanged 75 SP:Iteration 21Q (2005.610000 sec): 3 clusters Score: Raw -3383691.993892 + Penalty 11838.118136 = -3371853.875757 nChanged 66 SP:Iteration 22Q (2005.730000 sec): 3 clusters Score: Raw -3383748.013595 + Penalty 11838.118136 = -3371909.895459 nChanged 73 SP:Iteration 23Q (2005.850000 sec): 3 clusters Score: Raw -3383813.820189 + Penalty 11838.118136 = -3371975.702053 nChanged 55 SP:Iteration 24Q (2005.960000 sec): 3 clusters Score: Raw -3383864.355556 + Penalty 11838.118136 = -3372026.237421 nChanged 59 SP:Iteration 25Q (2006.070000 sec): 3 clusters Score: Raw -3383917.693077 + Penalty 11838.118136 = -3372079.574942 nChanged 56 SP:Iteration 26Q (2006.180000 sec): 3 clusters Score: Raw -3383973.861415 + Penalty 11838.118136 = -3372135.743279 nChanged 56 SP:Iteration 27Q (2006.300000 sec): 3 clusters Score: Raw -3384036.796028 + Penalty 11838.118136 = -3372198.677893 nChanged 56 SP:Iteration 28Q (2006.410000 sec): 3 clusters Score: Raw -3384096.467761 + Penalty 11838.118136 = -3372258.349626 nChanged 44 SP:Iteration 29Q (2006.520000 sec): 3 clusters Score: Raw -3384142.237246 + Penalty 11838.118136 = -3372304.119110 nChanged 48 SP:Iteration 30Q (2006.620000 sec): 3 clusters Score: Raw -3384192.483930 + Penalty 11838.118136 = -3372354.365795 nChanged 44 SP:Iteration 31Q (2006.730000 sec): 3 clusters Score: Raw -3384233.579841 + Penalty 11838.118136 = -3372395.461705 nChanged 33 SP:Iteration 32Q (2006.840000 sec): 3 clusters Score: Raw -3384264.129880 + Penalty 11838.118136 = -3372426.011745 nChanged 22 SP:Iteration 33Q (2006.940000 sec): 3 clusters Score: Raw -3384277.535839 + Penalty 11838.118136 = -3372439.417704 nChanged 16 SP:Iteration 34Q (2007.050000 sec): 3 clusters Score: Raw -3384288.506773 + Penalty 11838.118136 = -3372450.388637 nChanged 9 SP:Iteration 35Q (2007.150000 sec): 3 clusters Score: Raw -3384295.893657 + Penalty 11838.118136 = -3372457.775521 nChanged 7 SP:Iteration 36Q (2007.260000 sec): 3 clusters Score: Raw -3384299.801195 + Penalty 11838.118136 = -3372461.683059 nChanged 3 SP:Iteration 37Q (2007.360000 sec): 3 clusters Score: Raw -3384301.735873 + Penalty 11838.118136 = -3372463.617737 nChanged 4 SP:Iteration 38Q (2007.470000 sec): 3 clusters Score: Raw -3384304.799204 + Penalty 11838.118136 = -3372466.681068 nChanged 3 SP:Iteration 39Q (2007.580000 sec): 3 clusters Score: Raw -3384307.950040 + Penalty 11838.118136 = -3372469.831904 nChanged 2 SP:Iteration 40F (2007.710000 sec): 3 clusters Score: Raw -3384309.812700 + Penalty 11838.118136 = -3372471.694565 nChanged 3 SP:Iteration 41Q (2007.810000 sec): 3 clusters Score: Raw -3384311.274389 + Penalty 11838.118136 = -3372473.156253 nChanged 2 SP:Iteration 42Q (2007.920000 sec): 3 clusters Score: Raw -3384313.224534 + Penalty 11838.118136 = -3372475.106399 nChanged 4 SP:Iteration 43Q (2008.020000 sec): 3 clusters Score: Raw -3384317.491652 + Penalty 11838.118136 = -3372479.373516 nChanged 4 SP:Iteration 44Q (2008.130000 sec): 3 clusters Score: Raw -3384319.585695 + Penalty 11838.118136 = -3372481.467560 nChanged 2 SP:Iteration 45Q (2008.230000 sec): 3 clusters Score: Raw -3384320.090883 + Penalty 11838.118136 = -3372481.972747 nChanged 1 SP:Iteration 46Q (2008.330000 sec): 3 clusters Score: Raw -3384320.790073 + Penalty 11838.118136 = -3372482.671937 nChanged 0 SP:Iteration 47F (2008.460000 sec): 3 clusters Score: Raw -3384320.790073 + Penalty 11838.118136 = -3372482.671937 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 18 (39377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2008.740000 sec): 2 clusters Score: Raw -8884993.216250 + Penalty 6480.824016 = -8878512.392235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.070000 sec): 3 clusters Score: Raw -8862677.343627 + Penalty 12961.648031 = -8849715.695595 nChanged 16938 SP:Iteration 1F (2009.390000 sec): 3 clusters Score: Raw -8871513.098155 + Penalty 12961.648031 = -8858551.450124 nChanged 2066 SP:Iteration 2F (2009.710000 sec): 3 clusters Score: Raw -8872220.040421 + Penalty 12961.648031 = -8859258.392390 nChanged 1606 SP:Iteration 3Q (2010.050000 sec): 3 clusters Score: Raw -8872722.759190 + Penalty 12961.648031 = -8859761.111158 nChanged 1370 SP:Iteration 4Q (2010.370000 sec): 3 clusters Score: Raw -8873112.664605 + Penalty 12961.648031 = -8860151.016574 nChanged 1185 SP:Iteration 5Q (2010.700000 sec): 3 clusters Score: Raw -8873431.347426 + Penalty 12961.648031 = -8860469.699395 nChanged 1001 SP:Iteration 6Q (2011.030000 sec): 3 clusters Score: Raw -8873695.058267 + Penalty 12961.648031 = -8860733.410236 nChanged 904 SP:Iteration 7Q (2011.360000 sec): 3 clusters Score: Raw -8873920.495259 + Penalty 12961.648031 = -8860958.847227 nChanged 810 SP:Iteration 8Q (2011.690000 sec): 3 clusters Score: Raw -8874101.916642 + Penalty 12961.648031 = -8861140.268611 nChanged 702 SP:Iteration 9Q (2012.010000 sec): 3 clusters Score: Raw -8874249.250295 + Penalty 12961.648031 = -8861287.602264 nChanged 620 SP:Iteration 10Q (2012.340000 sec): 3 clusters Score: Raw -8874389.215744 + Penalty 12961.648031 = -8861427.567713 nChanged 609 SP:Iteration 11Q (2012.670000 sec): 3 clusters Score: Raw -8874528.004525 + Penalty 12961.648031 = -8861566.356493 nChanged 603 SP:Iteration 12Q (2012.990000 sec): 3 clusters Score: Raw -8874667.542818 + Penalty 12961.648031 = -8861705.894787 nChanged 660 SP:Iteration 13Q (2013.320000 sec): 3 clusters Score: Raw -8874838.105842 + Penalty 12961.648031 = -8861876.457811 nChanged 728 SP:Iteration 14Q (2013.650000 sec): 3 clusters Score: Raw -8875030.821520 + Penalty 12961.648031 = -8862069.173489 nChanged 781 SP:Iteration 15Q (2013.980000 sec): 3 clusters Score: Raw -8875261.827177 + Penalty 12961.648031 = -8862300.179145 nChanged 910 SP:Iteration 16Q (2014.310000 sec): 3 clusters Score: Raw -8875559.736271 + Penalty 12961.648031 = -8862598.088240 nChanged 1050 SP:Iteration 17Q (2014.630000 sec): 3 clusters Score: Raw -8875965.788250 + Penalty 12961.648031 = -8863004.140218 nChanged 1322 SP:Iteration 18Q (2014.960000 sec): 3 clusters Score: Raw -8876563.637037 + Penalty 12961.648031 = -8863601.989006 nChanged 1537 SP:Iteration 19Q (2015.290000 sec): 3 clusters Score: Raw -8877387.367103 + Penalty 12961.648031 = -8864425.719072 nChanged 1775 SP:Iteration 20F (2015.610000 sec): 3 clusters Score: Raw -8878503.913237 + Penalty 12961.648031 = -8865542.265206 nChanged 1971 SP:Iteration 21F (2015.940000 sec): 3 clusters Score: Raw -8879908.710472 + Penalty 12961.648031 = -8866947.062441 nChanged 1971 SP:Iteration 22F (2016.270000 sec): 3 clusters Score: Raw -8881469.673306 + Penalty 12961.648031 = -8868508.025275 nChanged 1659 SP:Iteration 23Q (2016.580000 sec): 3 clusters Score: Raw -8882825.173507 + Penalty 12961.648031 = -8869863.525476 nChanged 1165 SP:Iteration 24Q (2016.890000 sec): 3 clusters Score: Raw -8883788.767129 + Penalty 12961.648031 = -8870827.119098 nChanged 777 SP:Iteration 25Q (2017.180000 sec): 3 clusters Score: Raw -8884483.939150 + Penalty 12961.648031 = -8871522.291119 nChanged 484 SP:Iteration 26Q (2017.460000 sec): 3 clusters Score: Raw -8884954.943977 + Penalty 12961.648031 = -8871993.295946 nChanged 284 SP:Iteration 27Q (2017.720000 sec): 3 clusters Score: Raw -8885222.404996 + Penalty 12961.648031 = -8872260.756965 nChanged 163 SP:Iteration 28Q (2017.970000 sec): 3 clusters Score: Raw -8885404.137685 + Penalty 12961.648031 = -8872442.489654 nChanged 122 SP:Iteration 29Q (2018.220000 sec): 3 clusters Score: Raw -8885530.960063 + Penalty 12961.648031 = -8872569.312032 nChanged 66 SP:Iteration 30Q (2018.460000 sec): 3 clusters Score: Raw -8885601.579369 + Penalty 12961.648031 = -8872639.931338 nChanged 43 SP:Iteration 31Q (2018.690000 sec): 3 clusters Score: Raw -8885649.836901 + Penalty 12961.648031 = -8872688.188870 nChanged 25 SP:Iteration 32Q (2018.930000 sec): 3 clusters Score: Raw -8885677.566497 + Penalty 12961.648031 = -8872715.918465 nChanged 24 SP:Iteration 33Q (2019.170000 sec): 3 clusters Score: Raw -8885704.143237 + Penalty 12961.648031 = -8872742.495205 nChanged 15 SP:Iteration 34Q (2019.400000 sec): 3 clusters Score: Raw -8885719.687125 + Penalty 12961.648031 = -8872758.039094 nChanged 11 SP:Iteration 35Q (2019.630000 sec): 3 clusters Score: Raw -8885732.565168 + Penalty 12961.648031 = -8872770.917137 nChanged 9 SP:Iteration 36Q (2019.870000 sec): 3 clusters Score: Raw -8885742.838466 + Penalty 12961.648031 = -8872781.190435 nChanged 7 SP:Iteration 37Q (2020.100000 sec): 3 clusters Score: Raw -8885749.798592 + Penalty 12961.648031 = -8872788.150560 nChanged 5 SP:Iteration 38Q (2020.340000 sec): 3 clusters Score: Raw -8885754.032605 + Penalty 12961.648031 = -8872792.384574 nChanged 1 SP:Iteration 39Q (2020.570000 sec): 3 clusters Score: Raw -8885754.715485 + Penalty 12961.648031 = -8872793.067454 nChanged 1 SP:Iteration 40F (2020.890000 sec): 3 clusters Score: Raw -8885755.101984 + Penalty 12961.648031 = -8872793.453953 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 19 (715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2020.920000 sec): 2 clusters Score: Raw -142159.623364 + Penalty 4025.523057 = -138134.100306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2020.930000 sec): 3 clusters Score: Raw -142575.164282 + Penalty 8051.046115 = -134524.118167 nChanged 92 SP:Iteration 1F (2020.940000 sec): 3 clusters Score: Raw -142912.535737 + Penalty 8051.046115 = -134861.489622 nChanged 28 SP:Iteration 2Q (2020.940000 sec): 3 clusters Score: Raw -143172.973911 + Penalty 8051.046115 = -135121.927796 nChanged 19 SP:Iteration 3Q (2020.950000 sec): 3 clusters Score: Raw -143331.843254 + Penalty 8051.046115 = -135280.797139 nChanged 18 SP:Iteration 4Q (2020.950000 sec): 3 clusters Score: Raw -143434.757495 + Penalty 8051.046115 = -135383.711380 nChanged 14 SP:Iteration 5Q (2020.960000 sec): 3 clusters Score: Raw -143495.060803 + Penalty 8051.046115 = -135444.014688 nChanged 10 SP:Iteration 6Q (2020.960000 sec): 3 clusters Score: Raw -143544.253632 + Penalty 8051.046115 = -135493.207517 nChanged 9 SP:Iteration 7Q (2020.970000 sec): 3 clusters Score: Raw -143602.953968 + Penalty 8051.046115 = -135551.907853 nChanged 5 SP:Iteration 8Q (2020.980000 sec): 3 clusters Score: Raw -143627.255332 + Penalty 8051.046115 = -135576.209217 nChanged 7 SP:Iteration 9Q (2020.980000 sec): 3 clusters Score: Raw -143656.931931 + Penalty 8051.046115 = -135605.885816 nChanged 5 SP:Iteration 10Q (2020.980000 sec): 3 clusters Score: Raw -143688.435385 + Penalty 8051.046115 = -135637.389270 nChanged 5 SP:Iteration 11Q (2020.990000 sec): 3 clusters Score: Raw -143721.474536 + Penalty 8051.046115 = -135670.428421 nChanged 7 SP:Iteration 12Q (2021.000000 sec): 3 clusters Score: Raw -143763.514387 + Penalty 8051.046115 = -135712.468272 nChanged 3 SP:Iteration 13Q (2021.000000 sec): 3 clusters Score: Raw -143769.859167 + Penalty 8051.046115 = -135718.813052 nChanged 1 SP:Iteration 14Q (2021.010000 sec): 3 clusters Score: Raw -143773.434487 + Penalty 8051.046115 = -135722.388372 nChanged 0 SP:Iteration 15F (2021.010000 sec): 3 clusters Score: Raw -143773.434487 + Penalty 8051.046115 = -135722.388372 nChanged 0 Iteration 119F (2046.690000 sec): 18 clusters Score: Raw -104956360.827949 + Penalty 136449.448361 = -104819911.379588 nChanged 38 Iteration 120F (2072.380000 sec): 18 clusters Score: Raw -104956490.015511 + Penalty 136449.448361 = -104820040.567149 nChanged 25 Iteration 121Q (2079.220000 sec): 18 clusters Score: Raw -104956525.971897 + Penalty 136449.448361 = -104820076.523535 nChanged 25 Iteration 122Q (2086.070000 sec): 18 clusters Score: Raw -104956605.339625 + Penalty 136449.448361 = -104820155.891264 nChanged 25 Iteration 123Q (2093.020000 sec): 18 clusters Score: Raw -104956658.651381 + Penalty 136449.448361 = -104820209.203020 nChanged 33 Iteration 124Q (2099.890000 sec): 18 clusters Score: Raw -104956700.345719 + Penalty 136449.448361 = -104820250.897357 nChanged 30 Iteration 125Q (2106.730000 sec): 18 clusters Score: Raw -104956715.254448 + Penalty 136449.448361 = -104820265.806087 nChanged 22 Iteration 126Q (2113.570000 sec): 18 clusters Score: Raw -104956716.880381 + Penalty 136449.448361 = -104820267.432019 nChanged 21 Iteration 127Q (2120.400000 sec): 18 clusters Score: Raw -104956717.981701 + Penalty 136449.448361 = -104820268.533339 nChanged 8 Iteration 128Q (2127.250000 sec): 18 clusters Score: Raw -104956718.992883 + Penalty 136449.448361 = -104820269.544522 nChanged 5 Iteration 129Q (2134.080000 sec): 18 clusters Score: Raw -104956719.387218 + Penalty 136449.448361 = -104820269.938857 nChanged 4 Iteration 130Q (2140.910000 sec): 18 clusters Score: Raw -104956719.681187 + Penalty 136449.448361 = -104820270.232825 nChanged 1 Iteration 131Q (2147.740000 sec): 18 clusters Score: Raw -104956719.731907 + Penalty 136449.448361 = -104820270.283546 nChanged 0 Iteration 132F (2173.430000 sec): 18 clusters Score: Raw -104956752.181884 + Penalty 136449.448361 = -104820302.733522 nChanged 14 Iteration 133Q (2180.280000 sec): 18 clusters Score: Raw -104956794.737639 + Penalty 136449.448361 = -104820345.289277 nChanged 38 Iteration 134Q (2187.120000 sec): 18 clusters Score: Raw -104956827.002357 + Penalty 136449.448361 = -104820377.553996 nChanged 40 Iteration 135Q (2193.960000 sec): 18 clusters Score: Raw -104956849.903317 + Penalty 136449.448361 = -104820400.454956 nChanged 35 Iteration 136Q (2200.820000 sec): 18 clusters Score: Raw -104956859.962389 + Penalty 136449.448361 = -104820410.514027 nChanged 15 Iteration 137Q (2207.660000 sec): 18 clusters Score: Raw -104956862.334944 + Penalty 136449.448361 = -104820412.886582 nChanged 8 Iteration 138Q (2214.500000 sec): 18 clusters Score: Raw -104956864.570923 + Penalty 136449.448361 = -104820415.122561 nChanged 3 Writing temp clu file Compute initial score before splitting: Score: Raw -104956864.570923 + Penalty 136449.448361 = -104820415.122561 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 1 (1537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2214.600000 sec): 2 clusters Score: Raw -326097.940557 + Penalty 4494.272493 = -321603.668064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2214.620000 sec): 3 clusters Score: Raw -325952.079324 + Penalty 8988.544986 = -316963.534338 nChanged 291 SP:Iteration 1F (2214.630000 sec): 3 clusters Score: Raw -326388.027039 + Penalty 8988.544986 = -317399.482053 nChanged 66 SP:Iteration 2Q (2214.640000 sec): 3 clusters Score: Raw -326526.963400 + Penalty 8988.544986 = -317538.418414 nChanged 40 SP:Iteration 3Q (2214.650000 sec): 3 clusters Score: Raw -326612.120149 + Penalty 8988.544986 = -317623.575163 nChanged 25 SP:Iteration 4Q (2214.660000 sec): 3 clusters Score: Raw -326660.851985 + Penalty 8988.544986 = -317672.306999 nChanged 25 SP:Iteration 5Q (2214.680000 sec): 3 clusters Score: Raw -326714.108847 + Penalty 8988.544986 = -317725.563861 nChanged 18 SP:Iteration 6Q (2214.690000 sec): 3 clusters Score: Raw -326747.009048 + Penalty 8988.544986 = -317758.464062 nChanged 15 SP:Iteration 7Q (2214.700000 sec): 3 clusters Score: Raw -326778.208368 + Penalty 8988.544986 = -317789.663383 nChanged 10 SP:Iteration 8Q (2214.710000 sec): 3 clusters Score: Raw -326795.725327 + Penalty 8988.544986 = -317807.180341 nChanged 9 SP:Iteration 9Q (2214.720000 sec): 3 clusters Score: Raw -326811.753946 + Penalty 8988.544986 = -317823.208960 nChanged 6 SP:Iteration 10Q (2214.740000 sec): 3 clusters Score: Raw -326824.320455 + Penalty 8988.544986 = -317835.775469 nChanged 10 SP:Iteration 11Q (2214.750000 sec): 3 clusters Score: Raw -326845.808160 + Penalty 8988.544986 = -317857.263175 nChanged 9 SP:Iteration 12Q (2214.760000 sec): 3 clusters Score: Raw -326866.764542 + Penalty 8988.544986 = -317878.219557 nChanged 10 SP:Iteration 13Q (2214.770000 sec): 3 clusters Score: Raw -326890.446601 + Penalty 8988.544986 = -317901.901615 nChanged 7 SP:Iteration 14Q (2214.780000 sec): 3 clusters Score: Raw -326902.926055 + Penalty 8988.544986 = -317914.381069 nChanged 8 SP:Iteration 15Q (2214.800000 sec): 3 clusters Score: Raw -326918.743014 + Penalty 8988.544986 = -317930.198028 nChanged 5 SP:Iteration 16Q (2214.810000 sec): 3 clusters Score: Raw -326926.020875 + Penalty 8988.544986 = -317937.475889 nChanged 2 SP:Iteration 17Q (2214.820000 sec): 3 clusters Score: Raw -326927.971666 + Penalty 8988.544986 = -317939.426680 nChanged 3 SP:Iteration 18Q (2214.830000 sec): 3 clusters Score: Raw -326933.070484 + Penalty 8988.544986 = -317944.525498 nChanged 3 SP:Iteration 19Q (2214.840000 sec): 3 clusters Score: Raw -326937.377647 + Penalty 8988.544986 = -317948.832661 nChanged 0 SP:Iteration 20F (2214.850000 sec): 3 clusters Score: Raw -326937.377647 + Penalty 8988.544986 = -317948.832661 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 2 (299733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2217.390000 sec): 2 clusters Score: Raw -64341953.758065 + Penalty 7724.021506 = -64334229.736559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2219.900000 sec): 3 clusters Score: Raw -64148335.967628 + Penalty 15448.043013 = -64132887.924616 nChanged 142723 SP:Iteration 1F (2222.400000 sec): 3 clusters Score: Raw -64229993.194732 + Penalty 15448.043013 = -64214545.151719 nChanged 8342 SP:Iteration 2Q (2224.920000 sec): 3 clusters Score: Raw -64231601.926636 + Penalty 15448.043013 = -64216153.883623 nChanged 8216 SP:Iteration 3Q (2227.440000 sec): 3 clusters Score: Raw -64233179.912818 + Penalty 15448.043013 = -64217731.869805 nChanged 8035 SP:Iteration 4Q (2229.960000 sec): 3 clusters Score: Raw -64234833.636837 + Penalty 15448.043013 = -64219385.593824 nChanged 8323 SP:Iteration 5Q (2232.480000 sec): 3 clusters Score: Raw -64236651.294981 + Penalty 15448.043013 = -64221203.251968 nChanged 8699 SP:Iteration 6Q (2235.000000 sec): 3 clusters Score: Raw -64238729.007139 + Penalty 15448.043013 = -64223280.964126 nChanged 9207 SP:Iteration 7Q (2237.520000 sec): 3 clusters Score: Raw -64241171.840181 + Penalty 15448.043013 = -64225723.797168 nChanged 9899 SP:Iteration 8Q (2240.040000 sec): 3 clusters Score: Raw -64244028.485913 + Penalty 15448.043013 = -64228580.442900 nChanged 10619 SP:Iteration 9Q (2242.550000 sec): 3 clusters Score: Raw -64247338.191518 + Penalty 15448.043013 = -64231890.148505 nChanged 11100 SP:Iteration 10Q (2245.060000 sec): 3 clusters Score: Raw -64250973.512346 + Penalty 15448.043013 = -64235525.469333 nChanged 11471 SP:Iteration 11Q (2247.580000 sec): 3 clusters Score: Raw -64254839.051650 + Penalty 15448.043013 = -64239391.008637 nChanged 11535 SP:Iteration 12Q (2250.090000 sec): 3 clusters Score: Raw -64258718.641619 + Penalty 15448.043013 = -64243270.598606 nChanged 11273 SP:Iteration 13Q (2252.610000 sec): 3 clusters Score: Raw -64262407.190639 + Penalty 15448.043013 = -64246959.147626 nChanged 10799 SP:Iteration 14Q (2255.110000 sec): 3 clusters Score: Raw -64265906.747696 + Penalty 15448.043013 = -64250458.704683 nChanged 10214 SP:Iteration 15Q (2257.610000 sec): 3 clusters Score: Raw -64269352.719314 + Penalty 15448.043013 = -64253904.676301 nChanged 10284 SP:Iteration 16Q (2260.120000 sec): 3 clusters Score: Raw -64272990.680924 + Penalty 15448.043013 = -64257542.637912 nChanged 10575 SP:Iteration 17Q (2262.670000 sec): 3 clusters Score: Raw -64277021.683066 + Penalty 15448.043013 = -64261573.640053 nChanged 11574 SP:Iteration 18Q (2265.140000 sec): 3 clusters Score: Raw -64281957.691845 + Penalty 15448.043013 = -64266509.648832 nChanged 13227 SP:Iteration 19Q (2267.610000 sec): 3 clusters Score: Raw -64288447.685108 + Penalty 15448.043013 = -64272999.642095 nChanged 15050 SP:Iteration 20F (2270.110000 sec): 3 clusters Score: Raw -64296671.816409 + Penalty 15448.043013 = -64281223.773396 nChanged 16025 SP:Iteration 21F (2272.590000 sec): 3 clusters Score: Raw -64306287.830022 + Penalty 15448.043013 = -64290839.787009 nChanged 15631 SP:Iteration 22F (2275.060000 sec): 3 clusters Score: Raw -64316257.805614 + Penalty 15448.043013 = -64300809.762602 nChanged 13553 SP:Iteration 23Q (2277.320000 sec): 3 clusters Score: Raw -64325192.233372 + Penalty 15448.043013 = -64309744.190360 nChanged 10521 SP:Iteration 24Q (2279.480000 sec): 3 clusters Score: Raw -64332119.640212 + Penalty 15448.043013 = -64316671.597199 nChanged 7120 SP:Iteration 25Q (2281.530000 sec): 3 clusters Score: Raw -64336698.665057 + Penalty 15448.043013 = -64321250.622044 nChanged 4359 SP:Iteration 26Q (2283.480000 sec): 3 clusters Score: Raw -64339378.154600 + Penalty 15448.043013 = -64323930.111587 nChanged 2509 SP:Iteration 27Q (2285.350000 sec): 3 clusters Score: Raw -64340857.379484 + Penalty 15448.043013 = -64325409.336471 nChanged 1462 SP:Iteration 28Q (2287.150000 sec): 3 clusters Score: Raw -64341690.507933 + Penalty 15448.043013 = -64326242.464920 nChanged 882 SP:Iteration 29Q (2288.920000 sec): 3 clusters Score: Raw -64342184.442879 + Penalty 15448.043013 = -64326736.399866 nChanged 557 SP:Iteration 30Q (2290.660000 sec): 3 clusters Score: Raw -64342464.716254 + Penalty 15448.043013 = -64327016.673241 nChanged 351 SP:Iteration 31Q (2292.380000 sec): 3 clusters Score: Raw -64342643.842944 + Penalty 15448.043013 = -64327195.799932 nChanged 233 SP:Iteration 32Q (2294.090000 sec): 3 clusters Score: Raw -64342762.378244 + Penalty 15448.043013 = -64327314.335231 nChanged 186 SP:Iteration 33Q (2295.790000 sec): 3 clusters Score: Raw -64342855.323803 + Penalty 15448.043013 = -64327407.280790 nChanged 141 SP:Iteration 34Q (2297.480000 sec): 3 clusters Score: Raw -64342925.695396 + Penalty 15448.043013 = -64327477.652383 nChanged 120 SP:Iteration 35Q (2299.180000 sec): 3 clusters Score: Raw -64342981.677718 + Penalty 15448.043013 = -64327533.634705 nChanged 86 SP:Iteration 36Q (2300.860000 sec): 3 clusters Score: Raw -64343023.235509 + Penalty 15448.043013 = -64327575.192496 nChanged 76 SP:Iteration 37Q (2302.540000 sec): 3 clusters Score: Raw -64343060.093733 + Penalty 15448.043013 = -64327612.050720 nChanged 60 SP:Iteration 38Q (2304.220000 sec): 3 clusters Score: Raw -64343090.074391 + Penalty 15448.043013 = -64327642.031378 nChanged 52 SP:Iteration 39Q (2305.900000 sec): 3 clusters Score: Raw -64343113.997300 + Penalty 15448.043013 = -64327665.954287 nChanged 45 SP:Iteration 40F (2308.370000 sec): 3 clusters Score: Raw -64343134.320442 + Penalty 15448.043013 = -64327686.277429 nChanged 31 SP:Iteration 41Q (2310.050000 sec): 3 clusters Score: Raw -64343147.473469 + Penalty 15448.043013 = -64327699.430457 nChanged 20 SP:Iteration 42Q (2311.730000 sec): 3 clusters Score: Raw -64343155.726063 + Penalty 15448.043013 = -64327707.683050 nChanged 20 SP:Iteration 43Q (2313.410000 sec): 3 clusters Score: Raw -64343163.339382 + Penalty 15448.043013 = -64327715.296369 nChanged 20 SP:Iteration 44Q (2315.090000 sec): 3 clusters Score: Raw -64343171.235868 + Penalty 15448.043013 = -64327723.192856 nChanged 17 SP:Iteration 45Q (2316.760000 sec): 3 clusters Score: Raw -64343177.192348 + Penalty 15448.043013 = -64327729.149335 nChanged 9 SP:Iteration 46Q (2318.440000 sec): 3 clusters Score: Raw -64343180.933032 + Penalty 15448.043013 = -64327732.890019 nChanged 10 SP:Iteration 47Q (2320.110000 sec): 3 clusters Score: Raw -64343184.490276 + Penalty 15448.043013 = -64327736.447264 nChanged 13 SP:Iteration 48Q (2321.790000 sec): 3 clusters Score: Raw -64343191.338062 + Penalty 15448.043013 = -64327743.295049 nChanged 9 SP:Iteration 49Q (2323.460000 sec): 3 clusters Score: Raw -64343195.714321 + Penalty 15448.043013 = -64327747.671308 nChanged 8 SP:Iteration 50Q (2325.130000 sec): 3 clusters Score: Raw -64343200.038234 + Penalty 15448.043013 = -64327751.995222 nChanged 9 SP:Iteration 51Q (2326.810000 sec): 3 clusters Score: Raw -64343204.475390 + Penalty 15448.043013 = -64327756.432377 nChanged 16 SP:Iteration 52Q (2328.490000 sec): 3 clusters Score: Raw -64343211.558221 + Penalty 15448.043013 = -64327763.515208 nChanged 8 SP:Iteration 53Q (2330.160000 sec): 3 clusters Score: Raw -64343215.061435 + Penalty 15448.043013 = -64327767.018422 nChanged 8 SP:Iteration 54Q (2331.840000 sec): 3 clusters Score: Raw -64343218.963555 + Penalty 15448.043013 = -64327770.920542 nChanged 11 SP:Iteration 55Q (2333.510000 sec): 3 clusters Score: Raw -64343223.565404 + Penalty 15448.043013 = -64327775.522391 nChanged 10 SP:Iteration 56Q (2335.190000 sec): 3 clusters Score: Raw -64343227.350782 + Penalty 15448.043013 = -64327779.307769 nChanged 6 SP:Iteration 57Q (2336.860000 sec): 3 clusters Score: Raw -64343229.685426 + Penalty 15448.043013 = -64327781.642413 nChanged 8 SP:Iteration 58Q (2338.530000 sec): 3 clusters Score: Raw -64343233.052842 + Penalty 15448.043013 = -64327785.009829 nChanged 6 SP:Iteration 59Q (2340.210000 sec): 3 clusters Score: Raw -64343234.981806 + Penalty 15448.043013 = -64327786.938794 nChanged 3 SP:Iteration 60F (2342.670000 sec): 3 clusters Score: Raw -64343236.282460 + Penalty 15448.043013 = -64327788.239447 nChanged 2 SP:Iteration 61Q (2344.350000 sec): 3 clusters Score: Raw -64343236.948065 + Penalty 15448.043013 = -64327788.905052 nChanged 3 SP:Iteration 62Q (2346.030000 sec): 3 clusters Score: Raw -64343238.097345 + Penalty 15448.043013 = -64327790.054332 nChanged 3 SP:Iteration 63Q (2347.710000 sec): 3 clusters Score: Raw -64343239.658810 + Penalty 15448.043013 = -64327791.615797 nChanged 3 SP:Iteration 64Q (2349.380000 sec): 3 clusters Score: Raw -64343241.023399 + Penalty 15448.043013 = -64327792.980386 nChanged 2 SP:Iteration 65Q (2351.060000 sec): 3 clusters Score: Raw -64343241.860050 + Penalty 15448.043013 = -64327793.817037 nChanged 1 SP:Iteration 66Q (2352.740000 sec): 3 clusters Score: Raw -64343242.341418 + Penalty 15448.043013 = -64327794.298405 nChanged 2 SP:Iteration 67Q (2354.430000 sec): 3 clusters Score: Raw -64343243.307562 + Penalty 15448.043013 = -64327795.264549 nChanged 1 SP:Iteration 68Q (2356.110000 sec): 3 clusters Score: Raw -64343243.715803 + Penalty 15448.043013 = -64327795.672790 nChanged 1 SP:Iteration 69Q (2357.790000 sec): 3 clusters Score: Raw -64343244.049671 + Penalty 15448.043013 = -64327796.006658 nChanged 0 SP:Iteration 70F (2360.270000 sec): 3 clusters Score: Raw -64343244.049671 + Penalty 15448.043013 = -64327796.006658 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 3 (10546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2360.490000 sec): 2 clusters Score: Raw -2251044.224782 + Penalty 5673.894926 = -2245370.329856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2360.580000 sec): 3 clusters Score: Raw -2246086.779012 + Penalty 11347.789852 = -2234738.989160 nChanged 3933 SP:Iteration 1F (2360.660000 sec): 3 clusters Score: Raw -2248375.941697 + Penalty 11347.789852 = -2237028.151845 nChanged 838 SP:Iteration 2F (2360.750000 sec): 3 clusters Score: Raw -2248914.848330 + Penalty 11347.789852 = -2237567.058478 nChanged 537 SP:Iteration 3F (2360.830000 sec): 3 clusters Score: Raw -2249297.589756 + Penalty 11347.789852 = -2237949.799904 nChanged 443 SP:Iteration 4Q (2360.920000 sec): 3 clusters Score: Raw -2249633.894135 + Penalty 11347.789852 = -2238286.104283 nChanged 415 SP:Iteration 5Q (2361.000000 sec): 3 clusters Score: Raw -2249969.972795 + Penalty 11347.789852 = -2238622.182943 nChanged 418 SP:Iteration 6Q (2361.090000 sec): 3 clusters Score: Raw -2250324.015178 + Penalty 11347.789852 = -2238976.225326 nChanged 437 SP:Iteration 7Q (2361.180000 sec): 3 clusters Score: Raw -2250697.608585 + Penalty 11347.789852 = -2239349.818733 nChanged 507 SP:Iteration 8Q (2361.260000 sec): 3 clusters Score: Raw -2251201.596790 + Penalty 11347.789852 = -2239853.806938 nChanged 527 SP:Iteration 9Q (2361.340000 sec): 3 clusters Score: Raw -2251733.765761 + Penalty 11347.789852 = -2240385.975909 nChanged 527 SP:Iteration 10Q (2361.430000 sec): 3 clusters Score: Raw -2252257.881824 + Penalty 11347.789852 = -2240910.091972 nChanged 482 SP:Iteration 11Q (2361.510000 sec): 3 clusters Score: Raw -2252730.717394 + Penalty 11347.789852 = -2241382.927542 nChanged 446 SP:Iteration 12Q (2361.600000 sec): 3 clusters Score: Raw -2253197.677321 + Penalty 11347.789852 = -2241849.887469 nChanged 383 SP:Iteration 13Q (2361.680000 sec): 3 clusters Score: Raw -2253547.612068 + Penalty 11347.789852 = -2242199.822216 nChanged 272 SP:Iteration 14Q (2361.760000 sec): 3 clusters Score: Raw -2253751.798823 + Penalty 11347.789852 = -2242404.008971 nChanged 172 SP:Iteration 15Q (2361.840000 sec): 3 clusters Score: Raw -2253858.891324 + Penalty 11347.789852 = -2242511.101472 nChanged 119 SP:Iteration 16Q (2361.910000 sec): 3 clusters Score: Raw -2253924.838885 + Penalty 11347.789852 = -2242577.049033 nChanged 85 SP:Iteration 17Q (2361.990000 sec): 3 clusters Score: Raw -2253967.911991 + Penalty 11347.789852 = -2242620.122139 nChanged 72 SP:Iteration 18Q (2362.070000 sec): 3 clusters Score: Raw -2254004.744409 + Penalty 11347.789852 = -2242656.954557 nChanged 61 SP:Iteration 19Q (2362.140000 sec): 3 clusters Score: Raw -2254036.583680 + Penalty 11347.789852 = -2242688.793828 nChanged 57 SP:Iteration 20F (2362.230000 sec): 3 clusters Score: Raw -2254062.778529 + Penalty 11347.789852 = -2242714.988677 nChanged 37 SP:Iteration 21Q (2362.310000 sec): 3 clusters Score: Raw -2254077.857356 + Penalty 11347.789852 = -2242730.067504 nChanged 23 SP:Iteration 22Q (2362.380000 sec): 3 clusters Score: Raw -2254085.647943 + Penalty 11347.789852 = -2242737.858091 nChanged 17 SP:Iteration 23Q (2362.460000 sec): 3 clusters Score: Raw -2254091.577852 + Penalty 11347.789852 = -2242743.788000 nChanged 9 SP:Iteration 24Q (2362.540000 sec): 3 clusters Score: Raw -2254094.702022 + Penalty 11347.789852 = -2242746.912169 nChanged 7 SP:Iteration 25Q (2362.610000 sec): 3 clusters Score: Raw -2254096.945250 + Penalty 11347.789852 = -2242749.155398 nChanged 10 SP:Iteration 26Q (2362.690000 sec): 3 clusters Score: Raw -2254099.857551 + Penalty 11347.789852 = -2242752.067698 nChanged 6 SP:Iteration 27Q (2362.760000 sec): 3 clusters Score: Raw -2254102.005591 + Penalty 11347.789852 = -2242754.215739 nChanged 2 SP:Iteration 28Q (2362.840000 sec): 3 clusters Score: Raw -2254102.594211 + Penalty 11347.789852 = -2242754.804359 nChanged 0 SP:Iteration 29F (2362.920000 sec): 3 clusters Score: Raw -2254102.594211 + Penalty 11347.789852 = -2242754.804359 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 4 (13741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2363.020000 sec): 2 clusters Score: Raw -3016419.332655 + Penalty 5835.985348 = -3010583.347307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2363.130000 sec): 3 clusters Score: Raw -3009565.435714 + Penalty 11671.970696 = -2997893.465018 nChanged 5331 SP:Iteration 1F (2363.240000 sec): 3 clusters Score: Raw -3012507.418354 + Penalty 11671.970696 = -3000835.447659 nChanged 961 SP:Iteration 2F (2363.350000 sec): 3 clusters Score: Raw -3013007.654686 + Penalty 11671.970696 = -3001335.683990 nChanged 681 SP:Iteration 3Q (2363.460000 sec): 3 clusters Score: Raw -3013361.286860 + Penalty 11671.970696 = -3001689.316164 nChanged 523 SP:Iteration 4Q (2363.580000 sec): 3 clusters Score: Raw -3013655.106139 + Penalty 11671.970696 = -3001983.135443 nChanged 485 SP:Iteration 5Q (2363.690000 sec): 3 clusters Score: Raw -3013937.350650 + Penalty 11671.970696 = -3002265.379954 nChanged 438 SP:Iteration 6Q (2363.800000 sec): 3 clusters Score: Raw -3014219.498796 + Penalty 11671.970696 = -3002547.528101 nChanged 376 SP:Iteration 7Q (2363.920000 sec): 3 clusters Score: Raw -3014482.810151 + Penalty 11671.970696 = -3002810.839455 nChanged 389 SP:Iteration 8Q (2364.030000 sec): 3 clusters Score: Raw -3014749.489256 + Penalty 11671.970696 = -3003077.518560 nChanged 370 SP:Iteration 9Q (2364.140000 sec): 3 clusters Score: Raw -3014963.091708 + Penalty 11671.970696 = -3003291.121012 nChanged 349 SP:Iteration 10Q (2364.250000 sec): 3 clusters Score: Raw -3015144.137512 + Penalty 11671.970696 = -3003472.166817 nChanged 362 SP:Iteration 11Q (2364.360000 sec): 3 clusters Score: Raw -3015327.183829 + Penalty 11671.970696 = -3003655.213133 nChanged 336 SP:Iteration 12Q (2364.470000 sec): 3 clusters Score: Raw -3015483.970650 + Penalty 11671.970696 = -3003811.999955 nChanged 310 SP:Iteration 13Q (2364.580000 sec): 3 clusters Score: Raw -3015612.898028 + Penalty 11671.970696 = -3003940.927332 nChanged 282 SP:Iteration 14Q (2364.690000 sec): 3 clusters Score: Raw -3015735.629028 + Penalty 11671.970696 = -3004063.658332 nChanged 303 SP:Iteration 15Q (2364.800000 sec): 3 clusters Score: Raw -3015875.254833 + Penalty 11671.970696 = -3004203.284138 nChanged 271 SP:Iteration 16Q (2364.910000 sec): 3 clusters Score: Raw -3015999.447764 + Penalty 11671.970696 = -3004327.477068 nChanged 285 SP:Iteration 17Q (2365.020000 sec): 3 clusters Score: Raw -3016128.709857 + Penalty 11671.970696 = -3004456.739162 nChanged 282 SP:Iteration 18Q (2365.130000 sec): 3 clusters Score: Raw -3016260.835648 + Penalty 11671.970696 = -3004588.864952 nChanged 301 SP:Iteration 19Q (2365.240000 sec): 3 clusters Score: Raw -3016413.538995 + Penalty 11671.970696 = -3004741.568300 nChanged 291 SP:Iteration 20F (2365.350000 sec): 3 clusters Score: Raw -3016554.588426 + Penalty 11671.970696 = -3004882.617731 nChanged 286 SP:Iteration 21Q (2365.460000 sec): 3 clusters Score: Raw -3016697.389296 + Penalty 11671.970696 = -3005025.418600 nChanged 293 SP:Iteration 22Q (2365.570000 sec): 3 clusters Score: Raw -3016866.028583 + Penalty 11671.970696 = -3005194.057887 nChanged 334 SP:Iteration 23Q (2365.680000 sec): 3 clusters Score: Raw -3017080.926761 + Penalty 11671.970696 = -3005408.956066 nChanged 325 SP:Iteration 24Q (2365.790000 sec): 3 clusters Score: Raw -3017289.863676 + Penalty 11671.970696 = -3005617.892980 nChanged 286 SP:Iteration 25Q (2365.900000 sec): 3 clusters Score: Raw -3017479.085095 + Penalty 11671.970696 = -3005807.114400 nChanged 268 SP:Iteration 26Q (2366.010000 sec): 3 clusters Score: Raw -3017673.194582 + Penalty 11671.970696 = -3006001.223886 nChanged 227 SP:Iteration 27Q (2366.110000 sec): 3 clusters Score: Raw -3017849.656255 + Penalty 11671.970696 = -3006177.685559 nChanged 195 SP:Iteration 28Q (2366.220000 sec): 3 clusters Score: Raw -3018011.444589 + Penalty 11671.970696 = -3006339.473893 nChanged 175 SP:Iteration 29Q (2366.330000 sec): 3 clusters Score: Raw -3018184.651810 + Penalty 11671.970696 = -3006512.681115 nChanged 171 SP:Iteration 30Q (2366.430000 sec): 3 clusters Score: Raw -3018360.963958 + Penalty 11671.970696 = -3006688.993262 nChanged 131 SP:Iteration 31Q (2366.530000 sec): 3 clusters Score: Raw -3018500.919787 + Penalty 11671.970696 = -3006828.949091 nChanged 106 SP:Iteration 32Q (2366.630000 sec): 3 clusters Score: Raw -3018619.622060 + Penalty 11671.970696 = -3006947.651365 nChanged 99 SP:Iteration 33Q (2366.720000 sec): 3 clusters Score: Raw -3018736.184878 + Penalty 11671.970696 = -3007064.214183 nChanged 74 SP:Iteration 34Q (2366.810000 sec): 3 clusters Score: Raw -3018807.727579 + Penalty 11671.970696 = -3007135.756883 nChanged 48 SP:Iteration 35Q (2366.900000 sec): 3 clusters Score: Raw -3018846.513703 + Penalty 11671.970696 = -3007174.543008 nChanged 36 SP:Iteration 36Q (2366.990000 sec): 3 clusters Score: Raw -3018873.026985 + Penalty 11671.970696 = -3007201.056289 nChanged 31 SP:Iteration 37Q (2367.070000 sec): 3 clusters Score: Raw -3018891.732177 + Penalty 11671.970696 = -3007219.761481 nChanged 12 SP:Iteration 38Q (2367.160000 sec): 3 clusters Score: Raw -3018898.375003 + Penalty 11671.970696 = -3007226.404307 nChanged 10 SP:Iteration 39Q (2367.240000 sec): 3 clusters Score: Raw -3018905.585009 + Penalty 11671.970696 = -3007233.614313 nChanged 9 SP:Iteration 40F (2367.350000 sec): 3 clusters Score: Raw -3018911.471829 + Penalty 11671.970696 = -3007239.501134 nChanged 6 SP:Iteration 41Q (2367.440000 sec): 3 clusters Score: Raw -3018914.629534 + Penalty 11671.970696 = -3007242.658839 nChanged 3 SP:Iteration 42Q (2367.530000 sec): 3 clusters Score: Raw -3018915.941018 + Penalty 11671.970696 = -3007243.970323 nChanged 1 SP:Iteration 43Q (2367.610000 sec): 3 clusters Score: Raw -3018916.833622 + Penalty 11671.970696 = -3007244.862927 nChanged 1 SP:Iteration 44Q (2367.690000 sec): 3 clusters Score: Raw -3018917.388573 + Penalty 11671.970696 = -3007245.417877 nChanged 0 SP:Iteration 45F (2367.810000 sec): 3 clusters Score: Raw -3018917.388573 + Penalty 11671.970696 = -3007245.417877 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 5 (1503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2367.830000 sec): 2 clusters Score: Raw -319728.283236 + Penalty 4480.571264 = -315247.711972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.840000 sec): 3 clusters Score: Raw -319645.618686 + Penalty 8961.142527 = -310684.476158 nChanged 286 SP:Iteration 1F (2367.850000 sec): 3 clusters Score: Raw -320070.080474 + Penalty 8961.142527 = -311108.937946 nChanged 60 SP:Iteration 2Q (2367.860000 sec): 3 clusters Score: Raw -320172.712785 + Penalty 8961.142527 = -311211.570258 nChanged 30 SP:Iteration 3Q (2367.870000 sec): 3 clusters Score: Raw -320231.257590 + Penalty 8961.142527 = -311270.115063 nChanged 18 SP:Iteration 4Q (2367.890000 sec): 3 clusters Score: Raw -320277.990788 + Penalty 8961.142527 = -311316.848261 nChanged 16 SP:Iteration 5Q (2367.900000 sec): 3 clusters Score: Raw -320312.402296 + Penalty 8961.142527 = -311351.259768 nChanged 7 SP:Iteration 6Q (2367.910000 sec): 3 clusters Score: Raw -320327.053054 + Penalty 8961.142527 = -311365.910526 nChanged 11 SP:Iteration 7Q (2367.920000 sec): 3 clusters Score: Raw -320350.215561 + Penalty 8961.142527 = -311389.073033 nChanged 6 SP:Iteration 8Q (2367.930000 sec): 3 clusters Score: Raw -320361.494037 + Penalty 8961.142527 = -311400.351509 nChanged 3 SP:Iteration 9Q (2367.940000 sec): 3 clusters Score: Raw -320371.664638 + Penalty 8961.142527 = -311410.522111 nChanged 2 SP:Iteration 10Q (2367.950000 sec): 3 clusters Score: Raw -320375.174161 + Penalty 8961.142527 = -311414.031633 nChanged 2 SP:Iteration 11Q (2367.970000 sec): 3 clusters Score: Raw -320380.041676 + Penalty 8961.142527 = -311418.899149 nChanged 3 SP:Iteration 12Q (2367.980000 sec): 3 clusters Score: Raw -320383.169109 + Penalty 8961.142527 = -311422.026581 nChanged 0 SP:Iteration 13F (2367.990000 sec): 3 clusters Score: Raw -320383.169109 + Penalty 8961.142527 = -311422.026581 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 6 (14861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2368.090000 sec): 2 clusters Score: Raw -3118509.651846 + Penalty 5883.978562 = -3112625.673284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2368.210000 sec): 3 clusters Score: Raw -3111113.242318 + Penalty 11767.957123 = -3099345.285194 nChanged 5814 SP:Iteration 1F (2368.340000 sec): 3 clusters Score: Raw -3114403.324875 + Penalty 11767.957123 = -3102635.367752 nChanged 1137 SP:Iteration 2F (2368.460000 sec): 3 clusters Score: Raw -3115179.459771 + Penalty 11767.957123 = -3103411.502648 nChanged 910 SP:Iteration 3F (2368.580000 sec): 3 clusters Score: Raw -3115830.103484 + Penalty 11767.957123 = -3104062.146361 nChanged 759 SP:Iteration 4F (2368.700000 sec): 3 clusters Score: Raw -3116343.246166 + Penalty 11767.957123 = -3104575.289043 nChanged 729 SP:Iteration 5Q (2368.820000 sec): 3 clusters Score: Raw -3116793.024125 + Penalty 11767.957123 = -3105025.067002 nChanged 636 SP:Iteration 6Q (2368.940000 sec): 3 clusters Score: Raw -3117152.851394 + Penalty 11767.957123 = -3105384.894271 nChanged 531 SP:Iteration 7Q (2369.060000 sec): 3 clusters Score: Raw -3117452.007300 + Penalty 11767.957123 = -3105684.050177 nChanged 538 SP:Iteration 8Q (2369.180000 sec): 3 clusters Score: Raw -3117768.011388 + Penalty 11767.957123 = -3106000.054264 nChanged 481 SP:Iteration 9Q (2369.300000 sec): 3 clusters Score: Raw -3118048.602492 + Penalty 11767.957123 = -3106280.645369 nChanged 461 SP:Iteration 10Q (2369.420000 sec): 3 clusters Score: Raw -3118324.470847 + Penalty 11767.957123 = -3106556.513724 nChanged 428 SP:Iteration 11Q (2369.540000 sec): 3 clusters Score: Raw -3118575.357708 + Penalty 11767.957123 = -3106807.400585 nChanged 383 SP:Iteration 12Q (2369.660000 sec): 3 clusters Score: Raw -3118818.706561 + Penalty 11767.957123 = -3107050.749437 nChanged 371 SP:Iteration 13Q (2369.780000 sec): 3 clusters Score: Raw -3119056.918712 + Penalty 11767.957123 = -3107288.961589 nChanged 343 SP:Iteration 14Q (2369.900000 sec): 3 clusters Score: Raw -3119297.193823 + Penalty 11767.957123 = -3107529.236699 nChanged 331 SP:Iteration 15Q (2370.010000 sec): 3 clusters Score: Raw -3119536.540103 + Penalty 11767.957123 = -3107768.582980 nChanged 294 SP:Iteration 16Q (2370.130000 sec): 3 clusters Score: Raw -3119737.288331 + Penalty 11767.957123 = -3107969.331208 nChanged 234 SP:Iteration 17Q (2370.250000 sec): 3 clusters Score: Raw -3119887.067559 + Penalty 11767.957123 = -3108119.110436 nChanged 204 SP:Iteration 18Q (2370.370000 sec): 3 clusters Score: Raw -3120029.322886 + Penalty 11767.957123 = -3108261.365763 nChanged 172 SP:Iteration 19Q (2370.480000 sec): 3 clusters Score: Raw -3120148.810011 + Penalty 11767.957123 = -3108380.852888 nChanged 150 SP:Iteration 20F (2370.600000 sec): 3 clusters Score: Raw -3120232.229011 + Penalty 11767.957123 = -3108464.271888 nChanged 115 SP:Iteration 21Q (2370.710000 sec): 3 clusters Score: Raw -3120294.862608 + Penalty 11767.957123 = -3108526.905485 nChanged 97 SP:Iteration 22Q (2370.830000 sec): 3 clusters Score: Raw -3120349.309950 + Penalty 11767.957123 = -3108581.352827 nChanged 74 SP:Iteration 23Q (2370.940000 sec): 3 clusters Score: Raw -3120391.663241 + Penalty 11767.957123 = -3108623.706118 nChanged 76 SP:Iteration 24Q (2371.050000 sec): 3 clusters Score: Raw -3120435.195791 + Penalty 11767.957123 = -3108667.238668 nChanged 60 SP:Iteration 25Q (2371.160000 sec): 3 clusters Score: Raw -3120469.103013 + Penalty 11767.957123 = -3108701.145890 nChanged 50 SP:Iteration 26Q (2371.270000 sec): 3 clusters Score: Raw -3120499.544194 + Penalty 11767.957123 = -3108731.587071 nChanged 49 SP:Iteration 27Q (2371.380000 sec): 3 clusters Score: Raw -3120525.886735 + Penalty 11767.957123 = -3108757.929612 nChanged 35 SP:Iteration 28Q (2371.490000 sec): 3 clusters Score: Raw -3120545.749735 + Penalty 11767.957123 = -3108777.792612 nChanged 35 SP:Iteration 29Q (2371.600000 sec): 3 clusters Score: Raw -3120561.223930 + Penalty 11767.957123 = -3108793.266807 nChanged 31 SP:Iteration 30Q (2371.710000 sec): 3 clusters Score: Raw -3120577.372574 + Penalty 11767.957123 = -3108809.415451 nChanged 25 SP:Iteration 31Q (2371.820000 sec): 3 clusters Score: Raw -3120590.499772 + Penalty 11767.957123 = -3108822.542648 nChanged 25 SP:Iteration 32Q (2371.930000 sec): 3 clusters Score: Raw -3120603.188904 + Penalty 11767.957123 = -3108835.231781 nChanged 18 SP:Iteration 33Q (2372.030000 sec): 3 clusters Score: Raw -3120612.780115 + Penalty 11767.957123 = -3108844.822992 nChanged 25 SP:Iteration 34Q (2372.140000 sec): 3 clusters Score: Raw -3120625.964687 + Penalty 11767.957123 = -3108858.007563 nChanged 18 SP:Iteration 35Q (2372.250000 sec): 3 clusters Score: Raw -3120637.262137 + Penalty 11767.957123 = -3108869.305014 nChanged 19 SP:Iteration 36Q (2372.360000 sec): 3 clusters Score: Raw -3120647.353046 + Penalty 11767.957123 = -3108879.395923 nChanged 11 SP:Iteration 37Q (2372.470000 sec): 3 clusters Score: Raw -3120653.362224 + Penalty 11767.957123 = -3108885.405101 nChanged 13 SP:Iteration 38Q (2372.570000 sec): 3 clusters Score: Raw -3120660.102075 + Penalty 11767.957123 = -3108892.144952 nChanged 9 SP:Iteration 39Q (2372.680000 sec): 3 clusters Score: Raw -3120663.882609 + Penalty 11767.957123 = -3108895.925486 nChanged 8 SP:Iteration 40F (2372.800000 sec): 3 clusters Score: Raw -3120667.074887 + Penalty 11767.957123 = -3108899.117764 nChanged 6 SP:Iteration 41Q (2372.910000 sec): 3 clusters Score: Raw -3120670.579655 + Penalty 11767.957123 = -3108902.622532 nChanged 3 SP:Iteration 42Q (2373.020000 sec): 3 clusters Score: Raw -3120671.434998 + Penalty 11767.957123 = -3108903.477875 nChanged 2 SP:Iteration 43Q (2373.130000 sec): 3 clusters Score: Raw -3120672.418776 + Penalty 11767.957123 = -3108904.461653 nChanged 1 SP:Iteration 44Q (2373.230000 sec): 3 clusters Score: Raw -3120672.651236 + Penalty 11767.957123 = -3108904.694113 nChanged 2 SP:Iteration 45Q (2373.340000 sec): 3 clusters Score: Raw -3120673.382764 + Penalty 11767.957123 = -3108905.425641 nChanged 0 SP:Iteration 46F (2373.470000 sec): 3 clusters Score: Raw -3120673.382764 + Penalty 11767.957123 = -3108905.425641 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 7 (41232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2373.740000 sec): 2 clusters Score: Raw -8884516.560347 + Penalty 6509.019084 = -8878007.541263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2374.090000 sec): 3 clusters Score: Raw -8861070.307041 + Penalty 13018.038168 = -8848052.268873 nChanged 17897 SP:Iteration 1F (2374.430000 sec): 3 clusters Score: Raw -8870919.905953 + Penalty 13018.038168 = -8857901.867785 nChanged 2517 SP:Iteration 2F (2374.770000 sec): 3 clusters Score: Raw -8872326.736662 + Penalty 13018.038168 = -8859308.698494 nChanged 2457 SP:Iteration 3F (2375.110000 sec): 3 clusters Score: Raw -8873949.763909 + Penalty 13018.038168 = -8860931.725741 nChanged 2680 SP:Iteration 4F (2375.450000 sec): 3 clusters Score: Raw -8875862.347478 + Penalty 13018.038168 = -8862844.309310 nChanged 2948 SP:Iteration 5F (2375.790000 sec): 3 clusters Score: Raw -8878103.753030 + Penalty 13018.038168 = -8865085.714863 nChanged 3020 SP:Iteration 6F (2376.130000 sec): 3 clusters Score: Raw -8880506.906664 + Penalty 13018.038168 = -8867488.868496 nChanged 2772 SP:Iteration 7F (2376.480000 sec): 3 clusters Score: Raw -8882649.152707 + Penalty 13018.038168 = -8869631.114539 nChanged 2256 SP:Iteration 8F (2376.820000 sec): 3 clusters Score: Raw -8884303.660515 + Penalty 13018.038168 = -8871285.622347 nChanged 1749 SP:Iteration 9Q (2377.160000 sec): 3 clusters Score: Raw -8885546.851527 + Penalty 13018.038168 = -8872528.813359 nChanged 1315 SP:Iteration 10Q (2377.500000 sec): 3 clusters Score: Raw -8886442.175731 + Penalty 13018.038168 = -8873424.137563 nChanged 962 SP:Iteration 11Q (2377.830000 sec): 3 clusters Score: Raw -8887086.312065 + Penalty 13018.038168 = -8874068.273897 nChanged 681 SP:Iteration 12Q (2378.170000 sec): 3 clusters Score: Raw -8887551.155251 + Penalty 13018.038168 = -8874533.117083 nChanged 551 SP:Iteration 13Q (2378.490000 sec): 3 clusters Score: Raw -8887921.204671 + Penalty 13018.038168 = -8874903.166503 nChanged 384 SP:Iteration 14Q (2378.810000 sec): 3 clusters Score: Raw -8888172.636518 + Penalty 13018.038168 = -8875154.598350 nChanged 295 SP:Iteration 15Q (2379.110000 sec): 3 clusters Score: Raw -8888379.048166 + Penalty 13018.038168 = -8875361.009999 nChanged 244 SP:Iteration 16Q (2379.410000 sec): 3 clusters Score: Raw -8888547.034580 + Penalty 13018.038168 = -8875528.996412 nChanged 191 SP:Iteration 17Q (2379.700000 sec): 3 clusters Score: Raw -8888680.022043 + Penalty 13018.038168 = -8875661.983875 nChanged 144 SP:Iteration 18Q (2379.980000 sec): 3 clusters Score: Raw -8888784.728245 + Penalty 13018.038168 = -8875766.690077 nChanged 142 SP:Iteration 19Q (2380.250000 sec): 3 clusters Score: Raw -8888894.866991 + Penalty 13018.038168 = -8875876.828824 nChanged 121 SP:Iteration 20F (2380.590000 sec): 3 clusters Score: Raw -8888997.495057 + Penalty 13018.038168 = -8875979.456889 nChanged 111 SP:Iteration 21Q (2380.860000 sec): 3 clusters Score: Raw -8889078.095680 + Penalty 13018.038168 = -8876060.057512 nChanged 105 SP:Iteration 22Q (2381.120000 sec): 3 clusters Score: Raw -8889137.109494 + Penalty 13018.038168 = -8876119.071326 nChanged 85 SP:Iteration 23Q (2381.390000 sec): 3 clusters Score: Raw -8889175.383477 + Penalty 13018.038168 = -8876157.345309 nChanged 55 SP:Iteration 24Q (2381.650000 sec): 3 clusters Score: Raw -8889199.877955 + Penalty 13018.038168 = -8876181.839787 nChanged 48 SP:Iteration 25Q (2381.910000 sec): 3 clusters Score: Raw -8889227.427266 + Penalty 13018.038168 = -8876209.389098 nChanged 43 SP:Iteration 26Q (2382.170000 sec): 3 clusters Score: Raw -8889250.267979 + Penalty 13018.038168 = -8876232.229811 nChanged 45 SP:Iteration 27Q (2382.420000 sec): 3 clusters Score: Raw -8889274.128362 + Penalty 13018.038168 = -8876256.090194 nChanged 22 SP:Iteration 28Q (2382.680000 sec): 3 clusters Score: Raw -8889281.051871 + Penalty 13018.038168 = -8876263.013703 nChanged 15 SP:Iteration 29Q (2382.940000 sec): 3 clusters Score: Raw -8889287.169572 + Penalty 13018.038168 = -8876269.131404 nChanged 16 SP:Iteration 30Q (2383.190000 sec): 3 clusters Score: Raw -8889293.732660 + Penalty 13018.038168 = -8876275.694492 nChanged 17 SP:Iteration 31Q (2383.450000 sec): 3 clusters Score: Raw -8889300.688314 + Penalty 13018.038168 = -8876282.650146 nChanged 12 SP:Iteration 32Q (2383.700000 sec): 3 clusters Score: Raw -8889304.251792 + Penalty 13018.038168 = -8876286.213624 nChanged 5 SP:Iteration 33Q (2383.960000 sec): 3 clusters Score: Raw -8889305.911437 + Penalty 13018.038168 = -8876287.873269 nChanged 2 SP:Iteration 34Q (2384.210000 sec): 3 clusters Score: Raw -8889306.517449 + Penalty 13018.038168 = -8876288.479281 nChanged 1 SP:Iteration 35Q (2384.470000 sec): 3 clusters Score: Raw -8889307.203182 + Penalty 13018.038168 = -8876289.165014 nChanged 0 SP:Iteration 36F (2384.810000 sec): 3 clusters Score: Raw -8889307.203182 + Penalty 13018.038168 = -8876289.165014 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 8 (3567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2384.850000 sec): 2 clusters Score: Raw -782060.435201 + Penalty 5009.931614 = -777050.503587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2384.880000 sec): 3 clusters Score: Raw -780888.479272 + Penalty 10019.863227 = -770868.616045 nChanged 997 SP:Iteration 1F (2384.910000 sec): 3 clusters Score: Raw -781712.004017 + Penalty 10019.863227 = -771692.140790 nChanged 247 SP:Iteration 2F (2384.940000 sec): 3 clusters Score: Raw -781978.743307 + Penalty 10019.863227 = -771958.880080 nChanged 129 SP:Iteration 3Q (2384.970000 sec): 3 clusters Score: Raw -782098.645432 + Penalty 10019.863227 = -772078.782205 nChanged 69 SP:Iteration 4Q (2385.000000 sec): 3 clusters Score: Raw -782166.525602 + Penalty 10019.863227 = -772146.662375 nChanged 56 SP:Iteration 5Q (2385.030000 sec): 3 clusters Score: Raw -782216.761423 + Penalty 10019.863227 = -772196.898196 nChanged 40 SP:Iteration 6Q (2385.060000 sec): 3 clusters Score: Raw -782247.154496 + Penalty 10019.863227 = -772227.291269 nChanged 24 SP:Iteration 7Q (2385.080000 sec): 3 clusters Score: Raw -782269.050170 + Penalty 10019.863227 = -772249.186943 nChanged 20 SP:Iteration 8Q (2385.110000 sec): 3 clusters Score: Raw -782287.321269 + Penalty 10019.863227 = -772267.458042 nChanged 18 SP:Iteration 9Q (2385.140000 sec): 3 clusters Score: Raw -782303.212242 + Penalty 10019.863227 = -772283.349015 nChanged 17 SP:Iteration 10Q (2385.170000 sec): 3 clusters Score: Raw -782315.895552 + Penalty 10019.863227 = -772296.032325 nChanged 17 SP:Iteration 11Q (2385.200000 sec): 3 clusters Score: Raw -782329.006392 + Penalty 10019.863227 = -772309.143165 nChanged 16 SP:Iteration 12Q (2385.230000 sec): 3 clusters Score: Raw -782342.819217 + Penalty 10019.863227 = -772322.955990 nChanged 11 SP:Iteration 13Q (2385.260000 sec): 3 clusters Score: Raw -782351.012953 + Penalty 10019.863227 = -772331.149726 nChanged 4 SP:Iteration 14Q (2385.290000 sec): 3 clusters Score: Raw -782353.141291 + Penalty 10019.863227 = -772333.278064 nChanged 2 SP:Iteration 15Q (2385.320000 sec): 3 clusters Score: Raw -782354.258283 + Penalty 10019.863227 = -772334.395056 nChanged 2 SP:Iteration 16Q (2385.340000 sec): 3 clusters Score: Raw -782355.758118 + Penalty 10019.863227 = -772335.894891 nChanged 2 SP:Iteration 17Q (2385.370000 sec): 3 clusters Score: Raw -782357.526288 + Penalty 10019.863227 = -772337.663061 nChanged 2 SP:Iteration 18Q (2385.400000 sec): 3 clusters Score: Raw -782359.687571 + Penalty 10019.863227 = -772339.824344 nChanged 3 SP:Iteration 19Q (2385.430000 sec): 3 clusters Score: Raw -782361.582426 + Penalty 10019.863227 = -772341.719199 nChanged 5 SP:Iteration 20F (2385.460000 sec): 3 clusters Score: Raw -782366.862222 + Penalty 10019.863227 = -772346.998995 nChanged 5 SP:Iteration 21Q (2385.490000 sec): 3 clusters Score: Raw -782371.010105 + Penalty 10019.863227 = -772351.146878 nChanged 5 SP:Iteration 22Q (2385.520000 sec): 3 clusters Score: Raw -782375.095701 + Penalty 10019.863227 = -772355.232474 nChanged 7 SP:Iteration 23Q (2385.550000 sec): 3 clusters Score: Raw -782379.098890 + Penalty 10019.863227 = -772359.235663 nChanged 3 SP:Iteration 24Q (2385.580000 sec): 3 clusters Score: Raw -782381.447733 + Penalty 10019.863227 = -772361.584506 nChanged 4 SP:Iteration 25Q (2385.600000 sec): 3 clusters Score: Raw -782384.334984 + Penalty 10019.863227 = -772364.471757 nChanged 3 SP:Iteration 26Q (2385.630000 sec): 3 clusters Score: Raw -782387.734066 + Penalty 10019.863227 = -772367.870839 nChanged 2 SP:Iteration 27Q (2385.660000 sec): 3 clusters Score: Raw -782389.108225 + Penalty 10019.863227 = -772369.244998 nChanged 1 SP:Iteration 28Q (2385.690000 sec): 3 clusters Score: Raw -782389.565211 + Penalty 10019.863227 = -772369.701984 nChanged 1 SP:Iteration 29Q (2385.720000 sec): 3 clusters Score: Raw -782390.041126 + Penalty 10019.863227 = -772370.177899 nChanged 0 SP:Iteration 30F (2385.750000 sec): 3 clusters Score: Raw -782390.041126 + Penalty 10019.863227 = -772370.177899 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 9 (593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.760000 sec): 2 clusters Score: Raw -120238.034987 + Penalty 3910.931569 = -116327.103418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2385.760000 sec): 3 clusters Score: Raw -120696.029389 + Penalty 7821.863139 = -112874.166250 nChanged 56 SP:Iteration 1F (2385.770000 sec): 3 clusters Score: Raw -120909.762572 + Penalty 7821.863139 = -113087.899433 nChanged 23 SP:Iteration 2Q (2385.770000 sec): 3 clusters Score: Raw -121026.471997 + Penalty 7821.863139 = -113204.608858 nChanged 15 SP:Iteration 3Q (2385.780000 sec): 3 clusters Score: Raw -121151.650547 + Penalty 7821.863139 = -113329.787408 nChanged 13 SP:Iteration 4Q (2385.780000 sec): 3 clusters Score: Raw -121230.831042 + Penalty 7821.863139 = -113408.967903 nChanged 5 SP:Iteration 5Q (2385.790000 sec): 3 clusters Score: Raw -121251.148761 + Penalty 7821.863139 = -113429.285622 nChanged 3 SP:Iteration 6Q (2385.790000 sec): 3 clusters Score: Raw -121273.731777 + Penalty 7821.863139 = -113451.868639 nChanged 2 SP:Iteration 7Q (2385.800000 sec): 3 clusters Score: Raw -121284.977215 + Penalty 7821.863139 = -113463.114076 nChanged 3 SP:Iteration 8Q (2385.800000 sec): 3 clusters Score: Raw -121310.946968 + Penalty 7821.863139 = -113489.083829 nChanged 1 SP:Iteration 9Q (2385.800000 sec): 3 clusters Score: Raw -121313.089214 + Penalty 7821.863139 = -113491.226075 nChanged 1 SP:Iteration 10Q (2385.810000 sec): 3 clusters Score: Raw -121314.590066 + Penalty 7821.863139 = -113492.726928 nChanged 0 SP:Iteration 11F (2385.820000 sec): 3 clusters Score: Raw -121314.590066 + Penalty 7821.863139 = -113492.726928 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 12 (10455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.890000 sec): 2 clusters Score: Raw -2223439.149234 + Penalty 5668.586812 = -2217770.562421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2385.980000 sec): 3 clusters Score: Raw -2218622.219015 + Penalty 11337.173625 = -2207285.045391 nChanged 3846 SP:Iteration 1F (2386.060000 sec): 3 clusters Score: Raw -2220796.521299 + Penalty 11337.173625 = -2209459.347675 nChanged 774 SP:Iteration 2F (2386.150000 sec): 3 clusters Score: Raw -2221264.137632 + Penalty 11337.173625 = -2209926.964007 nChanged 494 SP:Iteration 3Q (2386.230000 sec): 3 clusters Score: Raw -2221536.656574 + Penalty 11337.173625 = -2210199.482949 nChanged 358 SP:Iteration 4Q (2386.320000 sec): 3 clusters Score: Raw -2221720.683327 + Penalty 11337.173625 = -2210383.509703 nChanged 265 SP:Iteration 5Q (2386.400000 sec): 3 clusters Score: Raw -2221865.560378 + Penalty 11337.173625 = -2210528.386754 nChanged 260 SP:Iteration 6Q (2386.490000 sec): 3 clusters Score: Raw -2222005.619999 + Penalty 11337.173625 = -2210668.446375 nChanged 246 SP:Iteration 7Q (2386.580000 sec): 3 clusters Score: Raw -2222145.216171 + Penalty 11337.173625 = -2210808.042546 nChanged 230 SP:Iteration 8Q (2386.660000 sec): 3 clusters Score: Raw -2222286.418261 + Penalty 11337.173625 = -2210949.244636 nChanged 238 SP:Iteration 9Q (2386.750000 sec): 3 clusters Score: Raw -2222442.479218 + Penalty 11337.173625 = -2211105.305593 nChanged 272 SP:Iteration 10Q (2386.840000 sec): 3 clusters Score: Raw -2222618.537710 + Penalty 11337.173625 = -2211281.364086 nChanged 269 SP:Iteration 11Q (2386.920000 sec): 3 clusters Score: Raw -2222797.696779 + Penalty 11337.173625 = -2211460.523155 nChanged 262 SP:Iteration 12Q (2387.000000 sec): 3 clusters Score: Raw -2222987.083907 + Penalty 11337.173625 = -2211649.910282 nChanged 298 SP:Iteration 13Q (2387.090000 sec): 3 clusters Score: Raw -2223198.759814 + Penalty 11337.173625 = -2211861.586190 nChanged 282 SP:Iteration 14Q (2387.170000 sec): 3 clusters Score: Raw -2223422.158590 + Penalty 11337.173625 = -2212084.984965 nChanged 298 SP:Iteration 15Q (2387.260000 sec): 3 clusters Score: Raw -2223651.457815 + Penalty 11337.173625 = -2212314.284191 nChanged 299 SP:Iteration 16Q (2387.340000 sec): 3 clusters Score: Raw -2223856.037147 + Penalty 11337.173625 = -2212518.863523 nChanged 264 SP:Iteration 17Q (2387.430000 sec): 3 clusters Score: Raw -2224046.239122 + Penalty 11337.173625 = -2212709.065497 nChanged 261 SP:Iteration 18Q (2387.510000 sec): 3 clusters Score: Raw -2224231.643590 + Penalty 11337.173625 = -2212894.469966 nChanged 259 SP:Iteration 19Q (2387.590000 sec): 3 clusters Score: Raw -2224408.380490 + Penalty 11337.173625 = -2213071.206865 nChanged 248 SP:Iteration 20F (2387.680000 sec): 3 clusters Score: Raw -2224576.768429 + Penalty 11337.173625 = -2213239.594805 nChanged 225 SP:Iteration 21Q (2387.760000 sec): 3 clusters Score: Raw -2224723.046869 + Penalty 11337.173625 = -2213385.873245 nChanged 212 SP:Iteration 22Q (2387.840000 sec): 3 clusters Score: Raw -2224859.676496 + Penalty 11337.173625 = -2213522.502871 nChanged 203 SP:Iteration 23Q (2387.920000 sec): 3 clusters Score: Raw -2224975.201047 + Penalty 11337.173625 = -2213638.027423 nChanged 172 SP:Iteration 24Q (2388.000000 sec): 3 clusters Score: Raw -2225067.721293 + Penalty 11337.173625 = -2213730.547668 nChanged 131 SP:Iteration 25Q (2388.080000 sec): 3 clusters Score: Raw -2225146.798093 + Penalty 11337.173625 = -2213809.624468 nChanged 128 SP:Iteration 26Q (2388.160000 sec): 3 clusters Score: Raw -2225215.651088 + Penalty 11337.173625 = -2213878.477464 nChanged 134 SP:Iteration 27Q (2388.240000 sec): 3 clusters Score: Raw -2225289.972008 + Penalty 11337.173625 = -2213952.798384 nChanged 127 SP:Iteration 28Q (2388.320000 sec): 3 clusters Score: Raw -2225354.917257 + Penalty 11337.173625 = -2214017.743632 nChanged 111 SP:Iteration 29Q (2388.400000 sec): 3 clusters Score: Raw -2225412.386048 + Penalty 11337.173625 = -2214075.212423 nChanged 90 SP:Iteration 30Q (2388.480000 sec): 3 clusters Score: Raw -2225453.677354 + Penalty 11337.173625 = -2214116.503729 nChanged 81 SP:Iteration 31Q (2388.560000 sec): 3 clusters Score: Raw -2225492.376831 + Penalty 11337.173625 = -2214155.203206 nChanged 79 SP:Iteration 32Q (2388.640000 sec): 3 clusters Score: Raw -2225527.729667 + Penalty 11337.173625 = -2214190.556043 nChanged 65 SP:Iteration 33Q (2388.720000 sec): 3 clusters Score: Raw -2225556.635232 + Penalty 11337.173625 = -2214219.461607 nChanged 59 SP:Iteration 34Q (2388.800000 sec): 3 clusters Score: Raw -2225583.573634 + Penalty 11337.173625 = -2214246.400010 nChanged 62 SP:Iteration 35Q (2388.880000 sec): 3 clusters Score: Raw -2225610.075074 + Penalty 11337.173625 = -2214272.901450 nChanged 61 SP:Iteration 36Q (2388.960000 sec): 3 clusters Score: Raw -2225636.857257 + Penalty 11337.173625 = -2214299.683632 nChanged 53 SP:Iteration 37Q (2389.040000 sec): 3 clusters Score: Raw -2225661.880236 + Penalty 11337.173625 = -2214324.706611 nChanged 60 SP:Iteration 38Q (2389.120000 sec): 3 clusters Score: Raw -2225693.081165 + Penalty 11337.173625 = -2214355.907541 nChanged 56 SP:Iteration 39Q (2389.200000 sec): 3 clusters Score: Raw -2225722.684454 + Penalty 11337.173625 = -2214385.510829 nChanged 64 SP:Iteration 40F (2389.280000 sec): 3 clusters Score: Raw -2225760.746255 + Penalty 11337.173625 = -2214423.572630 nChanged 65 SP:Iteration 41Q (2389.360000 sec): 3 clusters Score: Raw -2225805.192539 + Penalty 11337.173625 = -2214468.018915 nChanged 69 SP:Iteration 42Q (2389.440000 sec): 3 clusters Score: Raw -2225847.703820 + Penalty 11337.173625 = -2214510.530195 nChanged 81 SP:Iteration 43Q (2389.520000 sec): 3 clusters Score: Raw -2225893.256149 + Penalty 11337.173625 = -2214556.082524 nChanged 86 SP:Iteration 44Q (2389.600000 sec): 3 clusters Score: Raw -2225944.065675 + Penalty 11337.173625 = -2214606.892050 nChanged 88 SP:Iteration 45Q (2389.680000 sec): 3 clusters Score: Raw -2226004.730791 + Penalty 11337.173625 = -2214667.557166 nChanged 109 SP:Iteration 46Q (2389.760000 sec): 3 clusters Score: Raw -2226092.673359 + Penalty 11337.173625 = -2214755.499734 nChanged 117 SP:Iteration 47Q (2389.830000 sec): 3 clusters Score: Raw -2226225.993498 + Penalty 11337.173625 = -2214888.819873 nChanged 152 SP:Iteration 48Q (2389.910000 sec): 3 clusters Score: Raw -2226427.707637 + Penalty 11337.173625 = -2215090.534013 nChanged 157 SP:Iteration 49Q (2389.990000 sec): 3 clusters Score: Raw -2226611.938516 + Penalty 11337.173625 = -2215274.764891 nChanged 143 SP:Iteration 50Q (2390.060000 sec): 3 clusters Score: Raw -2226761.853314 + Penalty 11337.173625 = -2215424.679689 nChanged 118 SP:Iteration 51Q (2390.140000 sec): 3 clusters Score: Raw -2226864.783798 + Penalty 11337.173625 = -2215527.610174 nChanged 97 SP:Iteration 52Q (2390.220000 sec): 3 clusters Score: Raw -2226933.326352 + Penalty 11337.173625 = -2215596.152728 nChanged 59 SP:Iteration 53Q (2390.290000 sec): 3 clusters Score: Raw -2226973.095129 + Penalty 11337.173625 = -2215635.921505 nChanged 48 SP:Iteration 54Q (2390.360000 sec): 3 clusters Score: Raw -2227000.004949 + Penalty 11337.173625 = -2215662.831324 nChanged 30 SP:Iteration 55Q (2390.440000 sec): 3 clusters Score: Raw -2227016.101229 + Penalty 11337.173625 = -2215678.927604 nChanged 27 SP:Iteration 56Q (2390.510000 sec): 3 clusters Score: Raw -2227028.411656 + Penalty 11337.173625 = -2215691.238031 nChanged 14 SP:Iteration 57Q (2390.580000 sec): 3 clusters Score: Raw -2227034.574507 + Penalty 11337.173625 = -2215697.400883 nChanged 8 SP:Iteration 58Q (2390.650000 sec): 3 clusters Score: Raw -2227038.649053 + Penalty 11337.173625 = -2215701.475429 nChanged 6 SP:Iteration 59Q (2390.720000 sec): 3 clusters Score: Raw -2227040.980338 + Penalty 11337.173625 = -2215703.806714 nChanged 4 SP:Iteration 60F (2390.810000 sec): 3 clusters Score: Raw -2227042.122142 + Penalty 11337.173625 = -2215704.948518 nChanged 3 SP:Iteration 61Q (2390.880000 sec): 3 clusters Score: Raw -2227043.396924 + Penalty 11337.173625 = -2215706.223299 nChanged 4 SP:Iteration 62Q (2390.950000 sec): 3 clusters Score: Raw -2227045.874308 + Penalty 11337.173625 = -2215708.700684 nChanged 3 SP:Iteration 63Q (2391.020000 sec): 3 clusters Score: Raw -2227046.749756 + Penalty 11337.173625 = -2215709.576131 nChanged 3 SP:Iteration 64Q (2391.100000 sec): 3 clusters Score: Raw -2227047.629336 + Penalty 11337.173625 = -2215710.455712 nChanged 3 SP:Iteration 65Q (2391.170000 sec): 3 clusters Score: Raw -2227048.676896 + Penalty 11337.173625 = -2215711.503272 nChanged 0 SP:Iteration 66F (2391.260000 sec): 3 clusters Score: Raw -2227048.676896 + Penalty 11337.173625 = -2215711.503272 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 13 (4822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2391.290000 sec): 2 clusters Score: Raw -1038366.769716 + Penalty 5194.578236 = -1033172.191480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2391.330000 sec): 3 clusters Score: Raw -1036641.924646 + Penalty 10389.156472 = -1026252.768174 nChanged 1535 SP:Iteration 1F (2391.370000 sec): 3 clusters Score: Raw -1037699.507479 + Penalty 10389.156472 = -1027310.351007 nChanged 319 SP:Iteration 2F (2391.410000 sec): 3 clusters Score: Raw -1037964.300393 + Penalty 10389.156472 = -1027575.143921 nChanged 183 SP:Iteration 3Q (2391.450000 sec): 3 clusters Score: Raw -1038115.859941 + Penalty 10389.156472 = -1027726.703469 nChanged 116 SP:Iteration 4Q (2391.490000 sec): 3 clusters Score: Raw -1038197.882523 + Penalty 10389.156472 = -1027808.726051 nChanged 82 SP:Iteration 5Q (2391.530000 sec): 3 clusters Score: Raw -1038252.648451 + Penalty 10389.156472 = -1027863.491979 nChanged 52 SP:Iteration 6Q (2391.560000 sec): 3 clusters Score: Raw -1038289.205857 + Penalty 10389.156472 = -1027900.049385 nChanged 50 SP:Iteration 7Q (2391.600000 sec): 3 clusters Score: Raw -1038321.668592 + Penalty 10389.156472 = -1027932.512120 nChanged 31 SP:Iteration 8Q (2391.640000 sec): 3 clusters Score: Raw -1038340.078759 + Penalty 10389.156472 = -1027950.922287 nChanged 20 SP:Iteration 9Q (2391.680000 sec): 3 clusters Score: Raw -1038356.255990 + Penalty 10389.156472 = -1027967.099518 nChanged 26 SP:Iteration 10Q (2391.720000 sec): 3 clusters Score: Raw -1038374.680437 + Penalty 10389.156472 = -1027985.523965 nChanged 19 SP:Iteration 11Q (2391.760000 sec): 3 clusters Score: Raw -1038388.231100 + Penalty 10389.156472 = -1027999.074628 nChanged 13 SP:Iteration 12Q (2391.800000 sec): 3 clusters Score: Raw -1038396.699543 + Penalty 10389.156472 = -1028007.543071 nChanged 13 SP:Iteration 13Q (2391.840000 sec): 3 clusters Score: Raw -1038406.218972 + Penalty 10389.156472 = -1028017.062500 nChanged 10 SP:Iteration 14Q (2391.880000 sec): 3 clusters Score: Raw -1038411.006072 + Penalty 10389.156472 = -1028021.849600 nChanged 9 SP:Iteration 15Q (2391.920000 sec): 3 clusters Score: Raw -1038414.688078 + Penalty 10389.156472 = -1028025.531606 nChanged 11 SP:Iteration 16Q (2391.960000 sec): 3 clusters Score: Raw -1038420.916560 + Penalty 10389.156472 = -1028031.760088 nChanged 8 SP:Iteration 17Q (2392.000000 sec): 3 clusters Score: Raw -1038425.630297 + Penalty 10389.156472 = -1028036.473825 nChanged 9 SP:Iteration 18Q (2392.030000 sec): 3 clusters Score: Raw -1038431.972474 + Penalty 10389.156472 = -1028042.816002 nChanged 14 SP:Iteration 19Q (2392.070000 sec): 3 clusters Score: Raw -1038439.562041 + Penalty 10389.156472 = -1028050.405569 nChanged 6 SP:Iteration 20F (2392.110000 sec): 3 clusters Score: Raw -1038442.949911 + Penalty 10389.156472 = -1028053.793439 nChanged 5 SP:Iteration 21Q (2392.150000 sec): 3 clusters Score: Raw -1038445.948388 + Penalty 10389.156472 = -1028056.791916 nChanged 4 SP:Iteration 22Q (2392.190000 sec): 3 clusters Score: Raw -1038447.884250 + Penalty 10389.156472 = -1028058.727778 nChanged 2 SP:Iteration 23Q (2392.230000 sec): 3 clusters Score: Raw -1038449.523824 + Penalty 10389.156472 = -1028060.367352 nChanged 2 SP:Iteration 24Q (2392.270000 sec): 3 clusters Score: Raw -1038451.388104 + Penalty 10389.156472 = -1028062.231632 nChanged 4 SP:Iteration 25Q (2392.310000 sec): 3 clusters Score: Raw -1038453.938813 + Penalty 10389.156472 = -1028064.782341 nChanged 4 SP:Iteration 26Q (2392.340000 sec): 3 clusters Score: Raw -1038455.501027 + Penalty 10389.156472 = -1028066.344555 nChanged 1 SP:Iteration 27Q (2392.380000 sec): 3 clusters Score: Raw -1038455.803296 + Penalty 10389.156472 = -1028066.646824 nChanged 0 SP:Iteration 28F (2392.420000 sec): 3 clusters Score: Raw -1038455.803296 + Penalty 10389.156472 = -1028066.646824 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 14 (9401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2392.490000 sec): 2 clusters Score: Raw -2004101.807660 + Penalty 5603.499949 = -1998498.307711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2392.560000 sec): 3 clusters Score: Raw -1999786.202003 + Penalty 11206.999898 = -1988579.202105 nChanged 3452 SP:Iteration 1F (2392.640000 sec): 3 clusters Score: Raw -2001886.903826 + Penalty 11206.999898 = -1990679.903928 nChanged 727 SP:Iteration 2F (2392.720000 sec): 3 clusters Score: Raw -2002353.832294 + Penalty 11206.999898 = -1991146.832396 nChanged 439 SP:Iteration 3Q (2392.790000 sec): 3 clusters Score: Raw -2002604.495899 + Penalty 11206.999898 = -1991397.496001 nChanged 308 SP:Iteration 4Q (2392.870000 sec): 3 clusters Score: Raw -2002774.755188 + Penalty 11206.999898 = -1991567.755290 nChanged 213 SP:Iteration 5Q (2392.940000 sec): 3 clusters Score: Raw -2002891.218668 + Penalty 11206.999898 = -1991684.218770 nChanged 175 SP:Iteration 6Q (2393.020000 sec): 3 clusters Score: Raw -2002980.569451 + Penalty 11206.999898 = -1991773.569553 nChanged 163 SP:Iteration 7Q (2393.100000 sec): 3 clusters Score: Raw -2003059.121847 + Penalty 11206.999898 = -1991852.121948 nChanged 136 SP:Iteration 8Q (2393.170000 sec): 3 clusters Score: Raw -2003122.366784 + Penalty 11206.999898 = -1991915.366886 nChanged 123 SP:Iteration 9Q (2393.250000 sec): 3 clusters Score: Raw -2003176.094803 + Penalty 11206.999898 = -1991969.094904 nChanged 109 SP:Iteration 10Q (2393.320000 sec): 3 clusters Score: Raw -2003223.950984 + Penalty 11206.999898 = -1992016.951085 nChanged 110 SP:Iteration 11Q (2393.400000 sec): 3 clusters Score: Raw -2003273.465247 + Penalty 11206.999898 = -1992066.465349 nChanged 117 SP:Iteration 12Q (2393.480000 sec): 3 clusters Score: Raw -2003326.473169 + Penalty 11206.999898 = -1992119.473271 nChanged 102 SP:Iteration 13Q (2393.550000 sec): 3 clusters Score: Raw -2003373.472292 + Penalty 11206.999898 = -1992166.472394 nChanged 93 SP:Iteration 14Q (2393.630000 sec): 3 clusters Score: Raw -2003416.247861 + Penalty 11206.999898 = -1992209.247962 nChanged 84 SP:Iteration 15Q (2393.700000 sec): 3 clusters Score: Raw -2003451.557084 + Penalty 11206.999898 = -1992244.557186 nChanged 75 SP:Iteration 16Q (2393.780000 sec): 3 clusters Score: Raw -2003483.710073 + Penalty 11206.999898 = -1992276.710175 nChanged 69 SP:Iteration 17Q (2393.850000 sec): 3 clusters Score: Raw -2003511.921886 + Penalty 11206.999898 = -1992304.921988 nChanged 59 SP:Iteration 18Q (2393.930000 sec): 3 clusters Score: Raw -2003538.655708 + Penalty 11206.999898 = -1992331.655810 nChanged 66 SP:Iteration 19Q (2394.000000 sec): 3 clusters Score: Raw -2003569.096119 + Penalty 11206.999898 = -1992362.096220 nChanged 68 SP:Iteration 20F (2394.080000 sec): 3 clusters Score: Raw -2003597.517312 + Penalty 11206.999898 = -1992390.517414 nChanged 65 SP:Iteration 21Q (2394.160000 sec): 3 clusters Score: Raw -2003626.989749 + Penalty 11206.999898 = -1992419.989851 nChanged 74 SP:Iteration 22Q (2394.230000 sec): 3 clusters Score: Raw -2003664.329240 + Penalty 11206.999898 = -1992457.329342 nChanged 82 SP:Iteration 23Q (2394.310000 sec): 3 clusters Score: Raw -2003701.060374 + Penalty 11206.999898 = -1992494.060476 nChanged 79 SP:Iteration 24Q (2394.380000 sec): 3 clusters Score: Raw -2003741.505583 + Penalty 11206.999898 = -1992534.505685 nChanged 83 SP:Iteration 25Q (2394.460000 sec): 3 clusters Score: Raw -2003782.362174 + Penalty 11206.999898 = -1992575.362276 nChanged 88 SP:Iteration 26Q (2394.530000 sec): 3 clusters Score: Raw -2003826.903798 + Penalty 11206.999898 = -1992619.903900 nChanged 82 SP:Iteration 27Q (2394.610000 sec): 3 clusters Score: Raw -2003869.453761 + Penalty 11206.999898 = -1992662.453863 nChanged 92 SP:Iteration 28Q (2394.680000 sec): 3 clusters Score: Raw -2003913.948353 + Penalty 11206.999898 = -1992706.948455 nChanged 73 SP:Iteration 29Q (2394.760000 sec): 3 clusters Score: Raw -2003952.721486 + Penalty 11206.999898 = -1992745.721588 nChanged 85 SP:Iteration 30Q (2394.830000 sec): 3 clusters Score: Raw -2004002.774929 + Penalty 11206.999898 = -1992795.775030 nChanged 92 SP:Iteration 31Q (2394.910000 sec): 3 clusters Score: Raw -2004061.394796 + Penalty 11206.999898 = -1992854.394898 nChanged 103 SP:Iteration 32Q (2394.980000 sec): 3 clusters Score: Raw -2004120.533915 + Penalty 11206.999898 = -1992913.534016 nChanged 96 SP:Iteration 33Q (2395.060000 sec): 3 clusters Score: Raw -2004180.048831 + Penalty 11206.999898 = -1992973.048933 nChanged 109 SP:Iteration 34Q (2395.130000 sec): 3 clusters Score: Raw -2004244.761907 + Penalty 11206.999898 = -1993037.762008 nChanged 93 SP:Iteration 35Q (2395.200000 sec): 3 clusters Score: Raw -2004308.363890 + Penalty 11206.999898 = -1993101.363991 nChanged 97 SP:Iteration 36Q (2395.280000 sec): 3 clusters Score: Raw -2004370.769048 + Penalty 11206.999898 = -1993163.769150 nChanged 88 SP:Iteration 37Q (2395.350000 sec): 3 clusters Score: Raw -2004428.211560 + Penalty 11206.999898 = -1993221.211662 nChanged 97 SP:Iteration 38Q (2395.420000 sec): 3 clusters Score: Raw -2004489.940267 + Penalty 11206.999898 = -1993282.940368 nChanged 91 SP:Iteration 39Q (2395.500000 sec): 3 clusters Score: Raw -2004547.954307 + Penalty 11206.999898 = -1993340.954409 nChanged 98 SP:Iteration 40F (2395.570000 sec): 3 clusters Score: Raw -2004613.221227 + Penalty 11206.999898 = -1993406.221329 nChanged 92 SP:Iteration 41Q (2395.640000 sec): 3 clusters Score: Raw -2004674.434940 + Penalty 11206.999898 = -1993467.435042 nChanged 83 SP:Iteration 42Q (2395.710000 sec): 3 clusters Score: Raw -2004740.180152 + Penalty 11206.999898 = -1993533.180254 nChanged 105 SP:Iteration 43Q (2395.780000 sec): 3 clusters Score: Raw -2004822.040168 + Penalty 11206.999898 = -1993615.040269 nChanged 103 SP:Iteration 44Q (2395.860000 sec): 3 clusters Score: Raw -2004907.923698 + Penalty 11206.999898 = -1993700.923800 nChanged 96 SP:Iteration 45Q (2395.920000 sec): 3 clusters Score: Raw -2004988.859827 + Penalty 11206.999898 = -1993781.859928 nChanged 96 SP:Iteration 46Q (2396.000000 sec): 3 clusters Score: Raw -2005072.825770 + Penalty 11206.999898 = -1993865.825872 nChanged 85 SP:Iteration 47Q (2396.060000 sec): 3 clusters Score: Raw -2005146.604322 + Penalty 11206.999898 = -1993939.604424 nChanged 87 SP:Iteration 48Q (2396.130000 sec): 3 clusters Score: Raw -2005223.087518 + Penalty 11206.999898 = -1994016.087619 nChanged 74 SP:Iteration 49Q (2396.200000 sec): 3 clusters Score: Raw -2005287.816770 + Penalty 11206.999898 = -1994080.816872 nChanged 68 SP:Iteration 50Q (2396.270000 sec): 3 clusters Score: Raw -2005355.137358 + Penalty 11206.999898 = -1994148.137459 nChanged 71 SP:Iteration 51Q (2396.330000 sec): 3 clusters Score: Raw -2005424.093448 + Penalty 11206.999898 = -1994217.093550 nChanged 64 SP:Iteration 52Q (2396.400000 sec): 3 clusters Score: Raw -2005488.480519 + Penalty 11206.999898 = -1994281.480621 nChanged 53 SP:Iteration 53Q (2396.470000 sec): 3 clusters Score: Raw -2005544.793220 + Penalty 11206.999898 = -1994337.793321 nChanged 47 SP:Iteration 54Q (2396.530000 sec): 3 clusters Score: Raw -2005591.627016 + Penalty 11206.999898 = -1994384.627118 nChanged 42 SP:Iteration 55Q (2396.600000 sec): 3 clusters Score: Raw -2005635.597461 + Penalty 11206.999898 = -1994428.597563 nChanged 41 SP:Iteration 56Q (2396.660000 sec): 3 clusters Score: Raw -2005676.736357 + Penalty 11206.999898 = -1994469.736459 nChanged 38 SP:Iteration 57Q (2396.720000 sec): 3 clusters Score: Raw -2005717.728846 + Penalty 11206.999898 = -1994510.728947 nChanged 38 SP:Iteration 58Q (2396.790000 sec): 3 clusters Score: Raw -2005764.685647 + Penalty 11206.999898 = -1994557.685748 nChanged 39 SP:Iteration 59Q (2396.850000 sec): 3 clusters Score: Raw -2005804.638607 + Penalty 11206.999898 = -1994597.638708 nChanged 30 SP:Iteration 60F (2396.920000 sec): 3 clusters Score: Raw -2005855.142341 + Penalty 11206.999898 = -1994648.142443 nChanged 32 SP:Iteration 61Q (2396.990000 sec): 3 clusters Score: Raw -2005900.862089 + Penalty 11206.999898 = -1994693.862191 nChanged 33 SP:Iteration 62Q (2397.050000 sec): 3 clusters Score: Raw -2005935.946218 + Penalty 11206.999898 = -1994728.946319 nChanged 31 SP:Iteration 63Q (2397.110000 sec): 3 clusters Score: Raw -2005968.622293 + Penalty 11206.999898 = -1994761.622395 nChanged 20 SP:Iteration 64Q (2397.170000 sec): 3 clusters Score: Raw -2005991.070045 + Penalty 11206.999898 = -1994784.070146 nChanged 11 SP:Iteration 65Q (2397.230000 sec): 3 clusters Score: Raw -2006002.011183 + Penalty 11206.999898 = -1994795.011285 nChanged 3 SP:Iteration 66Q (2397.290000 sec): 3 clusters Score: Raw -2006005.887281 + Penalty 11206.999898 = -1994798.887383 nChanged 6 SP:Iteration 67Q (2397.360000 sec): 3 clusters Score: Raw -2006010.341843 + Penalty 11206.999898 = -1994803.341945 nChanged 6 SP:Iteration 68Q (2397.420000 sec): 3 clusters Score: Raw -2006016.337166 + Penalty 11206.999898 = -1994809.337267 nChanged 1 SP:Iteration 69Q (2397.480000 sec): 3 clusters Score: Raw -2006017.031906 + Penalty 11206.999898 = -1994810.032007 nChanged 1 SP:Iteration 70Q (2397.550000 sec): 3 clusters Score: Raw -2006018.265686 + Penalty 11206.999898 = -1994811.265787 nChanged 3 SP:Iteration 71Q (2397.610000 sec): 3 clusters Score: Raw -2006020.836955 + Penalty 11206.999898 = -1994813.837056 nChanged 4 SP:Iteration 72Q (2397.670000 sec): 3 clusters Score: Raw -2006026.360159 + Penalty 11206.999898 = -1994819.360261 nChanged 9 SP:Iteration 73Q (2397.730000 sec): 3 clusters Score: Raw -2006036.727868 + Penalty 11206.999898 = -1994829.727970 nChanged 11 SP:Iteration 74Q (2397.790000 sec): 3 clusters Score: Raw -2006045.511662 + Penalty 11206.999898 = -1994838.511763 nChanged 5 SP:Iteration 75Q (2397.850000 sec): 3 clusters Score: Raw -2006053.617436 + Penalty 11206.999898 = -1994846.617538 nChanged 7 SP:Iteration 76Q (2397.910000 sec): 3 clusters Score: Raw -2006061.200163 + Penalty 11206.999898 = -1994854.200264 nChanged 10 SP:Iteration 77Q (2397.970000 sec): 3 clusters Score: Raw -2006071.123534 + Penalty 11206.999898 = -1994864.123635 nChanged 5 SP:Iteration 78Q (2398.030000 sec): 3 clusters Score: Raw -2006076.049882 + Penalty 11206.999898 = -1994869.049984 nChanged 1 SP:Iteration 79Q (2398.090000 sec): 3 clusters Score: Raw -2006076.883854 + Penalty 11206.999898 = -1994869.883955 nChanged 0 SP:Iteration 80F (2398.170000 sec): 3 clusters Score: Raw -2006076.883854 + Penalty 11206.999898 = -1994869.883955 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 15 (22715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2398.330000 sec): 2 clusters Score: Raw -4770107.712350 + Penalty 6143.853227 = -4763963.859124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2398.520000 sec): 3 clusters Score: Raw -4758042.948000 + Penalty 12287.706453 = -4745755.241547 nChanged 9357 SP:Iteration 1F (2398.710000 sec): 3 clusters Score: Raw -4763186.946054 + Penalty 12287.706453 = -4750899.239601 nChanged 1509 SP:Iteration 2F (2398.900000 sec): 3 clusters Score: Raw -4763962.766526 + Penalty 12287.706453 = -4751675.060073 nChanged 1208 SP:Iteration 3F (2399.090000 sec): 3 clusters Score: Raw -4764566.317848 + Penalty 12287.706453 = -4752278.611395 nChanged 1069 SP:Iteration 4Q (2399.280000 sec): 3 clusters Score: Raw -4765157.859340 + Penalty 12287.706453 = -4752870.152887 nChanged 1061 SP:Iteration 5Q (2399.480000 sec): 3 clusters Score: Raw -4765835.297490 + Penalty 12287.706453 = -4753547.591036 nChanged 1077 SP:Iteration 6Q (2399.670000 sec): 3 clusters Score: Raw -4766602.307162 + Penalty 12287.706453 = -4754314.600709 nChanged 1206 SP:Iteration 7F (2399.860000 sec): 3 clusters Score: Raw -4767526.418567 + Penalty 12287.706453 = -4755238.712114 nChanged 1251 SP:Iteration 8F (2400.050000 sec): 3 clusters Score: Raw -4768540.906748 + Penalty 12287.706453 = -4756253.200295 nChanged 1306 SP:Iteration 9F (2400.240000 sec): 3 clusters Score: Raw -4769581.472951 + Penalty 12287.706453 = -4757293.766498 nChanged 1176 SP:Iteration 10F (2400.430000 sec): 3 clusters Score: Raw -4770348.410915 + Penalty 12287.706453 = -4758060.704461 nChanged 986 SP:Iteration 11Q (2400.620000 sec): 3 clusters Score: Raw -4770904.592900 + Penalty 12287.706453 = -4758616.886447 nChanged 812 SP:Iteration 12Q (2400.810000 sec): 3 clusters Score: Raw -4771343.284777 + Penalty 12287.706453 = -4759055.578324 nChanged 669 SP:Iteration 13Q (2401.000000 sec): 3 clusters Score: Raw -4771696.390404 + Penalty 12287.706453 = -4759408.683951 nChanged 628 SP:Iteration 14Q (2401.190000 sec): 3 clusters Score: Raw -4772025.189522 + Penalty 12287.706453 = -4759737.483069 nChanged 573 SP:Iteration 15Q (2401.380000 sec): 3 clusters Score: Raw -4772309.068627 + Penalty 12287.706453 = -4760021.362173 nChanged 474 SP:Iteration 16Q (2401.560000 sec): 3 clusters Score: Raw -4772534.268899 + Penalty 12287.706453 = -4760246.562445 nChanged 436 SP:Iteration 17Q (2401.750000 sec): 3 clusters Score: Raw -4772757.043746 + Penalty 12287.706453 = -4760469.337293 nChanged 416 SP:Iteration 18Q (2401.940000 sec): 3 clusters Score: Raw -4772967.141649 + Penalty 12287.706453 = -4760679.435196 nChanged 367 SP:Iteration 19Q (2402.130000 sec): 3 clusters Score: Raw -4773152.789908 + Penalty 12287.706453 = -4760865.083455 nChanged 342 SP:Iteration 20F (2402.320000 sec): 3 clusters Score: Raw -4773332.544054 + Penalty 12287.706453 = -4761044.837600 nChanged 322 SP:Iteration 21Q (2402.500000 sec): 3 clusters Score: Raw -4773500.754291 + Penalty 12287.706453 = -4761213.047837 nChanged 273 SP:Iteration 22Q (2402.690000 sec): 3 clusters Score: Raw -4773639.476542 + Penalty 12287.706453 = -4761351.770089 nChanged 233 SP:Iteration 23Q (2402.880000 sec): 3 clusters Score: Raw -4773756.585314 + Penalty 12287.706453 = -4761468.878861 nChanged 213 SP:Iteration 24Q (2403.060000 sec): 3 clusters Score: Raw -4773863.415584 + Penalty 12287.706453 = -4761575.709130 nChanged 177 SP:Iteration 25Q (2403.240000 sec): 3 clusters Score: Raw -4773953.992228 + Penalty 12287.706453 = -4761666.285774 nChanged 145 SP:Iteration 26Q (2403.420000 sec): 3 clusters Score: Raw -4774029.769816 + Penalty 12287.706453 = -4761742.063362 nChanged 115 SP:Iteration 27Q (2403.600000 sec): 3 clusters Score: Raw -4774083.792764 + Penalty 12287.706453 = -4761796.086311 nChanged 105 SP:Iteration 28Q (2403.780000 sec): 3 clusters Score: Raw -4774138.793526 + Penalty 12287.706453 = -4761851.087073 nChanged 93 SP:Iteration 29Q (2403.960000 sec): 3 clusters Score: Raw -4774181.186017 + Penalty 12287.706453 = -4761893.479564 nChanged 65 SP:Iteration 30Q (2404.140000 sec): 3 clusters Score: Raw -4774212.188527 + Penalty 12287.706453 = -4761924.482074 nChanged 45 SP:Iteration 31Q (2404.310000 sec): 3 clusters Score: Raw -4774235.130671 + Penalty 12287.706453 = -4761947.424218 nChanged 48 SP:Iteration 32Q (2404.480000 sec): 3 clusters Score: Raw -4774255.886672 + Penalty 12287.706453 = -4761968.180218 nChanged 33 SP:Iteration 33Q (2404.660000 sec): 3 clusters Score: Raw -4774270.494542 + Penalty 12287.706453 = -4761982.788089 nChanged 24 SP:Iteration 34Q (2404.830000 sec): 3 clusters Score: Raw -4774280.086551 + Penalty 12287.706453 = -4761992.380098 nChanged 14 SP:Iteration 35Q (2405.000000 sec): 3 clusters Score: Raw -4774285.638540 + Penalty 12287.706453 = -4761997.932087 nChanged 15 SP:Iteration 36Q (2405.180000 sec): 3 clusters Score: Raw -4774290.409832 + Penalty 12287.706453 = -4762002.703378 nChanged 18 SP:Iteration 37Q (2405.350000 sec): 3 clusters Score: Raw -4774297.633725 + Penalty 12287.706453 = -4762009.927272 nChanged 12 SP:Iteration 38Q (2405.520000 sec): 3 clusters Score: Raw -4774302.946284 + Penalty 12287.706453 = -4762015.239830 nChanged 15 SP:Iteration 39Q (2405.690000 sec): 3 clusters Score: Raw -4774309.522934 + Penalty 12287.706453 = -4762021.816480 nChanged 18 SP:Iteration 40F (2405.880000 sec): 3 clusters Score: Raw -4774315.817390 + Penalty 12287.706453 = -4762028.110937 nChanged 14 SP:Iteration 41Q (2406.050000 sec): 3 clusters Score: Raw -4774321.007025 + Penalty 12287.706453 = -4762033.300572 nChanged 7 SP:Iteration 42Q (2406.220000 sec): 3 clusters Score: Raw -4774324.152431 + Penalty 12287.706453 = -4762036.445978 nChanged 4 SP:Iteration 43Q (2406.400000 sec): 3 clusters Score: Raw -4774326.028753 + Penalty 12287.706453 = -4762038.322299 nChanged 3 SP:Iteration 44Q (2406.570000 sec): 3 clusters Score: Raw -4774326.800374 + Penalty 12287.706453 = -4762039.093920 nChanged 1 SP:Iteration 45Q (2406.740000 sec): 3 clusters Score: Raw -4774327.012225 + Penalty 12287.706453 = -4762039.305771 nChanged 1 SP:Iteration 46Q (2406.910000 sec): 3 clusters Score: Raw -4774327.486028 + Penalty 12287.706453 = -4762039.779575 nChanged 0 SP:Iteration 47F (2407.100000 sec): 3 clusters Score: Raw -4774327.486028 + Penalty 12287.706453 = -4762039.779575 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 16 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2407.120000 sec): 2 clusters Score: Raw -140575.626318 + Penalty 3984.792737 = -136590.833581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2407.130000 sec): 3 clusters Score: Raw -140917.105883 + Penalty 7969.585474 = -132947.520409 nChanged 77 SP:Iteration 1F (2407.130000 sec): 3 clusters Score: Raw -141169.248768 + Penalty 7969.585474 = -133199.663294 nChanged 17 SP:Iteration 2Q (2407.140000 sec): 3 clusters Score: Raw -141237.085452 + Penalty 7969.585474 = -133267.499978 nChanged 3 SP:Iteration 3Q (2407.140000 sec): 3 clusters Score: Raw -141248.189571 + Penalty 7969.585474 = -133278.604097 nChanged 3 SP:Iteration 4Q (2407.150000 sec): 3 clusters Score: Raw -141265.872919 + Penalty 7969.585474 = -133296.287446 nChanged 1 SP:Iteration 5Q (2407.150000 sec): 3 clusters Score: Raw -141269.844200 + Penalty 7969.585474 = -133300.258726 nChanged 0 SP:Iteration 6F (2407.160000 sec): 3 clusters Score: Raw -141269.844200 + Penalty 7969.585474 = -133300.258726 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 17 (15625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2407.280000 sec): 2 clusters Score: Raw -3358631.867973 + Penalty 5914.684328 = -3352717.183645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2407.410000 sec): 3 clusters Score: Raw -3350677.280070 + Penalty 11829.368656 = -3338847.911413 nChanged 6203 SP:Iteration 1F (2407.540000 sec): 3 clusters Score: Raw -3354155.321277 + Penalty 11829.368656 = -3342325.952621 nChanged 1144 SP:Iteration 2F (2407.670000 sec): 3 clusters Score: Raw -3354922.057275 + Penalty 11829.368656 = -3343092.688618 nChanged 870 SP:Iteration 3F (2407.800000 sec): 3 clusters Score: Raw -3355490.940339 + Penalty 11829.368656 = -3343661.571683 nChanged 788 SP:Iteration 4F (2407.930000 sec): 3 clusters Score: Raw -3355992.522155 + Penalty 11829.368656 = -3344163.153499 nChanged 778 SP:Iteration 5Q (2408.060000 sec): 3 clusters Score: Raw -3356487.291384 + Penalty 11829.368656 = -3344657.922728 nChanged 747 SP:Iteration 6Q (2408.190000 sec): 3 clusters Score: Raw -3357004.849826 + Penalty 11829.368656 = -3345175.481169 nChanged 746 SP:Iteration 7Q (2408.320000 sec): 3 clusters Score: Raw -3357554.414468 + Penalty 11829.368656 = -3345725.045812 nChanged 734 SP:Iteration 8Q (2408.440000 sec): 3 clusters Score: Raw -3358115.949415 + Penalty 11829.368656 = -3346286.580758 nChanged 685 SP:Iteration 9Q (2408.570000 sec): 3 clusters Score: Raw -3358636.612544 + Penalty 11829.368656 = -3346807.243888 nChanged 630 SP:Iteration 10Q (2408.700000 sec): 3 clusters Score: Raw -3359114.511412 + Penalty 11829.368656 = -3347285.142755 nChanged 530 SP:Iteration 11Q (2408.830000 sec): 3 clusters Score: Raw -3359529.782644 + Penalty 11829.368656 = -3347700.413988 nChanged 467 SP:Iteration 12Q (2408.960000 sec): 3 clusters Score: Raw -3359874.390068 + Penalty 11829.368656 = -3348045.021411 nChanged 383 SP:Iteration 13Q (2409.080000 sec): 3 clusters Score: Raw -3360131.879764 + Penalty 11829.368656 = -3348302.511107 nChanged 301 SP:Iteration 14Q (2409.210000 sec): 3 clusters Score: Raw -3360317.726778 + Penalty 11829.368656 = -3348488.358121 nChanged 234 SP:Iteration 15Q (2409.340000 sec): 3 clusters Score: Raw -3360462.819989 + Penalty 11829.368656 = -3348633.451332 nChanged 217 SP:Iteration 16Q (2409.460000 sec): 3 clusters Score: Raw -3360580.671241 + Penalty 11829.368656 = -3348751.302584 nChanged 178 SP:Iteration 17Q (2409.580000 sec): 3 clusters Score: Raw -3360677.117917 + Penalty 11829.368656 = -3348847.749261 nChanged 137 SP:Iteration 18Q (2409.700000 sec): 3 clusters Score: Raw -3360742.706359 + Penalty 11829.368656 = -3348913.337703 nChanged 103 SP:Iteration 19Q (2409.830000 sec): 3 clusters Score: Raw -3360788.098183 + Penalty 11829.368656 = -3348958.729527 nChanged 93 SP:Iteration 20F (2409.960000 sec): 3 clusters Score: Raw -3360830.145343 + Penalty 11829.368656 = -3349000.776687 nChanged 93 SP:Iteration 21Q (2410.080000 sec): 3 clusters Score: Raw -3360870.775771 + Penalty 11829.368656 = -3349041.407114 nChanged 88 SP:Iteration 22Q (2410.200000 sec): 3 clusters Score: Raw -3360905.267973 + Penalty 11829.368656 = -3349075.899316 nChanged 80 SP:Iteration 23Q (2410.320000 sec): 3 clusters Score: Raw -3360937.551605 + Penalty 11829.368656 = -3349108.182949 nChanged 59 SP:Iteration 24Q (2410.440000 sec): 3 clusters Score: Raw -3360958.910360 + Penalty 11829.368656 = -3349129.541704 nChanged 54 SP:Iteration 25Q (2410.560000 sec): 3 clusters Score: Raw -3360978.179864 + Penalty 11829.368656 = -3349148.811208 nChanged 34 SP:Iteration 26Q (2410.680000 sec): 3 clusters Score: Raw -3360989.776866 + Penalty 11829.368656 = -3349160.408210 nChanged 31 SP:Iteration 27Q (2410.800000 sec): 3 clusters Score: Raw -3360999.799888 + Penalty 11829.368656 = -3349170.431231 nChanged 24 SP:Iteration 28Q (2410.910000 sec): 3 clusters Score: Raw -3361007.289843 + Penalty 11829.368656 = -3349177.921186 nChanged 21 SP:Iteration 29Q (2411.030000 sec): 3 clusters Score: Raw -3361014.710941 + Penalty 11829.368656 = -3349185.342285 nChanged 26 SP:Iteration 30Q (2411.150000 sec): 3 clusters Score: Raw -3361022.191205 + Penalty 11829.368656 = -3349192.822548 nChanged 28 SP:Iteration 31Q (2411.270000 sec): 3 clusters Score: Raw -3361029.753797 + Penalty 11829.368656 = -3349200.385140 nChanged 20 SP:Iteration 32Q (2411.390000 sec): 3 clusters Score: Raw -3361036.757763 + Penalty 11829.368656 = -3349207.389107 nChanged 11 SP:Iteration 33Q (2411.510000 sec): 3 clusters Score: Raw -3361040.306739 + Penalty 11829.368656 = -3349210.938083 nChanged 13 SP:Iteration 34Q (2411.630000 sec): 3 clusters Score: Raw -3361043.958684 + Penalty 11829.368656 = -3349214.590027 nChanged 10 SP:Iteration 35Q (2411.750000 sec): 3 clusters Score: Raw -3361046.677098 + Penalty 11829.368656 = -3349217.308441 nChanged 9 SP:Iteration 36Q (2411.860000 sec): 3 clusters Score: Raw -3361049.792540 + Penalty 11829.368656 = -3349220.423883 nChanged 9 SP:Iteration 37Q (2411.980000 sec): 3 clusters Score: Raw -3361052.349809 + Penalty 11829.368656 = -3349222.981153 nChanged 12 SP:Iteration 38Q (2412.100000 sec): 3 clusters Score: Raw -3361056.854475 + Penalty 11829.368656 = -3349227.485818 nChanged 9 SP:Iteration 39Q (2412.210000 sec): 3 clusters Score: Raw -3361059.530612 + Penalty 11829.368656 = -3349230.161956 nChanged 8 SP:Iteration 40F (2412.350000 sec): 3 clusters Score: Raw -3361061.085436 + Penalty 11829.368656 = -3349231.716779 nChanged 4 SP:Iteration 41Q (2412.460000 sec): 3 clusters Score: Raw -3361062.161274 + Penalty 11829.368656 = -3349232.792617 nChanged 6 SP:Iteration 42Q (2412.580000 sec): 3 clusters Score: Raw -3361063.661535 + Penalty 11829.368656 = -3349234.292879 nChanged 1 SP:Iteration 43Q (2412.700000 sec): 3 clusters Score: Raw -3361063.744252 + Penalty 11829.368656 = -3349234.375595 nChanged 2 SP:Iteration 44Q (2412.820000 sec): 3 clusters Score: Raw -3361064.213371 + Penalty 11829.368656 = -3349234.844715 nChanged 2 SP:Iteration 45Q (2412.930000 sec): 3 clusters Score: Raw -3361064.446902 + Penalty 11829.368656 = -3349235.078246 nChanged 1 SP:Iteration 46Q (2413.050000 sec): 3 clusters Score: Raw -3361064.556166 + Penalty 11829.368656 = -3349235.187510 nChanged 0 SP:Iteration 47F (2413.180000 sec): 3 clusters Score: Raw -3361064.556166 + Penalty 11829.368656 = -3349235.187510 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 18 (39364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2413.470000 sec): 2 clusters Score: Raw -8882090.031666 + Penalty 6480.621770 = -8875609.409896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2413.810000 sec): 3 clusters Score: Raw -8859668.630017 + Penalty 12961.243541 = -8846707.386476 nChanged 17039 SP:Iteration 1F (2414.140000 sec): 3 clusters Score: Raw -8868606.776651 + Penalty 12961.243541 = -8855645.533110 nChanged 2096 SP:Iteration 2F (2414.470000 sec): 3 clusters Score: Raw -8869370.930961 + Penalty 12961.243541 = -8856409.687421 nChanged 1708 SP:Iteration 3Q (2414.800000 sec): 3 clusters Score: Raw -8869974.084290 + Penalty 12961.243541 = -8857012.840750 nChanged 1512 SP:Iteration 4Q (2415.140000 sec): 3 clusters Score: Raw -8870519.384939 + Penalty 12961.243541 = -8857558.141398 nChanged 1423 SP:Iteration 5Q (2415.480000 sec): 3 clusters Score: Raw -8871100.294892 + Penalty 12961.243541 = -8858139.051352 nChanged 1475 SP:Iteration 6Q (2415.810000 sec): 3 clusters Score: Raw -8871758.612156 + Penalty 12961.243541 = -8858797.368616 nChanged 1603 SP:Iteration 7Q (2416.150000 sec): 3 clusters Score: Raw -8872584.549660 + Penalty 12961.243541 = -8859623.306119 nChanged 1829 SP:Iteration 8Q (2416.480000 sec): 3 clusters Score: Raw -8873646.104154 + Penalty 12961.243541 = -8860684.860614 nChanged 2079 SP:Iteration 9F (2416.820000 sec): 3 clusters Score: Raw -8875025.641980 + Penalty 12961.243541 = -8862064.398439 nChanged 2175 SP:Iteration 10F (2417.150000 sec): 3 clusters Score: Raw -8876721.071894 + Penalty 12961.243541 = -8863759.828353 nChanged 2172 SP:Iteration 11F (2417.480000 sec): 3 clusters Score: Raw -8878561.285976 + Penalty 12961.243541 = -8865600.042435 nChanged 1730 SP:Iteration 12Q (2417.800000 sec): 3 clusters Score: Raw -8880117.150593 + Penalty 12961.243541 = -8867155.907052 nChanged 1182 SP:Iteration 13Q (2418.110000 sec): 3 clusters Score: Raw -8881259.448545 + Penalty 12961.243541 = -8868298.205004 nChanged 677 SP:Iteration 14Q (2418.390000 sec): 3 clusters Score: Raw -8881925.130851 + Penalty 12961.243541 = -8868963.887311 nChanged 294 SP:Iteration 15Q (2418.660000 sec): 3 clusters Score: Raw -8882237.410048 + Penalty 12961.243541 = -8869276.166507 nChanged 170 SP:Iteration 16Q (2418.910000 sec): 3 clusters Score: Raw -8882440.850422 + Penalty 12961.243541 = -8869479.606881 nChanged 100 SP:Iteration 17Q (2419.160000 sec): 3 clusters Score: Raw -8882571.733045 + Penalty 12961.243541 = -8869610.489504 nChanged 66 SP:Iteration 18Q (2419.400000 sec): 3 clusters Score: Raw -8882655.209263 + Penalty 12961.243541 = -8869693.965722 nChanged 37 SP:Iteration 19Q (2419.640000 sec): 3 clusters Score: Raw -8882697.114738 + Penalty 12961.243541 = -8869735.871198 nChanged 20 SP:Iteration 20F (2419.970000 sec): 3 clusters Score: Raw -8882720.597504 + Penalty 12961.243541 = -8869759.353963 nChanged 18 SP:Iteration 21Q (2420.210000 sec): 3 clusters Score: Raw -8882740.368004 + Penalty 12961.243541 = -8869779.124464 nChanged 12 SP:Iteration 22Q (2420.450000 sec): 3 clusters Score: Raw -8882754.146811 + Penalty 12961.243541 = -8869792.903271 nChanged 11 SP:Iteration 23Q (2420.690000 sec): 3 clusters Score: Raw -8882768.183310 + Penalty 12961.243541 = -8869806.939770 nChanged 17 SP:Iteration 24Q (2420.920000 sec): 3 clusters Score: Raw -8882788.004096 + Penalty 12961.243541 = -8869826.760556 nChanged 12 SP:Iteration 25Q (2421.150000 sec): 3 clusters Score: Raw -8882800.721272 + Penalty 12961.243541 = -8869839.477732 nChanged 11 SP:Iteration 26Q (2421.390000 sec): 3 clusters Score: Raw -8882812.929186 + Penalty 12961.243541 = -8869851.685646 nChanged 8 SP:Iteration 27Q (2421.630000 sec): 3 clusters Score: Raw -8882823.992916 + Penalty 12961.243541 = -8869862.749375 nChanged 8 SP:Iteration 28Q (2421.860000 sec): 3 clusters Score: Raw -8882833.743452 + Penalty 12961.243541 = -8869872.499912 nChanged 2 SP:Iteration 29Q (2422.090000 sec): 3 clusters Score: Raw -8882836.278012 + Penalty 12961.243541 = -8869875.034471 nChanged 2 SP:Iteration 30Q (2422.330000 sec): 3 clusters Score: Raw -8882840.140236 + Penalty 12961.243541 = -8869878.896695 nChanged 2 SP:Iteration 31Q (2422.560000 sec): 3 clusters Score: Raw -8882842.739891 + Penalty 12961.243541 = -8869881.496350 nChanged 2 SP:Iteration 32Q (2422.790000 sec): 3 clusters Score: Raw -8882846.459827 + Penalty 12961.243541 = -8869885.216286 nChanged 3 SP:Iteration 33Q (2423.030000 sec): 3 clusters Score: Raw -8882851.036233 + Penalty 12961.243541 = -8869889.792693 nChanged 2 SP:Iteration 34Q (2423.260000 sec): 3 clusters Score: Raw -8882853.421224 + Penalty 12961.243541 = -8869892.177684 nChanged 3 SP:Iteration 35Q (2423.490000 sec): 3 clusters Score: Raw -8882856.878878 + Penalty 12961.243541 = -8869895.635337 nChanged 1 SP:Iteration 36Q (2423.730000 sec): 3 clusters Score: Raw -8882857.608776 + Penalty 12961.243541 = -8869896.365236 nChanged 1 SP:Iteration 37Q (2423.960000 sec): 3 clusters Score: Raw -8882858.417036 + Penalty 12961.243541 = -8869897.173495 nChanged 0 SP:Iteration 38F (2424.290000 sec): 3 clusters Score: Raw -8882858.417036 + Penalty 12961.243541 = -8869897.173495 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 19 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2424.330000 sec): 2 clusters Score: Raw -141855.385123 + Penalty 4023.807370 = -137831.577753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2424.330000 sec): 3 clusters Score: Raw -142365.821052 + Penalty 8047.614740 = -134318.206312 nChanged 101 SP:Iteration 1F (2424.340000 sec): 3 clusters Score: Raw -142774.700850 + Penalty 8047.614740 = -134727.086110 nChanged 50 SP:Iteration 2F (2424.340000 sec): 3 clusters Score: Raw -143000.975686 + Penalty 8047.614740 = -134953.360946 nChanged 25 SP:Iteration 3Q (2424.350000 sec): 3 clusters Score: Raw -143139.410975 + Penalty 8047.614740 = -135091.796235 nChanged 22 SP:Iteration 4Q (2424.350000 sec): 3 clusters Score: Raw -143268.314418 + Penalty 8047.614740 = -135220.699678 nChanged 20 SP:Iteration 5Q (2424.360000 sec): 3 clusters Score: Raw -143385.647611 + Penalty 8047.614740 = -135338.032871 nChanged 13 SP:Iteration 6Q (2424.360000 sec): 3 clusters Score: Raw -143502.377242 + Penalty 8047.614740 = -135454.762502 nChanged 14 SP:Iteration 7Q (2424.370000 sec): 3 clusters Score: Raw -143614.292874 + Penalty 8047.614740 = -135566.678134 nChanged 12 SP:Iteration 8Q (2424.370000 sec): 3 clusters Score: Raw -143698.659647 + Penalty 8047.614740 = -135651.044907 nChanged 7 SP:Iteration 9Q (2424.380000 sec): 3 clusters Score: Raw -143800.684156 + Penalty 8047.614740 = -135753.069416 nChanged 5 SP:Iteration 10Q (2424.380000 sec): 3 clusters Score: Raw -143920.512067 + Penalty 8047.614740 = -135872.897327 nChanged 6 SP:Iteration 11Q (2424.390000 sec): 3 clusters Score: Raw -143951.583767 + Penalty 8047.614740 = -135903.969027 nChanged 5 SP:Iteration 12Q (2424.390000 sec): 3 clusters Score: Raw -143972.413325 + Penalty 8047.614740 = -135924.798585 nChanged 3 SP:Iteration 13Q (2424.400000 sec): 3 clusters Score: Raw -143991.190111 + Penalty 8047.614740 = -135943.575371 nChanged 6 SP:Iteration 14Q (2424.400000 sec): 3 clusters Score: Raw -144012.239239 + Penalty 8047.614740 = -135964.624499 nChanged 0 SP:Iteration 15F (2424.410000 sec): 3 clusters Score: Raw -144022.828808 + Penalty 8047.614740 = -135975.214068 nChanged 1 SP:Iteration 16Q (2424.410000 sec): 3 clusters Score: Raw -144130.538433 + Penalty 8047.614740 = -136082.923693 nChanged 2 SP:Iteration 17Q (2424.420000 sec): 3 clusters Score: Raw -144143.400019 + Penalty 8047.614740 = -136095.785279 nChanged 1 SP:Iteration 18Q (2424.420000 sec): 3 clusters Score: Raw -144148.103164 + Penalty 8047.614740 = -136100.488424 nChanged 0 SP:Iteration 19F (2424.430000 sec): 3 clusters Score: Raw -144148.103164 + Penalty 8047.614740 = -136100.488424 nChanged 0 Iteration 139Q (2431.240000 sec): 18 clusters Score: Raw -104956864.699481 + Penalty 136449.448361 = -104820415.251120 nChanged 1 Iteration 140F (2457.060000 sec): 18 clusters Score: Raw -104956865.035484 + Penalty 136449.448361 = -104820415.587123 nChanged 1 Iteration 141Q (2463.880000 sec): 18 clusters Score: Raw -104956866.869084 + Penalty 136449.448361 = -104820417.420723 nChanged 2 Iteration 142Q (2470.680000 sec): 18 clusters Score: Raw -104956871.292282 + Penalty 136449.448361 = -104820421.843921 nChanged 5 Iteration 143Q (2477.480000 sec): 18 clusters Score: Raw -104956873.918121 + Penalty 136449.448361 = -104820424.469759 nChanged 3 Iteration 144Q (2484.280000 sec): 18 clusters Score: Raw -104956873.982861 + Penalty 136449.448361 = -104820424.534499 nChanged 3 Iteration 145Q (2491.070000 sec): 18 clusters Score: Raw -104956874.298405 + Penalty 136449.448361 = -104820424.850044 nChanged 2 Iteration 146Q (2497.870000 sec): 18 clusters Score: Raw -104956874.391906 + Penalty 136449.448361 = -104820424.943544 nChanged 3 Iteration 147Q (2504.670000 sec): 18 clusters Score: Raw -104956874.537729 + Penalty 136449.448361 = -104820425.089368 nChanged 2 Iteration 148Q (2511.470000 sec): 18 clusters Score: Raw -104956874.651122 + Penalty 136449.448361 = -104820425.202761 nChanged 2 Iteration 149Q (2518.270000 sec): 18 clusters Score: Raw -104956874.703923 + Penalty 136449.448361 = -104820425.255562 nChanged 0 Iteration 150F (2543.900000 sec): 18 clusters Score: Raw -104956874.703923 + Penalty 136449.448361 = -104820425.255562 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -104956874.703923 + Penalty 136449.448361 = -104820425.255562 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 1 (1537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2544.020000 sec): 2 clusters Score: Raw -326097.940557 + Penalty 4494.272493 = -321603.668064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2544.030000 sec): 3 clusters Score: Raw -325971.011924 + Penalty 8988.544986 = -316982.466939 nChanged 287 SP:Iteration 1F (2544.040000 sec): 3 clusters Score: Raw -326439.664284 + Penalty 8988.544986 = -317451.119298 nChanged 68 SP:Iteration 2Q (2544.050000 sec): 3 clusters Score: Raw -326576.991679 + Penalty 8988.544986 = -317588.446694 nChanged 41 SP:Iteration 3Q (2544.060000 sec): 3 clusters Score: Raw -326655.918299 + Penalty 8988.544986 = -317667.373314 nChanged 20 SP:Iteration 4Q (2544.080000 sec): 3 clusters Score: Raw -326687.455964 + Penalty 8988.544986 = -317698.910978 nChanged 7 SP:Iteration 5Q (2544.090000 sec): 3 clusters Score: Raw -326702.790624 + Penalty 8988.544986 = -317714.245639 nChanged 6 SP:Iteration 6Q (2544.100000 sec): 3 clusters Score: Raw -326715.359336 + Penalty 8988.544986 = -317726.814350 nChanged 4 SP:Iteration 7Q (2544.120000 sec): 3 clusters Score: Raw -326725.069402 + Penalty 8988.544986 = -317736.524416 nChanged 8 SP:Iteration 8Q (2544.130000 sec): 3 clusters Score: Raw -326742.275629 + Penalty 8988.544986 = -317753.730644 nChanged 7 SP:Iteration 9Q (2544.140000 sec): 3 clusters Score: Raw -326755.911052 + Penalty 8988.544986 = -317767.366066 nChanged 9 SP:Iteration 10Q (2544.150000 sec): 3 clusters Score: Raw -326774.187744 + Penalty 8988.544986 = -317785.642758 nChanged 3 SP:Iteration 11Q (2544.160000 sec): 3 clusters Score: Raw -326780.469408 + Penalty 8988.544986 = -317791.924422 nChanged 3 SP:Iteration 12Q (2544.180000 sec): 3 clusters Score: Raw -326784.935531 + Penalty 8988.544986 = -317796.390545 nChanged 3 SP:Iteration 13Q (2544.190000 sec): 3 clusters Score: Raw -326789.481147 + Penalty 8988.544986 = -317800.936161 nChanged 3 SP:Iteration 14Q (2544.200000 sec): 3 clusters Score: Raw -326794.720186 + Penalty 8988.544986 = -317806.175200 nChanged 4 SP:Iteration 15Q (2544.210000 sec): 3 clusters Score: Raw -326802.838150 + Penalty 8988.544986 = -317814.293164 nChanged 3 SP:Iteration 16Q (2544.220000 sec): 3 clusters Score: Raw -326807.368374 + Penalty 8988.544986 = -317818.823388 nChanged 0 SP:Iteration 17F (2544.240000 sec): 3 clusters Score: Raw -326807.368374 + Penalty 8988.544986 = -317818.823388 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 2 (299741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.780000 sec): 2 clusters Score: Raw -64343614.835437 + Penalty 7724.037854 = -64335890.797583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2549.300000 sec): 3 clusters Score: Raw -64150362.199305 + Penalty 15448.075708 = -64134914.123597 nChanged 142495 SP:Iteration 1F (2551.800000 sec): 3 clusters Score: Raw -64232697.170106 + Penalty 15448.075708 = -64217249.094398 nChanged 9118 SP:Iteration 2Q (2554.320000 sec): 3 clusters Score: Raw -64234851.752994 + Penalty 15448.075708 = -64219403.677286 nChanged 10255 SP:Iteration 3Q (2556.840000 sec): 3 clusters Score: Raw -64237885.301396 + Penalty 15448.075708 = -64222437.225688 nChanged 12662 SP:Iteration 4Q (2559.350000 sec): 3 clusters Score: Raw -64242873.033010 + Penalty 15448.075708 = -64227424.957302 nChanged 16447 SP:Iteration 5F (2561.860000 sec): 3 clusters Score: Raw -64251634.339929 + Penalty 15448.075708 = -64236186.264221 nChanged 21395 SP:Iteration 6F (2564.360000 sec): 3 clusters Score: Raw -64266685.804071 + Penalty 15448.075708 = -64251237.728363 nChanged 25606 SP:Iteration 7F (2566.870000 sec): 3 clusters Score: Raw -64288859.123737 + Penalty 15448.075708 = -64273411.048029 nChanged 24897 SP:Iteration 8F (2569.380000 sec): 3 clusters Score: Raw -64312784.322746 + Penalty 15448.075708 = -64297336.247038 nChanged 18373 SP:Iteration 9F (2571.880000 sec): 3 clusters Score: Raw -64330341.473592 + Penalty 15448.075708 = -64314893.397884 nChanged 10296 SP:Iteration 10Q (2574.310000 sec): 3 clusters Score: Raw -64339292.150147 + Penalty 15448.075708 = -64323844.074439 nChanged 4839 SP:Iteration 11Q (2576.590000 sec): 3 clusters Score: Raw -64342861.399287 + Penalty 15448.075708 = -64327413.323579 nChanged 2198 SP:Iteration 12Q (2578.700000 sec): 3 clusters Score: Raw -64344237.525944 + Penalty 15448.075708 = -64328789.450236 nChanged 1024 SP:Iteration 13Q (2580.690000 sec): 3 clusters Score: Raw -64344816.370971 + Penalty 15448.075708 = -64329368.295263 nChanged 597 SP:Iteration 14Q (2582.620000 sec): 3 clusters Score: Raw -64345136.091993 + Penalty 15448.075708 = -64329688.016284 nChanged 345 SP:Iteration 15Q (2584.500000 sec): 3 clusters Score: Raw -64345308.713971 + Penalty 15448.075708 = -64329860.638263 nChanged 229 SP:Iteration 16Q (2586.360000 sec): 3 clusters Score: Raw -64345413.507527 + Penalty 15448.075708 = -64329965.431819 nChanged 149 SP:Iteration 17Q (2588.200000 sec): 3 clusters Score: Raw -64345480.566982 + Penalty 15448.075708 = -64330032.491274 nChanged 114 SP:Iteration 18Q (2590.030000 sec): 3 clusters Score: Raw -64345533.605088 + Penalty 15448.075708 = -64330085.529380 nChanged 94 SP:Iteration 19Q (2591.850000 sec): 3 clusters Score: Raw -64345574.106962 + Penalty 15448.075708 = -64330126.031254 nChanged 66 SP:Iteration 20F (2594.330000 sec): 3 clusters Score: Raw -64345599.661853 + Penalty 15448.075708 = -64330151.586145 nChanged 53 SP:Iteration 21Q (2596.160000 sec): 3 clusters Score: Raw -64345622.727040 + Penalty 15448.075708 = -64330174.651332 nChanged 47 SP:Iteration 22Q (2597.970000 sec): 3 clusters Score: Raw -64345642.730721 + Penalty 15448.075708 = -64330194.655013 nChanged 44 SP:Iteration 23Q (2599.780000 sec): 3 clusters Score: Raw -64345660.271665 + Penalty 15448.075708 = -64330212.195957 nChanged 32 SP:Iteration 24Q (2601.600000 sec): 3 clusters Score: Raw -64345672.309362 + Penalty 15448.075708 = -64330224.233654 nChanged 25 SP:Iteration 25Q (2603.400000 sec): 3 clusters Score: Raw -64345680.133812 + Penalty 15448.075708 = -64330232.058104 nChanged 13 SP:Iteration 26Q (2605.210000 sec): 3 clusters Score: Raw -64345684.956496 + Penalty 15448.075708 = -64330236.880788 nChanged 9 SP:Iteration 27Q (2607.020000 sec): 3 clusters Score: Raw -64345688.212860 + Penalty 15448.075708 = -64330240.137152 nChanged 11 SP:Iteration 28Q (2608.820000 sec): 3 clusters Score: Raw -64345691.571475 + Penalty 15448.075708 = -64330243.495767 nChanged 9 SP:Iteration 29Q (2610.630000 sec): 3 clusters Score: Raw -64345695.322556 + Penalty 15448.075708 = -64330247.246848 nChanged 5 SP:Iteration 30Q (2612.420000 sec): 3 clusters Score: Raw -64345698.029625 + Penalty 15448.075708 = -64330249.953917 nChanged 9 SP:Iteration 31Q (2614.220000 sec): 3 clusters Score: Raw -64345701.318722 + Penalty 15448.075708 = -64330253.243014 nChanged 3 SP:Iteration 32Q (2616.020000 sec): 3 clusters Score: Raw -64345702.304248 + Penalty 15448.075708 = -64330254.228540 nChanged 3 SP:Iteration 33Q (2617.820000 sec): 3 clusters Score: Raw -64345703.337667 + Penalty 15448.075708 = -64330255.261959 nChanged 2 SP:Iteration 34Q (2619.610000 sec): 3 clusters Score: Raw -64345704.037067 + Penalty 15448.075708 = -64330255.961359 nChanged 2 SP:Iteration 35Q (2621.410000 sec): 3 clusters Score: Raw -64345704.800284 + Penalty 15448.075708 = -64330256.724576 nChanged 1 SP:Iteration 36Q (2623.200000 sec): 3 clusters Score: Raw -64345705.099860 + Penalty 15448.075708 = -64330257.024152 nChanged 0 SP:Iteration 37F (2625.670000 sec): 3 clusters Score: Raw -64345705.099860 + Penalty 15448.075708 = -64330257.024152 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 3 (10547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2625.890000 sec): 2 clusters Score: Raw -2251244.420679 + Penalty 5673.953002 = -2245570.467677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2625.980000 sec): 3 clusters Score: Raw -2246385.785094 + Penalty 11347.906004 = -2235037.879090 nChanged 3947 SP:Iteration 1F (2626.060000 sec): 3 clusters Score: Raw -2248669.931283 + Penalty 11347.906004 = -2237322.025279 nChanged 889 SP:Iteration 2F (2626.150000 sec): 3 clusters Score: Raw -2249333.767314 + Penalty 11347.906004 = -2237985.861310 nChanged 668 SP:Iteration 3F (2626.240000 sec): 3 clusters Score: Raw -2249819.571372 + Penalty 11347.906004 = -2238471.665368 nChanged 525 SP:Iteration 4Q (2626.320000 sec): 3 clusters Score: Raw -2250243.987968 + Penalty 11347.906004 = -2238896.081963 nChanged 481 SP:Iteration 5Q (2626.410000 sec): 3 clusters Score: Raw -2250683.270367 + Penalty 11347.906004 = -2239335.364363 nChanged 511 SP:Iteration 6Q (2626.490000 sec): 3 clusters Score: Raw -2251123.382317 + Penalty 11347.906004 = -2239775.476313 nChanged 474 SP:Iteration 7Q (2626.580000 sec): 3 clusters Score: Raw -2251531.543369 + Penalty 11347.906004 = -2240183.637365 nChanged 418 SP:Iteration 8Q (2626.660000 sec): 3 clusters Score: Raw -2251871.127354 + Penalty 11347.906004 = -2240523.221349 nChanged 380 SP:Iteration 9Q (2626.750000 sec): 3 clusters Score: Raw -2252155.231992 + Penalty 11347.906004 = -2240807.325987 nChanged 326 SP:Iteration 10Q (2626.830000 sec): 3 clusters Score: Raw -2252374.907049 + Penalty 11347.906004 = -2241027.001045 nChanged 255 SP:Iteration 11Q (2626.910000 sec): 3 clusters Score: Raw -2252517.581055 + Penalty 11347.906004 = -2241169.675051 nChanged 182 SP:Iteration 12Q (2627.000000 sec): 3 clusters Score: Raw -2252611.100089 + Penalty 11347.906004 = -2241263.194084 nChanged 132 SP:Iteration 13Q (2627.080000 sec): 3 clusters Score: Raw -2252678.108733 + Penalty 11347.906004 = -2241330.202729 nChanged 120 SP:Iteration 14Q (2627.160000 sec): 3 clusters Score: Raw -2252738.238455 + Penalty 11347.906004 = -2241390.332451 nChanged 94 SP:Iteration 15Q (2627.250000 sec): 3 clusters Score: Raw -2252782.517585 + Penalty 11347.906004 = -2241434.611580 nChanged 89 SP:Iteration 16Q (2627.330000 sec): 3 clusters Score: Raw -2252818.249108 + Penalty 11347.906004 = -2241470.343104 nChanged 71 SP:Iteration 17Q (2627.410000 sec): 3 clusters Score: Raw -2252847.109795 + Penalty 11347.906004 = -2241499.203790 nChanged 56 SP:Iteration 18Q (2627.490000 sec): 3 clusters Score: Raw -2252871.180006 + Penalty 11347.906004 = -2241523.274001 nChanged 43 SP:Iteration 19Q (2627.580000 sec): 3 clusters Score: Raw -2252888.089814 + Penalty 11347.906004 = -2241540.183810 nChanged 40 SP:Iteration 20F (2627.660000 sec): 3 clusters Score: Raw -2252905.802559 + Penalty 11347.906004 = -2241557.896554 nChanged 50 SP:Iteration 21Q (2627.750000 sec): 3 clusters Score: Raw -2252926.093931 + Penalty 11347.906004 = -2241578.187927 nChanged 47 SP:Iteration 22Q (2627.830000 sec): 3 clusters Score: Raw -2252944.134531 + Penalty 11347.906004 = -2241596.228527 nChanged 38 SP:Iteration 23Q (2627.910000 sec): 3 clusters Score: Raw -2252961.450107 + Penalty 11347.906004 = -2241613.544102 nChanged 44 SP:Iteration 24Q (2627.990000 sec): 3 clusters Score: Raw -2252981.688493 + Penalty 11347.906004 = -2241633.782489 nChanged 34 SP:Iteration 25Q (2628.080000 sec): 3 clusters Score: Raw -2252993.129743 + Penalty 11347.906004 = -2241645.223738 nChanged 25 SP:Iteration 26Q (2628.160000 sec): 3 clusters Score: Raw -2253001.363926 + Penalty 11347.906004 = -2241653.457922 nChanged 26 SP:Iteration 27Q (2628.240000 sec): 3 clusters Score: Raw -2253010.111052 + Penalty 11347.906004 = -2241662.205047 nChanged 19 SP:Iteration 28Q (2628.330000 sec): 3 clusters Score: Raw -2253016.488195 + Penalty 11347.906004 = -2241668.582191 nChanged 15 SP:Iteration 29Q (2628.410000 sec): 3 clusters Score: Raw -2253021.190709 + Penalty 11347.906004 = -2241673.284704 nChanged 18 SP:Iteration 30Q (2628.490000 sec): 3 clusters Score: Raw -2253026.396612 + Penalty 11347.906004 = -2241678.490608 nChanged 10 SP:Iteration 31Q (2628.570000 sec): 3 clusters Score: Raw -2253029.818731 + Penalty 11347.906004 = -2241681.912727 nChanged 10 SP:Iteration 32Q (2628.660000 sec): 3 clusters Score: Raw -2253032.405935 + Penalty 11347.906004 = -2241684.499930 nChanged 6 SP:Iteration 33Q (2628.740000 sec): 3 clusters Score: Raw -2253034.251158 + Penalty 11347.906004 = -2241686.345154 nChanged 9 SP:Iteration 34Q (2628.820000 sec): 3 clusters Score: Raw -2253037.401909 + Penalty 11347.906004 = -2241689.495905 nChanged 15 SP:Iteration 35Q (2628.900000 sec): 3 clusters Score: Raw -2253044.205986 + Penalty 11347.906004 = -2241696.299982 nChanged 19 SP:Iteration 36Q (2628.990000 sec): 3 clusters Score: Raw -2253049.625789 + Penalty 11347.906004 = -2241701.719784 nChanged 14 SP:Iteration 37Q (2629.070000 sec): 3 clusters Score: Raw -2253053.825648 + Penalty 11347.906004 = -2241705.919644 nChanged 9 SP:Iteration 38Q (2629.150000 sec): 3 clusters Score: Raw -2253056.802485 + Penalty 11347.906004 = -2241708.896480 nChanged 8 SP:Iteration 39Q (2629.230000 sec): 3 clusters Score: Raw -2253058.789167 + Penalty 11347.906004 = -2241710.883163 nChanged 5 SP:Iteration 40F (2629.320000 sec): 3 clusters Score: Raw -2253060.490150 + Penalty 11347.906004 = -2241712.584145 nChanged 7 SP:Iteration 41Q (2629.400000 sec): 3 clusters Score: Raw -2253062.250999 + Penalty 11347.906004 = -2241714.344995 nChanged 3 SP:Iteration 42Q (2629.490000 sec): 3 clusters Score: Raw -2253063.062265 + Penalty 11347.906004 = -2241715.156261 nChanged 2 SP:Iteration 43Q (2629.570000 sec): 3 clusters Score: Raw -2253063.499360 + Penalty 11347.906004 = -2241715.593356 nChanged 0 SP:Iteration 44F (2629.650000 sec): 3 clusters Score: Raw -2253063.499360 + Penalty 11347.906004 = -2241715.593356 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 4 (13741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2629.750000 sec): 2 clusters Score: Raw -3016419.332655 + Penalty 5835.985348 = -3010583.347307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2629.850000 sec): 3 clusters Score: Raw -3009681.225256 + Penalty 11671.970696 = -2998009.254560 nChanged 5327 SP:Iteration 1F (2629.970000 sec): 3 clusters Score: Raw -3012575.865713 + Penalty 11671.970696 = -3000903.895017 nChanged 939 SP:Iteration 2F (2630.080000 sec): 3 clusters Score: Raw -3013105.924658 + Penalty 11671.970696 = -3001433.953963 nChanged 660 SP:Iteration 3Q (2630.190000 sec): 3 clusters Score: Raw -3013485.538437 + Penalty 11671.970696 = -3001813.567741 nChanged 535 SP:Iteration 4Q (2630.310000 sec): 3 clusters Score: Raw -3013812.512488 + Penalty 11671.970696 = -3002140.541793 nChanged 409 SP:Iteration 5Q (2630.420000 sec): 3 clusters Score: Raw -3014101.398844 + Penalty 11671.970696 = -3002429.428149 nChanged 394 SP:Iteration 6Q (2630.530000 sec): 3 clusters Score: Raw -3014388.044074 + Penalty 11671.970696 = -3002716.073379 nChanged 371 SP:Iteration 7Q (2630.640000 sec): 3 clusters Score: Raw -3014632.438142 + Penalty 11671.970696 = -3002960.467446 nChanged 355 SP:Iteration 8Q (2630.750000 sec): 3 clusters Score: Raw -3014854.947818 + Penalty 11671.970696 = -3003182.977122 nChanged 303 SP:Iteration 9Q (2630.860000 sec): 3 clusters Score: Raw -3015026.468127 + Penalty 11671.970696 = -3003354.497432 nChanged 304 SP:Iteration 10Q (2630.970000 sec): 3 clusters Score: Raw -3015167.002879 + Penalty 11671.970696 = -3003495.032183 nChanged 251 SP:Iteration 11Q (2631.080000 sec): 3 clusters Score: Raw -3015276.957402 + Penalty 11671.970696 = -3003604.986706 nChanged 216 SP:Iteration 12Q (2631.190000 sec): 3 clusters Score: Raw -3015370.589462 + Penalty 11671.970696 = -3003698.618766 nChanged 195 SP:Iteration 13Q (2631.300000 sec): 3 clusters Score: Raw -3015447.024760 + Penalty 11671.970696 = -3003775.054065 nChanged 162 SP:Iteration 14Q (2631.410000 sec): 3 clusters Score: Raw -3015508.475679 + Penalty 11671.970696 = -3003836.504983 nChanged 153 SP:Iteration 15Q (2631.520000 sec): 3 clusters Score: Raw -3015562.786371 + Penalty 11671.970696 = -3003890.815676 nChanged 145 SP:Iteration 16Q (2631.630000 sec): 3 clusters Score: Raw -3015610.851720 + Penalty 11671.970696 = -3003938.881025 nChanged 95 SP:Iteration 17Q (2631.730000 sec): 3 clusters Score: Raw -3015641.040364 + Penalty 11671.970696 = -3003969.069668 nChanged 87 SP:Iteration 18Q (2631.840000 sec): 3 clusters Score: Raw -3015672.425485 + Penalty 11671.970696 = -3004000.454789 nChanged 93 SP:Iteration 19Q (2631.950000 sec): 3 clusters Score: Raw -3015706.640475 + Penalty 11671.970696 = -3004034.669779 nChanged 97 SP:Iteration 20F (2632.060000 sec): 3 clusters Score: Raw -3015739.049405 + Penalty 11671.970696 = -3004067.078710 nChanged 81 SP:Iteration 21Q (2632.170000 sec): 3 clusters Score: Raw -3015768.366862 + Penalty 11671.970696 = -3004096.396166 nChanged 87 SP:Iteration 22Q (2632.280000 sec): 3 clusters Score: Raw -3015799.229286 + Penalty 11671.970696 = -3004127.258590 nChanged 82 SP:Iteration 23Q (2632.390000 sec): 3 clusters Score: Raw -3015827.235252 + Penalty 11671.970696 = -3004155.264556 nChanged 76 SP:Iteration 24Q (2632.490000 sec): 3 clusters Score: Raw -3015855.513661 + Penalty 11671.970696 = -3004183.542965 nChanged 66 SP:Iteration 25Q (2632.600000 sec): 3 clusters Score: Raw -3015882.180753 + Penalty 11671.970696 = -3004210.210057 nChanged 80 SP:Iteration 26Q (2632.710000 sec): 3 clusters Score: Raw -3015908.774358 + Penalty 11671.970696 = -3004236.803662 nChanged 71 SP:Iteration 27Q (2632.820000 sec): 3 clusters Score: Raw -3015930.693735 + Penalty 11671.970696 = -3004258.723040 nChanged 69 SP:Iteration 28Q (2632.930000 sec): 3 clusters Score: Raw -3015956.148354 + Penalty 11671.970696 = -3004284.177658 nChanged 72 SP:Iteration 29Q (2633.030000 sec): 3 clusters Score: Raw -3015981.576047 + Penalty 11671.970696 = -3004309.605351 nChanged 64 SP:Iteration 30Q (2633.140000 sec): 3 clusters Score: Raw -3016003.017951 + Penalty 11671.970696 = -3004331.047255 nChanged 59 SP:Iteration 31Q (2633.250000 sec): 3 clusters Score: Raw -3016027.824067 + Penalty 11671.970696 = -3004355.853372 nChanged 64 SP:Iteration 32Q (2633.350000 sec): 3 clusters Score: Raw -3016054.604170 + Penalty 11671.970696 = -3004382.633474 nChanged 61 SP:Iteration 33Q (2633.460000 sec): 3 clusters Score: Raw -3016075.673054 + Penalty 11671.970696 = -3004403.702359 nChanged 43 SP:Iteration 34Q (2633.570000 sec): 3 clusters Score: Raw -3016090.520923 + Penalty 11671.970696 = -3004418.550228 nChanged 44 SP:Iteration 35Q (2633.670000 sec): 3 clusters Score: Raw -3016105.772859 + Penalty 11671.970696 = -3004433.802163 nChanged 47 SP:Iteration 36Q (2633.780000 sec): 3 clusters Score: Raw -3016120.184536 + Penalty 11671.970696 = -3004448.213840 nChanged 34 SP:Iteration 37Q (2633.890000 sec): 3 clusters Score: Raw -3016133.177316 + Penalty 11671.970696 = -3004461.206621 nChanged 34 SP:Iteration 38Q (2633.990000 sec): 3 clusters Score: Raw -3016147.504152 + Penalty 11671.970696 = -3004475.533457 nChanged 43 SP:Iteration 39Q (2634.100000 sec): 3 clusters Score: Raw -3016163.005202 + Penalty 11671.970696 = -3004491.034506 nChanged 51 SP:Iteration 40F (2634.210000 sec): 3 clusters Score: Raw -3016182.749089 + Penalty 11671.970696 = -3004510.778394 nChanged 58 SP:Iteration 41Q (2634.310000 sec): 3 clusters Score: Raw -3016203.737502 + Penalty 11671.970696 = -3004531.766807 nChanged 48 SP:Iteration 42Q (2634.420000 sec): 3 clusters Score: Raw -3016224.085055 + Penalty 11671.970696 = -3004552.114360 nChanged 49 SP:Iteration 43Q (2634.530000 sec): 3 clusters Score: Raw -3016243.769156 + Penalty 11671.970696 = -3004571.798460 nChanged 50 SP:Iteration 44Q (2634.640000 sec): 3 clusters Score: Raw -3016263.468796 + Penalty 11671.970696 = -3004591.498100 nChanged 55 SP:Iteration 45Q (2634.740000 sec): 3 clusters Score: Raw -3016284.578503 + Penalty 11671.970696 = -3004612.607807 nChanged 61 SP:Iteration 46Q (2634.840000 sec): 3 clusters Score: Raw -3016311.075008 + Penalty 11671.970696 = -3004639.104313 nChanged 68 SP:Iteration 47Q (2634.950000 sec): 3 clusters Score: Raw -3016340.625061 + Penalty 11671.970696 = -3004668.654365 nChanged 68 SP:Iteration 48Q (2635.060000 sec): 3 clusters Score: Raw -3016367.729600 + Penalty 11671.970696 = -3004695.758904 nChanged 59 SP:Iteration 49Q (2635.160000 sec): 3 clusters Score: Raw -3016393.638675 + Penalty 11671.970696 = -3004721.667979 nChanged 62 SP:Iteration 50Q (2635.260000 sec): 3 clusters Score: Raw -3016421.840029 + Penalty 11671.970696 = -3004749.869333 nChanged 72 SP:Iteration 51Q (2635.370000 sec): 3 clusters Score: Raw -3016452.337983 + Penalty 11671.970696 = -3004780.367288 nChanged 71 SP:Iteration 52Q (2635.470000 sec): 3 clusters Score: Raw -3016484.565963 + Penalty 11671.970696 = -3004812.595267 nChanged 60 SP:Iteration 53Q (2635.580000 sec): 3 clusters Score: Raw -3016510.947150 + Penalty 11671.970696 = -3004838.976455 nChanged 66 SP:Iteration 54Q (2635.680000 sec): 3 clusters Score: Raw -3016537.400285 + Penalty 11671.970696 = -3004865.429590 nChanged 54 SP:Iteration 55Q (2635.780000 sec): 3 clusters Score: Raw -3016559.672327 + Penalty 11671.970696 = -3004887.701632 nChanged 50 SP:Iteration 56Q (2635.890000 sec): 3 clusters Score: Raw -3016578.828635 + Penalty 11671.970696 = -3004906.857940 nChanged 53 SP:Iteration 57Q (2635.990000 sec): 3 clusters Score: Raw -3016600.732928 + Penalty 11671.970696 = -3004928.762233 nChanged 42 SP:Iteration 58Q (2636.090000 sec): 3 clusters Score: Raw -3016617.128194 + Penalty 11671.970696 = -3004945.157498 nChanged 41 SP:Iteration 59Q (2636.200000 sec): 3 clusters Score: Raw -3016632.575209 + Penalty 11671.970696 = -3004960.604514 nChanged 41 SP:Iteration 60F (2636.310000 sec): 3 clusters Score: Raw -3016647.500767 + Penalty 11671.970696 = -3004975.530072 nChanged 39 SP:Iteration 61Q (2636.420000 sec): 3 clusters Score: Raw -3016664.593073 + Penalty 11671.970696 = -3004992.622378 nChanged 42 SP:Iteration 62Q (2636.520000 sec): 3 clusters Score: Raw -3016682.864392 + Penalty 11671.970696 = -3005010.893696 nChanged 41 SP:Iteration 63Q (2636.630000 sec): 3 clusters Score: Raw -3016702.744698 + Penalty 11671.970696 = -3005030.774003 nChanged 43 SP:Iteration 64Q (2636.730000 sec): 3 clusters Score: Raw -3016722.591954 + Penalty 11671.970696 = -3005050.621258 nChanged 37 SP:Iteration 65Q (2636.840000 sec): 3 clusters Score: Raw -3016738.770740 + Penalty 11671.970696 = -3005066.800044 nChanged 35 SP:Iteration 66Q (2636.940000 sec): 3 clusters Score: Raw -3016754.991217 + Penalty 11671.970696 = -3005083.020522 nChanged 37 SP:Iteration 67Q (2637.040000 sec): 3 clusters Score: Raw -3016771.950008 + Penalty 11671.970696 = -3005099.979313 nChanged 45 SP:Iteration 68Q (2637.140000 sec): 3 clusters Score: Raw -3016790.344899 + Penalty 11671.970696 = -3005118.374203 nChanged 36 SP:Iteration 69Q (2637.250000 sec): 3 clusters Score: Raw -3016807.472886 + Penalty 11671.970696 = -3005135.502191 nChanged 38 SP:Iteration 70Q (2637.350000 sec): 3 clusters Score: Raw -3016827.708819 + Penalty 11671.970696 = -3005155.738123 nChanged 33 SP:Iteration 71Q (2637.450000 sec): 3 clusters Score: Raw -3016844.005160 + Penalty 11671.970696 = -3005172.034464 nChanged 34 SP:Iteration 72Q (2637.550000 sec): 3 clusters Score: Raw -3016859.926711 + Penalty 11671.970696 = -3005187.956016 nChanged 39 SP:Iteration 73Q (2637.650000 sec): 3 clusters Score: Raw -3016876.791726 + Penalty 11671.970696 = -3005204.821030 nChanged 36 SP:Iteration 74Q (2637.750000 sec): 3 clusters Score: Raw -3016895.221816 + Penalty 11671.970696 = -3005223.251121 nChanged 34 SP:Iteration 75Q (2637.850000 sec): 3 clusters Score: Raw -3016912.183228 + Penalty 11671.970696 = -3005240.212533 nChanged 28 SP:Iteration 76Q (2637.950000 sec): 3 clusters Score: Raw -3016926.083688 + Penalty 11671.970696 = -3005254.112992 nChanged 25 SP:Iteration 77Q (2638.050000 sec): 3 clusters Score: Raw -3016937.579214 + Penalty 11671.970696 = -3005265.608519 nChanged 23 SP:Iteration 78Q (2638.150000 sec): 3 clusters Score: Raw -3016948.055248 + Penalty 11671.970696 = -3005276.084552 nChanged 30 SP:Iteration 79Q (2638.250000 sec): 3 clusters Score: Raw -3016961.069831 + Penalty 11671.970696 = -3005289.099135 nChanged 27 SP:Iteration 80F (2638.360000 sec): 3 clusters Score: Raw -3016972.665708 + Penalty 11671.970696 = -3005300.695013 nChanged 24 SP:Iteration 81Q (2638.460000 sec): 3 clusters Score: Raw -3016984.188310 + Penalty 11671.970696 = -3005312.217614 nChanged 26 SP:Iteration 82Q (2638.560000 sec): 3 clusters Score: Raw -3016997.689074 + Penalty 11671.970696 = -3005325.718378 nChanged 34 SP:Iteration 83Q (2638.660000 sec): 3 clusters Score: Raw -3017014.630137 + Penalty 11671.970696 = -3005342.659441 nChanged 36 SP:Iteration 84Q (2638.750000 sec): 3 clusters Score: Raw -3017029.544921 + Penalty 11671.970696 = -3005357.574225 nChanged 21 SP:Iteration 85Q (2638.850000 sec): 3 clusters Score: Raw -3017037.686828 + Penalty 11671.970696 = -3005365.716133 nChanged 10 SP:Iteration 86Q (2638.950000 sec): 3 clusters Score: Raw -3017042.699866 + Penalty 11671.970696 = -3005370.729170 nChanged 18 SP:Iteration 87Q (2639.050000 sec): 3 clusters Score: Raw -3017051.331011 + Penalty 11671.970696 = -3005379.360316 nChanged 10 SP:Iteration 88Q (2639.150000 sec): 3 clusters Score: Raw -3017055.593831 + Penalty 11671.970696 = -3005383.623136 nChanged 8 SP:Iteration 89Q (2639.250000 sec): 3 clusters Score: Raw -3017059.625123 + Penalty 11671.970696 = -3005387.654427 nChanged 11 SP:Iteration 90Q (2639.350000 sec): 3 clusters Score: Raw -3017065.323823 + Penalty 11671.970696 = -3005393.353127 nChanged 16 SP:Iteration 91Q (2639.440000 sec): 3 clusters Score: Raw -3017073.820404 + Penalty 11671.970696 = -3005401.849708 nChanged 13 SP:Iteration 92Q (2639.540000 sec): 3 clusters Score: Raw -3017078.744163 + Penalty 11671.970696 = -3005406.773467 nChanged 6 SP:Iteration 93Q (2639.640000 sec): 3 clusters Score: Raw -3017080.485922 + Penalty 11671.970696 = -3005408.515227 nChanged 6 SP:Iteration 94Q (2639.730000 sec): 3 clusters Score: Raw -3017082.535213 + Penalty 11671.970696 = -3005410.564517 nChanged 3 SP:Iteration 95Q (2639.830000 sec): 3 clusters Score: Raw -3017083.824956 + Penalty 11671.970696 = -3005411.854260 nChanged 2 SP:Iteration 96Q (2639.930000 sec): 3 clusters Score: Raw -3017084.639560 + Penalty 11671.970696 = -3005412.668864 nChanged 2 SP:Iteration 97Q (2640.030000 sec): 3 clusters Score: Raw -3017085.994422 + Penalty 11671.970696 = -3005414.023727 nChanged 1 SP:Iteration 98Q (2640.120000 sec): 3 clusters Score: Raw -3017086.483303 + Penalty 11671.970696 = -3005414.512607 nChanged 2 SP:Iteration 99Q (2640.220000 sec): 3 clusters Score: Raw -3017087.050399 + Penalty 11671.970696 = -3005415.079704 nChanged 0 SP:Iteration 100F (2640.330000 sec): 3 clusters Score: Raw -3017087.050399 + Penalty 11671.970696 = -3005415.079704 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 5 (1503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2640.350000 sec): 2 clusters Score: Raw -319728.283236 + Penalty 4480.571264 = -315247.711972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2640.360000 sec): 3 clusters Score: Raw -319623.986118 + Penalty 8961.142527 = -310662.843591 nChanged 300 SP:Iteration 1F (2640.380000 sec): 3 clusters Score: Raw -320117.214764 + Penalty 8961.142527 = -311156.072236 nChanged 77 SP:Iteration 2F (2640.390000 sec): 3 clusters Score: Raw -320244.889627 + Penalty 8961.142527 = -311283.747099 nChanged 40 SP:Iteration 3Q (2640.400000 sec): 3 clusters Score: Raw -320324.367558 + Penalty 8961.142527 = -311363.225031 nChanged 21 SP:Iteration 4Q (2640.410000 sec): 3 clusters Score: Raw -320364.860499 + Penalty 8961.142527 = -311403.717971 nChanged 13 SP:Iteration 5Q (2640.430000 sec): 3 clusters Score: Raw -320385.557962 + Penalty 8961.142527 = -311424.415435 nChanged 10 SP:Iteration 6Q (2640.440000 sec): 3 clusters Score: Raw -320401.545263 + Penalty 8961.142527 = -311440.402735 nChanged 8 SP:Iteration 7Q (2640.450000 sec): 3 clusters Score: Raw -320410.598810 + Penalty 8961.142527 = -311449.456283 nChanged 6 SP:Iteration 8Q (2640.460000 sec): 3 clusters Score: Raw -320420.888467 + Penalty 8961.142527 = -311459.745939 nChanged 6 SP:Iteration 9Q (2640.470000 sec): 3 clusters Score: Raw -320428.587793 + Penalty 8961.142527 = -311467.445265 nChanged 7 SP:Iteration 10Q (2640.480000 sec): 3 clusters Score: Raw -320439.575305 + Penalty 8961.142527 = -311478.432778 nChanged 5 SP:Iteration 11Q (2640.490000 sec): 3 clusters Score: Raw -320446.702041 + Penalty 8961.142527 = -311485.559513 nChanged 5 SP:Iteration 12Q (2640.510000 sec): 3 clusters Score: Raw -320461.330894 + Penalty 8961.142527 = -311500.188367 nChanged 5 SP:Iteration 13Q (2640.520000 sec): 3 clusters Score: Raw -320475.688900 + Penalty 8961.142527 = -311514.546372 nChanged 4 SP:Iteration 14Q (2640.530000 sec): 3 clusters Score: Raw -320486.303496 + Penalty 8961.142527 = -311525.160968 nChanged 6 SP:Iteration 15Q (2640.540000 sec): 3 clusters Score: Raw -320497.192980 + Penalty 8961.142527 = -311536.050453 nChanged 4 SP:Iteration 16Q (2640.550000 sec): 3 clusters Score: Raw -320503.328157 + Penalty 8961.142527 = -311542.185630 nChanged 2 SP:Iteration 17Q (2640.560000 sec): 3 clusters Score: Raw -320506.830592 + Penalty 8961.142527 = -311545.688064 nChanged 2 SP:Iteration 18Q (2640.570000 sec): 3 clusters Score: Raw -320511.090328 + Penalty 8961.142527 = -311549.947801 nChanged 1 SP:Iteration 19Q (2640.590000 sec): 3 clusters Score: Raw -320512.269153 + Penalty 8961.142527 = -311551.126625 nChanged 1 SP:Iteration 20F (2640.600000 sec): 3 clusters Score: Raw -320514.303557 + Penalty 8961.142527 = -311553.161029 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 6 (14859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2640.700000 sec): 2 clusters Score: Raw -3118088.186308 + Penalty 5883.896126 = -3112204.290182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2640.820000 sec): 3 clusters Score: Raw -3110726.593385 + Penalty 11767.792251 = -3098958.801134 nChanged 5826 SP:Iteration 1F (2640.940000 sec): 3 clusters Score: Raw -3114128.523359 + Penalty 11767.792251 = -3102360.731108 nChanged 1144 SP:Iteration 2F (2641.070000 sec): 3 clusters Score: Raw -3114859.389361 + Penalty 11767.792251 = -3103091.597110 nChanged 830 SP:Iteration 3F (2641.190000 sec): 3 clusters Score: Raw -3115454.243730 + Penalty 11767.792251 = -3103686.451479 nChanged 761 SP:Iteration 4F (2641.310000 sec): 3 clusters Score: Raw -3115952.907492 + Penalty 11767.792251 = -3104185.115241 nChanged 622 SP:Iteration 5Q (2641.430000 sec): 3 clusters Score: Raw -3116304.817622 + Penalty 11767.792251 = -3104537.025371 nChanged 512 SP:Iteration 6Q (2641.550000 sec): 3 clusters Score: Raw -3116586.883224 + Penalty 11767.792251 = -3104819.090973 nChanged 489 SP:Iteration 7Q (2641.670000 sec): 3 clusters Score: Raw -3116832.665693 + Penalty 11767.792251 = -3105064.873442 nChanged 416 SP:Iteration 8Q (2641.790000 sec): 3 clusters Score: Raw -3117056.146222 + Penalty 11767.792251 = -3105288.353971 nChanged 403 SP:Iteration 9Q (2641.910000 sec): 3 clusters Score: Raw -3117274.951751 + Penalty 11767.792251 = -3105507.159500 nChanged 385 SP:Iteration 10Q (2642.030000 sec): 3 clusters Score: Raw -3117481.424909 + Penalty 11767.792251 = -3105713.632658 nChanged 360 SP:Iteration 11Q (2642.150000 sec): 3 clusters Score: Raw -3117670.767515 + Penalty 11767.792251 = -3105902.975263 nChanged 340 SP:Iteration 12Q (2642.270000 sec): 3 clusters Score: Raw -3117838.754211 + Penalty 11767.792251 = -3106070.961960 nChanged 329 SP:Iteration 13Q (2642.390000 sec): 3 clusters Score: Raw -3118019.321250 + Penalty 11767.792251 = -3106251.528999 nChanged 320 SP:Iteration 14Q (2642.510000 sec): 3 clusters Score: Raw -3118193.050256 + Penalty 11767.792251 = -3106425.258005 nChanged 313 SP:Iteration 15Q (2642.630000 sec): 3 clusters Score: Raw -3118362.135098 + Penalty 11767.792251 = -3106594.342847 nChanged 315 SP:Iteration 16Q (2642.750000 sec): 3 clusters Score: Raw -3118529.096398 + Penalty 11767.792251 = -3106761.304147 nChanged 263 SP:Iteration 17Q (2642.860000 sec): 3 clusters Score: Raw -3118675.183595 + Penalty 11767.792251 = -3106907.391344 nChanged 245 SP:Iteration 18Q (2642.980000 sec): 3 clusters Score: Raw -3118814.574538 + Penalty 11767.792251 = -3107046.782287 nChanged 233 SP:Iteration 19Q (2643.100000 sec): 3 clusters Score: Raw -3118944.628597 + Penalty 11767.792251 = -3107176.836346 nChanged 239 SP:Iteration 20F (2643.220000 sec): 3 clusters Score: Raw -3119090.933385 + Penalty 11767.792251 = -3107323.141134 nChanged 253 SP:Iteration 21Q (2643.340000 sec): 3 clusters Score: Raw -3119240.600803 + Penalty 11767.792251 = -3107472.808552 nChanged 209 SP:Iteration 22Q (2643.450000 sec): 3 clusters Score: Raw -3119359.456155 + Penalty 11767.792251 = -3107591.663904 nChanged 191 SP:Iteration 23Q (2643.570000 sec): 3 clusters Score: Raw -3119463.986181 + Penalty 11767.792251 = -3107696.193930 nChanged 150 SP:Iteration 24Q (2643.680000 sec): 3 clusters Score: Raw -3119539.563503 + Penalty 11767.792251 = -3107771.771252 nChanged 120 SP:Iteration 25Q (2643.800000 sec): 3 clusters Score: Raw -3119605.524066 + Penalty 11767.792251 = -3107837.731815 nChanged 117 SP:Iteration 26Q (2643.910000 sec): 3 clusters Score: Raw -3119666.962758 + Penalty 11767.792251 = -3107899.170507 nChanged 98 SP:Iteration 27Q (2644.020000 sec): 3 clusters Score: Raw -3119719.960871 + Penalty 11767.792251 = -3107952.168620 nChanged 82 SP:Iteration 28Q (2644.130000 sec): 3 clusters Score: Raw -3119760.161659 + Penalty 11767.792251 = -3107992.369408 nChanged 76 SP:Iteration 29Q (2644.250000 sec): 3 clusters Score: Raw -3119797.948829 + Penalty 11767.792251 = -3108030.156578 nChanged 72 SP:Iteration 30Q (2644.360000 sec): 3 clusters Score: Raw -3119830.965983 + Penalty 11767.792251 = -3108063.173732 nChanged 56 SP:Iteration 31Q (2644.470000 sec): 3 clusters Score: Raw -3119855.958762 + Penalty 11767.792251 = -3108088.166511 nChanged 62 SP:Iteration 32Q (2644.580000 sec): 3 clusters Score: Raw -3119886.619582 + Penalty 11767.792251 = -3108118.827331 nChanged 70 SP:Iteration 33Q (2644.690000 sec): 3 clusters Score: Raw -3119918.116811 + Penalty 11767.792251 = -3108150.324560 nChanged 67 SP:Iteration 34Q (2644.800000 sec): 3 clusters Score: Raw -3119950.641723 + Penalty 11767.792251 = -3108182.849472 nChanged 64 SP:Iteration 35Q (2644.910000 sec): 3 clusters Score: Raw -3119982.019553 + Penalty 11767.792251 = -3108214.227302 nChanged 33 SP:Iteration 36Q (2645.010000 sec): 3 clusters Score: Raw -3119995.808987 + Penalty 11767.792251 = -3108228.016736 nChanged 27 SP:Iteration 37Q (2645.130000 sec): 3 clusters Score: Raw -3120006.683764 + Penalty 11767.792251 = -3108238.891512 nChanged 16 SP:Iteration 38Q (2645.230000 sec): 3 clusters Score: Raw -3120013.555739 + Penalty 11767.792251 = -3108245.763488 nChanged 12 SP:Iteration 39Q (2645.340000 sec): 3 clusters Score: Raw -3120018.866785 + Penalty 11767.792251 = -3108251.074534 nChanged 9 SP:Iteration 40F (2645.460000 sec): 3 clusters Score: Raw -3120023.259216 + Penalty 11767.792251 = -3108255.466965 nChanged 10 SP:Iteration 41Q (2645.570000 sec): 3 clusters Score: Raw -3120028.076675 + Penalty 11767.792251 = -3108260.284424 nChanged 7 SP:Iteration 42Q (2645.680000 sec): 3 clusters Score: Raw -3120031.527551 + Penalty 11767.792251 = -3108263.735300 nChanged 6 SP:Iteration 43Q (2645.790000 sec): 3 clusters Score: Raw -3120033.129834 + Penalty 11767.792251 = -3108265.337583 nChanged 1 SP:Iteration 44Q (2645.890000 sec): 3 clusters Score: Raw -3120033.441401 + Penalty 11767.792251 = -3108265.649150 nChanged 2 SP:Iteration 45Q (2646.000000 sec): 3 clusters Score: Raw -3120034.052938 + Penalty 11767.792251 = -3108266.260687 nChanged 1 SP:Iteration 46Q (2646.110000 sec): 3 clusters Score: Raw -3120034.492801 + Penalty 11767.792251 = -3108266.700550 nChanged 2 SP:Iteration 47Q (2646.220000 sec): 3 clusters Score: Raw -3120034.941309 + Penalty 11767.792251 = -3108267.149058 nChanged 0 SP:Iteration 48F (2646.340000 sec): 3 clusters Score: Raw -3120034.941309 + Penalty 11767.792251 = -3108267.149058 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 7 (41231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2646.610000 sec): 2 clusters Score: Raw -8884325.661351 + Penalty 6509.004229 = -8877816.657122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2646.960000 sec): 3 clusters Score: Raw -8860986.691489 + Penalty 13018.008457 = -8847968.683032 nChanged 17727 SP:Iteration 1F (2647.300000 sec): 3 clusters Score: Raw -8870105.321283 + Penalty 13018.008457 = -8857087.312825 nChanged 2267 SP:Iteration 2F (2647.650000 sec): 3 clusters Score: Raw -8871078.726424 + Penalty 13018.008457 = -8858060.717966 nChanged 2021 SP:Iteration 3Q (2647.990000 sec): 3 clusters Score: Raw -8872176.366977 + Penalty 13018.008457 = -8859158.358520 nChanged 2041 SP:Iteration 4Q (2648.340000 sec): 3 clusters Score: Raw -8873526.075206 + Penalty 13018.008457 = -8860508.066748 nChanged 2016 SP:Iteration 5Q (2648.680000 sec): 3 clusters Score: Raw -8874759.494285 + Penalty 13018.008457 = -8861741.485828 nChanged 2065 SP:Iteration 6F (2649.030000 sec): 3 clusters Score: Raw -8875881.188845 + Penalty 13018.008457 = -8862863.180388 nChanged 2108 SP:Iteration 7F (2649.370000 sec): 3 clusters Score: Raw -8876972.144373 + Penalty 13018.008457 = -8863954.135916 nChanged 2067 SP:Iteration 8F (2649.720000 sec): 3 clusters Score: Raw -8878017.048905 + Penalty 13018.008457 = -8864999.040448 nChanged 1985 SP:Iteration 9Q (2650.060000 sec): 3 clusters Score: Raw -8879026.650342 + Penalty 13018.008457 = -8866008.641884 nChanged 1936 SP:Iteration 10Q (2650.390000 sec): 3 clusters Score: Raw -8880044.246322 + Penalty 13018.008457 = -8867026.237864 nChanged 1821 SP:Iteration 11Q (2650.730000 sec): 3 clusters Score: Raw -8880989.424320 + Penalty 13018.008457 = -8867971.415862 nChanged 1665 SP:Iteration 12Q (2651.070000 sec): 3 clusters Score: Raw -8881851.023102 + Penalty 13018.008457 = -8868833.014645 nChanged 1453 SP:Iteration 13Q (2651.410000 sec): 3 clusters Score: Raw -8882540.543078 + Penalty 13018.008457 = -8869522.534621 nChanged 1222 SP:Iteration 14Q (2651.750000 sec): 3 clusters Score: Raw -8883095.012387 + Penalty 13018.008457 = -8870077.003930 nChanged 1097 SP:Iteration 15Q (2652.080000 sec): 3 clusters Score: Raw -8883584.498181 + Penalty 13018.008457 = -8870566.489723 nChanged 982 SP:Iteration 16Q (2652.420000 sec): 3 clusters Score: Raw -8884060.090573 + Penalty 13018.008457 = -8871042.082116 nChanged 930 SP:Iteration 17Q (2652.750000 sec): 3 clusters Score: Raw -8884568.016852 + Penalty 13018.008457 = -8871550.008395 nChanged 844 SP:Iteration 18Q (2653.090000 sec): 3 clusters Score: Raw -8885081.795993 + Penalty 13018.008457 = -8872063.787535 nChanged 867 SP:Iteration 19Q (2653.410000 sec): 3 clusters Score: Raw -8885632.069194 + Penalty 13018.008457 = -8872614.060736 nChanged 767 SP:Iteration 20F (2653.750000 sec): 3 clusters Score: Raw -8886129.281127 + Penalty 13018.008457 = -8873111.272669 nChanged 687 SP:Iteration 21Q (2654.070000 sec): 3 clusters Score: Raw -8886498.585599 + Penalty 13018.008457 = -8873480.577142 nChanged 604 SP:Iteration 22Q (2654.370000 sec): 3 clusters Score: Raw -8886757.376781 + Penalty 13018.008457 = -8873739.368323 nChanged 463 SP:Iteration 23Q (2654.680000 sec): 3 clusters Score: Raw -8886941.922644 + Penalty 13018.008457 = -8873923.914187 nChanged 365 SP:Iteration 24Q (2654.980000 sec): 3 clusters Score: Raw -8887065.162354 + Penalty 13018.008457 = -8874047.153896 nChanged 300 SP:Iteration 25Q (2655.270000 sec): 3 clusters Score: Raw -8887156.231574 + Penalty 13018.008457 = -8874138.223116 nChanged 243 SP:Iteration 26Q (2655.570000 sec): 3 clusters Score: Raw -8887225.515145 + Penalty 13018.008457 = -8874207.506687 nChanged 208 SP:Iteration 27Q (2655.870000 sec): 3 clusters Score: Raw -8887284.610938 + Penalty 13018.008457 = -8874266.602480 nChanged 197 SP:Iteration 28Q (2656.160000 sec): 3 clusters Score: Raw -8887340.592371 + Penalty 13018.008457 = -8874322.583914 nChanged 169 SP:Iteration 29Q (2656.450000 sec): 3 clusters Score: Raw -8887385.345380 + Penalty 13018.008457 = -8874367.336922 nChanged 163 SP:Iteration 30Q (2656.740000 sec): 3 clusters Score: Raw -8887428.831710 + Penalty 13018.008457 = -8874410.823253 nChanged 147 SP:Iteration 31Q (2657.030000 sec): 3 clusters Score: Raw -8887462.752820 + Penalty 13018.008457 = -8874444.744363 nChanged 139 SP:Iteration 32Q (2657.320000 sec): 3 clusters Score: Raw -8887496.664384 + Penalty 13018.008457 = -8874478.655927 nChanged 124 SP:Iteration 33Q (2657.610000 sec): 3 clusters Score: Raw -8887523.647979 + Penalty 13018.008457 = -8874505.639521 nChanged 126 SP:Iteration 34Q (2657.900000 sec): 3 clusters Score: Raw -8887554.243216 + Penalty 13018.008457 = -8874536.234759 nChanged 128 SP:Iteration 35Q (2658.190000 sec): 3 clusters Score: Raw -8887586.030423 + Penalty 13018.008457 = -8874568.021965 nChanged 130 SP:Iteration 36Q (2658.470000 sec): 3 clusters Score: Raw -8887616.822766 + Penalty 13018.008457 = -8874598.814308 nChanged 121 SP:Iteration 37Q (2658.760000 sec): 3 clusters Score: Raw -8887643.304007 + Penalty 13018.008457 = -8874625.295549 nChanged 127 SP:Iteration 38Q (2659.050000 sec): 3 clusters Score: Raw -8887674.308119 + Penalty 13018.008457 = -8874656.299662 nChanged 132 SP:Iteration 39Q (2659.330000 sec): 3 clusters Score: Raw -8887707.474503 + Penalty 13018.008457 = -8874689.466045 nChanged 142 SP:Iteration 40F (2659.670000 sec): 3 clusters Score: Raw -8887744.785032 + Penalty 13018.008457 = -8874726.776575 nChanged 142 SP:Iteration 41Q (2659.960000 sec): 3 clusters Score: Raw -8887779.385981 + Penalty 13018.008457 = -8874761.377523 nChanged 121 SP:Iteration 42Q (2660.250000 sec): 3 clusters Score: Raw -8887812.072418 + Penalty 13018.008457 = -8874794.063960 nChanged 143 SP:Iteration 43Q (2660.530000 sec): 3 clusters Score: Raw -8887854.203142 + Penalty 13018.008457 = -8874836.194684 nChanged 151 SP:Iteration 44Q (2660.810000 sec): 3 clusters Score: Raw -8887899.251535 + Penalty 13018.008457 = -8874881.243078 nChanged 171 SP:Iteration 45Q (2661.100000 sec): 3 clusters Score: Raw -8887953.125802 + Penalty 13018.008457 = -8874935.117344 nChanged 199 SP:Iteration 46Q (2661.380000 sec): 3 clusters Score: Raw -8888021.302564 + Penalty 13018.008457 = -8875003.294107 nChanged 190 SP:Iteration 47Q (2661.670000 sec): 3 clusters Score: Raw -8888089.881661 + Penalty 13018.008457 = -8875071.873204 nChanged 174 SP:Iteration 48Q (2661.950000 sec): 3 clusters Score: Raw -8888154.056784 + Penalty 13018.008457 = -8875136.048326 nChanged 167 SP:Iteration 49Q (2662.230000 sec): 3 clusters Score: Raw -8888219.827048 + Penalty 13018.008457 = -8875201.818591 nChanged 178 SP:Iteration 50Q (2662.510000 sec): 3 clusters Score: Raw -8888288.259751 + Penalty 13018.008457 = -8875270.251294 nChanged 173 SP:Iteration 51Q (2662.790000 sec): 3 clusters Score: Raw -8888357.023381 + Penalty 13018.008457 = -8875339.014923 nChanged 167 SP:Iteration 52Q (2663.070000 sec): 3 clusters Score: Raw -8888425.258323 + Penalty 13018.008457 = -8875407.249866 nChanged 174 SP:Iteration 53Q (2663.350000 sec): 3 clusters Score: Raw -8888503.564795 + Penalty 13018.008457 = -8875485.556338 nChanged 190 SP:Iteration 54Q (2663.620000 sec): 3 clusters Score: Raw -8888599.118430 + Penalty 13018.008457 = -8875581.109973 nChanged 186 SP:Iteration 55Q (2663.890000 sec): 3 clusters Score: Raw -8888700.019690 + Penalty 13018.008457 = -8875682.011233 nChanged 155 SP:Iteration 56Q (2664.170000 sec): 3 clusters Score: Raw -8888784.128916 + Penalty 13018.008457 = -8875766.120459 nChanged 163 SP:Iteration 57Q (2664.430000 sec): 3 clusters Score: Raw -8888871.538144 + Penalty 13018.008457 = -8875853.529686 nChanged 139 SP:Iteration 58Q (2664.700000 sec): 3 clusters Score: Raw -8888937.030452 + Penalty 13018.008457 = -8875919.021994 nChanged 124 SP:Iteration 59Q (2664.970000 sec): 3 clusters Score: Raw -8888990.658566 + Penalty 13018.008457 = -8875972.650108 nChanged 86 SP:Iteration 60F (2665.310000 sec): 3 clusters Score: Raw -8889021.626086 + Penalty 13018.008457 = -8876003.617629 nChanged 62 SP:Iteration 61Q (2665.570000 sec): 3 clusters Score: Raw -8889041.418604 + Penalty 13018.008457 = -8876023.410146 nChanged 50 SP:Iteration 62Q (2665.830000 sec): 3 clusters Score: Raw -8889057.353950 + Penalty 13018.008457 = -8876039.345492 nChanged 52 SP:Iteration 63Q (2666.090000 sec): 3 clusters Score: Raw -8889075.168649 + Penalty 13018.008457 = -8876057.160191 nChanged 50 SP:Iteration 64Q (2666.350000 sec): 3 clusters Score: Raw -8889090.516918 + Penalty 13018.008457 = -8876072.508460 nChanged 26 SP:Iteration 65Q (2666.610000 sec): 3 clusters Score: Raw -8889098.594437 + Penalty 13018.008457 = -8876080.585980 nChanged 22 SP:Iteration 66Q (2666.870000 sec): 3 clusters Score: Raw -8889104.415018 + Penalty 13018.008457 = -8876086.406561 nChanged 18 SP:Iteration 67Q (2667.130000 sec): 3 clusters Score: Raw -8889108.966527 + Penalty 13018.008457 = -8876090.958070 nChanged 12 SP:Iteration 68Q (2667.380000 sec): 3 clusters Score: Raw -8889112.089348 + Penalty 13018.008457 = -8876094.080890 nChanged 12 SP:Iteration 69Q (2667.640000 sec): 3 clusters Score: Raw -8889115.079424 + Penalty 13018.008457 = -8876097.070967 nChanged 9 SP:Iteration 70Q (2667.900000 sec): 3 clusters Score: Raw -8889117.243858 + Penalty 13018.008457 = -8876099.235401 nChanged 5 SP:Iteration 71Q (2668.150000 sec): 3 clusters Score: Raw -8889118.189898 + Penalty 13018.008457 = -8876100.181440 nChanged 4 SP:Iteration 72Q (2668.410000 sec): 3 clusters Score: Raw -8889118.908499 + Penalty 13018.008457 = -8876100.900041 nChanged 7 SP:Iteration 73Q (2668.660000 sec): 3 clusters Score: Raw -8889120.100259 + Penalty 13018.008457 = -8876102.091801 nChanged 5 SP:Iteration 74Q (2668.920000 sec): 3 clusters Score: Raw -8889121.156088 + Penalty 13018.008457 = -8876103.147630 nChanged 3 SP:Iteration 75Q (2669.180000 sec): 3 clusters Score: Raw -8889121.771373 + Penalty 13018.008457 = -8876103.762915 nChanged 3 SP:Iteration 76Q (2669.430000 sec): 3 clusters Score: Raw -8889122.819567 + Penalty 13018.008457 = -8876104.811110 nChanged 2 SP:Iteration 77Q (2669.680000 sec): 3 clusters Score: Raw -8889123.250492 + Penalty 13018.008457 = -8876105.242034 nChanged 2 SP:Iteration 78Q (2669.940000 sec): 3 clusters Score: Raw -8889123.613868 + Penalty 13018.008457 = -8876105.605410 nChanged 2 SP:Iteration 79Q (2670.200000 sec): 3 clusters Score: Raw -8889124.164900 + Penalty 13018.008457 = -8876106.156442 nChanged 3 SP:Iteration 80F (2670.540000 sec): 3 clusters Score: Raw -8889125.066047 + Penalty 13018.008457 = -8876107.057590 nChanged 1 SP:Iteration 81Q (2670.790000 sec): 3 clusters Score: Raw -8889125.252629 + Penalty 13018.008457 = -8876107.244171 nChanged 0 SP:Iteration 82F (2671.130000 sec): 3 clusters Score: Raw -8889125.252629 + Penalty 13018.008457 = -8876107.244171 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 8 (3566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2671.180000 sec): 2 clusters Score: Raw -781845.027040 + Penalty 5009.759877 = -776835.267163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2671.210000 sec): 3 clusters Score: Raw -780688.070687 + Penalty 10019.519753 = -770668.550934 nChanged 1020 SP:Iteration 1F (2671.240000 sec): 3 clusters Score: Raw -781577.089224 + Penalty 10019.519753 = -771557.569471 nChanged 239 SP:Iteration 2F (2671.260000 sec): 3 clusters Score: Raw -781818.349615 + Penalty 10019.519753 = -771798.829862 nChanged 130 SP:Iteration 3Q (2671.300000 sec): 3 clusters Score: Raw -781952.248104 + Penalty 10019.519753 = -771932.728351 nChanged 88 SP:Iteration 4Q (2671.320000 sec): 3 clusters Score: Raw -782046.937067 + Penalty 10019.519753 = -772027.417314 nChanged 58 SP:Iteration 5Q (2671.350000 sec): 3 clusters Score: Raw -782105.058918 + Penalty 10019.519753 = -772085.539165 nChanged 40 SP:Iteration 6Q (2671.380000 sec): 3 clusters Score: Raw -782141.075963 + Penalty 10019.519753 = -772121.556210 nChanged 27 SP:Iteration 7Q (2671.410000 sec): 3 clusters Score: Raw -782160.672931 + Penalty 10019.519753 = -772141.153178 nChanged 18 SP:Iteration 8Q (2671.440000 sec): 3 clusters Score: Raw -782178.394660 + Penalty 10019.519753 = -772158.874907 nChanged 16 SP:Iteration 9Q (2671.470000 sec): 3 clusters Score: Raw -782194.134545 + Penalty 10019.519753 = -772174.614792 nChanged 19 SP:Iteration 10Q (2671.500000 sec): 3 clusters Score: Raw -782212.332562 + Penalty 10019.519753 = -772192.812809 nChanged 16 SP:Iteration 11Q (2671.520000 sec): 3 clusters Score: Raw -782231.471440 + Penalty 10019.519753 = -772211.951687 nChanged 15 SP:Iteration 12Q (2671.550000 sec): 3 clusters Score: Raw -782242.355524 + Penalty 10019.519753 = -772222.835771 nChanged 11 SP:Iteration 13Q (2671.580000 sec): 3 clusters Score: Raw -782250.688790 + Penalty 10019.519753 = -772231.169037 nChanged 9 SP:Iteration 14Q (2671.610000 sec): 3 clusters Score: Raw -782256.241609 + Penalty 10019.519753 = -772236.721856 nChanged 5 SP:Iteration 15Q (2671.640000 sec): 3 clusters Score: Raw -782259.449180 + Penalty 10019.519753 = -772239.929426 nChanged 6 SP:Iteration 16Q (2671.670000 sec): 3 clusters Score: Raw -782263.946039 + Penalty 10019.519753 = -772244.426286 nChanged 3 SP:Iteration 17Q (2671.700000 sec): 3 clusters Score: Raw -782265.619332 + Penalty 10019.519753 = -772246.099579 nChanged 3 SP:Iteration 18Q (2671.720000 sec): 3 clusters Score: Raw -782266.748618 + Penalty 10019.519753 = -772247.228865 nChanged 3 SP:Iteration 19Q (2671.750000 sec): 3 clusters Score: Raw -782269.340656 + Penalty 10019.519753 = -772249.820903 nChanged 3 SP:Iteration 20F (2671.780000 sec): 3 clusters Score: Raw -782271.287948 + Penalty 10019.519753 = -772251.768195 nChanged 2 SP:Iteration 21Q (2671.810000 sec): 3 clusters Score: Raw -782272.559076 + Penalty 10019.519753 = -772253.039323 nChanged 0 SP:Iteration 22F (2671.840000 sec): 3 clusters Score: Raw -782272.559076 + Penalty 10019.519753 = -772253.039323 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 9 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2671.850000 sec): 2 clusters Score: Raw -121235.791468 + Penalty 3916.074337 = -117319.717131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2671.860000 sec): 3 clusters Score: Raw -121714.039488 + Penalty 7832.148674 = -113881.890814 nChanged 65 SP:Iteration 1F (2671.860000 sec): 3 clusters Score: Raw -122066.837682 + Penalty 7832.148674 = -114234.689009 nChanged 28 SP:Iteration 2Q (2671.860000 sec): 3 clusters Score: Raw -122232.443709 + Penalty 7832.148674 = -114400.295036 nChanged 13 SP:Iteration 3Q (2671.870000 sec): 3 clusters Score: Raw -122384.925784 + Penalty 7832.148674 = -114552.777110 nChanged 5 SP:Iteration 4Q (2671.870000 sec): 3 clusters Score: Raw -122518.511022 + Penalty 7832.148674 = -114686.362348 nChanged 9 SP:Iteration 5Q (2671.880000 sec): 3 clusters Score: Raw -122554.667706 + Penalty 7832.148674 = -114722.519033 nChanged 3 SP:Iteration 6Q (2671.880000 sec): 3 clusters Score: Raw -122575.182540 + Penalty 7832.148674 = -114743.033866 nChanged 3 SP:Iteration 7Q (2671.890000 sec): 3 clusters Score: Raw -122597.789836 + Penalty 7832.148674 = -114765.641162 nChanged 1 SP:Iteration 8Q (2671.890000 sec): 3 clusters Score: Raw -122608.873198 + Penalty 7832.148674 = -114776.724525 nChanged 0 SP:Iteration 9F (2671.900000 sec): 3 clusters Score: Raw -122608.873198 + Penalty 7832.148674 = -114776.724525 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 12 (10455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2671.970000 sec): 2 clusters Score: Raw -2223439.149234 + Penalty 5668.586812 = -2217770.562421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2672.060000 sec): 3 clusters Score: Raw -2218562.848606 + Penalty 11337.173625 = -2207225.674981 nChanged 3913 SP:Iteration 1F (2672.140000 sec): 3 clusters Score: Raw -2220875.134514 + Penalty 11337.173625 = -2209537.960889 nChanged 782 SP:Iteration 2F (2672.230000 sec): 3 clusters Score: Raw -2221367.034732 + Penalty 11337.173625 = -2210029.861107 nChanged 520 SP:Iteration 3Q (2672.320000 sec): 3 clusters Score: Raw -2221714.589448 + Penalty 11337.173625 = -2210377.415823 nChanged 440 SP:Iteration 4Q (2672.400000 sec): 3 clusters Score: Raw -2221996.035574 + Penalty 11337.173625 = -2210658.861949 nChanged 347 SP:Iteration 5Q (2672.490000 sec): 3 clusters Score: Raw -2222256.404014 + Penalty 11337.173625 = -2210919.230389 nChanged 372 SP:Iteration 6Q (2672.570000 sec): 3 clusters Score: Raw -2222577.698873 + Penalty 11337.173625 = -2211240.525249 nChanged 414 SP:Iteration 7Q (2672.660000 sec): 3 clusters Score: Raw -2223008.931509 + Penalty 11337.173625 = -2211671.757885 nChanged 522 SP:Iteration 8Q (2672.750000 sec): 3 clusters Score: Raw -2223546.598519 + Penalty 11337.173625 = -2212209.424894 nChanged 571 SP:Iteration 9F (2672.840000 sec): 3 clusters Score: Raw -2224118.546648 + Penalty 11337.173625 = -2212781.373023 nChanged 551 SP:Iteration 10F (2672.920000 sec): 3 clusters Score: Raw -2224653.545663 + Penalty 11337.173625 = -2213316.372039 nChanged 496 SP:Iteration 11Q (2673.000000 sec): 3 clusters Score: Raw -2225141.740318 + Penalty 11337.173625 = -2213804.566694 nChanged 420 SP:Iteration 12Q (2673.090000 sec): 3 clusters Score: Raw -2225549.324273 + Penalty 11337.173625 = -2214212.150648 nChanged 346 SP:Iteration 13Q (2673.170000 sec): 3 clusters Score: Raw -2225870.134709 + Penalty 11337.173625 = -2214532.961085 nChanged 282 SP:Iteration 14Q (2673.250000 sec): 3 clusters Score: Raw -2226122.002109 + Penalty 11337.173625 = -2214784.828484 nChanged 233 SP:Iteration 15Q (2673.330000 sec): 3 clusters Score: Raw -2226313.908432 + Penalty 11337.173625 = -2214976.734807 nChanged 191 SP:Iteration 16Q (2673.410000 sec): 3 clusters Score: Raw -2226473.721053 + Penalty 11337.173625 = -2215136.547429 nChanged 173 SP:Iteration 17Q (2673.480000 sec): 3 clusters Score: Raw -2226614.553188 + Penalty 11337.173625 = -2215277.379563 nChanged 153 SP:Iteration 18Q (2673.560000 sec): 3 clusters Score: Raw -2226729.859422 + Penalty 11337.173625 = -2215392.685798 nChanged 113 SP:Iteration 19Q (2673.640000 sec): 3 clusters Score: Raw -2226805.378285 + Penalty 11337.173625 = -2215468.204660 nChanged 65 SP:Iteration 20F (2673.720000 sec): 3 clusters Score: Raw -2226845.174812 + Penalty 11337.173625 = -2215508.001187 nChanged 53 SP:Iteration 21Q (2673.800000 sec): 3 clusters Score: Raw -2226871.344310 + Penalty 11337.173625 = -2215534.170686 nChanged 40 SP:Iteration 22Q (2673.870000 sec): 3 clusters Score: Raw -2226888.994216 + Penalty 11337.173625 = -2215551.820591 nChanged 24 SP:Iteration 23Q (2673.940000 sec): 3 clusters Score: Raw -2226899.562909 + Penalty 11337.173625 = -2215562.389285 nChanged 15 SP:Iteration 24Q (2674.020000 sec): 3 clusters Score: Raw -2226905.387831 + Penalty 11337.173625 = -2215568.214207 nChanged 8 SP:Iteration 25Q (2674.090000 sec): 3 clusters Score: Raw -2226908.655328 + Penalty 11337.173625 = -2215571.481703 nChanged 6 SP:Iteration 26Q (2674.160000 sec): 3 clusters Score: Raw -2226910.772583 + Penalty 11337.173625 = -2215573.598959 nChanged 7 SP:Iteration 27Q (2674.240000 sec): 3 clusters Score: Raw -2226912.831899 + Penalty 11337.173625 = -2215575.658275 nChanged 3 SP:Iteration 28Q (2674.310000 sec): 3 clusters Score: Raw -2226913.789973 + Penalty 11337.173625 = -2215576.616349 nChanged 0 SP:Iteration 29F (2674.400000 sec): 3 clusters Score: Raw -2226913.789973 + Penalty 11337.173625 = -2215576.616349 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 13 (4822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2674.430000 sec): 2 clusters Score: Raw -1038366.769716 + Penalty 5194.578236 = -1033172.191480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2674.470000 sec): 3 clusters Score: Raw -1036584.672017 + Penalty 10389.156472 = -1026195.515546 nChanged 1526 SP:Iteration 1F (2674.510000 sec): 3 clusters Score: Raw -1037667.708822 + Penalty 10389.156472 = -1027278.552350 nChanged 352 SP:Iteration 2F (2674.550000 sec): 3 clusters Score: Raw -1037939.303316 + Penalty 10389.156472 = -1027550.146844 nChanged 175 SP:Iteration 3Q (2674.590000 sec): 3 clusters Score: Raw -1038096.232403 + Penalty 10389.156472 = -1027707.075931 nChanged 110 SP:Iteration 4Q (2674.630000 sec): 3 clusters Score: Raw -1038182.933699 + Penalty 10389.156472 = -1027793.777227 nChanged 97 SP:Iteration 5Q (2674.670000 sec): 3 clusters Score: Raw -1038251.551333 + Penalty 10389.156472 = -1027862.394861 nChanged 72 SP:Iteration 6Q (2674.710000 sec): 3 clusters Score: Raw -1038304.912750 + Penalty 10389.156472 = -1027915.756278 nChanged 57 SP:Iteration 7Q (2674.750000 sec): 3 clusters Score: Raw -1038343.667443 + Penalty 10389.156472 = -1027954.510971 nChanged 44 SP:Iteration 8Q (2674.790000 sec): 3 clusters Score: Raw -1038372.330471 + Penalty 10389.156472 = -1027983.173999 nChanged 28 SP:Iteration 9Q (2674.820000 sec): 3 clusters Score: Raw -1038391.120841 + Penalty 10389.156472 = -1028001.964369 nChanged 29 SP:Iteration 10Q (2674.860000 sec): 3 clusters Score: Raw -1038408.928709 + Penalty 10389.156472 = -1028019.772237 nChanged 17 SP:Iteration 11Q (2674.900000 sec): 3 clusters Score: Raw -1038418.188196 + Penalty 10389.156472 = -1028029.031724 nChanged 15 SP:Iteration 12Q (2674.940000 sec): 3 clusters Score: Raw -1038426.886384 + Penalty 10389.156472 = -1028037.729913 nChanged 20 SP:Iteration 13Q (2674.980000 sec): 3 clusters Score: Raw -1038437.757584 + Penalty 10389.156472 = -1028048.601112 nChanged 10 SP:Iteration 14Q (2675.020000 sec): 3 clusters Score: Raw -1038442.927472 + Penalty 10389.156472 = -1028053.771000 nChanged 9 SP:Iteration 15Q (2675.060000 sec): 3 clusters Score: Raw -1038448.110899 + Penalty 10389.156472 = -1028058.954427 nChanged 6 SP:Iteration 16Q (2675.100000 sec): 3 clusters Score: Raw -1038452.426673 + Penalty 10389.156472 = -1028063.270201 nChanged 4 SP:Iteration 17Q (2675.140000 sec): 3 clusters Score: Raw -1038455.276816 + Penalty 10389.156472 = -1028066.120344 nChanged 6 SP:Iteration 18Q (2675.180000 sec): 3 clusters Score: Raw -1038458.295206 + Penalty 10389.156472 = -1028069.138734 nChanged 10 SP:Iteration 19Q (2675.220000 sec): 3 clusters Score: Raw -1038464.272265 + Penalty 10389.156472 = -1028075.115793 nChanged 6 SP:Iteration 20F (2675.260000 sec): 3 clusters Score: Raw -1038469.351510 + Penalty 10389.156472 = -1028080.195038 nChanged 5 SP:Iteration 21Q (2675.290000 sec): 3 clusters Score: Raw -1038472.822306 + Penalty 10389.156472 = -1028083.665834 nChanged 1 SP:Iteration 22Q (2675.330000 sec): 3 clusters Score: Raw -1038473.484135 + Penalty 10389.156472 = -1028084.327663 nChanged 2 SP:Iteration 23Q (2675.370000 sec): 3 clusters Score: Raw -1038474.410422 + Penalty 10389.156472 = -1028085.253950 nChanged 2 SP:Iteration 24Q (2675.410000 sec): 3 clusters Score: Raw -1038475.228810 + Penalty 10389.156472 = -1028086.072338 nChanged 3 SP:Iteration 25Q (2675.450000 sec): 3 clusters Score: Raw -1038477.243481 + Penalty 10389.156472 = -1028088.087009 nChanged 4 SP:Iteration 26Q (2675.490000 sec): 3 clusters Score: Raw -1038480.754510 + Penalty 10389.156472 = -1028091.598038 nChanged 5 SP:Iteration 27Q (2675.530000 sec): 3 clusters Score: Raw -1038483.578184 + Penalty 10389.156472 = -1028094.421712 nChanged 4 SP:Iteration 28Q (2675.560000 sec): 3 clusters Score: Raw -1038485.275723 + Penalty 10389.156472 = -1028096.119251 nChanged 3 SP:Iteration 29Q (2675.600000 sec): 3 clusters Score: Raw -1038486.545302 + Penalty 10389.156472 = -1028097.388830 nChanged 1 SP:Iteration 30Q (2675.640000 sec): 3 clusters Score: Raw -1038486.877978 + Penalty 10389.156472 = -1028097.721506 nChanged 0 SP:Iteration 31F (2675.680000 sec): 3 clusters Score: Raw -1038486.877978 + Penalty 10389.156472 = -1028097.721506 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 14 (9401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2675.750000 sec): 2 clusters Score: Raw -2004101.807660 + Penalty 5603.499949 = -1998498.307711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2675.820000 sec): 3 clusters Score: Raw -1999750.296783 + Penalty 11206.999898 = -1988543.296885 nChanged 3471 SP:Iteration 1F (2675.900000 sec): 3 clusters Score: Raw -2001780.730657 + Penalty 11206.999898 = -1990573.730759 nChanged 728 SP:Iteration 2F (2675.980000 sec): 3 clusters Score: Raw -2002265.042854 + Penalty 11206.999898 = -1991058.042956 nChanged 486 SP:Iteration 3F (2676.050000 sec): 3 clusters Score: Raw -2002549.682091 + Penalty 11206.999898 = -1991342.682192 nChanged 300 SP:Iteration 4Q (2676.130000 sec): 3 clusters Score: Raw -2002744.226453 + Penalty 11206.999898 = -1991537.226555 nChanged 251 SP:Iteration 5Q (2676.210000 sec): 3 clusters Score: Raw -2002916.213376 + Penalty 11206.999898 = -1991709.213478 nChanged 234 SP:Iteration 6Q (2676.290000 sec): 3 clusters Score: Raw -2003085.017456 + Penalty 11206.999898 = -1991878.017558 nChanged 216 SP:Iteration 7Q (2676.360000 sec): 3 clusters Score: Raw -2003223.386100 + Penalty 11206.999898 = -1992016.386201 nChanged 215 SP:Iteration 8Q (2676.440000 sec): 3 clusters Score: Raw -2003357.034243 + Penalty 11206.999898 = -1992150.034345 nChanged 216 SP:Iteration 9Q (2676.510000 sec): 3 clusters Score: Raw -2003475.969085 + Penalty 11206.999898 = -1992268.969186 nChanged 195 SP:Iteration 10Q (2676.590000 sec): 3 clusters Score: Raw -2003580.596142 + Penalty 11206.999898 = -1992373.596243 nChanged 154 SP:Iteration 11Q (2676.660000 sec): 3 clusters Score: Raw -2003660.370995 + Penalty 11206.999898 = -1992453.371097 nChanged 143 SP:Iteration 12Q (2676.740000 sec): 3 clusters Score: Raw -2003733.319198 + Penalty 11206.999898 = -1992526.319300 nChanged 119 SP:Iteration 13Q (2676.810000 sec): 3 clusters Score: Raw -2003794.378818 + Penalty 11206.999898 = -1992587.378919 nChanged 101 SP:Iteration 14Q (2676.890000 sec): 3 clusters Score: Raw -2003839.354016 + Penalty 11206.999898 = -1992632.354118 nChanged 95 SP:Iteration 15Q (2676.960000 sec): 3 clusters Score: Raw -2003883.692182 + Penalty 11206.999898 = -1992676.692284 nChanged 89 SP:Iteration 16Q (2677.040000 sec): 3 clusters Score: Raw -2003928.193631 + Penalty 11206.999898 = -1992721.193733 nChanged 100 SP:Iteration 17Q (2677.110000 sec): 3 clusters Score: Raw -2003981.200740 + Penalty 11206.999898 = -1992774.200842 nChanged 104 SP:Iteration 18Q (2677.180000 sec): 3 clusters Score: Raw -2004032.044128 + Penalty 11206.999898 = -1992825.044230 nChanged 98 SP:Iteration 19Q (2677.260000 sec): 3 clusters Score: Raw -2004076.260057 + Penalty 11206.999898 = -1992869.260158 nChanged 91 SP:Iteration 20F (2677.330000 sec): 3 clusters Score: Raw -2004115.434065 + Penalty 11206.999898 = -1992908.434167 nChanged 84 SP:Iteration 21Q (2677.410000 sec): 3 clusters Score: Raw -2004149.636333 + Penalty 11206.999898 = -1992942.636434 nChanged 62 SP:Iteration 22Q (2677.480000 sec): 3 clusters Score: Raw -2004176.882929 + Penalty 11206.999898 = -1992969.883030 nChanged 55 SP:Iteration 23Q (2677.550000 sec): 3 clusters Score: Raw -2004199.093367 + Penalty 11206.999898 = -1992992.093468 nChanged 50 SP:Iteration 24Q (2677.630000 sec): 3 clusters Score: Raw -2004218.797093 + Penalty 11206.999898 = -1993011.797194 nChanged 49 SP:Iteration 25Q (2677.700000 sec): 3 clusters Score: Raw -2004238.535984 + Penalty 11206.999898 = -1993031.536086 nChanged 38 SP:Iteration 26Q (2677.780000 sec): 3 clusters Score: Raw -2004254.282557 + Penalty 11206.999898 = -1993047.282658 nChanged 35 SP:Iteration 27Q (2677.850000 sec): 3 clusters Score: Raw -2004269.248403 + Penalty 11206.999898 = -1993062.248504 nChanged 54 SP:Iteration 28Q (2677.930000 sec): 3 clusters Score: Raw -2004290.486145 + Penalty 11206.999898 = -1993083.486246 nChanged 49 SP:Iteration 29Q (2678.000000 sec): 3 clusters Score: Raw -2004307.152782 + Penalty 11206.999898 = -1993100.152883 nChanged 44 SP:Iteration 30Q (2678.070000 sec): 3 clusters Score: Raw -2004324.314797 + Penalty 11206.999898 = -1993117.314899 nChanged 47 SP:Iteration 31Q (2678.150000 sec): 3 clusters Score: Raw -2004342.018948 + Penalty 11206.999898 = -1993135.019049 nChanged 38 SP:Iteration 32Q (2678.220000 sec): 3 clusters Score: Raw -2004355.812613 + Penalty 11206.999898 = -1993148.812715 nChanged 42 SP:Iteration 33Q (2678.300000 sec): 3 clusters Score: Raw -2004372.962595 + Penalty 11206.999898 = -1993165.962696 nChanged 43 SP:Iteration 34Q (2678.370000 sec): 3 clusters Score: Raw -2004390.181079 + Penalty 11206.999898 = -1993183.181180 nChanged 45 SP:Iteration 35Q (2678.440000 sec): 3 clusters Score: Raw -2004408.018291 + Penalty 11206.999898 = -1993201.018393 nChanged 50 SP:Iteration 36Q (2678.520000 sec): 3 clusters Score: Raw -2004427.299214 + Penalty 11206.999898 = -1993220.299315 nChanged 38 SP:Iteration 37Q (2678.590000 sec): 3 clusters Score: Raw -2004441.258674 + Penalty 11206.999898 = -1993234.258776 nChanged 32 SP:Iteration 38Q (2678.670000 sec): 3 clusters Score: Raw -2004452.883175 + Penalty 11206.999898 = -1993245.883276 nChanged 34 SP:Iteration 39Q (2678.740000 sec): 3 clusters Score: Raw -2004468.894026 + Penalty 11206.999898 = -1993261.894128 nChanged 44 SP:Iteration 40F (2678.810000 sec): 3 clusters Score: Raw -2004488.668350 + Penalty 11206.999898 = -1993281.668451 nChanged 43 SP:Iteration 41Q (2678.890000 sec): 3 clusters Score: Raw -2004506.879998 + Penalty 11206.999898 = -1993299.880100 nChanged 53 SP:Iteration 42Q (2678.960000 sec): 3 clusters Score: Raw -2004530.884838 + Penalty 11206.999898 = -1993323.884940 nChanged 42 SP:Iteration 43Q (2679.040000 sec): 3 clusters Score: Raw -2004546.948483 + Penalty 11206.999898 = -1993339.948585 nChanged 32 SP:Iteration 44Q (2679.110000 sec): 3 clusters Score: Raw -2004559.665865 + Penalty 11206.999898 = -1993352.665967 nChanged 35 SP:Iteration 45Q (2679.190000 sec): 3 clusters Score: Raw -2004573.235553 + Penalty 11206.999898 = -1993366.235655 nChanged 35 SP:Iteration 46Q (2679.260000 sec): 3 clusters Score: Raw -2004585.473918 + Penalty 11206.999898 = -1993378.474020 nChanged 31 SP:Iteration 47Q (2679.330000 sec): 3 clusters Score: Raw -2004594.957632 + Penalty 11206.999898 = -1993387.957734 nChanged 28 SP:Iteration 48Q (2679.410000 sec): 3 clusters Score: Raw -2004606.140624 + Penalty 11206.999898 = -1993399.140726 nChanged 30 SP:Iteration 49Q (2679.480000 sec): 3 clusters Score: Raw -2004618.169652 + Penalty 11206.999898 = -1993411.169753 nChanged 40 SP:Iteration 50Q (2679.550000 sec): 3 clusters Score: Raw -2004635.288951 + Penalty 11206.999898 = -1993428.289052 nChanged 42 SP:Iteration 51Q (2679.630000 sec): 3 clusters Score: Raw -2004653.386435 + Penalty 11206.999898 = -1993446.386536 nChanged 41 SP:Iteration 52Q (2679.700000 sec): 3 clusters Score: Raw -2004672.573916 + Penalty 11206.999898 = -1993465.574018 nChanged 46 SP:Iteration 53Q (2679.770000 sec): 3 clusters Score: Raw -2004692.104737 + Penalty 11206.999898 = -1993485.104839 nChanged 60 SP:Iteration 54Q (2679.850000 sec): 3 clusters Score: Raw -2004718.556018 + Penalty 11206.999898 = -1993511.556120 nChanged 55 SP:Iteration 55Q (2679.920000 sec): 3 clusters Score: Raw -2004742.906122 + Penalty 11206.999898 = -1993535.906224 nChanged 55 SP:Iteration 56Q (2680.000000 sec): 3 clusters Score: Raw -2004767.710807 + Penalty 11206.999898 = -1993560.710908 nChanged 58 SP:Iteration 57Q (2680.070000 sec): 3 clusters Score: Raw -2004796.930206 + Penalty 11206.999898 = -1993589.930308 nChanged 61 SP:Iteration 58Q (2680.140000 sec): 3 clusters Score: Raw -2004827.081827 + Penalty 11206.999898 = -1993620.081929 nChanged 65 SP:Iteration 59Q (2680.220000 sec): 3 clusters Score: Raw -2004855.720663 + Penalty 11206.999898 = -1993648.720764 nChanged 53 SP:Iteration 60F (2680.290000 sec): 3 clusters Score: Raw -2004877.438255 + Penalty 11206.999898 = -1993670.438356 nChanged 52 SP:Iteration 61Q (2680.370000 sec): 3 clusters Score: Raw -2004901.309291 + Penalty 11206.999898 = -1993694.309393 nChanged 52 SP:Iteration 62Q (2680.440000 sec): 3 clusters Score: Raw -2004927.915734 + Penalty 11206.999898 = -1993720.915836 nChanged 53 SP:Iteration 63Q (2680.510000 sec): 3 clusters Score: Raw -2004956.565478 + Penalty 11206.999898 = -1993749.565580 nChanged 76 SP:Iteration 64Q (2680.590000 sec): 3 clusters Score: Raw -2004996.927818 + Penalty 11206.999898 = -1993789.927920 nChanged 79 SP:Iteration 65Q (2680.660000 sec): 3 clusters Score: Raw -2005038.728624 + Penalty 11206.999898 = -1993831.728726 nChanged 86 SP:Iteration 66Q (2680.730000 sec): 3 clusters Score: Raw -2005083.781764 + Penalty 11206.999898 = -1993876.781866 nChanged 87 SP:Iteration 67Q (2680.810000 sec): 3 clusters Score: Raw -2005133.979433 + Penalty 11206.999898 = -1993926.979534 nChanged 102 SP:Iteration 68Q (2680.880000 sec): 3 clusters Score: Raw -2005195.952896 + Penalty 11206.999898 = -1993988.952998 nChanged 106 SP:Iteration 69Q (2680.950000 sec): 3 clusters Score: Raw -2005264.911158 + Penalty 11206.999898 = -1994057.911259 nChanged 100 SP:Iteration 70Q (2681.030000 sec): 3 clusters Score: Raw -2005325.337179 + Penalty 11206.999898 = -1994118.337280 nChanged 91 SP:Iteration 71Q (2681.100000 sec): 3 clusters Score: Raw -2005379.055568 + Penalty 11206.999898 = -1994172.055669 nChanged 72 SP:Iteration 72Q (2681.170000 sec): 3 clusters Score: Raw -2005418.157134 + Penalty 11206.999898 = -1994211.157235 nChanged 61 SP:Iteration 73Q (2681.250000 sec): 3 clusters Score: Raw -2005451.129900 + Penalty 11206.999898 = -1994244.130001 nChanged 56 SP:Iteration 74Q (2681.320000 sec): 3 clusters Score: Raw -2005484.346553 + Penalty 11206.999898 = -1994277.346655 nChanged 55 SP:Iteration 75Q (2681.390000 sec): 3 clusters Score: Raw -2005516.085790 + Penalty 11206.999898 = -1994309.085891 nChanged 66 SP:Iteration 76Q (2681.460000 sec): 3 clusters Score: Raw -2005557.061889 + Penalty 11206.999898 = -1994350.061991 nChanged 62 SP:Iteration 77Q (2681.530000 sec): 3 clusters Score: Raw -2005592.169044 + Penalty 11206.999898 = -1994385.169146 nChanged 65 SP:Iteration 78Q (2681.600000 sec): 3 clusters Score: Raw -2005632.742056 + Penalty 11206.999898 = -1994425.742157 nChanged 60 SP:Iteration 79Q (2681.670000 sec): 3 clusters Score: Raw -2005673.078292 + Penalty 11206.999898 = -1994466.078394 nChanged 77 SP:Iteration 80F (2681.750000 sec): 3 clusters Score: Raw -2005727.265149 + Penalty 11206.999898 = -1994520.265251 nChanged 82 SP:Iteration 81Q (2681.820000 sec): 3 clusters Score: Raw -2005786.690286 + Penalty 11206.999898 = -1994579.690388 nChanged 68 SP:Iteration 82Q (2681.890000 sec): 3 clusters Score: Raw -2005832.020751 + Penalty 11206.999898 = -1994625.020853 nChanged 65 SP:Iteration 83Q (2681.960000 sec): 3 clusters Score: Raw -2005876.685577 + Penalty 11206.999898 = -1994669.685679 nChanged 63 SP:Iteration 84Q (2682.030000 sec): 3 clusters Score: Raw -2005922.348092 + Penalty 11206.999898 = -1994715.348193 nChanged 57 SP:Iteration 85Q (2682.090000 sec): 3 clusters Score: Raw -2005957.618314 + Penalty 11206.999898 = -1994750.618415 nChanged 48 SP:Iteration 86Q (2682.160000 sec): 3 clusters Score: Raw -2005989.273722 + Penalty 11206.999898 = -1994782.273824 nChanged 44 SP:Iteration 87Q (2682.230000 sec): 3 clusters Score: Raw -2006018.887257 + Penalty 11206.999898 = -1994811.887359 nChanged 38 SP:Iteration 88Q (2682.290000 sec): 3 clusters Score: Raw -2006045.647386 + Penalty 11206.999898 = -1994838.647487 nChanged 47 SP:Iteration 89Q (2682.360000 sec): 3 clusters Score: Raw -2006080.600652 + Penalty 11206.999898 = -1994873.600753 nChanged 46 SP:Iteration 90Q (2682.430000 sec): 3 clusters Score: Raw -2006113.104902 + Penalty 11206.999898 = -1994906.105003 nChanged 41 SP:Iteration 91Q (2682.490000 sec): 3 clusters Score: Raw -2006139.578207 + Penalty 11206.999898 = -1994932.578309 nChanged 36 SP:Iteration 92Q (2682.560000 sec): 3 clusters Score: Raw -2006162.273161 + Penalty 11206.999898 = -1994955.273263 nChanged 25 SP:Iteration 93Q (2682.620000 sec): 3 clusters Score: Raw -2006177.879828 + Penalty 11206.999898 = -1994970.879929 nChanged 23 SP:Iteration 94Q (2682.690000 sec): 3 clusters Score: Raw -2006193.871460 + Penalty 11206.999898 = -1994986.871562 nChanged 19 SP:Iteration 95Q (2682.750000 sec): 3 clusters Score: Raw -2006206.842746 + Penalty 11206.999898 = -1994999.842848 nChanged 14 SP:Iteration 96Q (2682.810000 sec): 3 clusters Score: Raw -2006214.308658 + Penalty 11206.999898 = -1995007.308760 nChanged 6 SP:Iteration 97Q (2682.880000 sec): 3 clusters Score: Raw -2006217.274922 + Penalty 11206.999898 = -1995010.275023 nChanged 4 SP:Iteration 98Q (2682.940000 sec): 3 clusters Score: Raw -2006219.281121 + Penalty 11206.999898 = -1995012.281223 nChanged 5 SP:Iteration 99Q (2683.000000 sec): 3 clusters Score: Raw -2006221.190725 + Penalty 11206.999898 = -1995014.190827 nChanged 6 SP:Iteration 100F (2683.080000 sec): 3 clusters Score: Raw -2006223.456649 + Penalty 11206.999898 = -1995016.456751 nChanged 5 SP:Iteration 101Q (2683.140000 sec): 3 clusters Score: Raw -2006226.559668 + Penalty 11206.999898 = -1995019.559770 nChanged 4 SP:Iteration 102Q (2683.210000 sec): 3 clusters Score: Raw -2006228.643517 + Penalty 11206.999898 = -1995021.643619 nChanged 5 SP:Iteration 103Q (2683.270000 sec): 3 clusters Score: Raw -2006232.311752 + Penalty 11206.999898 = -1995025.311854 nChanged 8 SP:Iteration 104Q (2683.330000 sec): 3 clusters Score: Raw -2006237.222852 + Penalty 11206.999898 = -1995030.222953 nChanged 7 SP:Iteration 105Q (2683.400000 sec): 3 clusters Score: Raw -2006241.568579 + Penalty 11206.999898 = -1995034.568681 nChanged 7 SP:Iteration 106Q (2683.460000 sec): 3 clusters Score: Raw -2006245.096815 + Penalty 11206.999898 = -1995038.096916 nChanged 4 SP:Iteration 107Q (2683.530000 sec): 3 clusters Score: Raw -2006247.810531 + Penalty 11206.999898 = -1995040.810633 nChanged 9 SP:Iteration 108Q (2683.590000 sec): 3 clusters Score: Raw -2006253.843407 + Penalty 11206.999898 = -1995046.843508 nChanged 8 SP:Iteration 109Q (2683.650000 sec): 3 clusters Score: Raw -2006259.004244 + Penalty 11206.999898 = -1995052.004346 nChanged 6 SP:Iteration 110Q (2683.710000 sec): 3 clusters Score: Raw -2006262.163701 + Penalty 11206.999898 = -1995055.163802 nChanged 5 SP:Iteration 111Q (2683.780000 sec): 3 clusters Score: Raw -2006264.319318 + Penalty 11206.999898 = -1995057.319420 nChanged 3 SP:Iteration 112Q (2683.840000 sec): 3 clusters Score: Raw -2006265.516027 + Penalty 11206.999898 = -1995058.516128 nChanged 2 SP:Iteration 113Q (2683.900000 sec): 3 clusters Score: Raw -2006266.334413 + Penalty 11206.999898 = -1995059.334515 nChanged 3 SP:Iteration 114Q (2683.970000 sec): 3 clusters Score: Raw -2006267.629770 + Penalty 11206.999898 = -1995060.629871 nChanged 1 SP:Iteration 115Q (2684.030000 sec): 3 clusters Score: Raw -2006268.357574 + Penalty 11206.999898 = -1995061.357675 nChanged 2 SP:Iteration 116Q (2684.090000 sec): 3 clusters Score: Raw -2006269.259282 + Penalty 11206.999898 = -1995062.259383 nChanged 0 SP:Iteration 117F (2684.170000 sec): 3 clusters Score: Raw -2006269.259282 + Penalty 11206.999898 = -1995062.259383 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 15 (22715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2684.320000 sec): 2 clusters Score: Raw -4770107.712350 + Penalty 6143.853227 = -4763963.859124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2684.510000 sec): 3 clusters Score: Raw -4758179.657008 + Penalty 12287.706453 = -4745891.950554 nChanged 9394 SP:Iteration 1F (2684.690000 sec): 3 clusters Score: Raw -4763700.694155 + Penalty 12287.706453 = -4751412.987702 nChanged 1855 SP:Iteration 2F (2684.880000 sec): 3 clusters Score: Raw -4765347.737719 + Penalty 12287.706453 = -4753060.031266 nChanged 1867 SP:Iteration 3F (2685.070000 sec): 3 clusters Score: Raw -4767020.873436 + Penalty 12287.706453 = -4754733.166983 nChanged 1849 SP:Iteration 4F (2685.260000 sec): 3 clusters Score: Raw -4768545.936915 + Penalty 12287.706453 = -4756258.230461 nChanged 1697 SP:Iteration 5F (2685.450000 sec): 3 clusters Score: Raw -4769906.212158 + Penalty 12287.706453 = -4757618.505705 nChanged 1437 SP:Iteration 6F (2685.630000 sec): 3 clusters Score: Raw -4771022.009575 + Penalty 12287.706453 = -4758734.303122 nChanged 1138 SP:Iteration 7F (2685.820000 sec): 3 clusters Score: Raw -4771846.801071 + Penalty 12287.706453 = -4759559.094618 nChanged 837 SP:Iteration 8Q (2686.010000 sec): 3 clusters Score: Raw -4772430.363678 + Penalty 12287.706453 = -4760142.657225 nChanged 682 SP:Iteration 9Q (2686.190000 sec): 3 clusters Score: Raw -4772901.413858 + Penalty 12287.706453 = -4760613.707405 nChanged 553 SP:Iteration 10Q (2686.370000 sec): 3 clusters Score: Raw -4773266.504372 + Penalty 12287.706453 = -4760978.797919 nChanged 425 SP:Iteration 11Q (2686.560000 sec): 3 clusters Score: Raw -4773538.919616 + Penalty 12287.706453 = -4761251.213163 nChanged 331 SP:Iteration 12Q (2686.740000 sec): 3 clusters Score: Raw -4773741.834694 + Penalty 12287.706453 = -4761454.128241 nChanged 260 SP:Iteration 13Q (2686.920000 sec): 3 clusters Score: Raw -4773894.915958 + Penalty 12287.706453 = -4761607.209505 nChanged 197 SP:Iteration 14Q (2687.100000 sec): 3 clusters Score: Raw -4774003.588912 + Penalty 12287.706453 = -4761715.882459 nChanged 155 SP:Iteration 15Q (2687.280000 sec): 3 clusters Score: Raw -4774089.426938 + Penalty 12287.706453 = -4761801.720485 nChanged 129 SP:Iteration 16Q (2687.450000 sec): 3 clusters Score: Raw -4774155.182349 + Penalty 12287.706453 = -4761867.475896 nChanged 113 SP:Iteration 17Q (2687.630000 sec): 3 clusters Score: Raw -4774212.451200 + Penalty 12287.706453 = -4761924.744747 nChanged 88 SP:Iteration 18Q (2687.800000 sec): 3 clusters Score: Raw -4774257.130282 + Penalty 12287.706453 = -4761969.423829 nChanged 56 SP:Iteration 19Q (2687.970000 sec): 3 clusters Score: Raw -4774280.619462 + Penalty 12287.706453 = -4761992.913009 nChanged 33 SP:Iteration 20F (2688.150000 sec): 3 clusters Score: Raw -4774294.555341 + Penalty 12287.706453 = -4762006.848888 nChanged 25 SP:Iteration 21Q (2688.320000 sec): 3 clusters Score: Raw -4774304.728940 + Penalty 12287.706453 = -4762017.022487 nChanged 19 SP:Iteration 22Q (2688.490000 sec): 3 clusters Score: Raw -4774313.271786 + Penalty 12287.706453 = -4762025.565333 nChanged 16 SP:Iteration 23Q (2688.660000 sec): 3 clusters Score: Raw -4774320.295784 + Penalty 12287.706453 = -4762032.589331 nChanged 16 SP:Iteration 24Q (2688.830000 sec): 3 clusters Score: Raw -4774327.359930 + Penalty 12287.706453 = -4762039.653477 nChanged 9 SP:Iteration 25Q (2688.990000 sec): 3 clusters Score: Raw -4774331.314895 + Penalty 12287.706453 = -4762043.608442 nChanged 6 SP:Iteration 26Q (2689.160000 sec): 3 clusters Score: Raw -4774333.685555 + Penalty 12287.706453 = -4762045.979102 nChanged 6 SP:Iteration 27Q (2689.330000 sec): 3 clusters Score: Raw -4774335.857040 + Penalty 12287.706453 = -4762048.150587 nChanged 5 SP:Iteration 28Q (2689.500000 sec): 3 clusters Score: Raw -4774337.349107 + Penalty 12287.706453 = -4762049.642654 nChanged 1 SP:Iteration 29Q (2689.670000 sec): 3 clusters Score: Raw -4774337.606151 + Penalty 12287.706453 = -4762049.899698 nChanged 1 SP:Iteration 30Q (2689.830000 sec): 3 clusters Score: Raw -4774338.062244 + Penalty 12287.706453 = -4762050.355791 nChanged 3 SP:Iteration 31Q (2690.000000 sec): 3 clusters Score: Raw -4774339.547041 + Penalty 12287.706453 = -4762051.840587 nChanged 5 SP:Iteration 32Q (2690.170000 sec): 3 clusters Score: Raw -4774341.289766 + Penalty 12287.706453 = -4762053.583312 nChanged 2 SP:Iteration 33Q (2690.330000 sec): 3 clusters Score: Raw -4774342.103556 + Penalty 12287.706453 = -4762054.397103 nChanged 4 SP:Iteration 34Q (2690.500000 sec): 3 clusters Score: Raw -4774343.800798 + Penalty 12287.706453 = -4762056.094344 nChanged 4 SP:Iteration 35Q (2690.670000 sec): 3 clusters Score: Raw -4774345.678174 + Penalty 12287.706453 = -4762057.971721 nChanged 6 SP:Iteration 36Q (2690.830000 sec): 3 clusters Score: Raw -4774347.593980 + Penalty 12287.706453 = -4762059.887527 nChanged 2 SP:Iteration 37Q (2691.000000 sec): 3 clusters Score: Raw -4774348.341166 + Penalty 12287.706453 = -4762060.634713 nChanged 1 SP:Iteration 38Q (2691.170000 sec): 3 clusters Score: Raw -4774348.748786 + Penalty 12287.706453 = -4762061.042332 nChanged 1 SP:Iteration 39Q (2691.330000 sec): 3 clusters Score: Raw -4774348.947654 + Penalty 12287.706453 = -4762061.241201 nChanged 1 SP:Iteration 40F (2691.520000 sec): 3 clusters Score: Raw -4774349.733711 + Penalty 12287.706453 = -4762062.027258 nChanged 6 SP:Iteration 41Q (2691.690000 sec): 3 clusters Score: Raw -4774352.239564 + Penalty 12287.706453 = -4762064.533111 nChanged 5 SP:Iteration 42Q (2691.850000 sec): 3 clusters Score: Raw -4774354.846631 + Penalty 12287.706453 = -4762067.140178 nChanged 9 SP:Iteration 43Q (2692.020000 sec): 3 clusters Score: Raw -4774359.475280 + Penalty 12287.706453 = -4762071.768827 nChanged 8 SP:Iteration 44Q (2692.190000 sec): 3 clusters Score: Raw -4774362.277387 + Penalty 12287.706453 = -4762074.570934 nChanged 4 SP:Iteration 45Q (2692.360000 sec): 3 clusters Score: Raw -4774364.047210 + Penalty 12287.706453 = -4762076.340756 nChanged 5 SP:Iteration 46Q (2692.530000 sec): 3 clusters Score: Raw -4774366.135964 + Penalty 12287.706453 = -4762078.429511 nChanged 5 SP:Iteration 47Q (2692.690000 sec): 3 clusters Score: Raw -4774368.894452 + Penalty 12287.706453 = -4762081.187999 nChanged 5 SP:Iteration 48Q (2692.860000 sec): 3 clusters Score: Raw -4774371.026164 + Penalty 12287.706453 = -4762083.319711 nChanged 3 SP:Iteration 49Q (2693.030000 sec): 3 clusters Score: Raw -4774372.013296 + Penalty 12287.706453 = -4762084.306842 nChanged 3 SP:Iteration 50Q (2693.190000 sec): 3 clusters Score: Raw -4774373.871864 + Penalty 12287.706453 = -4762086.165411 nChanged 6 SP:Iteration 51Q (2693.360000 sec): 3 clusters Score: Raw -4774376.510528 + Penalty 12287.706453 = -4762088.804074 nChanged 4 SP:Iteration 52Q (2693.520000 sec): 3 clusters Score: Raw -4774377.954972 + Penalty 12287.706453 = -4762090.248518 nChanged 2 SP:Iteration 53Q (2693.690000 sec): 3 clusters Score: Raw -4774378.924897 + Penalty 12287.706453 = -4762091.218443 nChanged 0 SP:Iteration 54F (2693.870000 sec): 3 clusters Score: Raw -4774378.924897 + Penalty 12287.706453 = -4762091.218443 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 16 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2693.890000 sec): 2 clusters Score: Raw -140575.626318 + Penalty 3984.792737 = -136590.833581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2693.900000 sec): 3 clusters Score: Raw -141002.022861 + Penalty 7969.585474 = -133032.437387 nChanged 67 SP:Iteration 1F (2693.900000 sec): 3 clusters Score: Raw -141234.886371 + Penalty 7969.585474 = -133265.300897 nChanged 17 SP:Iteration 2Q (2693.910000 sec): 3 clusters Score: Raw -141314.711495 + Penalty 7969.585474 = -133345.126021 nChanged 10 SP:Iteration 3Q (2693.910000 sec): 3 clusters Score: Raw -141348.476748 + Penalty 7969.585474 = -133378.891274 nChanged 2 SP:Iteration 4Q (2693.920000 sec): 3 clusters Score: Raw -141354.013676 + Penalty 7969.585474 = -133384.428202 nChanged 4 SP:Iteration 5Q (2693.920000 sec): 3 clusters Score: Raw -141369.899496 + Penalty 7969.585474 = -133400.314022 nChanged 2 SP:Iteration 6Q (2693.930000 sec): 3 clusters Score: Raw -141381.023605 + Penalty 7969.585474 = -133411.438131 nChanged 3 SP:Iteration 7Q (2693.930000 sec): 3 clusters Score: Raw -141392.273781 + Penalty 7969.585474 = -133422.688307 nChanged 2 SP:Iteration 8Q (2693.940000 sec): 3 clusters Score: Raw -141402.838268 + Penalty 7969.585474 = -133433.252795 nChanged 0 SP:Iteration 9F (2693.940000 sec): 3 clusters Score: Raw -141402.838268 + Penalty 7969.585474 = -133433.252795 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 17 (15615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2694.050000 sec): 2 clusters Score: Raw -3356603.114002 + Penalty 5914.292203 = -3350688.821799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2694.180000 sec): 3 clusters Score: Raw -3348736.533047 + Penalty 11828.584405 = -3336907.948642 nChanged 6186 SP:Iteration 1F (2694.310000 sec): 3 clusters Score: Raw -3352230.526767 + Penalty 11828.584405 = -3340401.942362 nChanged 1177 SP:Iteration 2F (2694.440000 sec): 3 clusters Score: Raw -3352967.040753 + Penalty 11828.584405 = -3341138.456347 nChanged 886 SP:Iteration 3F (2694.570000 sec): 3 clusters Score: Raw -3353515.267436 + Penalty 11828.584405 = -3341686.683031 nChanged 758 SP:Iteration 4Q (2694.690000 sec): 3 clusters Score: Raw -3353975.721806 + Penalty 11828.584405 = -3342147.137400 nChanged 691 SP:Iteration 5Q (2694.820000 sec): 3 clusters Score: Raw -3354338.158642 + Penalty 11828.584405 = -3342509.574236 nChanged 584 SP:Iteration 6Q (2694.950000 sec): 3 clusters Score: Raw -3354633.052473 + Penalty 11828.584405 = -3342804.468068 nChanged 535 SP:Iteration 7Q (2695.080000 sec): 3 clusters Score: Raw -3354924.854958 + Penalty 11828.584405 = -3343096.270553 nChanged 538 SP:Iteration 8Q (2695.200000 sec): 3 clusters Score: Raw -3355239.041650 + Penalty 11828.584405 = -3343410.457245 nChanged 541 SP:Iteration 9Q (2695.330000 sec): 3 clusters Score: Raw -3355588.676556 + Penalty 11828.584405 = -3343760.092151 nChanged 546 SP:Iteration 10Q (2695.460000 sec): 3 clusters Score: Raw -3355942.640157 + Penalty 11828.584405 = -3344114.055752 nChanged 543 SP:Iteration 11Q (2695.580000 sec): 3 clusters Score: Raw -3356317.125565 + Penalty 11828.584405 = -3344488.541160 nChanged 494 SP:Iteration 12Q (2695.710000 sec): 3 clusters Score: Raw -3356677.916907 + Penalty 11828.584405 = -3344849.332501 nChanged 441 SP:Iteration 13Q (2695.830000 sec): 3 clusters Score: Raw -3357001.322858 + Penalty 11828.584405 = -3345172.738452 nChanged 402 SP:Iteration 14Q (2695.960000 sec): 3 clusters Score: Raw -3357309.879677 + Penalty 11828.584405 = -3345481.295272 nChanged 309 SP:Iteration 15Q (2696.090000 sec): 3 clusters Score: Raw -3357561.379503 + Penalty 11828.584405 = -3345732.795097 nChanged 248 SP:Iteration 16Q (2696.210000 sec): 3 clusters Score: Raw -3357754.351824 + Penalty 11828.584405 = -3345925.767419 nChanged 207 SP:Iteration 17Q (2696.330000 sec): 3 clusters Score: Raw -3357938.603739 + Penalty 11828.584405 = -3346110.019333 nChanged 171 SP:Iteration 18Q (2696.450000 sec): 3 clusters Score: Raw -3358108.123384 + Penalty 11828.584405 = -3346279.538978 nChanged 146 SP:Iteration 19Q (2696.570000 sec): 3 clusters Score: Raw -3358271.989057 + Penalty 11828.584405 = -3346443.404651 nChanged 141 SP:Iteration 20F (2696.690000 sec): 3 clusters Score: Raw -3358401.202206 + Penalty 11828.584405 = -3346572.617800 nChanged 91 SP:Iteration 21Q (2696.800000 sec): 3 clusters Score: Raw -3358470.776001 + Penalty 11828.584405 = -3346642.191595 nChanged 54 SP:Iteration 22Q (2696.910000 sec): 3 clusters Score: Raw -3358514.345756 + Penalty 11828.584405 = -3346685.761351 nChanged 40 SP:Iteration 23Q (2697.030000 sec): 3 clusters Score: Raw -3358552.862336 + Penalty 11828.584405 = -3346724.277930 nChanged 40 SP:Iteration 24Q (2697.140000 sec): 3 clusters Score: Raw -3358587.854520 + Penalty 11828.584405 = -3346759.270115 nChanged 33 SP:Iteration 25Q (2697.250000 sec): 3 clusters Score: Raw -3358620.692679 + Penalty 11828.584405 = -3346792.108273 nChanged 27 SP:Iteration 26Q (2697.360000 sec): 3 clusters Score: Raw -3358648.701355 + Penalty 11828.584405 = -3346820.116949 nChanged 21 SP:Iteration 27Q (2697.470000 sec): 3 clusters Score: Raw -3358667.025281 + Penalty 11828.584405 = -3346838.440875 nChanged 17 SP:Iteration 28Q (2697.580000 sec): 3 clusters Score: Raw -3358680.313693 + Penalty 11828.584405 = -3346851.729288 nChanged 17 SP:Iteration 29Q (2697.690000 sec): 3 clusters Score: Raw -3358693.883695 + Penalty 11828.584405 = -3346865.299289 nChanged 22 SP:Iteration 30Q (2697.790000 sec): 3 clusters Score: Raw -3358712.633119 + Penalty 11828.584405 = -3346884.048713 nChanged 22 SP:Iteration 31Q (2697.900000 sec): 3 clusters Score: Raw -3358727.339011 + Penalty 11828.584405 = -3346898.754606 nChanged 18 SP:Iteration 32Q (2698.010000 sec): 3 clusters Score: Raw -3358740.989647 + Penalty 11828.584405 = -3346912.405241 nChanged 14 SP:Iteration 33Q (2698.110000 sec): 3 clusters Score: Raw -3358750.665185 + Penalty 11828.584405 = -3346922.080779 nChanged 11 SP:Iteration 34Q (2698.220000 sec): 3 clusters Score: Raw -3358758.221032 + Penalty 11828.584405 = -3346929.636627 nChanged 7 SP:Iteration 35Q (2698.330000 sec): 3 clusters Score: Raw -3358763.150072 + Penalty 11828.584405 = -3346934.565667 nChanged 4 SP:Iteration 36Q (2698.430000 sec): 3 clusters Score: Raw -3358765.827600 + Penalty 11828.584405 = -3346937.243194 nChanged 3 SP:Iteration 37Q (2698.540000 sec): 3 clusters Score: Raw -3358767.634987 + Penalty 11828.584405 = -3346939.050582 nChanged 3 SP:Iteration 38Q (2698.650000 sec): 3 clusters Score: Raw -3358768.992232 + Penalty 11828.584405 = -3346940.407826 nChanged 1 SP:Iteration 39Q (2698.750000 sec): 3 clusters Score: Raw -3358769.304303 + Penalty 11828.584405 = -3346940.719898 nChanged 1 SP:Iteration 40F (2698.880000 sec): 3 clusters Score: Raw -3358769.975813 + Penalty 11828.584405 = -3346941.391407 nChanged 1 SP:Iteration 41Q (2698.990000 sec): 3 clusters Score: Raw -3358770.372908 + Penalty 11828.584405 = -3346941.788503 nChanged 0 SP:Iteration 42F (2699.120000 sec): 3 clusters Score: Raw -3358770.372908 + Penalty 11828.584405 = -3346941.788503 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 18 (39364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2699.380000 sec): 2 clusters Score: Raw -8882090.031666 + Penalty 6480.621770 = -8875609.409896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2699.700000 sec): 3 clusters Score: Raw -8859612.427481 + Penalty 12961.243541 = -8846651.183940 nChanged 17078 SP:Iteration 1F (2700.030000 sec): 3 clusters Score: Raw -8868679.721708 + Penalty 12961.243541 = -8855718.478167 nChanged 2119 SP:Iteration 2F (2700.360000 sec): 3 clusters Score: Raw -8869437.160467 + Penalty 12961.243541 = -8856475.916927 nChanged 1712 SP:Iteration 3Q (2700.690000 sec): 3 clusters Score: Raw -8870006.356545 + Penalty 12961.243541 = -8857045.113004 nChanged 1424 SP:Iteration 4Q (2701.020000 sec): 3 clusters Score: Raw -8870445.134320 + Penalty 12961.243541 = -8857483.890780 nChanged 1250 SP:Iteration 5Q (2701.350000 sec): 3 clusters Score: Raw -8870804.250306 + Penalty 12961.243541 = -8857843.006765 nChanged 1073 SP:Iteration 6Q (2701.680000 sec): 3 clusters Score: Raw -8871100.940958 + Penalty 12961.243541 = -8858139.697417 nChanged 950 SP:Iteration 7Q (2702.010000 sec): 3 clusters Score: Raw -8871382.245898 + Penalty 12961.243541 = -8858421.002357 nChanged 1032 SP:Iteration 8Q (2702.340000 sec): 3 clusters Score: Raw -8871738.777734 + Penalty 12961.243541 = -8858777.534193 nChanged 1141 SP:Iteration 9Q (2702.660000 sec): 3 clusters Score: Raw -8872176.781256 + Penalty 12961.243541 = -8859215.537716 nChanged 1347 SP:Iteration 10Q (2702.990000 sec): 3 clusters Score: Raw -8872772.158779 + Penalty 12961.243541 = -8859810.915239 nChanged 1553 SP:Iteration 11Q (2703.320000 sec): 3 clusters Score: Raw -8873560.971043 + Penalty 12961.243541 = -8860599.727503 nChanged 1742 SP:Iteration 12Q (2703.650000 sec): 3 clusters Score: Raw -8874574.715038 + Penalty 12961.243541 = -8861613.471497 nChanged 1925 SP:Iteration 13Q (2703.980000 sec): 3 clusters Score: Raw -8875912.096054 + Penalty 12961.243541 = -8862950.852514 nChanged 2066 SP:Iteration 14F (2704.300000 sec): 3 clusters Score: Raw -8877493.878223 + Penalty 12961.243541 = -8864532.634683 nChanged 1829 SP:Iteration 15Q (2704.620000 sec): 3 clusters Score: Raw -8878962.711399 + Penalty 12961.243541 = -8866001.467858 nChanged 1526 SP:Iteration 16Q (2704.930000 sec): 3 clusters Score: Raw -8880274.292732 + Penalty 12961.243541 = -8867313.049191 nChanged 1080 SP:Iteration 17Q (2705.230000 sec): 3 clusters Score: Raw -8881211.439338 + Penalty 12961.243541 = -8868250.195798 nChanged 665 SP:Iteration 18Q (2705.520000 sec): 3 clusters Score: Raw -8881774.138092 + Penalty 12961.243541 = -8868812.894551 nChanged 390 SP:Iteration 19Q (2705.790000 sec): 3 clusters Score: Raw -8882113.025885 + Penalty 12961.243541 = -8869151.782344 nChanged 247 SP:Iteration 20F (2706.120000 sec): 3 clusters Score: Raw -8882350.070391 + Penalty 12961.243541 = -8869388.826850 nChanged 160 SP:Iteration 21Q (2706.380000 sec): 3 clusters Score: Raw -8882489.838255 + Penalty 12961.243541 = -8869528.594714 nChanged 98 SP:Iteration 22Q (2706.630000 sec): 3 clusters Score: Raw -8882574.832357 + Penalty 12961.243541 = -8869613.588817 nChanged 67 SP:Iteration 23Q (2706.880000 sec): 3 clusters Score: Raw -8882640.119370 + Penalty 12961.243541 = -8869678.875829 nChanged 51 SP:Iteration 24Q (2707.120000 sec): 3 clusters Score: Raw -8882689.264177 + Penalty 12961.243541 = -8869728.020636 nChanged 38 SP:Iteration 25Q (2707.360000 sec): 3 clusters Score: Raw -8882726.093710 + Penalty 12961.243541 = -8869764.850169 nChanged 22 SP:Iteration 26Q (2707.600000 sec): 3 clusters Score: Raw -8882749.342718 + Penalty 12961.243541 = -8869788.099177 nChanged 24 SP:Iteration 27Q (2707.830000 sec): 3 clusters Score: Raw -8882773.560211 + Penalty 12961.243541 = -8869812.316670 nChanged 17 SP:Iteration 28Q (2708.070000 sec): 3 clusters Score: Raw -8882792.419824 + Penalty 12961.243541 = -8869831.176284 nChanged 11 SP:Iteration 29Q (2708.310000 sec): 3 clusters Score: Raw -8882802.570929 + Penalty 12961.243541 = -8869841.327389 nChanged 4 SP:Iteration 30Q (2708.540000 sec): 3 clusters Score: Raw -8882805.975920 + Penalty 12961.243541 = -8869844.732379 nChanged 2 SP:Iteration 31Q (2708.780000 sec): 3 clusters Score: Raw -8882807.666562 + Penalty 12961.243541 = -8869846.423021 nChanged 0 SP:Iteration 32F (2709.100000 sec): 3 clusters Score: Raw -8882807.666562 + Penalty 12961.243541 = -8869846.423021 nChanged 0 Memory request: 0.00 GB would take us to total of 6.46 GB. Trying to split cluster 19 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.130000 sec): 2 clusters Score: Raw -141855.385123 + Penalty 4023.807370 = -137831.577753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.140000 sec): 3 clusters Score: Raw -142293.312438 + Penalty 8047.614740 = -134245.697698 nChanged 112 SP:Iteration 1F (2709.140000 sec): 3 clusters Score: Raw -142627.490966 + Penalty 8047.614740 = -134579.876226 nChanged 21 SP:Iteration 2Q (2709.150000 sec): 3 clusters Score: Raw -142725.250783 + Penalty 8047.614740 = -134677.636043 nChanged 6 SP:Iteration 3Q (2709.160000 sec): 3 clusters Score: Raw -142758.419156 + Penalty 8047.614740 = -134710.804416 nChanged 7 SP:Iteration 4Q (2709.160000 sec): 3 clusters Score: Raw -142781.810742 + Penalty 8047.614740 = -134734.196002 nChanged 2 SP:Iteration 5Q (2709.160000 sec): 3 clusters Score: Raw -142786.360067 + Penalty 8047.614740 = -134738.745327 nChanged 3 SP:Iteration 6Q (2709.170000 sec): 3 clusters Score: Raw -142792.013050 + Penalty 8047.614740 = -134744.398310 nChanged 0 SP:Iteration 7F (2709.180000 sec): 3 clusters Score: Raw -142792.013050 + Penalty 8047.614740 = -134744.398310 nChanged 0 ------ Evaluating fit on full set of 1473279 points ------ Score: Raw -314807515.348772 + Penalty 147888.748817 = -314659626.599955 Time taken for this iteration:2760.600000 seconds. 20->18 Clusters: Score -314659626.599955, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.46 GB would take us to total of 5.82 GB. ------ Running on subset of 491093 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 10 (10406 points): Lose 845.381594 but Gain 8026.438139 Iteration 0F (2814.490000 sec): 20 clusters Score: Raw -101968045.385083 + Penalty 152502.324639 = -101815543.060444 nChanged 459006 Deleting Class 8 (1224 points): Lose 7633.289699 but Gain 8026.438139 Iteration 1F (2842.640000 sec): 19 clusters Score: Raw -103965830.486957 + Penalty 144475.886500 = -103821354.600456 nChanged 182884 Iteration 2F (2869.390000 sec): 19 clusters Score: Raw -104334248.841908 + Penalty 144475.886500 = -104189772.955408 nChanged 126651 Deleting Class 4 (7180 points): Lose 7301.877504 but Gain 8026.438139 Iteration 3F (2896.100000 sec): 18 clusters Score: Raw -104487542.998919 + Penalty 136449.448361 = -104351093.550558 nChanged 99551 Deleting Class 17 (5150 points): Lose 7034.650269 but Gain 8026.438139 Iteration 4F (2921.400000 sec): 17 clusters Score: Raw -104590425.784962 + Penalty 128423.010222 = -104462002.774740 nChanged 78772 Deleting Class 9 (6832 points): Lose 7422.153422 but Gain 8026.438139 Iteration 5F (2945.290000 sec): 16 clusters Score: Raw -104659779.703326 + Penalty 120396.572084 = -104539383.131242 nChanged 67000 Iteration 6F (2967.780000 sec): 16 clusters Score: Raw -104721418.202359 + Penalty 120396.572084 = -104601021.630276 nChanged 49166 Iteration 7F (2990.260000 sec): 16 clusters Score: Raw -104758764.892587 + Penalty 120396.572084 = -104638368.320504 nChanged 40838 Iteration 8F (3012.710000 sec): 16 clusters Score: Raw -104787124.414870 + Penalty 120396.572084 = -104666727.842787 nChanged 35007 Iteration 9F (3035.160000 sec): 16 clusters Score: Raw -104809978.838620 + Penalty 120396.572084 = -104689582.266537 nChanged 29969 Iteration 10F (3057.620000 sec): 16 clusters Score: Raw -104829155.453145 + Penalty 120396.572084 = -104708758.881061 nChanged 25669 Deleting Class 3 (5664 points): Lose 7291.084554 but Gain 8026.438139 Iteration 11F (3080.060000 sec): 15 clusters Score: Raw -104838146.907547 + Penalty 112370.133945 = -104725776.773603 nChanged 27020 Iteration 12F (3101.120000 sec): 15 clusters Score: Raw -104858212.348856 + Penalty 112370.133945 = -104745842.214911 nChanged 18351 Iteration 13Q (3109.940000 sec): 15 clusters Score: Raw -104867117.976178 + Penalty 112370.133945 = -104754747.842234 nChanged 15314 Iteration 14Q (3118.430000 sec): 15 clusters Score: Raw -104873833.966444 + Penalty 112370.133945 = -104761463.832499 nChanged 12895 Iteration 15Q (3126.670000 sec): 15 clusters Score: Raw -104879123.228917 + Penalty 112370.133945 = -104766753.094972 nChanged 11075 Iteration 16Q (3134.670000 sec): 15 clusters Score: Raw -104883298.635468 + Penalty 112370.133945 = -104770928.501523 nChanged 9676 Iteration 17Q (3142.510000 sec): 15 clusters Score: Raw -104886627.416440 + Penalty 112370.133945 = -104774257.282495 nChanged 8529 Iteration 18Q (3150.210000 sec): 15 clusters Score: Raw -104889210.670022 + Penalty 112370.133945 = -104776840.536078 nChanged 7594 Iteration 19Q (3157.770000 sec): 15 clusters Score: Raw -104891325.329578 + Penalty 112370.133945 = -104778955.195633 nChanged 6777 Writing temp clu file Compute initial score before splitting: Score: Raw -104891325.329578 + Penalty 112370.133945 = -104778955.195633 Memory request: 0.11 GB would take us to total of 5.93 GB. Trying to split cluster 1 (37380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3158.150000 sec): 2 clusters Score: Raw -8023694.084222 + Penalty 6448.945787 = -8017245.138435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3158.460000 sec): 3 clusters Score: Raw -8002640.732364 + Penalty 12897.891574 = -7989742.840789 nChanged 16117 SP:Iteration 1F (3158.770000 sec): 3 clusters Score: Raw -8011546.973568 + Penalty 12897.891574 = -7998649.081994 nChanged 2428 SP:Iteration 2F (3159.080000 sec): 3 clusters Score: Raw -8013093.166776 + Penalty 12897.891574 = -8000195.275202 nChanged 2319 SP:Iteration 3F (3159.390000 sec): 3 clusters Score: Raw -8014700.779032 + Penalty 12897.891574 = -8001802.887458 nChanged 2237 SP:Iteration 4F (3159.700000 sec): 3 clusters Score: Raw -8016232.501946 + Penalty 12897.891574 = -8003334.610372 nChanged 2222 SP:Iteration 5F (3160.010000 sec): 3 clusters Score: Raw -8017715.117028 + Penalty 12897.891574 = -8004817.225454 nChanged 2181 SP:Iteration 6F (3160.310000 sec): 3 clusters Score: Raw -8019295.120075 + Penalty 12897.891574 = -8006397.228500 nChanged 2168 SP:Iteration 7F (3160.620000 sec): 3 clusters Score: Raw -8021021.737828 + Penalty 12897.891574 = -8008123.846254 nChanged 2199 SP:Iteration 8F (3160.930000 sec): 3 clusters Score: Raw -8023026.372699 + Penalty 12897.891574 = -8010128.481125 nChanged 2193 SP:Iteration 9F (3161.240000 sec): 3 clusters Score: Raw -8025461.311979 + Penalty 12897.891574 = -8012563.420404 nChanged 2076 SP:Iteration 10F (3161.550000 sec): 3 clusters Score: Raw -8028295.813515 + Penalty 12897.891574 = -8015397.921940 nChanged 1851 SP:Iteration 11Q (3161.830000 sec): 3 clusters Score: Raw -8031036.491798 + Penalty 12897.891574 = -8018138.600223 nChanged 1228 SP:Iteration 12Q (3162.090000 sec): 3 clusters Score: Raw -8032324.493023 + Penalty 12897.891574 = -8019426.601449 nChanged 611 SP:Iteration 13Q (3162.340000 sec): 3 clusters Score: Raw -8032630.199403 + Penalty 12897.891574 = -8019732.307829 nChanged 250 SP:Iteration 14Q (3162.590000 sec): 3 clusters Score: Raw -8032692.880425 + Penalty 12897.891574 = -8019794.988851 nChanged 100 SP:Iteration 15Q (3162.830000 sec): 3 clusters Score: Raw -8032710.238113 + Penalty 12897.891574 = -8019812.346538 nChanged 50 SP:Iteration 16Q (3163.070000 sec): 3 clusters Score: Raw -8032717.592623 + Penalty 12897.891574 = -8019819.701049 nChanged 34 SP:Iteration 17Q (3163.320000 sec): 3 clusters Score: Raw -8032721.777713 + Penalty 12897.891574 = -8019823.886139 nChanged 14 SP:Iteration 18Q (3163.560000 sec): 3 clusters Score: Raw -8032723.162394 + Penalty 12897.891574 = -8019825.270820 nChanged 8 SP:Iteration 19Q (3163.800000 sec): 3 clusters Score: Raw -8032723.990305 + Penalty 12897.891574 = -8019826.098731 nChanged 4 SP:Iteration 20F (3164.110000 sec): 3 clusters Score: Raw -8032724.306269 + Penalty 12897.891574 = -8019826.414695 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 5.93 GB. Trying to split cluster 2 (24844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3164.280000 sec): 2 clusters Score: Raw -5161779.393792 + Penalty 6198.727577 = -5155580.666216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3164.490000 sec): 3 clusters Score: Raw -5148408.099068 + Penalty 12397.455153 = -5136010.643914 nChanged 10277 SP:Iteration 1F (3164.690000 sec): 3 clusters Score: Raw -5153983.658721 + Penalty 12397.455153 = -5141586.203568 nChanged 1592 SP:Iteration 2F (3164.890000 sec): 3 clusters Score: Raw -5154747.583453 + Penalty 12397.455153 = -5142350.128300 nChanged 1280 SP:Iteration 3F (3165.100000 sec): 3 clusters Score: Raw -5155331.704848 + Penalty 12397.455153 = -5142934.249695 nChanged 1058 SP:Iteration 4Q (3165.310000 sec): 3 clusters Score: Raw -5155779.444935 + Penalty 12397.455153 = -5143381.989782 nChanged 896 SP:Iteration 5Q (3165.510000 sec): 3 clusters Score: Raw -5156146.153306 + Penalty 12397.455153 = -5143748.698152 nChanged 787 SP:Iteration 6Q (3165.720000 sec): 3 clusters Score: Raw -5156454.601424 + Penalty 12397.455153 = -5144057.146271 nChanged 678 SP:Iteration 7Q (3165.930000 sec): 3 clusters Score: Raw -5156689.807586 + Penalty 12397.455153 = -5144292.352433 nChanged 610 SP:Iteration 8Q (3166.130000 sec): 3 clusters Score: Raw -5156894.264370 + Penalty 12397.455153 = -5144496.809217 nChanged 551 SP:Iteration 9Q (3166.340000 sec): 3 clusters Score: Raw -5157064.766294 + Penalty 12397.455153 = -5144667.311141 nChanged 492 SP:Iteration 10Q (3166.540000 sec): 3 clusters Score: Raw -5157218.112207 + Penalty 12397.455153 = -5144820.657054 nChanged 419 SP:Iteration 11Q (3166.750000 sec): 3 clusters Score: Raw -5157335.663953 + Penalty 12397.455153 = -5144938.208800 nChanged 399 SP:Iteration 12Q (3166.950000 sec): 3 clusters Score: Raw -5157442.831218 + Penalty 12397.455153 = -5145045.376065 nChanged 358 SP:Iteration 13Q (3167.150000 sec): 3 clusters Score: Raw -5157537.127350 + Penalty 12397.455153 = -5145139.672197 nChanged 335 SP:Iteration 14Q (3167.360000 sec): 3 clusters Score: Raw -5157624.005238 + Penalty 12397.455153 = -5145226.550085 nChanged 333 SP:Iteration 15Q (3167.560000 sec): 3 clusters Score: Raw -5157710.221545 + Penalty 12397.455153 = -5145312.766392 nChanged 347 SP:Iteration 16Q (3167.770000 sec): 3 clusters Score: Raw -5157796.219399 + Penalty 12397.455153 = -5145398.764245 nChanged 325 SP:Iteration 17Q (3167.970000 sec): 3 clusters Score: Raw -5157886.730294 + Penalty 12397.455153 = -5145489.275141 nChanged 334 SP:Iteration 18Q (3168.170000 sec): 3 clusters Score: Raw -5157976.721304 + Penalty 12397.455153 = -5145579.266151 nChanged 310 SP:Iteration 19Q (3168.380000 sec): 3 clusters Score: Raw -5158059.332955 + Penalty 12397.455153 = -5145661.877802 nChanged 307 SP:Iteration 20F (3168.590000 sec): 3 clusters Score: Raw -5158143.369412 + Penalty 12397.455153 = -5145745.914259 nChanged 284 SP:Iteration 21Q (3168.790000 sec): 3 clusters Score: Raw -5158217.016598 + Penalty 12397.455153 = -5145819.561445 nChanged 279 SP:Iteration 22Q (3169.000000 sec): 3 clusters Score: Raw -5158290.037199 + Penalty 12397.455153 = -5145892.582045 nChanged 311 SP:Iteration 23Q (3169.200000 sec): 3 clusters Score: Raw -5158378.203583 + Penalty 12397.455153 = -5145980.748430 nChanged 297 SP:Iteration 24Q (3169.410000 sec): 3 clusters Score: Raw -5158459.038764 + Penalty 12397.455153 = -5146061.583611 nChanged 326 SP:Iteration 25Q (3169.610000 sec): 3 clusters Score: Raw -5158560.171664 + Penalty 12397.455153 = -5146162.716511 nChanged 321 SP:Iteration 26Q (3169.810000 sec): 3 clusters Score: Raw -5158663.109820 + Penalty 12397.455153 = -5146265.654667 nChanged 362 SP:Iteration 27Q (3170.010000 sec): 3 clusters Score: Raw -5158790.163896 + Penalty 12397.455153 = -5146392.708743 nChanged 411 SP:Iteration 28Q (3170.220000 sec): 3 clusters Score: Raw -5158950.069319 + Penalty 12397.455153 = -5146552.614166 nChanged 472 SP:Iteration 29Q (3170.420000 sec): 3 clusters Score: Raw -5159129.548707 + Penalty 12397.455153 = -5146732.093554 nChanged 470 SP:Iteration 30Q (3170.620000 sec): 3 clusters Score: Raw -5159317.975629 + Penalty 12397.455153 = -5146920.520476 nChanged 490 SP:Iteration 31Q (3170.820000 sec): 3 clusters Score: Raw -5159541.758253 + Penalty 12397.455153 = -5147144.303100 nChanged 533 SP:Iteration 32Q (3171.020000 sec): 3 clusters Score: Raw -5159801.042841 + Penalty 12397.455153 = -5147403.587688 nChanged 598 SP:Iteration 33Q (3171.230000 sec): 3 clusters Score: Raw -5160117.457556 + Penalty 12397.455153 = -5147720.002403 nChanged 601 SP:Iteration 34Q (3171.420000 sec): 3 clusters Score: Raw -5160442.397935 + Penalty 12397.455153 = -5148044.942782 nChanged 609 SP:Iteration 35Q (3171.620000 sec): 3 clusters Score: Raw -5160786.017462 + Penalty 12397.455153 = -5148388.562309 nChanged 551 SP:Iteration 36Q (3171.820000 sec): 3 clusters Score: Raw -5161087.932557 + Penalty 12397.455153 = -5148690.477404 nChanged 485 SP:Iteration 37Q (3172.010000 sec): 3 clusters Score: Raw -5161367.911372 + Penalty 12397.455153 = -5148970.456219 nChanged 442 SP:Iteration 38Q (3172.200000 sec): 3 clusters Score: Raw -5161638.509690 + Penalty 12397.455153 = -5149241.054537 nChanged 395 SP:Iteration 39Q (3172.390000 sec): 3 clusters Score: Raw -5161877.624798 + Penalty 12397.455153 = -5149480.169645 nChanged 324 SP:Iteration 40F (3172.590000 sec): 3 clusters Score: Raw -5162060.672179 + Penalty 12397.455153 = -5149663.217026 nChanged 273 SP:Iteration 41Q (3172.780000 sec): 3 clusters Score: Raw -5162210.266543 + Penalty 12397.455153 = -5149812.811390 nChanged 194 SP:Iteration 42Q (3172.960000 sec): 3 clusters Score: Raw -5162313.945687 + Penalty 12397.455153 = -5149916.490534 nChanged 171 SP:Iteration 43Q (3173.140000 sec): 3 clusters Score: Raw -5162412.342614 + Penalty 12397.455153 = -5150014.887460 nChanged 151 SP:Iteration 44Q (3173.310000 sec): 3 clusters Score: Raw -5162497.930536 + Penalty 12397.455153 = -5150100.475383 nChanged 129 SP:Iteration 45Q (3173.490000 sec): 3 clusters Score: Raw -5162566.732968 + Penalty 12397.455153 = -5150169.277815 nChanged 97 SP:Iteration 46Q (3173.670000 sec): 3 clusters Score: Raw -5162615.524528 + Penalty 12397.455153 = -5150218.069374 nChanged 79 SP:Iteration 47Q (3173.840000 sec): 3 clusters Score: Raw -5162658.191688 + Penalty 12397.455153 = -5150260.736534 nChanged 55 SP:Iteration 48Q (3174.010000 sec): 3 clusters Score: Raw -5162691.674694 + Penalty 12397.455153 = -5150294.219541 nChanged 50 SP:Iteration 49Q (3174.180000 sec): 3 clusters Score: Raw -5162718.391821 + Penalty 12397.455153 = -5150320.936668 nChanged 44 SP:Iteration 50Q (3174.350000 sec): 3 clusters Score: Raw -5162742.556412 + Penalty 12397.455153 = -5150345.101259 nChanged 43 SP:Iteration 51Q (3174.510000 sec): 3 clusters Score: Raw -5162767.343268 + Penalty 12397.455153 = -5150369.888115 nChanged 36 SP:Iteration 52Q (3174.680000 sec): 3 clusters Score: Raw -5162786.867789 + Penalty 12397.455153 = -5150389.412636 nChanged 31 SP:Iteration 53Q (3174.850000 sec): 3 clusters Score: Raw -5162806.173231 + Penalty 12397.455153 = -5150408.718078 nChanged 27 SP:Iteration 54Q (3175.020000 sec): 3 clusters Score: Raw -5162818.389374 + Penalty 12397.455153 = -5150420.934221 nChanged 21 SP:Iteration 55Q (3175.180000 sec): 3 clusters Score: Raw -5162828.250888 + Penalty 12397.455153 = -5150430.795735 nChanged 6 SP:Iteration 56Q (3175.350000 sec): 3 clusters Score: Raw -5162830.750747 + Penalty 12397.455153 = -5150433.295594 nChanged 10 SP:Iteration 57Q (3175.510000 sec): 3 clusters Score: Raw -5162834.985407 + Penalty 12397.455153 = -5150437.530254 nChanged 11 SP:Iteration 58Q (3175.680000 sec): 3 clusters Score: Raw -5162840.111785 + Penalty 12397.455153 = -5150442.656632 nChanged 11 SP:Iteration 59Q (3175.850000 sec): 3 clusters Score: Raw -5162846.744346 + Penalty 12397.455153 = -5150449.289193 nChanged 10 SP:Iteration 60F (3176.050000 sec): 3 clusters Score: Raw -5162853.532606 + Penalty 12397.455153 = -5150456.077453 nChanged 12 SP:Iteration 61Q (3176.210000 sec): 3 clusters Score: Raw -5162860.356933 + Penalty 12397.455153 = -5150462.901779 nChanged 8 SP:Iteration 62Q (3176.380000 sec): 3 clusters Score: Raw -5162865.629692 + Penalty 12397.455153 = -5150468.174538 nChanged 10 SP:Iteration 63Q (3176.550000 sec): 3 clusters Score: Raw -5162870.991372 + Penalty 12397.455153 = -5150473.536219 nChanged 9 SP:Iteration 64Q (3176.710000 sec): 3 clusters Score: Raw -5162875.010155 + Penalty 12397.455153 = -5150477.555001 nChanged 8 SP:Iteration 65Q (3176.880000 sec): 3 clusters Score: Raw -5162879.129114 + Penalty 12397.455153 = -5150481.673961 nChanged 4 SP:Iteration 66Q (3177.040000 sec): 3 clusters Score: Raw -5162881.032329 + Penalty 12397.455153 = -5150483.577176 nChanged 3 SP:Iteration 67Q (3177.210000 sec): 3 clusters Score: Raw -5162882.481804 + Penalty 12397.455153 = -5150485.026651 nChanged 2 SP:Iteration 68Q (3177.370000 sec): 3 clusters Score: Raw -5162883.469158 + Penalty 12397.455153 = -5150486.014005 nChanged 5 SP:Iteration 69Q (3177.530000 sec): 3 clusters Score: Raw -5162885.372092 + Penalty 12397.455153 = -5150487.916938 nChanged 1 SP:Iteration 70Q (3177.700000 sec): 3 clusters Score: Raw -5162885.854149 + Penalty 12397.455153 = -5150488.398996 nChanged 1 SP:Iteration 71Q (3177.870000 sec): 3 clusters Score: Raw -5162886.823877 + Penalty 12397.455153 = -5150489.368724 nChanged 5 SP:Iteration 72Q (3178.030000 sec): 3 clusters Score: Raw -5162889.727295 + Penalty 12397.455153 = -5150492.272142 nChanged 6 SP:Iteration 73Q (3178.190000 sec): 3 clusters Score: Raw -5162892.469881 + Penalty 12397.455153 = -5150495.014727 nChanged 4 SP:Iteration 74Q (3178.360000 sec): 3 clusters Score: Raw -5162894.537746 + Penalty 12397.455153 = -5150497.082593 nChanged 5 SP:Iteration 75Q (3178.520000 sec): 3 clusters Score: Raw -5162896.520244 + Penalty 12397.455153 = -5150499.065091 nChanged 3 SP:Iteration 76Q (3178.690000 sec): 3 clusters Score: Raw -5162898.459930 + Penalty 12397.455153 = -5150501.004777 nChanged 8 SP:Iteration 77Q (3178.850000 sec): 3 clusters Score: Raw -5162904.333662 + Penalty 12397.455153 = -5150506.878508 nChanged 9 SP:Iteration 78Q (3179.010000 sec): 3 clusters Score: Raw -5162909.006876 + Penalty 12397.455153 = -5150511.551723 nChanged 5 SP:Iteration 79Q (3179.180000 sec): 3 clusters Score: Raw -5162911.515133 + Penalty 12397.455153 = -5150514.059979 nChanged 5 SP:Iteration 80F (3179.380000 sec): 3 clusters Score: Raw -5162914.529654 + Penalty 12397.455153 = -5150517.074501 nChanged 7 SP:Iteration 81Q (3179.550000 sec): 3 clusters Score: Raw -5162918.696073 + Penalty 12397.455153 = -5150521.240920 nChanged 4 SP:Iteration 82Q (3179.710000 sec): 3 clusters Score: Raw -5162920.858834 + Penalty 12397.455153 = -5150523.403681 nChanged 4 SP:Iteration 83Q (3179.870000 sec): 3 clusters Score: Raw -5162923.941670 + Penalty 12397.455153 = -5150526.486516 nChanged 4 SP:Iteration 84Q (3180.040000 sec): 3 clusters Score: Raw -5162926.133358 + Penalty 12397.455153 = -5150528.678205 nChanged 2 SP:Iteration 85Q (3180.200000 sec): 3 clusters Score: Raw -5162927.173638 + Penalty 12397.455153 = -5150529.718485 nChanged 2 SP:Iteration 86Q (3180.360000 sec): 3 clusters Score: Raw -5162927.856829 + Penalty 12397.455153 = -5150530.401675 nChanged 1 SP:Iteration 87Q (3180.530000 sec): 3 clusters Score: Raw -5162928.436528 + Penalty 12397.455153 = -5150530.981375 nChanged 0 SP:Iteration 88F (3180.730000 sec): 3 clusters Score: Raw -5162928.436528 + Penalty 12397.455153 = -5150530.981375 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 5 (278379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3183.180000 sec): 2 clusters Score: Raw -60377313.960437 + Penalty 7678.752499 = -60369635.207938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3185.480000 sec): 3 clusters Score: Raw -60198031.274865 + Penalty 15357.504998 = -60182673.769867 nChanged 132046 SP:Iteration 1F (3187.770000 sec): 3 clusters Score: Raw -60274210.490802 + Penalty 15357.504998 = -60258852.985804 nChanged 8052 SP:Iteration 2Q (3190.090000 sec): 3 clusters Score: Raw -60275842.009227 + Penalty 15357.504998 = -60260484.504230 nChanged 7961 SP:Iteration 3Q (3192.390000 sec): 3 clusters Score: Raw -60277611.358269 + Penalty 15357.504998 = -60262253.853272 nChanged 8541 SP:Iteration 4Q (3194.700000 sec): 3 clusters Score: Raw -60279882.006363 + Penalty 15357.504998 = -60264524.501365 nChanged 10107 SP:Iteration 5Q (3197.010000 sec): 3 clusters Score: Raw -60283400.622385 + Penalty 15357.504998 = -60268043.117388 nChanged 12548 SP:Iteration 6Q (3199.320000 sec): 3 clusters Score: Raw -60289067.639142 + Penalty 15357.504998 = -60273710.134144 nChanged 15436 SP:Iteration 7F (3201.610000 sec): 3 clusters Score: Raw -60297514.619176 + Penalty 15357.504998 = -60282157.114179 nChanged 17667 SP:Iteration 8F (3203.890000 sec): 3 clusters Score: Raw -60308283.311732 + Penalty 15357.504998 = -60292925.806735 nChanged 18042 SP:Iteration 9F (3206.180000 sec): 3 clusters Score: Raw -60319759.329627 + Penalty 15357.504998 = -60304401.824629 nChanged 17079 SP:Iteration 10F (3208.470000 sec): 3 clusters Score: Raw -60331683.179121 + Penalty 15357.504998 = -60316325.674123 nChanged 15971 SP:Iteration 11F (3210.770000 sec): 3 clusters Score: Raw -60343998.822122 + Penalty 15357.504998 = -60328641.317124 nChanged 13817 SP:Iteration 12Q (3213.010000 sec): 3 clusters Score: Raw -60355553.725273 + Penalty 15357.504998 = -60340196.220275 nChanged 10544 SP:Iteration 13Q (3215.150000 sec): 3 clusters Score: Raw -60364726.180479 + Penalty 15357.504998 = -60349368.675481 nChanged 6962 SP:Iteration 14Q (3217.130000 sec): 3 clusters Score: Raw -60370765.498295 + Penalty 15357.504998 = -60355407.993297 nChanged 3917 SP:Iteration 15Q (3218.930000 sec): 3 clusters Score: Raw -60374104.224839 + Penalty 15357.504998 = -60358746.719841 nChanged 2122 SP:Iteration 16Q (3220.600000 sec): 3 clusters Score: Raw -60375865.734443 + Penalty 15357.504998 = -60360508.229445 nChanged 1148 SP:Iteration 17Q (3222.190000 sec): 3 clusters Score: Raw -60376811.737692 + Penalty 15357.504998 = -60361454.232694 nChanged 645 SP:Iteration 18Q (3223.760000 sec): 3 clusters Score: Raw -60377319.076898 + Penalty 15357.504998 = -60361961.571900 nChanged 372 SP:Iteration 19Q (3225.300000 sec): 3 clusters Score: Raw -60377603.850799 + Penalty 15357.504998 = -60362246.345801 nChanged 232 SP:Iteration 20F (3227.560000 sec): 3 clusters Score: Raw -60377772.111721 + Penalty 15357.504998 = -60362414.606723 nChanged 173 SP:Iteration 21Q (3229.090000 sec): 3 clusters Score: Raw -60377899.999813 + Penalty 15357.504998 = -60362542.494815 nChanged 119 SP:Iteration 22Q (3230.650000 sec): 3 clusters Score: Raw -60377982.276428 + Penalty 15357.504998 = -60362624.771430 nChanged 92 SP:Iteration 23Q (3232.170000 sec): 3 clusters Score: Raw -60378051.958532 + Penalty 15357.504998 = -60362694.453534 nChanged 75 SP:Iteration 24Q (3233.690000 sec): 3 clusters Score: Raw -60378100.877877 + Penalty 15357.504998 = -60362743.372879 nChanged 52 SP:Iteration 25Q (3235.200000 sec): 3 clusters Score: Raw -60378134.052311 + Penalty 15357.504998 = -60362776.547313 nChanged 48 SP:Iteration 26Q (3236.710000 sec): 3 clusters Score: Raw -60378163.075126 + Penalty 15357.504998 = -60362805.570128 nChanged 22 SP:Iteration 27Q (3238.220000 sec): 3 clusters Score: Raw -60378175.788511 + Penalty 15357.504998 = -60362818.283513 nChanged 15 SP:Iteration 28Q (3239.740000 sec): 3 clusters Score: Raw -60378186.710902 + Penalty 15357.504998 = -60362829.205904 nChanged 17 SP:Iteration 29Q (3241.250000 sec): 3 clusters Score: Raw -60378197.159197 + Penalty 15357.504998 = -60362839.654200 nChanged 13 SP:Iteration 30Q (3242.760000 sec): 3 clusters Score: Raw -60378206.184420 + Penalty 15357.504998 = -60362848.679423 nChanged 10 SP:Iteration 31Q (3244.280000 sec): 3 clusters Score: Raw -60378211.601442 + Penalty 15357.504998 = -60362854.096444 nChanged 5 SP:Iteration 32Q (3245.790000 sec): 3 clusters Score: Raw -60378214.142443 + Penalty 15357.504998 = -60362856.637445 nChanged 6 SP:Iteration 33Q (3247.300000 sec): 3 clusters Score: Raw -60378216.932457 + Penalty 15357.504998 = -60362859.427460 nChanged 3 SP:Iteration 34Q (3248.810000 sec): 3 clusters Score: Raw -60378218.525946 + Penalty 15357.504998 = -60362861.020948 nChanged 3 SP:Iteration 35Q (3250.320000 sec): 3 clusters Score: Raw -60378220.101232 + Penalty 15357.504998 = -60362862.596235 nChanged 3 SP:Iteration 36Q (3251.830000 sec): 3 clusters Score: Raw -60378221.383129 + Penalty 15357.504998 = -60362863.878131 nChanged 3 SP:Iteration 37Q (3253.340000 sec): 3 clusters Score: Raw -60378223.151213 + Penalty 15357.504998 = -60362865.646215 nChanged 3 SP:Iteration 38Q (3254.850000 sec): 3 clusters Score: Raw -60378224.864954 + Penalty 15357.504998 = -60362867.359957 nChanged 5 SP:Iteration 39Q (3256.370000 sec): 3 clusters Score: Raw -60378227.796616 + Penalty 15357.504998 = -60362870.291618 nChanged 4 SP:Iteration 40F (3258.630000 sec): 3 clusters Score: Raw -60378230.521527 + Penalty 15357.504998 = -60362873.016529 nChanged 2 SP:Iteration 41Q (3260.140000 sec): 3 clusters Score: Raw -60378231.960766 + Penalty 15357.504998 = -60362874.455768 nChanged 3 SP:Iteration 42Q (3261.650000 sec): 3 clusters Score: Raw -60378233.776787 + Penalty 15357.504998 = -60362876.271789 nChanged 2 SP:Iteration 43Q (3263.160000 sec): 3 clusters Score: Raw -60378234.935526 + Penalty 15357.504998 = -60362877.430528 nChanged 3 SP:Iteration 44Q (3264.670000 sec): 3 clusters Score: Raw -60378236.668901 + Penalty 15357.504998 = -60362879.163903 nChanged 0 SP:Iteration 45F (3266.940000 sec): 3 clusters Score: Raw -60378236.668901 + Penalty 15357.504998 = -60362879.163903 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 6 (2411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3267.100000 sec): 2 clusters Score: Raw -498404.246592 + Penalty 4770.025588 = -493634.221004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3267.120000 sec): 3 clusters Score: Raw -497998.055503 + Penalty 9540.051176 = -488458.004327 nChanged 655 SP:Iteration 1F (3267.140000 sec): 3 clusters Score: Raw -499128.784304 + Penalty 9540.051176 = -489588.733128 nChanged 210 SP:Iteration 2F (3267.160000 sec): 3 clusters Score: Raw -499924.187069 + Penalty 9540.051176 = -490384.135893 nChanged 171 SP:Iteration 3F (3267.180000 sec): 3 clusters Score: Raw -500489.482833 + Penalty 9540.051176 = -490949.431657 nChanged 123 SP:Iteration 4F (3267.200000 sec): 3 clusters Score: Raw -500829.713808 + Penalty 9540.051176 = -491289.662632 nChanged 80 SP:Iteration 5Q (3267.210000 sec): 3 clusters Score: Raw -500951.404822 + Penalty 9540.051176 = -491411.353647 nChanged 49 SP:Iteration 6Q (3267.230000 sec): 3 clusters Score: Raw -501024.752308 + Penalty 9540.051176 = -491484.701132 nChanged 38 SP:Iteration 7Q (3267.250000 sec): 3 clusters Score: Raw -501089.986206 + Penalty 9540.051176 = -491549.935030 nChanged 36 SP:Iteration 8Q (3267.270000 sec): 3 clusters Score: Raw -501147.079281 + Penalty 9540.051176 = -491607.028106 nChanged 26 SP:Iteration 9Q (3267.290000 sec): 3 clusters Score: Raw -501196.879991 + Penalty 9540.051176 = -491656.828816 nChanged 21 SP:Iteration 10Q (3267.310000 sec): 3 clusters Score: Raw -501231.483317 + Penalty 9540.051176 = -491691.432141 nChanged 17 SP:Iteration 11Q (3267.320000 sec): 3 clusters Score: Raw -501268.880747 + Penalty 9540.051176 = -491728.829571 nChanged 15 SP:Iteration 12Q (3267.340000 sec): 3 clusters Score: Raw -501295.378812 + Penalty 9540.051176 = -491755.327636 nChanged 12 SP:Iteration 13Q (3267.360000 sec): 3 clusters Score: Raw -501308.064877 + Penalty 9540.051176 = -491768.013701 nChanged 6 SP:Iteration 14Q (3267.370000 sec): 3 clusters Score: Raw -501315.125261 + Penalty 9540.051176 = -491775.074085 nChanged 7 SP:Iteration 15Q (3267.390000 sec): 3 clusters Score: Raw -501323.193924 + Penalty 9540.051176 = -491783.142748 nChanged 6 SP:Iteration 16Q (3267.410000 sec): 3 clusters Score: Raw -501333.974647 + Penalty 9540.051176 = -491793.923471 nChanged 10 SP:Iteration 17Q (3267.430000 sec): 3 clusters Score: Raw -501346.949348 + Penalty 9540.051176 = -491806.898173 nChanged 11 SP:Iteration 18Q (3267.450000 sec): 3 clusters Score: Raw -501355.999670 + Penalty 9540.051176 = -491815.948494 nChanged 7 SP:Iteration 19Q (3267.460000 sec): 3 clusters Score: Raw -501361.505041 + Penalty 9540.051176 = -491821.453865 nChanged 4 SP:Iteration 20F (3267.480000 sec): 3 clusters Score: Raw -501367.339877 + Penalty 9540.051176 = -491827.288701 nChanged 3 SP:Iteration 21Q (3267.500000 sec): 3 clusters Score: Raw -501371.223006 + Penalty 9540.051176 = -491831.171831 nChanged 3 SP:Iteration 22Q (3267.520000 sec): 3 clusters Score: Raw -501374.284642 + Penalty 9540.051176 = -491834.233466 nChanged 4 SP:Iteration 23Q (3267.530000 sec): 3 clusters Score: Raw -501377.907113 + Penalty 9540.051176 = -491837.855937 nChanged 10 SP:Iteration 24Q (3267.550000 sec): 3 clusters Score: Raw -501389.209016 + Penalty 9540.051176 = -491849.157841 nChanged 8 SP:Iteration 25Q (3267.570000 sec): 3 clusters Score: Raw -501395.958800 + Penalty 9540.051176 = -491855.907624 nChanged 2 SP:Iteration 26Q (3267.590000 sec): 3 clusters Score: Raw -501398.534280 + Penalty 9540.051176 = -491858.483104 nChanged 1 SP:Iteration 27Q (3267.600000 sec): 3 clusters Score: Raw -501400.294014 + Penalty 9540.051176 = -491860.242839 nChanged 0 SP:Iteration 28F (3267.620000 sec): 3 clusters Score: Raw -501400.294014 + Penalty 9540.051176 = -491860.242839 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 7 (2087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3267.640000 sec): 2 clusters Score: Raw -433208.953185 + Penalty 4681.633281 = -428527.319904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3267.660000 sec): 3 clusters Score: Raw -432911.267634 + Penalty 9363.266561 = -423548.001073 nChanged 500 SP:Iteration 1F (3267.670000 sec): 3 clusters Score: Raw -433768.005358 + Penalty 9363.266561 = -424404.738797 nChanged 165 SP:Iteration 2F (3267.690000 sec): 3 clusters Score: Raw -434303.720577 + Penalty 9363.266561 = -424940.454016 nChanged 119 SP:Iteration 3F (3267.710000 sec): 3 clusters Score: Raw -434828.381512 + Penalty 9363.266561 = -425465.114951 nChanged 116 SP:Iteration 4F (3267.730000 sec): 3 clusters Score: Raw -435132.575384 + Penalty 9363.266561 = -425769.308822 nChanged 92 SP:Iteration 5Q (3267.740000 sec): 3 clusters Score: Raw -435372.030219 + Penalty 9363.266561 = -426008.763658 nChanged 86 SP:Iteration 6Q (3267.760000 sec): 3 clusters Score: Raw -435611.466589 + Penalty 9363.266561 = -426248.200028 nChanged 78 SP:Iteration 7Q (3267.770000 sec): 3 clusters Score: Raw -435864.757043 + Penalty 9363.266561 = -426501.490482 nChanged 70 SP:Iteration 8Q (3267.790000 sec): 3 clusters Score: Raw -436159.334757 + Penalty 9363.266561 = -426796.068195 nChanged 79 SP:Iteration 9Q (3267.800000 sec): 3 clusters Score: Raw -436545.820285 + Penalty 9363.266561 = -427182.553724 nChanged 60 SP:Iteration 10Q (3267.820000 sec): 3 clusters Score: Raw -436726.405373 + Penalty 9363.266561 = -427363.138812 nChanged 53 SP:Iteration 11Q (3267.830000 sec): 3 clusters Score: Raw -436846.060413 + Penalty 9363.266561 = -427482.793851 nChanged 49 SP:Iteration 12Q (3267.850000 sec): 3 clusters Score: Raw -436944.603641 + Penalty 9363.266561 = -427581.337080 nChanged 39 SP:Iteration 13Q (3267.860000 sec): 3 clusters Score: Raw -437009.310098 + Penalty 9363.266561 = -427646.043537 nChanged 36 SP:Iteration 14Q (3267.870000 sec): 3 clusters Score: Raw -437063.815241 + Penalty 9363.266561 = -427700.548680 nChanged 30 SP:Iteration 15Q (3267.890000 sec): 3 clusters Score: Raw -437113.994921 + Penalty 9363.266561 = -427750.728360 nChanged 36 SP:Iteration 16Q (3267.900000 sec): 3 clusters Score: Raw -437171.622739 + Penalty 9363.266561 = -427808.356178 nChanged 45 SP:Iteration 17Q (3267.920000 sec): 3 clusters Score: Raw -437252.273200 + Penalty 9363.266561 = -427889.006639 nChanged 39 SP:Iteration 18Q (3267.930000 sec): 3 clusters Score: Raw -437408.603332 + Penalty 9363.266561 = -428045.336771 nChanged 48 SP:Iteration 19Q (3267.950000 sec): 3 clusters Score: Raw -437503.592840 + Penalty 9363.266561 = -428140.326279 nChanged 62 SP:Iteration 20F (3267.960000 sec): 3 clusters Score: Raw -437643.127252 + Penalty 9363.266561 = -428279.860691 nChanged 70 SP:Iteration 21Q (3267.980000 sec): 3 clusters Score: Raw -437795.637774 + Penalty 9363.266561 = -428432.371212 nChanged 66 SP:Iteration 22Q (3267.990000 sec): 3 clusters Score: Raw -437971.406424 + Penalty 9363.266561 = -428608.139863 nChanged 67 SP:Iteration 23Q (3268.000000 sec): 3 clusters Score: Raw -438150.965578 + Penalty 9363.266561 = -428787.699016 nChanged 42 SP:Iteration 24Q (3268.020000 sec): 3 clusters Score: Raw -438274.916476 + Penalty 9363.266561 = -428911.649915 nChanged 23 SP:Iteration 25Q (3268.030000 sec): 3 clusters Score: Raw -438323.291398 + Penalty 9363.266561 = -428960.024837 nChanged 6 SP:Iteration 26Q (3268.040000 sec): 3 clusters Score: Raw -438333.827297 + Penalty 9363.266561 = -428970.560736 nChanged 1 SP:Iteration 27Q (3268.050000 sec): 3 clusters Score: Raw -438335.176988 + Penalty 9363.266561 = -428971.910427 nChanged 0 SP:Iteration 28F (3268.070000 sec): 3 clusters Score: Raw -438335.176988 + Penalty 9363.266561 = -428971.910427 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 11 (2894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3268.090000 sec): 2 clusters Score: Raw -621250.261707 + Penalty 4881.866881 = -616368.394827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3268.120000 sec): 3 clusters Score: Raw -620514.081381 + Penalty 9763.733761 = -610750.347619 nChanged 754 SP:Iteration 1F (3268.140000 sec): 3 clusters Score: Raw -621198.111935 + Penalty 9763.733761 = -611434.378174 nChanged 164 SP:Iteration 2F (3268.170000 sec): 3 clusters Score: Raw -621379.480097 + Penalty 9763.733761 = -611615.746335 nChanged 80 SP:Iteration 3Q (3268.200000 sec): 3 clusters Score: Raw -621466.025308 + Penalty 9763.733761 = -611702.291546 nChanged 52 SP:Iteration 4Q (3268.220000 sec): 3 clusters Score: Raw -621522.288516 + Penalty 9763.733761 = -611758.554755 nChanged 33 SP:Iteration 5Q (3268.240000 sec): 3 clusters Score: Raw -621558.848571 + Penalty 9763.733761 = -611795.114809 nChanged 21 SP:Iteration 6Q (3268.260000 sec): 3 clusters Score: Raw -621583.194426 + Penalty 9763.733761 = -611819.460665 nChanged 14 SP:Iteration 7Q (3268.290000 sec): 3 clusters Score: Raw -621593.949587 + Penalty 9763.733761 = -611830.215826 nChanged 10 SP:Iteration 8Q (3268.310000 sec): 3 clusters Score: Raw -621606.639421 + Penalty 9763.733761 = -611842.905660 nChanged 6 SP:Iteration 9Q (3268.340000 sec): 3 clusters Score: Raw -621610.975481 + Penalty 9763.733761 = -611847.241720 nChanged 4 SP:Iteration 10Q (3268.360000 sec): 3 clusters Score: Raw -621616.763464 + Penalty 9763.733761 = -611853.029703 nChanged 6 SP:Iteration 11Q (3268.380000 sec): 3 clusters Score: Raw -621622.414970 + Penalty 9763.733761 = -611858.681208 nChanged 5 SP:Iteration 12Q (3268.400000 sec): 3 clusters Score: Raw -621628.019180 + Penalty 9763.733761 = -611864.285418 nChanged 4 SP:Iteration 13Q (3268.430000 sec): 3 clusters Score: Raw -621630.806141 + Penalty 9763.733761 = -611867.072380 nChanged 3 SP:Iteration 14Q (3268.450000 sec): 3 clusters Score: Raw -621633.428580 + Penalty 9763.733761 = -611869.694819 nChanged 3 SP:Iteration 15Q (3268.480000 sec): 3 clusters Score: Raw -621636.712230 + Penalty 9763.733761 = -611872.978469 nChanged 3 SP:Iteration 16Q (3268.500000 sec): 3 clusters Score: Raw -621641.176710 + Penalty 9763.733761 = -611877.442949 nChanged 1 SP:Iteration 17Q (3268.520000 sec): 3 clusters Score: Raw -621645.502552 + Penalty 9763.733761 = -611881.768791 nChanged 1 SP:Iteration 18Q (3268.540000 sec): 3 clusters Score: Raw -621646.528640 + Penalty 9763.733761 = -611882.794879 nChanged 2 SP:Iteration 19Q (3268.570000 sec): 3 clusters Score: Raw -621650.891345 + Penalty 9763.733761 = -611887.157584 nChanged 5 SP:Iteration 20F (3268.590000 sec): 3 clusters Score: Raw -621654.699821 + Penalty 9763.733761 = -611890.966059 nChanged 3 SP:Iteration 21Q (3268.620000 sec): 3 clusters Score: Raw -621657.917482 + Penalty 9763.733761 = -611894.183721 nChanged 4 SP:Iteration 22Q (3268.640000 sec): 3 clusters Score: Raw -621662.413718 + Penalty 9763.733761 = -611898.679957 nChanged 1 SP:Iteration 23Q (3268.660000 sec): 3 clusters Score: Raw -621663.547959 + Penalty 9763.733761 = -611899.814198 nChanged 1 SP:Iteration 24Q (3268.680000 sec): 3 clusters Score: Raw -621664.941665 + Penalty 9763.733761 = -611901.207904 nChanged 0 SP:Iteration 25F (3268.710000 sec): 3 clusters Score: Raw -621664.941665 + Penalty 9763.733761 = -611901.207904 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 12 (36332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3268.960000 sec): 2 clusters Score: Raw -7830914.218279 + Penalty 6431.528182 = -7824482.690097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3269.260000 sec): 3 clusters Score: Raw -7810416.612387 + Penalty 12863.056364 = -7797553.556024 nChanged 15712 SP:Iteration 1F (3269.560000 sec): 3 clusters Score: Raw -7818740.116955 + Penalty 12863.056364 = -7805877.060591 nChanged 2098 SP:Iteration 2F (3269.860000 sec): 3 clusters Score: Raw -7819503.352006 + Penalty 12863.056364 = -7806640.295642 nChanged 1577 SP:Iteration 3Q (3270.160000 sec): 3 clusters Score: Raw -7820033.880211 + Penalty 12863.056364 = -7807170.823847 nChanged 1294 SP:Iteration 4Q (3270.460000 sec): 3 clusters Score: Raw -7820435.322596 + Penalty 12863.056364 = -7807572.266233 nChanged 1072 SP:Iteration 5Q (3270.770000 sec): 3 clusters Score: Raw -7820770.052210 + Penalty 12863.056364 = -7807906.995846 nChanged 1009 SP:Iteration 6Q (3271.070000 sec): 3 clusters Score: Raw -7821103.380237 + Penalty 12863.056364 = -7808240.323873 nChanged 1042 SP:Iteration 7Q (3271.370000 sec): 3 clusters Score: Raw -7821475.860034 + Penalty 12863.056364 = -7808612.803670 nChanged 1108 SP:Iteration 8Q (3271.670000 sec): 3 clusters Score: Raw -7821891.259624 + Penalty 12863.056364 = -7809028.203260 nChanged 1154 SP:Iteration 9Q (3271.970000 sec): 3 clusters Score: Raw -7822372.710223 + Penalty 12863.056364 = -7809509.653859 nChanged 1256 SP:Iteration 10Q (3272.270000 sec): 3 clusters Score: Raw -7822942.641572 + Penalty 12863.056364 = -7810079.585208 nChanged 1420 SP:Iteration 11Q (3272.580000 sec): 3 clusters Score: Raw -7823680.828292 + Penalty 12863.056364 = -7810817.771928 nChanged 1565 SP:Iteration 12Q (3272.870000 sec): 3 clusters Score: Raw -7824616.966468 + Penalty 12863.056364 = -7811753.910104 nChanged 1718 SP:Iteration 13Q (3273.170000 sec): 3 clusters Score: Raw -7825767.965803 + Penalty 12863.056364 = -7812904.909439 nChanged 1702 SP:Iteration 14Q (3273.470000 sec): 3 clusters Score: Raw -7827048.326858 + Penalty 12863.056364 = -7814185.270494 nChanged 1540 SP:Iteration 15Q (3273.760000 sec): 3 clusters Score: Raw -7828277.574054 + Penalty 12863.056364 = -7815414.517691 nChanged 1279 SP:Iteration 16Q (3274.040000 sec): 3 clusters Score: Raw -7829342.353189 + Penalty 12863.056364 = -7816479.296825 nChanged 910 SP:Iteration 17Q (3274.320000 sec): 3 clusters Score: Raw -7830136.807616 + Penalty 12863.056364 = -7817273.751252 nChanged 630 SP:Iteration 18Q (3274.580000 sec): 3 clusters Score: Raw -7830710.776782 + Penalty 12863.056364 = -7817847.720418 nChanged 400 SP:Iteration 19Q (3274.820000 sec): 3 clusters Score: Raw -7831069.033565 + Penalty 12863.056364 = -7818205.977201 nChanged 257 SP:Iteration 20F (3275.120000 sec): 3 clusters Score: Raw -7831275.726906 + Penalty 12863.056364 = -7818412.670542 nChanged 164 SP:Iteration 21Q (3275.360000 sec): 3 clusters Score: Raw -7831404.531881 + Penalty 12863.056364 = -7818541.475517 nChanged 118 SP:Iteration 22Q (3275.580000 sec): 3 clusters Score: Raw -7831499.760103 + Penalty 12863.056364 = -7818636.703739 nChanged 86 SP:Iteration 23Q (3275.800000 sec): 3 clusters Score: Raw -7831564.649249 + Penalty 12863.056364 = -7818701.592885 nChanged 61 SP:Iteration 24Q (3276.020000 sec): 3 clusters Score: Raw -7831609.320569 + Penalty 12863.056364 = -7818746.264205 nChanged 42 SP:Iteration 25Q (3276.240000 sec): 3 clusters Score: Raw -7831641.061034 + Penalty 12863.056364 = -7818778.004670 nChanged 38 SP:Iteration 26Q (3276.460000 sec): 3 clusters Score: Raw -7831672.382288 + Penalty 12863.056364 = -7818809.325924 nChanged 31 SP:Iteration 27Q (3276.690000 sec): 3 clusters Score: Raw -7831695.003998 + Penalty 12863.056364 = -7818831.947634 nChanged 25 SP:Iteration 28Q (3276.900000 sec): 3 clusters Score: Raw -7831714.719392 + Penalty 12863.056364 = -7818851.663028 nChanged 23 SP:Iteration 29Q (3277.120000 sec): 3 clusters Score: Raw -7831731.032516 + Penalty 12863.056364 = -7818867.976152 nChanged 12 SP:Iteration 30Q (3277.330000 sec): 3 clusters Score: Raw -7831740.568291 + Penalty 12863.056364 = -7818877.511927 nChanged 15 SP:Iteration 31Q (3277.550000 sec): 3 clusters Score: Raw -7831751.456595 + Penalty 12863.056364 = -7818888.400231 nChanged 11 SP:Iteration 32Q (3277.770000 sec): 3 clusters Score: Raw -7831761.007704 + Penalty 12863.056364 = -7818897.951340 nChanged 15 SP:Iteration 33Q (3277.980000 sec): 3 clusters Score: Raw -7831773.963637 + Penalty 12863.056364 = -7818910.907273 nChanged 12 SP:Iteration 34Q (3278.200000 sec): 3 clusters Score: Raw -7831783.794138 + Penalty 12863.056364 = -7818920.737774 nChanged 12 SP:Iteration 35Q (3278.410000 sec): 3 clusters Score: Raw -7831794.676565 + Penalty 12863.056364 = -7818931.620201 nChanged 9 SP:Iteration 36Q (3278.630000 sec): 3 clusters Score: Raw -7831800.543845 + Penalty 12863.056364 = -7818937.487481 nChanged 4 SP:Iteration 37Q (3278.840000 sec): 3 clusters Score: Raw -7831803.585745 + Penalty 12863.056364 = -7818940.529381 nChanged 1 SP:Iteration 38Q (3279.060000 sec): 3 clusters Score: Raw -7831804.219974 + Penalty 12863.056364 = -7818941.163610 nChanged 1 SP:Iteration 39Q (3279.270000 sec): 3 clusters Score: Raw -7831804.907491 + Penalty 12863.056364 = -7818941.851127 nChanged 0 SP:Iteration 40F (3279.570000 sec): 3 clusters Score: Raw -7831804.907491 + Penalty 12863.056364 = -7818941.851127 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 13 (14144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3279.670000 sec): 2 clusters Score: Raw -3092051.769625 + Penalty 5853.690543 = -3086198.079082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3279.790000 sec): 3 clusters Score: Raw -3085159.781513 + Penalty 11707.381086 = -3073452.400427 nChanged 5445 SP:Iteration 1F (3279.910000 sec): 3 clusters Score: Raw -3088044.778824 + Penalty 11707.381086 = -3076337.397737 nChanged 996 SP:Iteration 2F (3280.020000 sec): 3 clusters Score: Raw -3088558.583186 + Penalty 11707.381086 = -3076851.202100 nChanged 665 SP:Iteration 3Q (3280.140000 sec): 3 clusters Score: Raw -3088884.272270 + Penalty 11707.381086 = -3077176.891183 nChanged 461 SP:Iteration 4Q (3280.260000 sec): 3 clusters Score: Raw -3089091.762499 + Penalty 11707.381086 = -3077384.381413 nChanged 378 SP:Iteration 5Q (3280.370000 sec): 3 clusters Score: Raw -3089245.171758 + Penalty 11707.381086 = -3077537.790671 nChanged 323 SP:Iteration 6Q (3280.490000 sec): 3 clusters Score: Raw -3089366.373429 + Penalty 11707.381086 = -3077658.992343 nChanged 279 SP:Iteration 7Q (3280.610000 sec): 3 clusters Score: Raw -3089485.341222 + Penalty 11707.381086 = -3077777.960135 nChanged 285 SP:Iteration 8Q (3280.730000 sec): 3 clusters Score: Raw -3089588.215040 + Penalty 11707.381086 = -3077880.833953 nChanged 203 SP:Iteration 9Q (3280.850000 sec): 3 clusters Score: Raw -3089665.024369 + Penalty 11707.381086 = -3077957.643282 nChanged 227 SP:Iteration 10Q (3280.960000 sec): 3 clusters Score: Raw -3089755.080543 + Penalty 11707.381086 = -3078047.699456 nChanged 228 SP:Iteration 11Q (3281.080000 sec): 3 clusters Score: Raw -3089844.886320 + Penalty 11707.381086 = -3078137.505233 nChanged 232 SP:Iteration 12Q (3281.190000 sec): 3 clusters Score: Raw -3089941.502394 + Penalty 11707.381086 = -3078234.121307 nChanged 240 SP:Iteration 13Q (3281.310000 sec): 3 clusters Score: Raw -3090045.734217 + Penalty 11707.381086 = -3078338.353130 nChanged 257 SP:Iteration 14Q (3281.430000 sec): 3 clusters Score: Raw -3090152.009431 + Penalty 11707.381086 = -3078444.628345 nChanged 245 SP:Iteration 15Q (3281.550000 sec): 3 clusters Score: Raw -3090257.516818 + Penalty 11707.381086 = -3078550.135731 nChanged 265 SP:Iteration 16Q (3281.660000 sec): 3 clusters Score: Raw -3090375.080103 + Penalty 11707.381086 = -3078667.699016 nChanged 266 SP:Iteration 17Q (3281.780000 sec): 3 clusters Score: Raw -3090495.013483 + Penalty 11707.381086 = -3078787.632397 nChanged 280 SP:Iteration 18Q (3281.890000 sec): 3 clusters Score: Raw -3090625.009725 + Penalty 11707.381086 = -3078917.628638 nChanged 266 SP:Iteration 19Q (3282.010000 sec): 3 clusters Score: Raw -3090768.414674 + Penalty 11707.381086 = -3079061.033588 nChanged 280 SP:Iteration 20F (3282.130000 sec): 3 clusters Score: Raw -3090919.931149 + Penalty 11707.381086 = -3079212.550062 nChanged 300 SP:Iteration 21Q (3282.250000 sec): 3 clusters Score: Raw -3091082.296501 + Penalty 11707.381086 = -3079374.915415 nChanged 287 SP:Iteration 22Q (3282.360000 sec): 3 clusters Score: Raw -3091249.719875 + Penalty 11707.381086 = -3079542.338789 nChanged 266 SP:Iteration 23Q (3282.480000 sec): 3 clusters Score: Raw -3091408.920870 + Penalty 11707.381086 = -3079701.539783 nChanged 243 SP:Iteration 24Q (3282.590000 sec): 3 clusters Score: Raw -3091556.409326 + Penalty 11707.381086 = -3079849.028239 nChanged 228 SP:Iteration 25Q (3282.710000 sec): 3 clusters Score: Raw -3091689.531140 + Penalty 11707.381086 = -3079982.150054 nChanged 188 SP:Iteration 26Q (3282.820000 sec): 3 clusters Score: Raw -3091802.757233 + Penalty 11707.381086 = -3080095.376147 nChanged 178 SP:Iteration 27Q (3282.940000 sec): 3 clusters Score: Raw -3091901.385365 + Penalty 11707.381086 = -3080194.004279 nChanged 165 SP:Iteration 28Q (3283.050000 sec): 3 clusters Score: Raw -3091999.877185 + Penalty 11707.381086 = -3080292.496099 nChanged 156 SP:Iteration 29Q (3283.160000 sec): 3 clusters Score: Raw -3092093.670308 + Penalty 11707.381086 = -3080386.289222 nChanged 136 SP:Iteration 30Q (3283.270000 sec): 3 clusters Score: Raw -3092175.402870 + Penalty 11707.381086 = -3080468.021784 nChanged 119 SP:Iteration 31Q (3283.390000 sec): 3 clusters Score: Raw -3092248.131108 + Penalty 11707.381086 = -3080540.750022 nChanged 102 SP:Iteration 32Q (3283.500000 sec): 3 clusters Score: Raw -3092322.860806 + Penalty 11707.381086 = -3080615.479719 nChanged 107 SP:Iteration 33Q (3283.610000 sec): 3 clusters Score: Raw -3092393.580639 + Penalty 11707.381086 = -3080686.199552 nChanged 90 SP:Iteration 34Q (3283.720000 sec): 3 clusters Score: Raw -3092453.409914 + Penalty 11707.381086 = -3080746.028828 nChanged 62 SP:Iteration 35Q (3283.830000 sec): 3 clusters Score: Raw -3092492.999062 + Penalty 11707.381086 = -3080785.617975 nChanged 47 SP:Iteration 36Q (3283.940000 sec): 3 clusters Score: Raw -3092525.674428 + Penalty 11707.381086 = -3080818.293341 nChanged 62 SP:Iteration 37Q (3284.050000 sec): 3 clusters Score: Raw -3092569.652467 + Penalty 11707.381086 = -3080862.271381 nChanged 47 SP:Iteration 38Q (3284.150000 sec): 3 clusters Score: Raw -3092604.915347 + Penalty 11707.381086 = -3080897.534260 nChanged 57 SP:Iteration 39Q (3284.260000 sec): 3 clusters Score: Raw -3092650.535162 + Penalty 11707.381086 = -3080943.154075 nChanged 50 SP:Iteration 40F (3284.370000 sec): 3 clusters Score: Raw -3092692.262039 + Penalty 11707.381086 = -3080984.880952 nChanged 43 SP:Iteration 41Q (3284.480000 sec): 3 clusters Score: Raw -3092729.297732 + Penalty 11707.381086 = -3081021.916645 nChanged 47 SP:Iteration 42Q (3284.590000 sec): 3 clusters Score: Raw -3092766.000622 + Penalty 11707.381086 = -3081058.619536 nChanged 37 SP:Iteration 43Q (3284.690000 sec): 3 clusters Score: Raw -3092792.354595 + Penalty 11707.381086 = -3081084.973508 nChanged 21 SP:Iteration 44Q (3284.790000 sec): 3 clusters Score: Raw -3092808.185713 + Penalty 11707.381086 = -3081100.804627 nChanged 19 SP:Iteration 45Q (3284.900000 sec): 3 clusters Score: Raw -3092826.153664 + Penalty 11707.381086 = -3081118.772578 nChanged 22 SP:Iteration 46Q (3285.000000 sec): 3 clusters Score: Raw -3092841.594656 + Penalty 11707.381086 = -3081134.213570 nChanged 19 SP:Iteration 47Q (3285.100000 sec): 3 clusters Score: Raw -3092854.631804 + Penalty 11707.381086 = -3081147.250718 nChanged 17 SP:Iteration 48Q (3285.210000 sec): 3 clusters Score: Raw -3092867.148661 + Penalty 11707.381086 = -3081159.767574 nChanged 15 SP:Iteration 49Q (3285.310000 sec): 3 clusters Score: Raw -3092879.948111 + Penalty 11707.381086 = -3081172.567024 nChanged 22 SP:Iteration 50Q (3285.410000 sec): 3 clusters Score: Raw -3092896.671919 + Penalty 11707.381086 = -3081189.290832 nChanged 17 SP:Iteration 51Q (3285.510000 sec): 3 clusters Score: Raw -3092908.870710 + Penalty 11707.381086 = -3081201.489623 nChanged 9 SP:Iteration 52Q (3285.610000 sec): 3 clusters Score: Raw -3092915.464100 + Penalty 11707.381086 = -3081208.083013 nChanged 7 SP:Iteration 53Q (3285.710000 sec): 3 clusters Score: Raw -3092919.470510 + Penalty 11707.381086 = -3081212.089423 nChanged 5 SP:Iteration 54Q (3285.810000 sec): 3 clusters Score: Raw -3092923.529265 + Penalty 11707.381086 = -3081216.148179 nChanged 9 SP:Iteration 55Q (3285.920000 sec): 3 clusters Score: Raw -3092930.643660 + Penalty 11707.381086 = -3081223.262573 nChanged 7 SP:Iteration 56Q (3286.020000 sec): 3 clusters Score: Raw -3092936.456068 + Penalty 11707.381086 = -3081229.074981 nChanged 6 SP:Iteration 57Q (3286.120000 sec): 3 clusters Score: Raw -3092940.864439 + Penalty 11707.381086 = -3081233.483352 nChanged 5 SP:Iteration 58Q (3286.220000 sec): 3 clusters Score: Raw -3092945.059013 + Penalty 11707.381086 = -3081237.677926 nChanged 8 SP:Iteration 59Q (3286.320000 sec): 3 clusters Score: Raw -3092951.865474 + Penalty 11707.381086 = -3081244.484388 nChanged 8 SP:Iteration 60F (3286.430000 sec): 3 clusters Score: Raw -3092958.295322 + Penalty 11707.381086 = -3081250.914236 nChanged 4 SP:Iteration 61Q (3286.540000 sec): 3 clusters Score: Raw -3092960.516414 + Penalty 11707.381086 = -3081253.135328 nChanged 2 SP:Iteration 62Q (3286.640000 sec): 3 clusters Score: Raw -3092961.374729 + Penalty 11707.381086 = -3081253.993643 nChanged 0 SP:Iteration 63F (3286.750000 sec): 3 clusters Score: Raw -3092961.374729 + Penalty 11707.381086 = -3081253.993643 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 14 (26264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3286.930000 sec): 2 clusters Score: Raw -5515084.879789 + Penalty 6232.772106 = -5508852.107682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3287.140000 sec): 3 clusters Score: Raw -5500947.503359 + Penalty 12465.544212 = -5488481.959147 nChanged 10779 SP:Iteration 1F (3287.360000 sec): 3 clusters Score: Raw -5506590.480236 + Penalty 12465.544212 = -5494124.936023 nChanged 1616 SP:Iteration 2F (3287.580000 sec): 3 clusters Score: Raw -5507258.093857 + Penalty 12465.544212 = -5494792.549645 nChanged 1232 SP:Iteration 3Q (3287.790000 sec): 3 clusters Score: Raw -5507728.913061 + Penalty 12465.544212 = -5495263.368849 nChanged 964 SP:Iteration 4Q (3288.010000 sec): 3 clusters Score: Raw -5508081.742867 + Penalty 12465.544212 = -5495616.198654 nChanged 861 SP:Iteration 5Q (3288.230000 sec): 3 clusters Score: Raw -5508432.903582 + Penalty 12465.544212 = -5495967.359370 nChanged 827 SP:Iteration 6Q (3288.450000 sec): 3 clusters Score: Raw -5508856.893719 + Penalty 12465.544212 = -5496391.349506 nChanged 981 SP:Iteration 7Q (3288.670000 sec): 3 clusters Score: Raw -5509510.745197 + Penalty 12465.544212 = -5497045.200985 nChanged 1155 SP:Iteration 8Q (3288.880000 sec): 3 clusters Score: Raw -5510388.019122 + Penalty 12465.544212 = -5497922.474910 nChanged 1338 SP:Iteration 9F (3289.100000 sec): 3 clusters Score: Raw -5511523.051416 + Penalty 12465.544212 = -5499057.507203 nChanged 1592 SP:Iteration 10F (3289.310000 sec): 3 clusters Score: Raw -5512867.315235 + Penalty 12465.544212 = -5500401.771023 nChanged 1568 SP:Iteration 11F (3289.530000 sec): 3 clusters Score: Raw -5514051.877468 + Penalty 12465.544212 = -5501586.333255 nChanged 1372 SP:Iteration 12F (3289.750000 sec): 3 clusters Score: Raw -5514997.592711 + Penalty 12465.544212 = -5502532.048499 nChanged 1169 SP:Iteration 13Q (3289.960000 sec): 3 clusters Score: Raw -5515659.018199 + Penalty 12465.544212 = -5503193.473986 nChanged 906 SP:Iteration 14Q (3290.170000 sec): 3 clusters Score: Raw -5516064.534329 + Penalty 12465.544212 = -5503598.990117 nChanged 657 SP:Iteration 15Q (3290.370000 sec): 3 clusters Score: Raw -5516316.334737 + Penalty 12465.544212 = -5503850.790525 nChanged 516 SP:Iteration 16Q (3290.590000 sec): 3 clusters Score: Raw -5516481.089248 + Penalty 12465.544212 = -5504015.545035 nChanged 387 SP:Iteration 17Q (3290.790000 sec): 3 clusters Score: Raw -5516590.615187 + Penalty 12465.544212 = -5504125.070974 nChanged 286 SP:Iteration 18Q (3291.000000 sec): 3 clusters Score: Raw -5516665.410659 + Penalty 12465.544212 = -5504199.866447 nChanged 250 SP:Iteration 19Q (3291.210000 sec): 3 clusters Score: Raw -5516726.416805 + Penalty 12465.544212 = -5504260.872593 nChanged 197 SP:Iteration 20F (3291.430000 sec): 3 clusters Score: Raw -5516770.173982 + Penalty 12465.544212 = -5504304.629770 nChanged 173 SP:Iteration 21Q (3291.630000 sec): 3 clusters Score: Raw -5516807.586768 + Penalty 12465.544212 = -5504342.042556 nChanged 155 SP:Iteration 22Q (3291.840000 sec): 3 clusters Score: Raw -5516838.586703 + Penalty 12465.544212 = -5504373.042490 nChanged 135 SP:Iteration 23Q (3292.050000 sec): 3 clusters Score: Raw -5516864.610232 + Penalty 12465.544212 = -5504399.066019 nChanged 123 SP:Iteration 24Q (3292.250000 sec): 3 clusters Score: Raw -5516886.852576 + Penalty 12465.544212 = -5504421.308364 nChanged 122 SP:Iteration 25Q (3292.460000 sec): 3 clusters Score: Raw -5516909.531614 + Penalty 12465.544212 = -5504443.987402 nChanged 116 SP:Iteration 26Q (3292.670000 sec): 3 clusters Score: Raw -5516929.797080 + Penalty 12465.544212 = -5504464.252867 nChanged 94 SP:Iteration 27Q (3292.880000 sec): 3 clusters Score: Raw -5516945.513712 + Penalty 12465.544212 = -5504479.969500 nChanged 86 SP:Iteration 28Q (3293.090000 sec): 3 clusters Score: Raw -5516960.020559 + Penalty 12465.544212 = -5504494.476347 nChanged 80 SP:Iteration 29Q (3293.290000 sec): 3 clusters Score: Raw -5516972.648498 + Penalty 12465.544212 = -5504507.104285 nChanged 61 SP:Iteration 30Q (3293.500000 sec): 3 clusters Score: Raw -5516982.968990 + Penalty 12465.544212 = -5504517.424777 nChanged 73 SP:Iteration 31Q (3293.710000 sec): 3 clusters Score: Raw -5516994.163358 + Penalty 12465.544212 = -5504528.619145 nChanged 66 SP:Iteration 32Q (3293.910000 sec): 3 clusters Score: Raw -5517004.605678 + Penalty 12465.544212 = -5504539.061465 nChanged 65 SP:Iteration 33Q (3294.120000 sec): 3 clusters Score: Raw -5517014.601867 + Penalty 12465.544212 = -5504549.057655 nChanged 55 SP:Iteration 34Q (3294.330000 sec): 3 clusters Score: Raw -5517022.730598 + Penalty 12465.544212 = -5504557.186385 nChanged 50 SP:Iteration 35Q (3294.530000 sec): 3 clusters Score: Raw -5517030.809278 + Penalty 12465.544212 = -5504565.265066 nChanged 49 SP:Iteration 36Q (3294.740000 sec): 3 clusters Score: Raw -5517038.624393 + Penalty 12465.544212 = -5504573.080181 nChanged 53 SP:Iteration 37Q (3294.950000 sec): 3 clusters Score: Raw -5517046.520429 + Penalty 12465.544212 = -5504580.976217 nChanged 49 SP:Iteration 38Q (3295.150000 sec): 3 clusters Score: Raw -5517053.180006 + Penalty 12465.544212 = -5504587.635793 nChanged 46 SP:Iteration 39Q (3295.360000 sec): 3 clusters Score: Raw -5517060.242495 + Penalty 12465.544212 = -5504594.698282 nChanged 41 SP:Iteration 40F (3295.570000 sec): 3 clusters Score: Raw -5517065.379790 + Penalty 12465.544212 = -5504599.835577 nChanged 31 SP:Iteration 41Q (3295.780000 sec): 3 clusters Score: Raw -5517070.098746 + Penalty 12465.544212 = -5504604.554534 nChanged 48 SP:Iteration 42Q (3295.990000 sec): 3 clusters Score: Raw -5517076.316176 + Penalty 12465.544212 = -5504610.771964 nChanged 40 SP:Iteration 43Q (3296.190000 sec): 3 clusters Score: Raw -5517081.922700 + Penalty 12465.544212 = -5504616.378487 nChanged 38 SP:Iteration 44Q (3296.400000 sec): 3 clusters Score: Raw -5517086.898912 + Penalty 12465.544212 = -5504621.354699 nChanged 47 SP:Iteration 45Q (3296.610000 sec): 3 clusters Score: Raw -5517093.240722 + Penalty 12465.544212 = -5504627.696509 nChanged 41 SP:Iteration 46Q (3296.810000 sec): 3 clusters Score: Raw -5517098.864858 + Penalty 12465.544212 = -5504633.320646 nChanged 35 SP:Iteration 47Q (3297.020000 sec): 3 clusters Score: Raw -5517104.618067 + Penalty 12465.544212 = -5504639.073854 nChanged 36 SP:Iteration 48Q (3297.230000 sec): 3 clusters Score: Raw -5517109.532406 + Penalty 12465.544212 = -5504643.988193 nChanged 45 SP:Iteration 49Q (3297.440000 sec): 3 clusters Score: Raw -5517115.507363 + Penalty 12465.544212 = -5504649.963151 nChanged 30 SP:Iteration 50Q (3297.650000 sec): 3 clusters Score: Raw -5517120.084000 + Penalty 12465.544212 = -5504654.539788 nChanged 31 SP:Iteration 51Q (3297.850000 sec): 3 clusters Score: Raw -5517123.878217 + Penalty 12465.544212 = -5504658.334005 nChanged 25 SP:Iteration 52Q (3298.060000 sec): 3 clusters Score: Raw -5517127.038065 + Penalty 12465.544212 = -5504661.493852 nChanged 18 SP:Iteration 53Q (3298.260000 sec): 3 clusters Score: Raw -5517129.133419 + Penalty 12465.544212 = -5504663.589206 nChanged 21 SP:Iteration 54Q (3298.470000 sec): 3 clusters Score: Raw -5517131.273390 + Penalty 12465.544212 = -5504665.729177 nChanged 13 SP:Iteration 55Q (3298.680000 sec): 3 clusters Score: Raw -5517132.929486 + Penalty 12465.544212 = -5504667.385274 nChanged 16 SP:Iteration 56Q (3298.880000 sec): 3 clusters Score: Raw -5517134.808762 + Penalty 12465.544212 = -5504669.264550 nChanged 18 SP:Iteration 57Q (3299.090000 sec): 3 clusters Score: Raw -5517136.695160 + Penalty 12465.544212 = -5504671.150948 nChanged 17 SP:Iteration 58Q (3299.290000 sec): 3 clusters Score: Raw -5517139.078362 + Penalty 12465.544212 = -5504673.534149 nChanged 20 SP:Iteration 59Q (3299.500000 sec): 3 clusters Score: Raw -5517141.584968 + Penalty 12465.544212 = -5504676.040756 nChanged 21 SP:Iteration 60F (3299.720000 sec): 3 clusters Score: Raw -5517144.338917 + Penalty 12465.544212 = -5504678.794705 nChanged 25 SP:Iteration 61Q (3299.930000 sec): 3 clusters Score: Raw -5517147.559313 + Penalty 12465.544212 = -5504682.015101 nChanged 31 SP:Iteration 62Q (3300.130000 sec): 3 clusters Score: Raw -5517152.171987 + Penalty 12465.544212 = -5504686.627775 nChanged 32 SP:Iteration 63Q (3300.340000 sec): 3 clusters Score: Raw -5517156.654800 + Penalty 12465.544212 = -5504691.110587 nChanged 21 SP:Iteration 64Q (3300.550000 sec): 3 clusters Score: Raw -5517159.159047 + Penalty 12465.544212 = -5504693.614834 nChanged 19 SP:Iteration 65Q (3300.750000 sec): 3 clusters Score: Raw -5517162.005426 + Penalty 12465.544212 = -5504696.461214 nChanged 22 SP:Iteration 66Q (3300.960000 sec): 3 clusters Score: Raw -5517164.674549 + Penalty 12465.544212 = -5504699.130337 nChanged 22 SP:Iteration 67Q (3301.170000 sec): 3 clusters Score: Raw -5517167.481460 + Penalty 12465.544212 = -5504701.937248 nChanged 26 SP:Iteration 68Q (3301.370000 sec): 3 clusters Score: Raw -5517171.118960 + Penalty 12465.544212 = -5504705.574747 nChanged 37 SP:Iteration 69Q (3301.580000 sec): 3 clusters Score: Raw -5517176.390490 + Penalty 12465.544212 = -5504710.846277 nChanged 36 SP:Iteration 70Q (3301.790000 sec): 3 clusters Score: Raw -5517181.605075 + Penalty 12465.544212 = -5504716.060863 nChanged 29 SP:Iteration 71Q (3301.990000 sec): 3 clusters Score: Raw -5517185.263034 + Penalty 12465.544212 = -5504719.718822 nChanged 17 SP:Iteration 72Q (3302.200000 sec): 3 clusters Score: Raw -5517187.113119 + Penalty 12465.544212 = -5504721.568907 nChanged 14 SP:Iteration 73Q (3302.410000 sec): 3 clusters Score: Raw -5517188.664080 + Penalty 12465.544212 = -5504723.119868 nChanged 11 SP:Iteration 74Q (3302.610000 sec): 3 clusters Score: Raw -5517189.760177 + Penalty 12465.544212 = -5504724.215964 nChanged 11 SP:Iteration 75Q (3302.820000 sec): 3 clusters Score: Raw -5517190.834365 + Penalty 12465.544212 = -5504725.290152 nChanged 10 SP:Iteration 76Q (3303.030000 sec): 3 clusters Score: Raw -5517191.871563 + Penalty 12465.544212 = -5504726.327351 nChanged 12 SP:Iteration 77Q (3303.230000 sec): 3 clusters Score: Raw -5517193.301791 + Penalty 12465.544212 = -5504727.757579 nChanged 11 SP:Iteration 78Q (3303.440000 sec): 3 clusters Score: Raw -5517194.637985 + Penalty 12465.544212 = -5504729.093772 nChanged 14 SP:Iteration 79Q (3303.650000 sec): 3 clusters Score: Raw -5517196.184809 + Penalty 12465.544212 = -5504730.640596 nChanged 13 SP:Iteration 80F (3303.860000 sec): 3 clusters Score: Raw -5517197.952538 + Penalty 12465.544212 = -5504732.408326 nChanged 17 SP:Iteration 81Q (3304.070000 sec): 3 clusters Score: Raw -5517200.287394 + Penalty 12465.544212 = -5504734.743181 nChanged 18 SP:Iteration 82Q (3304.270000 sec): 3 clusters Score: Raw -5517202.952345 + Penalty 12465.544212 = -5504737.408132 nChanged 17 SP:Iteration 83Q (3304.480000 sec): 3 clusters Score: Raw -5517204.941009 + Penalty 12465.544212 = -5504739.396797 nChanged 15 SP:Iteration 84Q (3304.690000 sec): 3 clusters Score: Raw -5517207.221360 + Penalty 12465.544212 = -5504741.677148 nChanged 19 SP:Iteration 85Q (3304.890000 sec): 3 clusters Score: Raw -5517209.611521 + Penalty 12465.544212 = -5504744.067309 nChanged 19 SP:Iteration 86Q (3305.100000 sec): 3 clusters Score: Raw -5517211.714762 + Penalty 12465.544212 = -5504746.170550 nChanged 15 SP:Iteration 87Q (3305.310000 sec): 3 clusters Score: Raw -5517213.399134 + Penalty 12465.544212 = -5504747.854922 nChanged 13 SP:Iteration 88Q (3305.510000 sec): 3 clusters Score: Raw -5517215.014371 + Penalty 12465.544212 = -5504749.470159 nChanged 13 SP:Iteration 89Q (3305.720000 sec): 3 clusters Score: Raw -5517216.412715 + Penalty 12465.544212 = -5504750.868503 nChanged 12 SP:Iteration 90Q (3305.930000 sec): 3 clusters Score: Raw -5517217.523409 + Penalty 12465.544212 = -5504751.979197 nChanged 12 SP:Iteration 91Q (3306.130000 sec): 3 clusters Score: Raw -5517218.848528 + Penalty 12465.544212 = -5504753.304316 nChanged 8 SP:Iteration 92Q (3306.340000 sec): 3 clusters Score: Raw -5517219.638035 + Penalty 12465.544212 = -5504754.093823 nChanged 8 SP:Iteration 93Q (3306.550000 sec): 3 clusters Score: Raw -5517220.376866 + Penalty 12465.544212 = -5504754.832654 nChanged 6 SP:Iteration 94Q (3306.750000 sec): 3 clusters Score: Raw -5517221.052807 + Penalty 12465.544212 = -5504755.508595 nChanged 9 SP:Iteration 95Q (3306.960000 sec): 3 clusters Score: Raw -5517222.081504 + Penalty 12465.544212 = -5504756.537291 nChanged 6 SP:Iteration 96Q (3307.170000 sec): 3 clusters Score: Raw -5517222.673016 + Penalty 12465.544212 = -5504757.128803 nChanged 7 SP:Iteration 97Q (3307.370000 sec): 3 clusters Score: Raw -5517223.254818 + Penalty 12465.544212 = -5504757.710605 nChanged 5 SP:Iteration 98Q (3307.580000 sec): 3 clusters Score: Raw -5517223.670399 + Penalty 12465.544212 = -5504758.126186 nChanged 1 SP:Iteration 99Q (3307.780000 sec): 3 clusters Score: Raw -5517223.794106 + Penalty 12465.544212 = -5504758.249893 nChanged 3 SP:Iteration 100F (3308.000000 sec): 3 clusters Score: Raw -5517223.992160 + Penalty 12465.544212 = -5504758.447948 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 15 (37516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3308.240000 sec): 2 clusters Score: Raw -7930526.009040 + Penalty 6451.170207 = -7924074.838833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3308.550000 sec): 3 clusters Score: Raw -7909301.123979 + Penalty 12902.340415 = -7896398.783565 nChanged 16123 SP:Iteration 1F (3308.860000 sec): 3 clusters Score: Raw -7918365.523479 + Penalty 12902.340415 = -7905463.183064 nChanged 2488 SP:Iteration 2F (3309.170000 sec): 3 clusters Score: Raw -7919897.989489 + Penalty 12902.340415 = -7906995.649075 nChanged 2295 SP:Iteration 3F (3309.480000 sec): 3 clusters Score: Raw -7921572.319107 + Penalty 12902.340415 = -7908669.978692 nChanged 2253 SP:Iteration 4F (3309.790000 sec): 3 clusters Score: Raw -7923194.475685 + Penalty 12902.340415 = -7910292.135270 nChanged 2208 SP:Iteration 5F (3310.100000 sec): 3 clusters Score: Raw -7924515.983914 + Penalty 12902.340415 = -7911613.643499 nChanged 1995 SP:Iteration 6F (3310.410000 sec): 3 clusters Score: Raw -7925636.326032 + Penalty 12902.340415 = -7912733.985618 nChanged 1802 SP:Iteration 7Q (3310.720000 sec): 3 clusters Score: Raw -7926730.812368 + Penalty 12902.340415 = -7913828.471953 nChanged 1749 SP:Iteration 8Q (3311.020000 sec): 3 clusters Score: Raw -7927896.410945 + Penalty 12902.340415 = -7914994.070530 nChanged 1775 SP:Iteration 9Q (3311.320000 sec): 3 clusters Score: Raw -7929236.028633 + Penalty 12902.340415 = -7916333.688218 nChanged 1781 SP:Iteration 10Q (3311.620000 sec): 3 clusters Score: Raw -7930800.568638 + Penalty 12902.340415 = -7917898.228223 nChanged 1655 SP:Iteration 11Q (3311.920000 sec): 3 clusters Score: Raw -7932467.480548 + Penalty 12902.340415 = -7919565.140134 nChanged 1400 SP:Iteration 12Q (3312.200000 sec): 3 clusters Score: Raw -7933916.297779 + Penalty 12902.340415 = -7921013.957364 nChanged 1069 SP:Iteration 13Q (3312.480000 sec): 3 clusters Score: Raw -7935021.550900 + Penalty 12902.340415 = -7922119.210485 nChanged 721 SP:Iteration 14Q (3312.730000 sec): 3 clusters Score: Raw -7935709.244389 + Penalty 12902.340415 = -7922806.903974 nChanged 484 SP:Iteration 15Q (3312.980000 sec): 3 clusters Score: Raw -7936091.358249 + Penalty 12902.340415 = -7923189.017834 nChanged 322 SP:Iteration 16Q (3313.210000 sec): 3 clusters Score: Raw -7936310.177109 + Penalty 12902.340415 = -7923407.836694 nChanged 227 SP:Iteration 17Q (3313.450000 sec): 3 clusters Score: Raw -7936435.693450 + Penalty 12902.340415 = -7923533.353035 nChanged 154 SP:Iteration 18Q (3313.680000 sec): 3 clusters Score: Raw -7936507.760192 + Penalty 12902.340415 = -7923605.419778 nChanged 123 SP:Iteration 19Q (3313.910000 sec): 3 clusters Score: Raw -7936554.579366 + Penalty 12902.340415 = -7923652.238951 nChanged 75 SP:Iteration 20F (3314.210000 sec): 3 clusters Score: Raw -7936582.353882 + Penalty 12902.340415 = -7923680.013467 nChanged 49 SP:Iteration 21Q (3314.440000 sec): 3 clusters Score: Raw -7936602.248823 + Penalty 12902.340415 = -7923699.908408 nChanged 37 SP:Iteration 22Q (3314.670000 sec): 3 clusters Score: Raw -7936615.978938 + Penalty 12902.340415 = -7923713.638523 nChanged 35 SP:Iteration 23Q (3314.890000 sec): 3 clusters Score: Raw -7936628.011595 + Penalty 12902.340415 = -7923725.671180 nChanged 34 SP:Iteration 24Q (3315.120000 sec): 3 clusters Score: Raw -7936639.721904 + Penalty 12902.340415 = -7923737.381490 nChanged 26 SP:Iteration 25Q (3315.350000 sec): 3 clusters Score: Raw -7936650.025117 + Penalty 12902.340415 = -7923747.684702 nChanged 33 SP:Iteration 26Q (3315.570000 sec): 3 clusters Score: Raw -7936660.905589 + Penalty 12902.340415 = -7923758.565175 nChanged 19 SP:Iteration 27Q (3315.800000 sec): 3 clusters Score: Raw -7936665.909188 + Penalty 12902.340415 = -7923763.568773 nChanged 15 SP:Iteration 28Q (3316.020000 sec): 3 clusters Score: Raw -7936670.040488 + Penalty 12902.340415 = -7923767.700073 nChanged 16 SP:Iteration 29Q (3316.250000 sec): 3 clusters Score: Raw -7936676.123925 + Penalty 12902.340415 = -7923773.783510 nChanged 16 SP:Iteration 30Q (3316.470000 sec): 3 clusters Score: Raw -7936681.708373 + Penalty 12902.340415 = -7923779.367958 nChanged 15 SP:Iteration 31Q (3316.700000 sec): 3 clusters Score: Raw -7936686.585173 + Penalty 12902.340415 = -7923784.244758 nChanged 21 SP:Iteration 32Q (3316.920000 sec): 3 clusters Score: Raw -7936692.907043 + Penalty 12902.340415 = -7923790.566628 nChanged 12 SP:Iteration 33Q (3317.150000 sec): 3 clusters Score: Raw -7936696.221643 + Penalty 12902.340415 = -7923793.881228 nChanged 7 SP:Iteration 34Q (3317.370000 sec): 3 clusters Score: Raw -7936697.967016 + Penalty 12902.340415 = -7923795.626602 nChanged 6 SP:Iteration 35Q (3317.590000 sec): 3 clusters Score: Raw -7936699.416673 + Penalty 12902.340415 = -7923797.076258 nChanged 9 SP:Iteration 36Q (3317.820000 sec): 3 clusters Score: Raw -7936702.008052 + Penalty 12902.340415 = -7923799.667637 nChanged 8 SP:Iteration 37Q (3318.040000 sec): 3 clusters Score: Raw -7936704.158642 + Penalty 12902.340415 = -7923801.818227 nChanged 7 SP:Iteration 38Q (3318.260000 sec): 3 clusters Score: Raw -7936705.509112 + Penalty 12902.340415 = -7923803.168697 nChanged 3 SP:Iteration 39Q (3318.490000 sec): 3 clusters Score: Raw -7936706.417257 + Penalty 12902.340415 = -7923804.076842 nChanged 2 SP:Iteration 40F (3318.790000 sec): 3 clusters Score: Raw -7936706.971517 + Penalty 12902.340415 = -7923804.631102 nChanged 2 SP:Iteration 41Q (3319.020000 sec): 3 clusters Score: Raw -7936707.655203 + Penalty 12902.340415 = -7923805.314788 nChanged 5 SP:Iteration 42Q (3319.240000 sec): 3 clusters Score: Raw -7936709.346073 + Penalty 12902.340415 = -7923807.005658 nChanged 4 SP:Iteration 43Q (3319.470000 sec): 3 clusters Score: Raw -7936710.163705 + Penalty 12902.340415 = -7923807.823290 nChanged 3 SP:Iteration 44Q (3319.690000 sec): 3 clusters Score: Raw -7936710.853470 + Penalty 12902.340415 = -7923808.513055 nChanged 2 SP:Iteration 45Q (3319.910000 sec): 3 clusters Score: Raw -7936711.479195 + Penalty 12902.340415 = -7923809.138780 nChanged 1 SP:Iteration 46Q (3320.140000 sec): 3 clusters Score: Raw -7936711.709201 + Penalty 12902.340415 = -7923809.368786 nChanged 1 SP:Iteration 47Q (3320.360000 sec): 3 clusters Score: Raw -7936712.145567 + Penalty 12902.340415 = -7923809.805152 nChanged 2 SP:Iteration 48Q (3320.590000 sec): 3 clusters Score: Raw -7936712.861412 + Penalty 12902.340415 = -7923810.520997 nChanged 1 SP:Iteration 49Q (3320.810000 sec): 3 clusters Score: Raw -7936713.229948 + Penalty 12902.340415 = -7923810.889534 nChanged 4 SP:Iteration 50Q (3321.030000 sec): 3 clusters Score: Raw -7936714.412822 + Penalty 12902.340415 = -7923812.072407 nChanged 4 SP:Iteration 51Q (3321.250000 sec): 3 clusters Score: Raw -7936715.304452 + Penalty 12902.340415 = -7923812.964037 nChanged 3 SP:Iteration 52Q (3321.480000 sec): 3 clusters Score: Raw -7936716.283335 + Penalty 12902.340415 = -7923813.942920 nChanged 1 SP:Iteration 53Q (3321.700000 sec): 3 clusters Score: Raw -7936716.579825 + Penalty 12902.340415 = -7923814.239410 nChanged 2 SP:Iteration 54Q (3321.930000 sec): 3 clusters Score: Raw -7936717.075230 + Penalty 12902.340415 = -7923814.734815 nChanged 2 SP:Iteration 55Q (3322.150000 sec): 3 clusters Score: Raw -7936717.525021 + Penalty 12902.340415 = -7923815.184606 nChanged 1 SP:Iteration 56Q (3322.370000 sec): 3 clusters Score: Raw -7936717.940201 + Penalty 12902.340415 = -7923815.599786 nChanged 0 SP:Iteration 57F (3322.680000 sec): 3 clusters Score: Raw -7936717.940201 + Penalty 12902.340415 = -7923815.599786 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 16 (17904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3322.810000 sec): 2 clusters Score: Raw -3892228.818904 + Penalty 5998.077401 = -3886230.741503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3322.950000 sec): 3 clusters Score: Raw -3883025.448567 + Penalty 11996.154802 = -3871029.293764 nChanged 7229 SP:Iteration 1F (3323.100000 sec): 3 clusters Score: Raw -3886797.945863 + Penalty 11996.154802 = -3874801.791061 nChanged 1181 SP:Iteration 2F (3323.250000 sec): 3 clusters Score: Raw -3887397.778162 + Penalty 11996.154802 = -3875401.623360 nChanged 861 SP:Iteration 3Q (3323.400000 sec): 3 clusters Score: Raw -3887802.470092 + Penalty 11996.154802 = -3875806.315290 nChanged 679 SP:Iteration 4Q (3323.550000 sec): 3 clusters Score: Raw -3888119.900847 + Penalty 11996.154802 = -3876123.746045 nChanged 602 SP:Iteration 5Q (3323.690000 sec): 3 clusters Score: Raw -3888430.913529 + Penalty 11996.154802 = -3876434.758726 nChanged 647 SP:Iteration 6Q (3323.840000 sec): 3 clusters Score: Raw -3888898.732381 + Penalty 11996.154802 = -3876902.577579 nChanged 812 SP:Iteration 7Q (3323.990000 sec): 3 clusters Score: Raw -3889554.425507 + Penalty 11996.154802 = -3877558.270705 nChanged 925 SP:Iteration 8F (3324.130000 sec): 3 clusters Score: Raw -3890399.542417 + Penalty 11996.154802 = -3878403.387614 nChanged 1085 SP:Iteration 9F (3324.280000 sec): 3 clusters Score: Raw -3891440.635847 + Penalty 11996.154802 = -3879444.481045 nChanged 1225 SP:Iteration 10F (3324.430000 sec): 3 clusters Score: Raw -3892631.010954 + Penalty 11996.154802 = -3880634.856151 nChanged 1171 SP:Iteration 11F (3324.580000 sec): 3 clusters Score: Raw -3893770.954679 + Penalty 11996.154802 = -3881774.799877 nChanged 957 SP:Iteration 12F (3324.730000 sec): 3 clusters Score: Raw -3894586.495545 + Penalty 11996.154802 = -3882590.340742 nChanged 702 SP:Iteration 13Q (3324.870000 sec): 3 clusters Score: Raw -3895102.187709 + Penalty 11996.154802 = -3883106.032907 nChanged 484 SP:Iteration 14Q (3325.010000 sec): 3 clusters Score: Raw -3895416.420458 + Penalty 11996.154802 = -3883420.265656 nChanged 333 SP:Iteration 15Q (3325.160000 sec): 3 clusters Score: Raw -3895633.878783 + Penalty 11996.154802 = -3883637.723981 nChanged 283 SP:Iteration 16Q (3325.300000 sec): 3 clusters Score: Raw -3895841.491465 + Penalty 11996.154802 = -3883845.336663 nChanged 266 SP:Iteration 17Q (3325.440000 sec): 3 clusters Score: Raw -3896065.094032 + Penalty 11996.154802 = -3884068.939230 nChanged 282 SP:Iteration 18Q (3325.590000 sec): 3 clusters Score: Raw -3896314.000624 + Penalty 11996.154802 = -3884317.845821 nChanged 297 SP:Iteration 19Q (3325.730000 sec): 3 clusters Score: Raw -3896557.711145 + Penalty 11996.154802 = -3884561.556343 nChanged 256 SP:Iteration 20F (3325.880000 sec): 3 clusters Score: Raw -3896747.579331 + Penalty 11996.154802 = -3884751.424529 nChanged 207 SP:Iteration 21Q (3326.020000 sec): 3 clusters Score: Raw -3896856.771607 + Penalty 11996.154802 = -3884860.616804 nChanged 155 SP:Iteration 22Q (3326.160000 sec): 3 clusters Score: Raw -3896920.471839 + Penalty 11996.154802 = -3884924.317036 nChanged 107 SP:Iteration 23Q (3326.300000 sec): 3 clusters Score: Raw -3896958.241144 + Penalty 11996.154802 = -3884962.086342 nChanged 82 SP:Iteration 24Q (3326.450000 sec): 3 clusters Score: Raw -3896980.193602 + Penalty 11996.154802 = -3884984.038800 nChanged 63 SP:Iteration 25Q (3326.590000 sec): 3 clusters Score: Raw -3896995.046957 + Penalty 11996.154802 = -3884998.892155 nChanged 29 SP:Iteration 26Q (3326.730000 sec): 3 clusters Score: Raw -3897002.575696 + Penalty 11996.154802 = -3885006.420894 nChanged 27 SP:Iteration 27Q (3326.870000 sec): 3 clusters Score: Raw -3897008.269175 + Penalty 11996.154802 = -3885012.114373 nChanged 16 SP:Iteration 28Q (3327.010000 sec): 3 clusters Score: Raw -3897012.496516 + Penalty 11996.154802 = -3885016.341713 nChanged 12 SP:Iteration 29Q (3327.150000 sec): 3 clusters Score: Raw -3897015.154113 + Penalty 11996.154802 = -3885018.999310 nChanged 6 SP:Iteration 30Q (3327.290000 sec): 3 clusters Score: Raw -3897016.383964 + Penalty 11996.154802 = -3885020.229161 nChanged 4 SP:Iteration 31Q (3327.430000 sec): 3 clusters Score: Raw -3897017.100197 + Penalty 11996.154802 = -3885020.945394 nChanged 3 SP:Iteration 32Q (3327.570000 sec): 3 clusters Score: Raw -3897017.574133 + Penalty 11996.154802 = -3885021.419331 nChanged 4 SP:Iteration 33Q (3327.710000 sec): 3 clusters Score: Raw -3897018.502886 + Penalty 11996.154802 = -3885022.348084 nChanged 2 SP:Iteration 34Q (3327.860000 sec): 3 clusters Score: Raw -3897018.746163 + Penalty 11996.154802 = -3885022.591361 nChanged 0 SP:Iteration 35F (3328.000000 sec): 3 clusters Score: Raw -3897018.746163 + Penalty 11996.154802 = -3885022.591361 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 18 (1968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3328.030000 sec): 2 clusters Score: Raw -406954.449552 + Penalty 4645.673510 = -402308.776042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3328.040000 sec): 3 clusters Score: Raw -406805.801454 + Penalty 9291.347020 = -397514.454434 nChanged 459 SP:Iteration 1F (3328.060000 sec): 3 clusters Score: Raw -407607.345395 + Penalty 9291.347020 = -398315.998375 nChanged 179 SP:Iteration 2F (3328.070000 sec): 3 clusters Score: Raw -408315.971147 + Penalty 9291.347020 = -399024.624127 nChanged 139 SP:Iteration 3F (3328.090000 sec): 3 clusters Score: Raw -408944.230747 + Penalty 9291.347020 = -399652.883727 nChanged 145 SP:Iteration 4F (3328.110000 sec): 3 clusters Score: Raw -409636.875845 + Penalty 9291.347020 = -400345.528825 nChanged 165 SP:Iteration 5F (3328.120000 sec): 3 clusters Score: Raw -410240.590019 + Penalty 9291.347020 = -400949.242999 nChanged 141 SP:Iteration 6F (3328.140000 sec): 3 clusters Score: Raw -410720.267034 + Penalty 9291.347020 = -401428.920014 nChanged 101 SP:Iteration 7F (3328.150000 sec): 3 clusters Score: Raw -411072.015451 + Penalty 9291.347020 = -401780.668431 nChanged 59 SP:Iteration 8Q (3328.170000 sec): 3 clusters Score: Raw -411285.728690 + Penalty 9291.347020 = -401994.381670 nChanged 38 SP:Iteration 9Q (3328.180000 sec): 3 clusters Score: Raw -411447.264144 + Penalty 9291.347020 = -402155.917124 nChanged 29 SP:Iteration 10Q (3328.190000 sec): 3 clusters Score: Raw -411691.630688 + Penalty 9291.347020 = -402400.283667 nChanged 28 SP:Iteration 11Q (3328.200000 sec): 3 clusters Score: Raw -411941.786448 + Penalty 9291.347020 = -402650.439428 nChanged 20 SP:Iteration 12Q (3328.210000 sec): 3 clusters Score: Raw -412217.958383 + Penalty 9291.347020 = -402926.611363 nChanged 24 SP:Iteration 13Q (3328.230000 sec): 3 clusters Score: Raw -412903.552633 + Penalty 9291.347020 = -403612.205613 nChanged 22 SP:Iteration 14Q (3328.230000 sec): 3 clusters Score: Raw -413504.206296 + Penalty 9291.347020 = -404212.859276 nChanged 10 SP:Iteration 15Q (3328.250000 sec): 3 clusters Score: Raw -413988.041156 + Penalty 9291.347020 = -404696.694136 nChanged 5 SP:Iteration 16Q (3328.260000 sec): 3 clusters Score: Raw -414045.469262 + Penalty 9291.347020 = -404754.122242 nChanged 0 SP:Iteration 17F (3328.270000 sec): 3 clusters Score: Raw -414077.621914 + Penalty 9291.347020 = -404786.274894 nChanged 1 SP:Iteration 18Q (3328.280000 sec): 3 clusters Score: Raw -414123.195788 + Penalty 9291.347020 = -404831.848768 nChanged 0 SP:Iteration 19F (3328.300000 sec): 3 clusters Score: Raw -414123.195788 + Penalty 9291.347020 = -404831.848768 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 19 (8327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3328.360000 sec): 2 clusters Score: Raw -1779472.654315 + Penalty 5529.195847 = -1773943.458468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3328.430000 sec): 3 clusters Score: Raw -1775846.561758 + Penalty 11058.391695 = -1764788.170064 nChanged 2956 SP:Iteration 1F (3328.490000 sec): 3 clusters Score: Raw -1777692.516974 + Penalty 11058.391695 = -1766634.125279 nChanged 637 SP:Iteration 2F (3328.570000 sec): 3 clusters Score: Raw -1778155.640439 + Penalty 11058.391695 = -1767097.248744 nChanged 429 SP:Iteration 3F (3328.630000 sec): 3 clusters Score: Raw -1778469.459013 + Penalty 11058.391695 = -1767411.067318 nChanged 306 SP:Iteration 4Q (3328.700000 sec): 3 clusters Score: Raw -1778698.184698 + Penalty 11058.391695 = -1767639.793004 nChanged 313 SP:Iteration 5Q (3328.770000 sec): 3 clusters Score: Raw -1778957.907639 + Penalty 11058.391695 = -1767899.515944 nChanged 310 SP:Iteration 6Q (3328.830000 sec): 3 clusters Score: Raw -1779224.929428 + Penalty 11058.391695 = -1768166.537733 nChanged 312 SP:Iteration 7Q (3328.900000 sec): 3 clusters Score: Raw -1779486.592938 + Penalty 11058.391695 = -1768428.201244 nChanged 276 SP:Iteration 8Q (3328.970000 sec): 3 clusters Score: Raw -1779715.752895 + Penalty 11058.391695 = -1768657.361200 nChanged 267 SP:Iteration 9Q (3329.040000 sec): 3 clusters Score: Raw -1779930.281394 + Penalty 11058.391695 = -1768871.889699 nChanged 240 SP:Iteration 10Q (3329.100000 sec): 3 clusters Score: Raw -1780111.361011 + Penalty 11058.391695 = -1769052.969317 nChanged 215 SP:Iteration 11Q (3329.170000 sec): 3 clusters Score: Raw -1780277.774852 + Penalty 11058.391695 = -1769219.383158 nChanged 215 SP:Iteration 12Q (3329.240000 sec): 3 clusters Score: Raw -1780447.310972 + Penalty 11058.391695 = -1769388.919277 nChanged 199 SP:Iteration 13Q (3329.300000 sec): 3 clusters Score: Raw -1780619.577154 + Penalty 11058.391695 = -1769561.185460 nChanged 188 SP:Iteration 14Q (3329.370000 sec): 3 clusters Score: Raw -1780767.787449 + Penalty 11058.391695 = -1769709.395754 nChanged 174 SP:Iteration 15Q (3329.430000 sec): 3 clusters Score: Raw -1780898.117382 + Penalty 11058.391695 = -1769839.725688 nChanged 132 SP:Iteration 16Q (3329.500000 sec): 3 clusters Score: Raw -1781004.685128 + Penalty 11058.391695 = -1769946.293433 nChanged 131 SP:Iteration 17Q (3329.570000 sec): 3 clusters Score: Raw -1781085.563030 + Penalty 11058.391695 = -1770027.171335 nChanged 101 SP:Iteration 18Q (3329.630000 sec): 3 clusters Score: Raw -1781148.196361 + Penalty 11058.391695 = -1770089.804667 nChanged 78 SP:Iteration 19Q (3329.700000 sec): 3 clusters Score: Raw -1781188.657739 + Penalty 11058.391695 = -1770130.266044 nChanged 57 SP:Iteration 20F (3329.770000 sec): 3 clusters Score: Raw -1781216.678051 + Penalty 11058.391695 = -1770158.286356 nChanged 44 SP:Iteration 21Q (3329.830000 sec): 3 clusters Score: Raw -1781242.751723 + Penalty 11058.391695 = -1770184.360028 nChanged 30 SP:Iteration 22Q (3329.890000 sec): 3 clusters Score: Raw -1781255.867738 + Penalty 11058.391695 = -1770197.476043 nChanged 24 SP:Iteration 23Q (3329.960000 sec): 3 clusters Score: Raw -1781265.712760 + Penalty 11058.391695 = -1770207.321065 nChanged 19 SP:Iteration 24Q (3330.020000 sec): 3 clusters Score: Raw -1781272.324453 + Penalty 11058.391695 = -1770213.932758 nChanged 11 SP:Iteration 25Q (3330.090000 sec): 3 clusters Score: Raw -1781276.505532 + Penalty 11058.391695 = -1770218.113837 nChanged 9 SP:Iteration 26Q (3330.150000 sec): 3 clusters Score: Raw -1781279.901405 + Penalty 11058.391695 = -1770221.509710 nChanged 6 SP:Iteration 27Q (3330.210000 sec): 3 clusters Score: Raw -1781282.266266 + Penalty 11058.391695 = -1770223.874571 nChanged 6 SP:Iteration 28Q (3330.280000 sec): 3 clusters Score: Raw -1781284.191643 + Penalty 11058.391695 = -1770225.799948 nChanged 5 SP:Iteration 29Q (3330.350000 sec): 3 clusters Score: Raw -1781286.082583 + Penalty 11058.391695 = -1770227.690888 nChanged 5 SP:Iteration 30Q (3330.410000 sec): 3 clusters Score: Raw -1781287.678911 + Penalty 11058.391695 = -1770229.287216 nChanged 6 SP:Iteration 31Q (3330.470000 sec): 3 clusters Score: Raw -1781289.485462 + Penalty 11058.391695 = -1770231.093768 nChanged 3 SP:Iteration 32Q (3330.540000 sec): 3 clusters Score: Raw -1781290.764914 + Penalty 11058.391695 = -1770232.373220 nChanged 0 SP:Iteration 33F (3330.610000 sec): 3 clusters Score: Raw -1781290.764914 + Penalty 11058.391695 = -1770232.373220 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 20 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3330.620000 sec): 2 clusters Score: Raw -123567.977694 + Penalty 3948.003389 = -119619.974304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3330.620000 sec): 3 clusters Score: Raw -124214.362878 + Penalty 7896.006779 = -116318.356100 nChanged 76 SP:Iteration 1F (3330.630000 sec): 3 clusters Score: Raw -124613.550121 + Penalty 7896.006779 = -116717.543343 nChanged 28 SP:Iteration 2Q (3330.630000 sec): 3 clusters Score: Raw -124830.920406 + Penalty 7896.006779 = -116934.913628 nChanged 16 SP:Iteration 3Q (3330.640000 sec): 3 clusters Score: Raw -124928.363221 + Penalty 7896.006779 = -117032.356442 nChanged 8 SP:Iteration 4Q (3330.640000 sec): 3 clusters Score: Raw -124969.042488 + Penalty 7896.006779 = -117073.035710 nChanged 4 SP:Iteration 5Q (3330.650000 sec): 3 clusters Score: Raw -125021.251569 + Penalty 7896.006779 = -117125.244790 nChanged 3 SP:Iteration 6Q (3330.650000 sec): 3 clusters Score: Raw -125039.404789 + Penalty 7896.006779 = -117143.398010 nChanged 3 SP:Iteration 7Q (3330.650000 sec): 3 clusters Score: Raw -125047.957411 + Penalty 7896.006779 = -117151.950632 nChanged 2 SP:Iteration 8Q (3330.660000 sec): 3 clusters Score: Raw -125062.576335 + Penalty 7896.006779 = -117166.569556 nChanged 1 SP:Iteration 9Q (3330.670000 sec): 3 clusters Score: Raw -125066.538322 + Penalty 7896.006779 = -117170.531543 nChanged 0 SP:Iteration 10F (3330.670000 sec): 3 clusters Score: Raw -125066.538322 + Penalty 7896.006779 = -117170.531543 nChanged 0 Iteration 20F (3356.020000 sec): 18 clusters Score: Raw -104916926.835249 + Penalty 136449.448361 = -104780477.386888 nChanged 9740 Iteration 21Q (3363.740000 sec): 18 clusters Score: Raw -104919935.546712 + Penalty 136449.448361 = -104783486.098351 nChanged 6769 Iteration 22Q (3371.210000 sec): 18 clusters Score: Raw -104921654.527211 + Penalty 136449.448361 = -104785205.078850 nChanged 5553 Iteration 23Q (3378.540000 sec): 18 clusters Score: Raw -104922930.410113 + Penalty 136449.448361 = -104786480.961752 nChanged 4935 Iteration 24Q (3385.770000 sec): 18 clusters Score: Raw -104924019.358132 + Penalty 136449.448361 = -104787569.909770 nChanged 4384 Iteration 25Q (3392.910000 sec): 18 clusters Score: Raw -104924932.953785 + Penalty 136449.448361 = -104788483.505423 nChanged 3867 Iteration 26Q (3399.970000 sec): 18 clusters Score: Raw -104925691.395037 + Penalty 136449.448361 = -104789241.946676 nChanged 3444 Iteration 27Q (3406.960000 sec): 18 clusters Score: Raw -104926348.531865 + Penalty 136449.448361 = -104789899.083504 nChanged 3164 Iteration 28Q (3413.890000 sec): 18 clusters Score: Raw -104926922.799609 + Penalty 136449.448361 = -104790473.351248 nChanged 2764 Iteration 29Q (3420.760000 sec): 18 clusters Score: Raw -104927402.231328 + Penalty 136449.448361 = -104790952.782967 nChanged 2478 Iteration 30Q (3427.580000 sec): 18 clusters Score: Raw -104927813.540056 + Penalty 136449.448361 = -104791364.091695 nChanged 2155 Iteration 31Q (3434.340000 sec): 18 clusters Score: Raw -104928172.847981 + Penalty 136449.448361 = -104791723.399619 nChanged 1969 Iteration 32Q (3441.060000 sec): 18 clusters Score: Raw -104928494.792522 + Penalty 136449.448361 = -104792045.344161 nChanged 1847 Iteration 33Q (3447.760000 sec): 18 clusters Score: Raw -104928792.434376 + Penalty 136449.448361 = -104792342.986014 nChanged 1746 Iteration 34Q (3454.430000 sec): 18 clusters Score: Raw -104929084.358486 + Penalty 136449.448361 = -104792634.910125 nChanged 1611 Iteration 35Q (3461.050000 sec): 18 clusters Score: Raw -104929387.573161 + Penalty 136449.448361 = -104792938.124800 nChanged 1527 Iteration 36Q (3467.660000 sec): 18 clusters Score: Raw -104929680.617908 + Penalty 136449.448361 = -104793231.169547 nChanged 1444 Iteration 37Q (3474.240000 sec): 18 clusters Score: Raw -104929950.728871 + Penalty 136449.448361 = -104793501.280509 nChanged 1395 Iteration 38Q (3480.810000 sec): 18 clusters Score: Raw -104930203.189451 + Penalty 136449.448361 = -104793753.741089 nChanged 1312 Iteration 39Q (3487.350000 sec): 18 clusters Score: Raw -104930437.266275 + Penalty 136449.448361 = -104793987.817914 nChanged 1241 Iteration 40F (3512.610000 sec): 18 clusters Score: Raw -104930728.657147 + Penalty 136449.448361 = -104794279.208785 nChanged 1216 Iteration 41Q (3519.290000 sec): 18 clusters Score: Raw -104931070.546177 + Penalty 136449.448361 = -104794621.097815 nChanged 1246 Iteration 42Q (3525.940000 sec): 18 clusters Score: Raw -104931282.790855 + Penalty 136449.448361 = -104794833.342494 nChanged 1192 Iteration 43Q (3532.580000 sec): 18 clusters Score: Raw -104931459.886144 + Penalty 136449.448361 = -104795010.437783 nChanged 1049 Iteration 44Q (3539.200000 sec): 18 clusters Score: Raw -104931611.333735 + Penalty 136449.448361 = -104795161.885374 nChanged 970 Iteration 45Q (3545.800000 sec): 18 clusters Score: Raw -104931734.296025 + Penalty 136449.448361 = -104795284.847664 nChanged 843 Iteration 46Q (3552.380000 sec): 18 clusters Score: Raw -104931843.869435 + Penalty 136449.448361 = -104795394.421073 nChanged 755 Iteration 47Q (3558.950000 sec): 18 clusters Score: Raw -104931938.771076 + Penalty 136449.448361 = -104795489.322715 nChanged 723 Iteration 48Q (3565.500000 sec): 18 clusters Score: Raw -104932041.701161 + Penalty 136449.448361 = -104795592.252800 nChanged 723 Iteration 49Q (3572.050000 sec): 18 clusters Score: Raw -104932162.206266 + Penalty 136449.448361 = -104795712.757904 nChanged 752 Iteration 50Q (3578.590000 sec): 18 clusters Score: Raw -104932276.258957 + Penalty 136449.448361 = -104795826.810596 nChanged 740 Iteration 51Q (3585.110000 sec): 18 clusters Score: Raw -104932392.952705 + Penalty 136449.448361 = -104795943.504344 nChanged 765 Iteration 52Q (3591.640000 sec): 18 clusters Score: Raw -104932519.327609 + Penalty 136449.448361 = -104796069.879248 nChanged 763 Iteration 53Q (3598.150000 sec): 18 clusters Score: Raw -104932641.763045 + Penalty 136449.448361 = -104796192.314683 nChanged 717 Iteration 54Q (3604.640000 sec): 18 clusters Score: Raw -104932761.879818 + Penalty 136449.448361 = -104796312.431457 nChanged 720 Iteration 55Q (3611.130000 sec): 18 clusters Score: Raw -104932880.088776 + Penalty 136449.448361 = -104796430.640415 nChanged 716 Iteration 56Q (3617.610000 sec): 18 clusters Score: Raw -104933006.534859 + Penalty 136449.448361 = -104796557.086498 nChanged 719 Iteration 57Q (3624.080000 sec): 18 clusters Score: Raw -104933144.195291 + Penalty 136449.448361 = -104796694.746930 nChanged 750 Iteration 58Q (3630.550000 sec): 18 clusters Score: Raw -104933277.035716 + Penalty 136449.448361 = -104796827.587355 nChanged 755 Writing temp clu file Compute initial score before splitting: Score: Raw -104933277.035716 + Penalty 136449.448361 = -104796827.587355 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 1 (13947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3630.730000 sec): 2 clusters Score: Raw -3001693.218631 + Penalty 5845.099573 = -2995848.119059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3630.850000 sec): 3 clusters Score: Raw -2994854.594331 + Penalty 11690.199145 = -2983164.395186 nChanged 5329 SP:Iteration 1F (3630.960000 sec): 3 clusters Score: Raw -2997904.940609 + Penalty 11690.199145 = -2986214.741464 nChanged 1025 SP:Iteration 2F (3631.080000 sec): 3 clusters Score: Raw -2998535.752084 + Penalty 11690.199145 = -2986845.552939 nChanged 767 SP:Iteration 3F (3631.190000 sec): 3 clusters Score: Raw -2999045.195496 + Penalty 11690.199145 = -2987354.996350 nChanged 653 SP:Iteration 4Q (3631.310000 sec): 3 clusters Score: Raw -2999457.112765 + Penalty 11690.199145 = -2987766.913620 nChanged 594 SP:Iteration 5Q (3631.420000 sec): 3 clusters Score: Raw -2999836.103035 + Penalty 11690.199145 = -2988145.903889 nChanged 578 SP:Iteration 6Q (3631.530000 sec): 3 clusters Score: Raw -3000254.389563 + Penalty 11690.199145 = -2988564.190418 nChanged 676 SP:Iteration 7Q (3631.650000 sec): 3 clusters Score: Raw -3000759.890462 + Penalty 11690.199145 = -2989069.691317 nChanged 681 SP:Iteration 8Q (3631.770000 sec): 3 clusters Score: Raw -3001302.532569 + Penalty 11690.199145 = -2989612.333424 nChanged 680 SP:Iteration 9Q (3631.880000 sec): 3 clusters Score: Raw -3001907.175002 + Penalty 11690.199145 = -2990216.975857 nChanged 679 SP:Iteration 10Q (3631.990000 sec): 3 clusters Score: Raw -3002542.387502 + Penalty 11690.199145 = -2990852.188357 nChanged 613 SP:Iteration 11Q (3632.100000 sec): 3 clusters Score: Raw -3003074.991758 + Penalty 11690.199145 = -2991384.792613 nChanged 493 SP:Iteration 12Q (3632.210000 sec): 3 clusters Score: Raw -3003476.451334 + Penalty 11690.199145 = -2991786.252189 nChanged 392 SP:Iteration 13Q (3632.330000 sec): 3 clusters Score: Raw -3003789.979472 + Penalty 11690.199145 = -2992099.780327 nChanged 292 SP:Iteration 14Q (3632.440000 sec): 3 clusters Score: Raw -3003978.333333 + Penalty 11690.199145 = -2992288.134188 nChanged 206 SP:Iteration 15Q (3632.550000 sec): 3 clusters Score: Raw -3004100.923810 + Penalty 11690.199145 = -2992410.724665 nChanged 152 SP:Iteration 16Q (3632.650000 sec): 3 clusters Score: Raw -3004180.429504 + Penalty 11690.199145 = -2992490.230358 nChanged 119 SP:Iteration 17Q (3632.760000 sec): 3 clusters Score: Raw -3004233.391380 + Penalty 11690.199145 = -2992543.192235 nChanged 68 SP:Iteration 18Q (3632.870000 sec): 3 clusters Score: Raw -3004258.981790 + Penalty 11690.199145 = -2992568.782645 nChanged 57 SP:Iteration 19Q (3632.980000 sec): 3 clusters Score: Raw -3004282.589371 + Penalty 11690.199145 = -2992592.390225 nChanged 51 SP:Iteration 20F (3633.100000 sec): 3 clusters Score: Raw -3004306.099138 + Penalty 11690.199145 = -2992615.899993 nChanged 58 SP:Iteration 21Q (3633.200000 sec): 3 clusters Score: Raw -3004330.308286 + Penalty 11690.199145 = -2992640.109141 nChanged 32 SP:Iteration 22Q (3633.300000 sec): 3 clusters Score: Raw -3004342.226956 + Penalty 11690.199145 = -2992652.027811 nChanged 25 SP:Iteration 23Q (3633.410000 sec): 3 clusters Score: Raw -3004351.043169 + Penalty 11690.199145 = -2992660.844024 nChanged 24 SP:Iteration 24Q (3633.520000 sec): 3 clusters Score: Raw -3004360.487217 + Penalty 11690.199145 = -2992670.288072 nChanged 33 SP:Iteration 25Q (3633.620000 sec): 3 clusters Score: Raw -3004373.674414 + Penalty 11690.199145 = -2992683.475269 nChanged 28 SP:Iteration 26Q (3633.720000 sec): 3 clusters Score: Raw -3004383.619087 + Penalty 11690.199145 = -2992693.419942 nChanged 23 SP:Iteration 27Q (3633.830000 sec): 3 clusters Score: Raw -3004392.747394 + Penalty 11690.199145 = -2992702.548248 nChanged 17 SP:Iteration 28Q (3633.930000 sec): 3 clusters Score: Raw -3004398.796971 + Penalty 11690.199145 = -2992708.597826 nChanged 6 SP:Iteration 29Q (3634.040000 sec): 3 clusters Score: Raw -3004400.268410 + Penalty 11690.199145 = -2992710.069265 nChanged 6 SP:Iteration 30Q (3634.140000 sec): 3 clusters Score: Raw -3004402.261635 + Penalty 11690.199145 = -2992712.062490 nChanged 3 SP:Iteration 31Q (3634.240000 sec): 3 clusters Score: Raw -3004403.137590 + Penalty 11690.199145 = -2992712.938445 nChanged 2 SP:Iteration 32Q (3634.350000 sec): 3 clusters Score: Raw -3004403.625433 + Penalty 11690.199145 = -2992713.426288 nChanged 1 SP:Iteration 33Q (3634.450000 sec): 3 clusters Score: Raw -3004403.843735 + Penalty 11690.199145 = -2992713.644590 nChanged 1 SP:Iteration 34Q (3634.560000 sec): 3 clusters Score: Raw -3004404.055709 + Penalty 11690.199145 = -2992713.856564 nChanged 0 SP:Iteration 35F (3634.670000 sec): 3 clusters Score: Raw -3004404.055709 + Penalty 11690.199145 = -2992713.856564 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 2 (13719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3634.760000 sec): 2 clusters Score: Raw -2832078.393519 + Penalty 5835.003920 = -2826243.389599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3634.870000 sec): 3 clusters Score: Raw -2825230.870874 + Penalty 11670.007840 = -2813560.863034 nChanged 5378 SP:Iteration 1F (3634.980000 sec): 3 clusters Score: Raw -2828376.752490 + Penalty 11670.007840 = -2816706.744650 nChanged 1092 SP:Iteration 2F (3635.100000 sec): 3 clusters Score: Raw -2829279.434870 + Penalty 11670.007840 = -2817609.427030 nChanged 871 SP:Iteration 3F (3635.210000 sec): 3 clusters Score: Raw -2830076.072493 + Penalty 11670.007840 = -2818406.064653 nChanged 810 SP:Iteration 4F (3635.320000 sec): 3 clusters Score: Raw -2830786.979598 + Penalty 11670.007840 = -2819116.971758 nChanged 745 SP:Iteration 5F (3635.430000 sec): 3 clusters Score: Raw -2831489.838688 + Penalty 11670.007840 = -2819819.830848 nChanged 698 SP:Iteration 6F (3635.540000 sec): 3 clusters Score: Raw -2832061.162272 + Penalty 11670.007840 = -2820391.154432 nChanged 602 SP:Iteration 7Q (3635.660000 sec): 3 clusters Score: Raw -2832431.410288 + Penalty 11670.007840 = -2820761.402448 nChanged 505 SP:Iteration 8Q (3635.760000 sec): 3 clusters Score: Raw -2832734.126026 + Penalty 11670.007840 = -2821064.118186 nChanged 407 SP:Iteration 9Q (3635.870000 sec): 3 clusters Score: Raw -2832948.364946 + Penalty 11670.007840 = -2821278.357106 nChanged 313 SP:Iteration 10Q (3635.980000 sec): 3 clusters Score: Raw -2833100.315094 + Penalty 11670.007840 = -2821430.307254 nChanged 276 SP:Iteration 11Q (3636.080000 sec): 3 clusters Score: Raw -2833222.735824 + Penalty 11670.007840 = -2821552.727984 nChanged 260 SP:Iteration 12Q (3636.190000 sec): 3 clusters Score: Raw -2833345.963558 + Penalty 11670.007840 = -2821675.955718 nChanged 215 SP:Iteration 13Q (3636.300000 sec): 3 clusters Score: Raw -2833445.934124 + Penalty 11670.007840 = -2821775.926284 nChanged 228 SP:Iteration 14Q (3636.410000 sec): 3 clusters Score: Raw -2833556.958257 + Penalty 11670.007840 = -2821886.950417 nChanged 215 SP:Iteration 15Q (3636.520000 sec): 3 clusters Score: Raw -2833644.994553 + Penalty 11670.007840 = -2821974.986713 nChanged 173 SP:Iteration 16Q (3636.620000 sec): 3 clusters Score: Raw -2833715.537404 + Penalty 11670.007840 = -2822045.529564 nChanged 166 SP:Iteration 17Q (3636.730000 sec): 3 clusters Score: Raw -2833783.541413 + Penalty 11670.007840 = -2822113.533573 nChanged 141 SP:Iteration 18Q (3636.840000 sec): 3 clusters Score: Raw -2833842.363225 + Penalty 11670.007840 = -2822172.355385 nChanged 143 SP:Iteration 19Q (3636.940000 sec): 3 clusters Score: Raw -2833904.485494 + Penalty 11670.007840 = -2822234.477653 nChanged 144 SP:Iteration 20F (3637.060000 sec): 3 clusters Score: Raw -2833968.362766 + Penalty 11670.007840 = -2822298.354926 nChanged 153 SP:Iteration 21Q (3637.170000 sec): 3 clusters Score: Raw -2834038.920969 + Penalty 11670.007840 = -2822368.913129 nChanged 158 SP:Iteration 22Q (3637.280000 sec): 3 clusters Score: Raw -2834116.250321 + Penalty 11670.007840 = -2822446.242481 nChanged 146 SP:Iteration 23Q (3637.380000 sec): 3 clusters Score: Raw -2834185.019820 + Penalty 11670.007840 = -2822515.011980 nChanged 149 SP:Iteration 24Q (3637.490000 sec): 3 clusters Score: Raw -2834248.461922 + Penalty 11670.007840 = -2822578.454082 nChanged 126 SP:Iteration 25Q (3637.600000 sec): 3 clusters Score: Raw -2834298.572773 + Penalty 11670.007840 = -2822628.564933 nChanged 122 SP:Iteration 26Q (3637.700000 sec): 3 clusters Score: Raw -2834354.761756 + Penalty 11670.007840 = -2822684.753916 nChanged 126 SP:Iteration 27Q (3637.800000 sec): 3 clusters Score: Raw -2834415.317174 + Penalty 11670.007840 = -2822745.309334 nChanged 137 SP:Iteration 28Q (3637.910000 sec): 3 clusters Score: Raw -2834478.202600 + Penalty 11670.007840 = -2822808.194760 nChanged 113 SP:Iteration 29Q (3638.020000 sec): 3 clusters Score: Raw -2834533.174867 + Penalty 11670.007840 = -2822863.167027 nChanged 123 SP:Iteration 30Q (3638.120000 sec): 3 clusters Score: Raw -2834596.885702 + Penalty 11670.007840 = -2822926.877862 nChanged 122 SP:Iteration 31Q (3638.220000 sec): 3 clusters Score: Raw -2834656.834132 + Penalty 11670.007840 = -2822986.826292 nChanged 129 SP:Iteration 32Q (3638.330000 sec): 3 clusters Score: Raw -2834722.205570 + Penalty 11670.007840 = -2823052.197730 nChanged 110 SP:Iteration 33Q (3638.430000 sec): 3 clusters Score: Raw -2834770.577489 + Penalty 11670.007840 = -2823100.569648 nChanged 80 SP:Iteration 34Q (3638.530000 sec): 3 clusters Score: Raw -2834806.582192 + Penalty 11670.007840 = -2823136.574352 nChanged 70 SP:Iteration 35Q (3638.630000 sec): 3 clusters Score: Raw -2834836.220396 + Penalty 11670.007840 = -2823166.212556 nChanged 60 SP:Iteration 36Q (3638.730000 sec): 3 clusters Score: Raw -2834862.141692 + Penalty 11670.007840 = -2823192.133852 nChanged 47 SP:Iteration 37Q (3638.830000 sec): 3 clusters Score: Raw -2834885.798898 + Penalty 11670.007840 = -2823215.791058 nChanged 47 SP:Iteration 38Q (3638.930000 sec): 3 clusters Score: Raw -2834908.355211 + Penalty 11670.007840 = -2823238.347371 nChanged 50 SP:Iteration 39Q (3639.030000 sec): 3 clusters Score: Raw -2834929.739483 + Penalty 11670.007840 = -2823259.731643 nChanged 53 SP:Iteration 40F (3639.140000 sec): 3 clusters Score: Raw -2834951.744857 + Penalty 11670.007840 = -2823281.737017 nChanged 45 SP:Iteration 41Q (3639.240000 sec): 3 clusters Score: Raw -2834969.662542 + Penalty 11670.007840 = -2823299.654702 nChanged 48 SP:Iteration 42Q (3639.340000 sec): 3 clusters Score: Raw -2834991.587898 + Penalty 11670.007840 = -2823321.580058 nChanged 47 SP:Iteration 43Q (3639.440000 sec): 3 clusters Score: Raw -2835011.098466 + Penalty 11670.007840 = -2823341.090626 nChanged 34 SP:Iteration 44Q (3639.540000 sec): 3 clusters Score: Raw -2835024.369770 + Penalty 11670.007840 = -2823354.361929 nChanged 28 SP:Iteration 45Q (3639.640000 sec): 3 clusters Score: Raw -2835035.140194 + Penalty 11670.007840 = -2823365.132354 nChanged 20 SP:Iteration 46Q (3639.740000 sec): 3 clusters Score: Raw -2835043.217409 + Penalty 11670.007840 = -2823373.209569 nChanged 19 SP:Iteration 47Q (3639.840000 sec): 3 clusters Score: Raw -2835049.662773 + Penalty 11670.007840 = -2823379.654932 nChanged 18 SP:Iteration 48Q (3639.930000 sec): 3 clusters Score: Raw -2835056.158590 + Penalty 11670.007840 = -2823386.150750 nChanged 22 SP:Iteration 49Q (3640.030000 sec): 3 clusters Score: Raw -2835065.012646 + Penalty 11670.007840 = -2823395.004806 nChanged 26 SP:Iteration 50Q (3640.130000 sec): 3 clusters Score: Raw -2835074.807735 + Penalty 11670.007840 = -2823404.799895 nChanged 22 SP:Iteration 51Q (3640.220000 sec): 3 clusters Score: Raw -2835083.748629 + Penalty 11670.007840 = -2823413.740789 nChanged 21 SP:Iteration 52Q (3640.320000 sec): 3 clusters Score: Raw -2835093.304508 + Penalty 11670.007840 = -2823423.296668 nChanged 21 SP:Iteration 53Q (3640.420000 sec): 3 clusters Score: Raw -2835101.426036 + Penalty 11670.007840 = -2823431.418196 nChanged 17 SP:Iteration 54Q (3640.520000 sec): 3 clusters Score: Raw -2835108.048291 + Penalty 11670.007840 = -2823438.040451 nChanged 17 SP:Iteration 55Q (3640.610000 sec): 3 clusters Score: Raw -2835114.647869 + Penalty 11670.007840 = -2823444.640029 nChanged 22 SP:Iteration 56Q (3640.710000 sec): 3 clusters Score: Raw -2835124.908152 + Penalty 11670.007840 = -2823454.900312 nChanged 24 SP:Iteration 57Q (3640.800000 sec): 3 clusters Score: Raw -2835135.597511 + Penalty 11670.007840 = -2823465.589671 nChanged 25 SP:Iteration 58Q (3640.900000 sec): 3 clusters Score: Raw -2835145.360829 + Penalty 11670.007840 = -2823475.352989 nChanged 20 SP:Iteration 59Q (3641.000000 sec): 3 clusters Score: Raw -2835153.289865 + Penalty 11670.007840 = -2823483.282025 nChanged 24 SP:Iteration 60F (3641.110000 sec): 3 clusters Score: Raw -2835162.681918 + Penalty 11670.007840 = -2823492.674078 nChanged 22 SP:Iteration 61Q (3641.210000 sec): 3 clusters Score: Raw -2835172.856171 + Penalty 11670.007840 = -2823502.848331 nChanged 27 SP:Iteration 62Q (3641.300000 sec): 3 clusters Score: Raw -2835184.685101 + Penalty 11670.007840 = -2823514.677260 nChanged 26 SP:Iteration 63Q (3641.400000 sec): 3 clusters Score: Raw -2835195.465445 + Penalty 11670.007840 = -2823525.457605 nChanged 25 SP:Iteration 64Q (3641.500000 sec): 3 clusters Score: Raw -2835206.214899 + Penalty 11670.007840 = -2823536.207059 nChanged 18 SP:Iteration 65Q (3641.590000 sec): 3 clusters Score: Raw -2835214.606696 + Penalty 11670.007840 = -2823544.598856 nChanged 15 SP:Iteration 66Q (3641.690000 sec): 3 clusters Score: Raw -2835220.096832 + Penalty 11670.007840 = -2823550.088992 nChanged 16 SP:Iteration 67Q (3641.780000 sec): 3 clusters Score: Raw -2835226.078593 + Penalty 11670.007840 = -2823556.070753 nChanged 12 SP:Iteration 68Q (3641.880000 sec): 3 clusters Score: Raw -2835230.126631 + Penalty 11670.007840 = -2823560.118791 nChanged 10 SP:Iteration 69Q (3641.970000 sec): 3 clusters Score: Raw -2835234.067492 + Penalty 11670.007840 = -2823564.059652 nChanged 9 SP:Iteration 70Q (3642.070000 sec): 3 clusters Score: Raw -2835237.827092 + Penalty 11670.007840 = -2823567.819252 nChanged 6 SP:Iteration 71Q (3642.160000 sec): 3 clusters Score: Raw -2835239.767583 + Penalty 11670.007840 = -2823569.759742 nChanged 4 SP:Iteration 72Q (3642.260000 sec): 3 clusters Score: Raw -2835241.373939 + Penalty 11670.007840 = -2823571.366099 nChanged 2 SP:Iteration 73Q (3642.350000 sec): 3 clusters Score: Raw -2835242.406862 + Penalty 11670.007840 = -2823572.399022 nChanged 5 SP:Iteration 74Q (3642.450000 sec): 3 clusters Score: Raw -2835244.170379 + Penalty 11670.007840 = -2823574.162538 nChanged 3 SP:Iteration 75Q (3642.540000 sec): 3 clusters Score: Raw -2835245.152163 + Penalty 11670.007840 = -2823575.144323 nChanged 5 SP:Iteration 76Q (3642.640000 sec): 3 clusters Score: Raw -2835246.495639 + Penalty 11670.007840 = -2823576.487799 nChanged 3 SP:Iteration 77Q (3642.730000 sec): 3 clusters Score: Raw -2835247.730481 + Penalty 11670.007840 = -2823577.722641 nChanged 5 SP:Iteration 78Q (3642.820000 sec): 3 clusters Score: Raw -2835249.526556 + Penalty 11670.007840 = -2823579.518716 nChanged 5 SP:Iteration 79Q (3642.920000 sec): 3 clusters Score: Raw -2835251.215452 + Penalty 11670.007840 = -2823581.207612 nChanged 3 SP:Iteration 80F (3643.030000 sec): 3 clusters Score: Raw -2835252.222499 + Penalty 11670.007840 = -2823582.214659 nChanged 3 SP:Iteration 81Q (3643.120000 sec): 3 clusters Score: Raw -2835253.059522 + Penalty 11670.007840 = -2823583.051681 nChanged 3 SP:Iteration 82Q (3643.220000 sec): 3 clusters Score: Raw -2835254.170313 + Penalty 11670.007840 = -2823584.162473 nChanged 4 SP:Iteration 83Q (3643.310000 sec): 3 clusters Score: Raw -2835255.810298 + Penalty 11670.007840 = -2823585.802458 nChanged 5 SP:Iteration 84Q (3643.410000 sec): 3 clusters Score: Raw -2835257.706623 + Penalty 11670.007840 = -2823587.698783 nChanged 4 SP:Iteration 85Q (3643.500000 sec): 3 clusters Score: Raw -2835259.264614 + Penalty 11670.007840 = -2823589.256774 nChanged 8 SP:Iteration 86Q (3643.600000 sec): 3 clusters Score: Raw -2835262.726722 + Penalty 11670.007840 = -2823592.718882 nChanged 11 SP:Iteration 87Q (3643.690000 sec): 3 clusters Score: Raw -2835268.161890 + Penalty 11670.007840 = -2823598.154050 nChanged 16 SP:Iteration 88Q (3643.780000 sec): 3 clusters Score: Raw -2835273.791389 + Penalty 11670.007840 = -2823603.783549 nChanged 13 SP:Iteration 89Q (3643.880000 sec): 3 clusters Score: Raw -2835279.003072 + Penalty 11670.007840 = -2823608.995232 nChanged 13 SP:Iteration 90Q (3643.980000 sec): 3 clusters Score: Raw -2835284.624705 + Penalty 11670.007840 = -2823614.616865 nChanged 11 SP:Iteration 91Q (3644.070000 sec): 3 clusters Score: Raw -2835289.298055 + Penalty 11670.007840 = -2823619.290215 nChanged 8 SP:Iteration 92Q (3644.160000 sec): 3 clusters Score: Raw -2835293.144249 + Penalty 11670.007840 = -2823623.136409 nChanged 6 SP:Iteration 93Q (3644.260000 sec): 3 clusters Score: Raw -2835295.701197 + Penalty 11670.007840 = -2823625.693357 nChanged 8 SP:Iteration 94Q (3644.350000 sec): 3 clusters Score: Raw -2835298.729207 + Penalty 11670.007840 = -2823628.721367 nChanged 7 SP:Iteration 95Q (3644.450000 sec): 3 clusters Score: Raw -2835300.771175 + Penalty 11670.007840 = -2823630.763335 nChanged 4 SP:Iteration 96Q (3644.540000 sec): 3 clusters Score: Raw -2835301.785337 + Penalty 11670.007840 = -2823631.777497 nChanged 1 SP:Iteration 97Q (3644.630000 sec): 3 clusters Score: Raw -2835301.980598 + Penalty 11670.007840 = -2823631.972758 nChanged 2 SP:Iteration 98Q (3644.730000 sec): 3 clusters Score: Raw -2835302.709101 + Penalty 11670.007840 = -2823632.701260 nChanged 0 SP:Iteration 99F (3644.840000 sec): 3 clusters Score: Raw -2835302.709101 + Penalty 11670.007840 = -2823632.701260 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 3 (20370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3644.970000 sec): 2 clusters Score: Raw -4398788.244690 + Penalty 6077.113837 = -4392711.130853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3645.140000 sec): 3 clusters Score: Raw -4388069.115730 + Penalty 12154.227674 = -4375914.888057 nChanged 8350 SP:Iteration 1F (3645.310000 sec): 3 clusters Score: Raw -4392559.126878 + Penalty 12154.227674 = -4380404.899204 nChanged 1377 SP:Iteration 2F (3645.480000 sec): 3 clusters Score: Raw -4393320.582508 + Penalty 12154.227674 = -4381166.354834 nChanged 1130 SP:Iteration 3F (3645.650000 sec): 3 clusters Score: Raw -4393998.544346 + Penalty 12154.227674 = -4381844.316672 nChanged 1079 SP:Iteration 4F (3645.820000 sec): 3 clusters Score: Raw -4394648.791643 + Penalty 12154.227674 = -4382494.563969 nChanged 1022 SP:Iteration 5F (3645.980000 sec): 3 clusters Score: Raw -4395305.163257 + Penalty 12154.227674 = -4383150.935583 nChanged 1007 SP:Iteration 6Q (3646.150000 sec): 3 clusters Score: Raw -4395949.206576 + Penalty 12154.227674 = -4383794.978902 nChanged 977 SP:Iteration 7Q (3646.320000 sec): 3 clusters Score: Raw -4396608.092934 + Penalty 12154.227674 = -4384453.865260 nChanged 992 SP:Iteration 8Q (3646.480000 sec): 3 clusters Score: Raw -4397320.216404 + Penalty 12154.227674 = -4385165.988730 nChanged 973 SP:Iteration 9Q (3646.650000 sec): 3 clusters Score: Raw -4398078.766225 + Penalty 12154.227674 = -4385924.538551 nChanged 865 SP:Iteration 10Q (3646.820000 sec): 3 clusters Score: Raw -4398805.774904 + Penalty 12154.227674 = -4386651.547231 nChanged 754 SP:Iteration 11Q (3646.980000 sec): 3 clusters Score: Raw -4399490.667731 + Penalty 12154.227674 = -4387336.440057 nChanged 595 SP:Iteration 12Q (3647.140000 sec): 3 clusters Score: Raw -4400088.606216 + Penalty 12154.227674 = -4387934.378542 nChanged 454 SP:Iteration 13Q (3647.300000 sec): 3 clusters Score: Raw -4400623.371080 + Penalty 12154.227674 = -4388469.143406 nChanged 343 SP:Iteration 14Q (3647.460000 sec): 3 clusters Score: Raw -4400991.255615 + Penalty 12154.227674 = -4388837.027941 nChanged 233 SP:Iteration 15Q (3647.600000 sec): 3 clusters Score: Raw -4401183.153152 + Penalty 12154.227674 = -4389028.925479 nChanged 153 SP:Iteration 16Q (3647.740000 sec): 3 clusters Score: Raw -4401293.848216 + Penalty 12154.227674 = -4389139.620542 nChanged 104 SP:Iteration 17Q (3647.880000 sec): 3 clusters Score: Raw -4401364.494701 + Penalty 12154.227674 = -4389210.267027 nChanged 73 SP:Iteration 18Q (3648.010000 sec): 3 clusters Score: Raw -4401407.096827 + Penalty 12154.227674 = -4389252.869153 nChanged 59 SP:Iteration 19Q (3648.140000 sec): 3 clusters Score: Raw -4401435.313651 + Penalty 12154.227674 = -4389281.085978 nChanged 34 SP:Iteration 20F (3648.310000 sec): 3 clusters Score: Raw -4401451.535828 + Penalty 12154.227674 = -4389297.308154 nChanged 29 SP:Iteration 21Q (3648.440000 sec): 3 clusters Score: Raw -4401465.143580 + Penalty 12154.227674 = -4389310.915907 nChanged 24 SP:Iteration 22Q (3648.570000 sec): 3 clusters Score: Raw -4401476.571464 + Penalty 12154.227674 = -4389322.343790 nChanged 19 SP:Iteration 23Q (3648.700000 sec): 3 clusters Score: Raw -4401485.633342 + Penalty 12154.227674 = -4389331.405668 nChanged 18 SP:Iteration 24Q (3648.830000 sec): 3 clusters Score: Raw -4401493.635580 + Penalty 12154.227674 = -4389339.407906 nChanged 14 SP:Iteration 25Q (3648.960000 sec): 3 clusters Score: Raw -4401499.659952 + Penalty 12154.227674 = -4389345.432278 nChanged 16 SP:Iteration 26Q (3649.090000 sec): 3 clusters Score: Raw -4401506.790823 + Penalty 12154.227674 = -4389352.563149 nChanged 16 SP:Iteration 27Q (3649.220000 sec): 3 clusters Score: Raw -4401512.377392 + Penalty 12154.227674 = -4389358.149718 nChanged 11 SP:Iteration 28Q (3649.350000 sec): 3 clusters Score: Raw -4401516.740211 + Penalty 12154.227674 = -4389362.512537 nChanged 14 SP:Iteration 29Q (3649.480000 sec): 3 clusters Score: Raw -4401523.088809 + Penalty 12154.227674 = -4389368.861135 nChanged 14 SP:Iteration 30Q (3649.600000 sec): 3 clusters Score: Raw -4401528.051711 + Penalty 12154.227674 = -4389373.824038 nChanged 9 SP:Iteration 31Q (3649.730000 sec): 3 clusters Score: Raw -4401531.284176 + Penalty 12154.227674 = -4389377.056502 nChanged 6 SP:Iteration 32Q (3649.860000 sec): 3 clusters Score: Raw -4401533.773285 + Penalty 12154.227674 = -4389379.545611 nChanged 2 SP:Iteration 33Q (3649.990000 sec): 3 clusters Score: Raw -4401534.401862 + Penalty 12154.227674 = -4389380.174188 nChanged 1 SP:Iteration 34Q (3650.120000 sec): 3 clusters Score: Raw -4401534.632126 + Penalty 12154.227674 = -4389380.404452 nChanged 0 SP:Iteration 35F (3650.280000 sec): 3 clusters Score: Raw -4401534.632126 + Penalty 12154.227674 = -4389380.404452 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 4 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3650.300000 sec): 2 clusters Score: Raw -290159.656640 + Penalty 4426.943280 = -285732.713359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3650.310000 sec): 3 clusters Score: Raw -290130.425751 + Penalty 8853.886561 = -281276.539190 nChanged 258 SP:Iteration 1F (3650.320000 sec): 3 clusters Score: Raw -290700.789858 + Penalty 8853.886561 = -281846.903297 nChanged 95 SP:Iteration 2F (3650.340000 sec): 3 clusters Score: Raw -290992.051847 + Penalty 8853.886561 = -282138.165286 nChanged 79 SP:Iteration 3F (3650.350000 sec): 3 clusters Score: Raw -291263.921843 + Penalty 8853.886561 = -282410.035282 nChanged 75 SP:Iteration 4F (3650.360000 sec): 3 clusters Score: Raw -291902.911217 + Penalty 8853.886561 = -283049.024656 nChanged 80 SP:Iteration 5F (3650.370000 sec): 3 clusters Score: Raw -292918.273186 + Penalty 8853.886561 = -284064.386626 nChanged 95 SP:Iteration 6F (3650.380000 sec): 3 clusters Score: Raw -293194.928594 + Penalty 8853.886561 = -284341.042033 nChanged 52 SP:Iteration 7Q (3650.390000 sec): 3 clusters Score: Raw -293363.842108 + Penalty 8853.886561 = -284509.955547 nChanged 42 SP:Iteration 8Q (3650.400000 sec): 3 clusters Score: Raw -293495.859313 + Penalty 8853.886561 = -284641.972752 nChanged 28 SP:Iteration 9Q (3650.410000 sec): 3 clusters Score: Raw -293582.744255 + Penalty 8853.886561 = -284728.857694 nChanged 11 SP:Iteration 10Q (3650.420000 sec): 3 clusters Score: Raw -293618.492304 + Penalty 8853.886561 = -284764.605744 nChanged 9 SP:Iteration 11Q (3650.420000 sec): 3 clusters Score: Raw -293645.758512 + Penalty 8853.886561 = -284791.871952 nChanged 7 SP:Iteration 12Q (3650.430000 sec): 3 clusters Score: Raw -293669.104480 + Penalty 8853.886561 = -284815.217919 nChanged 3 SP:Iteration 13Q (3650.440000 sec): 3 clusters Score: Raw -293678.691622 + Penalty 8853.886561 = -284824.805061 nChanged 2 SP:Iteration 14Q (3650.450000 sec): 3 clusters Score: Raw -293688.240439 + Penalty 8853.886561 = -284834.353878 nChanged 2 SP:Iteration 15Q (3650.460000 sec): 3 clusters Score: Raw -293693.341774 + Penalty 8853.886561 = -284839.455213 nChanged 2 SP:Iteration 16Q (3650.470000 sec): 3 clusters Score: Raw -293702.540666 + Penalty 8853.886561 = -284848.654105 nChanged 1 SP:Iteration 17Q (3650.480000 sec): 3 clusters Score: Raw -293705.059196 + Penalty 8853.886561 = -284851.172635 nChanged 0 SP:Iteration 18F (3650.490000 sec): 3 clusters Score: Raw -293705.059196 + Penalty 8853.886561 = -284851.172635 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 5 (317886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3653.360000 sec): 2 clusters Score: Raw -68724239.281535 + Penalty 7760.036965 = -68716479.244569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3655.990000 sec): 3 clusters Score: Raw -68519302.781332 + Penalty 15520.073931 = -68503782.707401 nChanged 151188 SP:Iteration 1F (3658.600000 sec): 3 clusters Score: Raw -68605668.601419 + Penalty 15520.073931 = -68590148.527488 nChanged 9152 SP:Iteration 2Q (3661.230000 sec): 3 clusters Score: Raw -68607660.765270 + Penalty 15520.073931 = -68592140.691339 nChanged 9478 SP:Iteration 3Q (3663.860000 sec): 3 clusters Score: Raw -68609965.074124 + Penalty 15520.073931 = -68594445.000194 nChanged 10492 SP:Iteration 4Q (3666.490000 sec): 3 clusters Score: Raw -68613021.384145 + Penalty 15520.073931 = -68597501.310214 nChanged 12233 SP:Iteration 5Q (3669.120000 sec): 3 clusters Score: Raw -68617383.240305 + Penalty 15520.073931 = -68601863.166374 nChanged 14950 SP:Iteration 6Q (3671.750000 sec): 3 clusters Score: Raw -68624090.397447 + Penalty 15520.073931 = -68608570.323516 nChanged 18401 SP:Iteration 7F (3674.360000 sec): 3 clusters Score: Raw -68634368.595012 + Penalty 15520.073931 = -68618848.521081 nChanged 21650 SP:Iteration 8F (3676.960000 sec): 3 clusters Score: Raw -68648353.021250 + Penalty 15520.073931 = -68632832.947319 nChanged 22756 SP:Iteration 9F (3679.580000 sec): 3 clusters Score: Raw -68664295.705851 + Penalty 15520.073931 = -68648775.631920 nChanged 21259 SP:Iteration 10F (3682.190000 sec): 3 clusters Score: Raw -68679703.712530 + Penalty 15520.073931 = -68664183.638599 nChanged 18360 SP:Iteration 11F (3684.790000 sec): 3 clusters Score: Raw -68693540.300392 + Penalty 15520.073931 = -68678020.226461 nChanged 14934 SP:Iteration 12Q (3687.370000 sec): 3 clusters Score: Raw -68705250.919969 + Penalty 15520.073931 = -68689730.846038 nChanged 11143 SP:Iteration 13Q (3689.910000 sec): 3 clusters Score: Raw -68714139.203872 + Penalty 15520.073931 = -68698619.129941 nChanged 7048 SP:Iteration 14Q (3692.330000 sec): 3 clusters Score: Raw -68719793.173440 + Penalty 15520.073931 = -68704273.099509 nChanged 3988 SP:Iteration 15Q (3694.570000 sec): 3 clusters Score: Raw -68723063.863723 + Penalty 15520.073931 = -68707543.789792 nChanged 1972 SP:Iteration 16Q (3696.630000 sec): 3 clusters Score: Raw -68724843.213971 + Penalty 15520.073931 = -68709323.140040 nChanged 1015 SP:Iteration 17Q (3698.560000 sec): 3 clusters Score: Raw -68725896.209549 + Penalty 15520.073931 = -68710376.135618 nChanged 628 SP:Iteration 18Q (3700.400000 sec): 3 clusters Score: Raw -68726699.591387 + Penalty 15520.073931 = -68711179.517456 nChanged 513 SP:Iteration 19Q (3702.190000 sec): 3 clusters Score: Raw -68727425.279217 + Penalty 15520.073931 = -68711905.205286 nChanged 434 SP:Iteration 20F (3704.760000 sec): 3 clusters Score: Raw -68727962.416988 + Penalty 15520.073931 = -68712442.343057 nChanged 340 SP:Iteration 21Q (3706.500000 sec): 3 clusters Score: Raw -68728261.544235 + Penalty 15520.073931 = -68712741.470304 nChanged 235 SP:Iteration 22Q (3708.230000 sec): 3 clusters Score: Raw -68728391.576608 + Penalty 15520.073931 = -68712871.502677 nChanged 143 SP:Iteration 23Q (3709.960000 sec): 3 clusters Score: Raw -68728459.528132 + Penalty 15520.073931 = -68712939.454201 nChanged 90 SP:Iteration 24Q (3711.680000 sec): 3 clusters Score: Raw -68728495.234435 + Penalty 15520.073931 = -68712975.160504 nChanged 64 SP:Iteration 25Q (3713.400000 sec): 3 clusters Score: Raw -68728514.514499 + Penalty 15520.073931 = -68712994.440568 nChanged 34 SP:Iteration 26Q (3715.130000 sec): 3 clusters Score: Raw -68728526.467209 + Penalty 15520.073931 = -68713006.393278 nChanged 25 SP:Iteration 27Q (3716.850000 sec): 3 clusters Score: Raw -68728533.347457 + Penalty 15520.073931 = -68713013.273526 nChanged 15 SP:Iteration 28Q (3718.580000 sec): 3 clusters Score: Raw -68728536.611977 + Penalty 15520.073931 = -68713016.538046 nChanged 12 SP:Iteration 29Q (3720.300000 sec): 3 clusters Score: Raw -68728540.440415 + Penalty 15520.073931 = -68713020.366484 nChanged 18 SP:Iteration 30Q (3722.020000 sec): 3 clusters Score: Raw -68728545.568291 + Penalty 15520.073931 = -68713025.494360 nChanged 12 SP:Iteration 31Q (3723.740000 sec): 3 clusters Score: Raw -68728548.713670 + Penalty 15520.073931 = -68713028.639739 nChanged 8 SP:Iteration 32Q (3725.470000 sec): 3 clusters Score: Raw -68728551.381245 + Penalty 15520.073931 = -68713031.307314 nChanged 7 SP:Iteration 33Q (3727.190000 sec): 3 clusters Score: Raw -68728553.468295 + Penalty 15520.073931 = -68713033.394364 nChanged 7 SP:Iteration 34Q (3728.920000 sec): 3 clusters Score: Raw -68728555.883208 + Penalty 15520.073931 = -68713035.809277 nChanged 8 SP:Iteration 35Q (3730.640000 sec): 3 clusters Score: Raw -68728558.506119 + Penalty 15520.073931 = -68713038.432188 nChanged 8 SP:Iteration 36Q (3732.360000 sec): 3 clusters Score: Raw -68728560.627854 + Penalty 15520.073931 = -68713040.553923 nChanged 6 SP:Iteration 37Q (3734.080000 sec): 3 clusters Score: Raw -68728562.272738 + Penalty 15520.073931 = -68713042.198807 nChanged 6 SP:Iteration 38Q (3735.810000 sec): 3 clusters Score: Raw -68728563.634355 + Penalty 15520.073931 = -68713043.560424 nChanged 3 SP:Iteration 39Q (3737.530000 sec): 3 clusters Score: Raw -68728564.343444 + Penalty 15520.073931 = -68713044.269513 nChanged 2 SP:Iteration 40F (3740.100000 sec): 3 clusters Score: Raw -68728564.716323 + Penalty 15520.073931 = -68713044.642392 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 6 (1905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3740.280000 sec): 2 clusters Score: Raw -394491.233588 + Penalty 4625.745339 = -389865.488249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3740.290000 sec): 3 clusters Score: Raw -394409.102804 + Penalty 9251.490677 = -385157.612127 nChanged 474 SP:Iteration 1F (3740.310000 sec): 3 clusters Score: Raw -395697.205737 + Penalty 9251.490677 = -386445.715060 nChanged 238 SP:Iteration 2F (3740.330000 sec): 3 clusters Score: Raw -396920.136199 + Penalty 9251.490677 = -387668.645522 nChanged 193 SP:Iteration 3F (3740.340000 sec): 3 clusters Score: Raw -397631.731823 + Penalty 9251.490677 = -388380.241146 nChanged 110 SP:Iteration 4F (3740.360000 sec): 3 clusters Score: Raw -397954.072274 + Penalty 9251.490677 = -388702.581597 nChanged 46 SP:Iteration 5Q (3740.370000 sec): 3 clusters Score: Raw -398057.121602 + Penalty 9251.490677 = -388805.630925 nChanged 25 SP:Iteration 6Q (3740.380000 sec): 3 clusters Score: Raw -398120.729554 + Penalty 9251.490677 = -388869.238876 nChanged 9 SP:Iteration 7Q (3740.390000 sec): 3 clusters Score: Raw -398143.192902 + Penalty 9251.490677 = -388891.702225 nChanged 5 SP:Iteration 8Q (3740.410000 sec): 3 clusters Score: Raw -398158.282833 + Penalty 9251.490677 = -388906.792156 nChanged 2 SP:Iteration 9Q (3740.420000 sec): 3 clusters Score: Raw -398164.133485 + Penalty 9251.490677 = -388912.642807 nChanged 2 SP:Iteration 10Q (3740.430000 sec): 3 clusters Score: Raw -398168.248609 + Penalty 9251.490677 = -388916.757932 nChanged 1 SP:Iteration 11Q (3740.440000 sec): 3 clusters Score: Raw -398170.373097 + Penalty 9251.490677 = -388918.882420 nChanged 2 SP:Iteration 12Q (3740.450000 sec): 3 clusters Score: Raw -398173.324405 + Penalty 9251.490677 = -388921.833728 nChanged 1 SP:Iteration 13Q (3740.470000 sec): 3 clusters Score: Raw -398176.009527 + Penalty 9251.490677 = -388924.518850 nChanged 0 SP:Iteration 14F (3740.480000 sec): 3 clusters Score: Raw -398176.009527 + Penalty 9251.490677 = -388924.518850 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 7 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3740.490000 sec): 2 clusters Score: Raw -171669.426088 + Penalty 4104.950724 = -167564.475364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3740.490000 sec): 3 clusters Score: Raw -171906.846303 + Penalty 8209.901448 = -163696.944855 nChanged 85 SP:Iteration 1F (3740.500000 sec): 3 clusters Score: Raw -172164.053037 + Penalty 8209.901448 = -163954.151588 nChanged 27 SP:Iteration 2Q (3740.510000 sec): 3 clusters Score: Raw -172239.804760 + Penalty 8209.901448 = -164029.903312 nChanged 9 SP:Iteration 3Q (3740.510000 sec): 3 clusters Score: Raw -172276.346304 + Penalty 8209.901448 = -164066.444856 nChanged 12 SP:Iteration 4Q (3740.520000 sec): 3 clusters Score: Raw -172326.869290 + Penalty 8209.901448 = -164116.967842 nChanged 9 SP:Iteration 5Q (3740.530000 sec): 3 clusters Score: Raw -172360.085675 + Penalty 8209.901448 = -164150.184227 nChanged 5 SP:Iteration 6Q (3740.530000 sec): 3 clusters Score: Raw -172376.839899 + Penalty 8209.901448 = -164166.938451 nChanged 1 SP:Iteration 7Q (3740.540000 sec): 3 clusters Score: Raw -172379.684307 + Penalty 8209.901448 = -164169.782858 nChanged 0 SP:Iteration 8F (3740.550000 sec): 3 clusters Score: Raw -172379.684307 + Penalty 8209.901448 = -164169.782858 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 8 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3740.560000 sec): 2 clusters Score: Raw -329213.632079 + Penalty 4501.009863 = -324712.622216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3740.570000 sec): 3 clusters Score: Raw -329097.879078 + Penalty 9002.019725 = -320095.859352 nChanged 288 SP:Iteration 1F (3740.590000 sec): 3 clusters Score: Raw -329564.180336 + Penalty 9002.019725 = -320562.160611 nChanged 75 SP:Iteration 2Q (3740.600000 sec): 3 clusters Score: Raw -329709.239210 + Penalty 9002.019725 = -320707.219485 nChanged 40 SP:Iteration 3Q (3740.610000 sec): 3 clusters Score: Raw -329791.606856 + Penalty 9002.019725 = -320789.587130 nChanged 22 SP:Iteration 4Q (3740.630000 sec): 3 clusters Score: Raw -329836.160905 + Penalty 9002.019725 = -320834.141180 nChanged 14 SP:Iteration 5Q (3740.640000 sec): 3 clusters Score: Raw -329862.361988 + Penalty 9002.019725 = -320860.342263 nChanged 10 SP:Iteration 6Q (3740.650000 sec): 3 clusters Score: Raw -329885.177991 + Penalty 9002.019725 = -320883.158265 nChanged 10 SP:Iteration 7Q (3740.660000 sec): 3 clusters Score: Raw -329908.076613 + Penalty 9002.019725 = -320906.056887 nChanged 9 SP:Iteration 8Q (3740.670000 sec): 3 clusters Score: Raw -329919.975400 + Penalty 9002.019725 = -320917.955674 nChanged 5 SP:Iteration 9Q (3740.690000 sec): 3 clusters Score: Raw -329929.773314 + Penalty 9002.019725 = -320927.753588 nChanged 3 SP:Iteration 10Q (3740.700000 sec): 3 clusters Score: Raw -329935.745101 + Penalty 9002.019725 = -320933.725376 nChanged 2 SP:Iteration 11Q (3740.710000 sec): 3 clusters Score: Raw -329938.761131 + Penalty 9002.019725 = -320936.741406 nChanged 1 SP:Iteration 12Q (3740.720000 sec): 3 clusters Score: Raw -329940.064669 + Penalty 9002.019725 = -320938.044944 nChanged 0 SP:Iteration 13F (3740.730000 sec): 3 clusters Score: Raw -329940.064669 + Penalty 9002.019725 = -320938.044944 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 11 (3016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3740.760000 sec): 2 clusters Score: Raw -648114.104219 + Penalty 4907.158122 = -643206.946097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3740.780000 sec): 3 clusters Score: Raw -647289.911821 + Penalty 9814.316243 = -637475.595578 nChanged 777 SP:Iteration 1F (3740.810000 sec): 3 clusters Score: Raw -648048.891885 + Penalty 9814.316243 = -638234.575642 nChanged 194 SP:Iteration 2F (3740.830000 sec): 3 clusters Score: Raw -648266.596618 + Penalty 9814.316243 = -638452.280375 nChanged 110 SP:Iteration 3Q (3740.860000 sec): 3 clusters Score: Raw -648388.358347 + Penalty 9814.316243 = -638574.042104 nChanged 61 SP:Iteration 4Q (3740.880000 sec): 3 clusters Score: Raw -648462.585869 + Penalty 9814.316243 = -638648.269626 nChanged 41 SP:Iteration 5Q (3740.910000 sec): 3 clusters Score: Raw -648500.078740 + Penalty 9814.316243 = -638685.762497 nChanged 27 SP:Iteration 6Q (3740.930000 sec): 3 clusters Score: Raw -648528.289928 + Penalty 9814.316243 = -638713.973685 nChanged 24 SP:Iteration 7Q (3740.950000 sec): 3 clusters Score: Raw -648545.972821 + Penalty 9814.316243 = -638731.656578 nChanged 10 SP:Iteration 8Q (3740.980000 sec): 3 clusters Score: Raw -648556.528117 + Penalty 9814.316243 = -638742.211873 nChanged 11 SP:Iteration 9Q (3741.000000 sec): 3 clusters Score: Raw -648566.736873 + Penalty 9814.316243 = -638752.420630 nChanged 7 SP:Iteration 10Q (3741.030000 sec): 3 clusters Score: Raw -648573.192548 + Penalty 9814.316243 = -638758.876305 nChanged 6 SP:Iteration 11Q (3741.050000 sec): 3 clusters Score: Raw -648577.677750 + Penalty 9814.316243 = -638763.361506 nChanged 6 SP:Iteration 12Q (3741.070000 sec): 3 clusters Score: Raw -648582.423177 + Penalty 9814.316243 = -638768.106934 nChanged 5 SP:Iteration 13Q (3741.100000 sec): 3 clusters Score: Raw -648587.445621 + Penalty 9814.316243 = -638773.129377 nChanged 1 SP:Iteration 14Q (3741.120000 sec): 3 clusters Score: Raw -648587.871820 + Penalty 9814.316243 = -638773.555577 nChanged 1 SP:Iteration 15Q (3741.150000 sec): 3 clusters Score: Raw -648588.657475 + Penalty 9814.316243 = -638774.341232 nChanged 1 SP:Iteration 16Q (3741.170000 sec): 3 clusters Score: Raw -648589.963644 + Penalty 9814.316243 = -638775.647400 nChanged 0 SP:Iteration 17F (3741.190000 sec): 3 clusters Score: Raw -648589.963644 + Penalty 9814.316243 = -638775.647400 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 12 (29135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3741.390000 sec): 2 clusters Score: Raw -6193626.525382 + Penalty 6296.313481 = -6187330.211901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3741.630000 sec): 3 clusters Score: Raw -6177576.683591 + Penalty 12592.626962 = -6164984.056628 nChanged 12324 SP:Iteration 1F (3741.870000 sec): 3 clusters Score: Raw -6184060.577001 + Penalty 12592.626962 = -6171467.950039 nChanged 1608 SP:Iteration 2F (3742.110000 sec): 3 clusters Score: Raw -6184677.105824 + Penalty 12592.626962 = -6172084.478861 nChanged 1297 SP:Iteration 3Q (3742.350000 sec): 3 clusters Score: Raw -6185153.637910 + Penalty 12592.626962 = -6172561.010948 nChanged 1084 SP:Iteration 4Q (3742.590000 sec): 3 clusters Score: Raw -6185494.911445 + Penalty 12592.626962 = -6172902.284482 nChanged 856 SP:Iteration 5Q (3742.830000 sec): 3 clusters Score: Raw -6185743.053306 + Penalty 12592.626962 = -6173150.426344 nChanged 730 SP:Iteration 6Q (3743.070000 sec): 3 clusters Score: Raw -6185957.057735 + Penalty 12592.626962 = -6173364.430773 nChanged 684 SP:Iteration 7Q (3743.310000 sec): 3 clusters Score: Raw -6186144.662342 + Penalty 12592.626962 = -6173552.035380 nChanged 606 SP:Iteration 8Q (3743.550000 sec): 3 clusters Score: Raw -6186307.647339 + Penalty 12592.626962 = -6173715.020377 nChanged 573 SP:Iteration 9Q (3743.790000 sec): 3 clusters Score: Raw -6186460.064555 + Penalty 12592.626962 = -6173867.437593 nChanged 536 SP:Iteration 10Q (3744.030000 sec): 3 clusters Score: Raw -6186601.736172 + Penalty 12592.626962 = -6174009.109210 nChanged 505 SP:Iteration 11Q (3744.270000 sec): 3 clusters Score: Raw -6186738.529602 + Penalty 12592.626962 = -6174145.902639 nChanged 530 SP:Iteration 12Q (3744.510000 sec): 3 clusters Score: Raw -6186886.422958 + Penalty 12592.626962 = -6174293.795996 nChanged 565 SP:Iteration 13Q (3744.750000 sec): 3 clusters Score: Raw -6187061.501667 + Penalty 12592.626962 = -6174468.874705 nChanged 615 SP:Iteration 14Q (3744.990000 sec): 3 clusters Score: Raw -6187270.148606 + Penalty 12592.626962 = -6174677.521643 nChanged 687 SP:Iteration 15Q (3745.230000 sec): 3 clusters Score: Raw -6187513.404003 + Penalty 12592.626962 = -6174920.777041 nChanged 747 SP:Iteration 16Q (3745.470000 sec): 3 clusters Score: Raw -6187792.552190 + Penalty 12592.626962 = -6175199.925227 nChanged 800 SP:Iteration 17Q (3745.710000 sec): 3 clusters Score: Raw -6188124.957219 + Penalty 12592.626962 = -6175532.330257 nChanged 895 SP:Iteration 18Q (3745.950000 sec): 3 clusters Score: Raw -6188571.227661 + Penalty 12592.626962 = -6175978.600699 nChanged 1060 SP:Iteration 19Q (3746.190000 sec): 3 clusters Score: Raw -6189145.959397 + Penalty 12592.626962 = -6176553.332434 nChanged 1053 SP:Iteration 20F (3746.430000 sec): 3 clusters Score: Raw -6189766.872421 + Penalty 12592.626962 = -6177174.245458 nChanged 1116 SP:Iteration 21Q (3746.670000 sec): 3 clusters Score: Raw -6190474.673910 + Penalty 12592.626962 = -6177882.046947 nChanged 1074 SP:Iteration 22Q (3746.910000 sec): 3 clusters Score: Raw -6191226.977448 + Penalty 12592.626962 = -6178634.350485 nChanged 1010 SP:Iteration 23Q (3747.150000 sec): 3 clusters Score: Raw -6191998.316803 + Penalty 12592.626962 = -6179405.689841 nChanged 863 SP:Iteration 24Q (3747.380000 sec): 3 clusters Score: Raw -6192698.436041 + Penalty 12592.626962 = -6180105.809079 nChanged 654 SP:Iteration 25Q (3747.610000 sec): 3 clusters Score: Raw -6193251.388464 + Penalty 12592.626962 = -6180658.761501 nChanged 502 SP:Iteration 26Q (3747.830000 sec): 3 clusters Score: Raw -6193679.537904 + Penalty 12592.626962 = -6181086.910941 nChanged 331 SP:Iteration 27Q (3748.040000 sec): 3 clusters Score: Raw -6193963.012898 + Penalty 12592.626962 = -6181370.385936 nChanged 229 SP:Iteration 28Q (3748.250000 sec): 3 clusters Score: Raw -6194178.352289 + Penalty 12592.626962 = -6181585.725327 nChanged 163 SP:Iteration 29Q (3748.450000 sec): 3 clusters Score: Raw -6194335.246793 + Penalty 12592.626962 = -6181742.619830 nChanged 96 SP:Iteration 30Q (3748.650000 sec): 3 clusters Score: Raw -6194427.055285 + Penalty 12592.626962 = -6181834.428322 nChanged 67 SP:Iteration 31Q (3748.840000 sec): 3 clusters Score: Raw -6194488.428385 + Penalty 12592.626962 = -6181895.801423 nChanged 47 SP:Iteration 32Q (3749.030000 sec): 3 clusters Score: Raw -6194536.227882 + Penalty 12592.626962 = -6181943.600919 nChanged 41 SP:Iteration 33Q (3749.210000 sec): 3 clusters Score: Raw -6194574.607986 + Penalty 12592.626962 = -6181981.981024 nChanged 31 SP:Iteration 34Q (3749.400000 sec): 3 clusters Score: Raw -6194604.798140 + Penalty 12592.626962 = -6182012.171178 nChanged 28 SP:Iteration 35Q (3749.590000 sec): 3 clusters Score: Raw -6194631.255117 + Penalty 12592.626962 = -6182038.628154 nChanged 19 SP:Iteration 36Q (3749.770000 sec): 3 clusters Score: Raw -6194648.540874 + Penalty 12592.626962 = -6182055.913912 nChanged 10 SP:Iteration 37Q (3749.950000 sec): 3 clusters Score: Raw -6194657.024436 + Penalty 12592.626962 = -6182064.397474 nChanged 7 SP:Iteration 38Q (3750.130000 sec): 3 clusters Score: Raw -6194664.822078 + Penalty 12592.626962 = -6182072.195116 nChanged 12 SP:Iteration 39Q (3750.310000 sec): 3 clusters Score: Raw -6194677.594907 + Penalty 12592.626962 = -6182084.967945 nChanged 7 SP:Iteration 40F (3750.550000 sec): 3 clusters Score: Raw -6194683.294138 + Penalty 12592.626962 = -6182090.667176 nChanged 9 SP:Iteration 41Q (3750.740000 sec): 3 clusters Score: Raw -6194691.375687 + Penalty 12592.626962 = -6182098.748725 nChanged 6 SP:Iteration 42Q (3750.920000 sec): 3 clusters Score: Raw -6194697.411506 + Penalty 12592.626962 = -6182104.784544 nChanged 7 SP:Iteration 43Q (3751.100000 sec): 3 clusters Score: Raw -6194704.002997 + Penalty 12592.626962 = -6182111.376035 nChanged 6 SP:Iteration 44Q (3751.290000 sec): 3 clusters Score: Raw -6194711.033555 + Penalty 12592.626962 = -6182118.406592 nChanged 10 SP:Iteration 45Q (3751.470000 sec): 3 clusters Score: Raw -6194719.901883 + Penalty 12592.626962 = -6182127.274920 nChanged 5 SP:Iteration 46Q (3751.650000 sec): 3 clusters Score: Raw -6194725.419655 + Penalty 12592.626962 = -6182132.792693 nChanged 8 SP:Iteration 47Q (3751.830000 sec): 3 clusters Score: Raw -6194733.667889 + Penalty 12592.626962 = -6182141.040926 nChanged 5 SP:Iteration 48Q (3752.010000 sec): 3 clusters Score: Raw -6194737.713890 + Penalty 12592.626962 = -6182145.086928 nChanged 5 SP:Iteration 49Q (3752.190000 sec): 3 clusters Score: Raw -6194741.810423 + Penalty 12592.626962 = -6182149.183461 nChanged 2 SP:Iteration 50Q (3752.380000 sec): 3 clusters Score: Raw -6194743.200094 + Penalty 12592.626962 = -6182150.573132 nChanged 1 SP:Iteration 51Q (3752.560000 sec): 3 clusters Score: Raw -6194744.301270 + Penalty 12592.626962 = -6182151.674308 nChanged 1 SP:Iteration 52Q (3752.740000 sec): 3 clusters Score: Raw -6194745.157735 + Penalty 12592.626962 = -6182152.530772 nChanged 2 SP:Iteration 53Q (3752.920000 sec): 3 clusters Score: Raw -6194747.227086 + Penalty 12592.626962 = -6182154.600123 nChanged 3 SP:Iteration 54Q (3753.100000 sec): 3 clusters Score: Raw -6194749.969157 + Penalty 12592.626962 = -6182157.342194 nChanged 3 SP:Iteration 55Q (3753.280000 sec): 3 clusters Score: Raw -6194753.333003 + Penalty 12592.626962 = -6182160.706041 nChanged 5 SP:Iteration 56Q (3753.460000 sec): 3 clusters Score: Raw -6194757.487716 + Penalty 12592.626962 = -6182164.860753 nChanged 3 SP:Iteration 57Q (3753.640000 sec): 3 clusters Score: Raw -6194760.970148 + Penalty 12592.626962 = -6182168.343185 nChanged 1 SP:Iteration 58Q (3753.820000 sec): 3 clusters Score: Raw -6194761.550991 + Penalty 12592.626962 = -6182168.924029 nChanged 0 SP:Iteration 59F (3754.060000 sec): 3 clusters Score: Raw -6194761.550991 + Penalty 12592.626962 = -6182168.924029 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 13 (18076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3754.180000 sec): 2 clusters Score: Raw -3935065.259166 + Penalty 6003.933477 = -3929061.325689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3754.330000 sec): 3 clusters Score: Raw -3925819.336420 + Penalty 12007.866954 = -3913811.469467 nChanged 7207 SP:Iteration 1F (3754.470000 sec): 3 clusters Score: Raw -3929612.007540 + Penalty 12007.866954 = -3917604.140586 nChanged 1252 SP:Iteration 2F (3754.620000 sec): 3 clusters Score: Raw -3930224.986070 + Penalty 12007.866954 = -3918217.119116 nChanged 880 SP:Iteration 3Q (3754.770000 sec): 3 clusters Score: Raw -3930601.447623 + Penalty 12007.866954 = -3918593.580669 nChanged 626 SP:Iteration 4Q (3754.920000 sec): 3 clusters Score: Raw -3930853.146002 + Penalty 12007.866954 = -3918845.279048 nChanged 508 SP:Iteration 5Q (3755.070000 sec): 3 clusters Score: Raw -3931055.043710 + Penalty 12007.866954 = -3919047.176756 nChanged 427 SP:Iteration 6Q (3755.210000 sec): 3 clusters Score: Raw -3931215.600164 + Penalty 12007.866954 = -3919207.733210 nChanged 375 SP:Iteration 7Q (3755.360000 sec): 3 clusters Score: Raw -3931340.665752 + Penalty 12007.866954 = -3919332.798799 nChanged 325 SP:Iteration 8Q (3755.510000 sec): 3 clusters Score: Raw -3931462.530831 + Penalty 12007.866954 = -3919454.663877 nChanged 344 SP:Iteration 9Q (3755.660000 sec): 3 clusters Score: Raw -3931603.171300 + Penalty 12007.866954 = -3919595.304346 nChanged 373 SP:Iteration 10Q (3755.810000 sec): 3 clusters Score: Raw -3931778.341819 + Penalty 12007.866954 = -3919770.474865 nChanged 417 SP:Iteration 11Q (3755.950000 sec): 3 clusters Score: Raw -3931999.772138 + Penalty 12007.866954 = -3919991.905184 nChanged 497 SP:Iteration 12Q (3756.100000 sec): 3 clusters Score: Raw -3932252.758829 + Penalty 12007.866954 = -3920244.891875 nChanged 513 SP:Iteration 13Q (3756.250000 sec): 3 clusters Score: Raw -3932526.443885 + Penalty 12007.866954 = -3920518.576931 nChanged 542 SP:Iteration 14Q (3756.390000 sec): 3 clusters Score: Raw -3932849.762394 + Penalty 12007.866954 = -3920841.895440 nChanged 607 SP:Iteration 15Q (3756.540000 sec): 3 clusters Score: Raw -3933231.233370 + Penalty 12007.866954 = -3921223.366416 nChanged 647 SP:Iteration 16Q (3756.690000 sec): 3 clusters Score: Raw -3933663.764953 + Penalty 12007.866954 = -3921655.897999 nChanged 685 SP:Iteration 17Q (3756.830000 sec): 3 clusters Score: Raw -3934128.075099 + Penalty 12007.866954 = -3922120.208145 nChanged 680 SP:Iteration 18Q (3756.970000 sec): 3 clusters Score: Raw -3934557.670877 + Penalty 12007.866954 = -3922549.803923 nChanged 574 SP:Iteration 19Q (3757.120000 sec): 3 clusters Score: Raw -3934877.282308 + Penalty 12007.866954 = -3922869.415354 nChanged 508 SP:Iteration 20F (3757.260000 sec): 3 clusters Score: Raw -3935139.730191 + Penalty 12007.866954 = -3923131.863237 nChanged 448 SP:Iteration 21Q (3757.410000 sec): 3 clusters Score: Raw -3935346.059652 + Penalty 12007.866954 = -3923338.192698 nChanged 370 SP:Iteration 22Q (3757.550000 sec): 3 clusters Score: Raw -3935504.201717 + Penalty 12007.866954 = -3923496.334763 nChanged 297 SP:Iteration 23Q (3757.690000 sec): 3 clusters Score: Raw -3935614.377259 + Penalty 12007.866954 = -3923606.510305 nChanged 250 SP:Iteration 24Q (3757.820000 sec): 3 clusters Score: Raw -3935699.070230 + Penalty 12007.866954 = -3923691.203276 nChanged 211 SP:Iteration 25Q (3757.960000 sec): 3 clusters Score: Raw -3935774.591445 + Penalty 12007.866954 = -3923766.724491 nChanged 196 SP:Iteration 26Q (3758.100000 sec): 3 clusters Score: Raw -3935842.600646 + Penalty 12007.866954 = -3923834.733692 nChanged 154 SP:Iteration 27Q (3758.240000 sec): 3 clusters Score: Raw -3935887.719298 + Penalty 12007.866954 = -3923879.852344 nChanged 135 SP:Iteration 28Q (3758.380000 sec): 3 clusters Score: Raw -3935925.344666 + Penalty 12007.866954 = -3923917.477712 nChanged 115 SP:Iteration 29Q (3758.510000 sec): 3 clusters Score: Raw -3935957.733463 + Penalty 12007.866954 = -3923949.866509 nChanged 99 SP:Iteration 30Q (3758.650000 sec): 3 clusters Score: Raw -3935985.105668 + Penalty 12007.866954 = -3923977.238714 nChanged 72 SP:Iteration 31Q (3758.780000 sec): 3 clusters Score: Raw -3936001.913416 + Penalty 12007.866954 = -3923994.046462 nChanged 55 SP:Iteration 32Q (3758.920000 sec): 3 clusters Score: Raw -3936013.035288 + Penalty 12007.866954 = -3924005.168334 nChanged 38 SP:Iteration 33Q (3759.060000 sec): 3 clusters Score: Raw -3936021.165978 + Penalty 12007.866954 = -3924013.299024 nChanged 37 SP:Iteration 34Q (3759.190000 sec): 3 clusters Score: Raw -3936029.069871 + Penalty 12007.866954 = -3924021.202917 nChanged 42 SP:Iteration 35Q (3759.330000 sec): 3 clusters Score: Raw -3936038.500020 + Penalty 12007.866954 = -3924030.633066 nChanged 39 SP:Iteration 36Q (3759.460000 sec): 3 clusters Score: Raw -3936046.979238 + Penalty 12007.866954 = -3924039.112284 nChanged 34 SP:Iteration 37Q (3759.600000 sec): 3 clusters Score: Raw -3936055.472715 + Penalty 12007.866954 = -3924047.605761 nChanged 44 SP:Iteration 38Q (3759.730000 sec): 3 clusters Score: Raw -3936067.029555 + Penalty 12007.866954 = -3924059.162601 nChanged 44 SP:Iteration 39Q (3759.870000 sec): 3 clusters Score: Raw -3936077.741336 + Penalty 12007.866954 = -3924069.874382 nChanged 38 SP:Iteration 40F (3760.010000 sec): 3 clusters Score: Raw -3936086.423967 + Penalty 12007.866954 = -3924078.557013 nChanged 25 SP:Iteration 41Q (3760.150000 sec): 3 clusters Score: Raw -3936090.904853 + Penalty 12007.866954 = -3924083.037899 nChanged 21 SP:Iteration 42Q (3760.280000 sec): 3 clusters Score: Raw -3936095.540448 + Penalty 12007.866954 = -3924087.673494 nChanged 17 SP:Iteration 43Q (3760.420000 sec): 3 clusters Score: Raw -3936098.695154 + Penalty 12007.866954 = -3924090.828200 nChanged 19 SP:Iteration 44Q (3760.550000 sec): 3 clusters Score: Raw -3936102.480579 + Penalty 12007.866954 = -3924094.613625 nChanged 19 SP:Iteration 45Q (3760.680000 sec): 3 clusters Score: Raw -3936106.448405 + Penalty 12007.866954 = -3924098.581451 nChanged 13 SP:Iteration 46Q (3760.820000 sec): 3 clusters Score: Raw -3936109.137869 + Penalty 12007.866954 = -3924101.270915 nChanged 13 SP:Iteration 47Q (3760.950000 sec): 3 clusters Score: Raw -3936112.063704 + Penalty 12007.866954 = -3924104.196750 nChanged 18 SP:Iteration 48Q (3761.090000 sec): 3 clusters Score: Raw -3936115.289911 + Penalty 12007.866954 = -3924107.422957 nChanged 14 SP:Iteration 49Q (3761.220000 sec): 3 clusters Score: Raw -3936118.318891 + Penalty 12007.866954 = -3924110.451937 nChanged 12 SP:Iteration 50Q (3761.360000 sec): 3 clusters Score: Raw -3936120.869707 + Penalty 12007.866954 = -3924113.002753 nChanged 11 SP:Iteration 51Q (3761.490000 sec): 3 clusters Score: Raw -3936122.561236 + Penalty 12007.866954 = -3924114.694282 nChanged 5 SP:Iteration 52Q (3761.620000 sec): 3 clusters Score: Raw -3936123.357229 + Penalty 12007.866954 = -3924115.490275 nChanged 3 SP:Iteration 53Q (3761.760000 sec): 3 clusters Score: Raw -3936124.012493 + Penalty 12007.866954 = -3924116.145540 nChanged 8 SP:Iteration 54Q (3761.890000 sec): 3 clusters Score: Raw -3936125.559368 + Penalty 12007.866954 = -3924117.692415 nChanged 10 SP:Iteration 55Q (3762.020000 sec): 3 clusters Score: Raw -3936127.495520 + Penalty 12007.866954 = -3924119.628566 nChanged 11 SP:Iteration 56Q (3762.160000 sec): 3 clusters Score: Raw -3936129.972766 + Penalty 12007.866954 = -3924122.105812 nChanged 9 SP:Iteration 57Q (3762.290000 sec): 3 clusters Score: Raw -3936131.655148 + Penalty 12007.866954 = -3924123.788194 nChanged 8 SP:Iteration 58Q (3762.420000 sec): 3 clusters Score: Raw -3936133.143363 + Penalty 12007.866954 = -3924125.276409 nChanged 6 SP:Iteration 59Q (3762.560000 sec): 3 clusters Score: Raw -3936134.200147 + Penalty 12007.866954 = -3924126.333193 nChanged 8 SP:Iteration 60F (3762.700000 sec): 3 clusters Score: Raw -3936135.195477 + Penalty 12007.866954 = -3924127.328523 nChanged 5 SP:Iteration 61Q (3762.840000 sec): 3 clusters Score: Raw -3936136.039076 + Penalty 12007.866954 = -3924128.172122 nChanged 3 SP:Iteration 62Q (3762.970000 sec): 3 clusters Score: Raw -3936136.643307 + Penalty 12007.866954 = -3924128.776353 nChanged 2 SP:Iteration 63Q (3763.110000 sec): 3 clusters Score: Raw -3936136.966470 + Penalty 12007.866954 = -3924129.099516 nChanged 4 SP:Iteration 64Q (3763.240000 sec): 3 clusters Score: Raw -3936137.534825 + Penalty 12007.866954 = -3924129.667872 nChanged 2 SP:Iteration 65Q (3763.370000 sec): 3 clusters Score: Raw -3936137.890002 + Penalty 12007.866954 = -3924130.023048 nChanged 3 SP:Iteration 66Q (3763.510000 sec): 3 clusters Score: Raw -3936138.780846 + Penalty 12007.866954 = -3924130.913892 nChanged 6 SP:Iteration 67Q (3763.640000 sec): 3 clusters Score: Raw -3936139.994631 + Penalty 12007.866954 = -3924132.127677 nChanged 6 SP:Iteration 68Q (3763.780000 sec): 3 clusters Score: Raw -3936141.147362 + Penalty 12007.866954 = -3924133.280408 nChanged 6 SP:Iteration 69Q (3763.910000 sec): 3 clusters Score: Raw -3936142.528382 + Penalty 12007.866954 = -3924134.661428 nChanged 9 SP:Iteration 70Q (3764.040000 sec): 3 clusters Score: Raw -3936144.173294 + Penalty 12007.866954 = -3924136.306340 nChanged 9 SP:Iteration 71Q (3764.180000 sec): 3 clusters Score: Raw -3936145.747023 + Penalty 12007.866954 = -3924137.880069 nChanged 8 SP:Iteration 72Q (3764.310000 sec): 3 clusters Score: Raw -3936147.614026 + Penalty 12007.866954 = -3924139.747073 nChanged 8 SP:Iteration 73Q (3764.440000 sec): 3 clusters Score: Raw -3936149.195176 + Penalty 12007.866954 = -3924141.328222 nChanged 7 SP:Iteration 74Q (3764.580000 sec): 3 clusters Score: Raw -3936150.275206 + Penalty 12007.866954 = -3924142.408253 nChanged 9 SP:Iteration 75Q (3764.710000 sec): 3 clusters Score: Raw -3936151.827012 + Penalty 12007.866954 = -3924143.960058 nChanged 11 SP:Iteration 76Q (3764.850000 sec): 3 clusters Score: Raw -3936153.864882 + Penalty 12007.866954 = -3924145.997928 nChanged 9 SP:Iteration 77Q (3764.980000 sec): 3 clusters Score: Raw -3936155.232101 + Penalty 12007.866954 = -3924147.365147 nChanged 5 SP:Iteration 78Q (3765.120000 sec): 3 clusters Score: Raw -3936155.965475 + Penalty 12007.866954 = -3924148.098521 nChanged 2 SP:Iteration 79Q (3765.250000 sec): 3 clusters Score: Raw -3936156.157377 + Penalty 12007.866954 = -3924148.290423 nChanged 2 SP:Iteration 80F (3765.400000 sec): 3 clusters Score: Raw -3936156.549477 + Penalty 12007.866954 = -3924148.682523 nChanged 3 SP:Iteration 81Q (3765.530000 sec): 3 clusters Score: Raw -3936156.986471 + Penalty 12007.866954 = -3924149.119517 nChanged 4 SP:Iteration 82Q (3765.660000 sec): 3 clusters Score: Raw -3936157.622922 + Penalty 12007.866954 = -3924149.755969 nChanged 1 SP:Iteration 83Q (3765.800000 sec): 3 clusters Score: Raw -3936157.779262 + Penalty 12007.866954 = -3924149.912308 nChanged 0 SP:Iteration 84F (3765.940000 sec): 3 clusters Score: Raw -3936157.779262 + Penalty 12007.866954 = -3924149.912308 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 14 (11614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3766.020000 sec): 2 clusters Score: Raw -2424830.052344 + Penalty 5732.979509 = -2419097.072835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3766.120000 sec): 3 clusters Score: Raw -2419312.197991 + Penalty 11465.959019 = -2407846.238973 nChanged 4361 SP:Iteration 1F (3766.220000 sec): 3 clusters Score: Raw -2421740.954082 + Penalty 11465.959019 = -2410274.995064 nChanged 877 SP:Iteration 2F (3766.310000 sec): 3 clusters Score: Raw -2422227.416394 + Penalty 11465.959019 = -2410761.457375 nChanged 561 SP:Iteration 3Q (3766.400000 sec): 3 clusters Score: Raw -2422518.929309 + Penalty 11465.959019 = -2411052.970290 nChanged 387 SP:Iteration 4Q (3766.500000 sec): 3 clusters Score: Raw -2422701.746937 + Penalty 11465.959019 = -2411235.787918 nChanged 313 SP:Iteration 5Q (3766.600000 sec): 3 clusters Score: Raw -2422844.449426 + Penalty 11465.959019 = -2411378.490407 nChanged 270 SP:Iteration 6Q (3766.690000 sec): 3 clusters Score: Raw -2422962.947245 + Penalty 11465.959019 = -2411496.988226 nChanged 220 SP:Iteration 7Q (3766.780000 sec): 3 clusters Score: Raw -2423051.165207 + Penalty 11465.959019 = -2411585.206188 nChanged 177 SP:Iteration 8Q (3766.880000 sec): 3 clusters Score: Raw -2423121.358843 + Penalty 11465.959019 = -2411655.399825 nChanged 154 SP:Iteration 9Q (3766.980000 sec): 3 clusters Score: Raw -2423185.849833 + Penalty 11465.959019 = -2411719.890814 nChanged 142 SP:Iteration 10Q (3767.070000 sec): 3 clusters Score: Raw -2423250.407889 + Penalty 11465.959019 = -2411784.448870 nChanged 158 SP:Iteration 11Q (3767.170000 sec): 3 clusters Score: Raw -2423336.098631 + Penalty 11465.959019 = -2411870.139613 nChanged 194 SP:Iteration 12Q (3767.260000 sec): 3 clusters Score: Raw -2423439.521472 + Penalty 11465.959019 = -2411973.562453 nChanged 204 SP:Iteration 13Q (3767.360000 sec): 3 clusters Score: Raw -2423551.608857 + Penalty 11465.959019 = -2412085.649838 nChanged 227 SP:Iteration 14Q (3767.450000 sec): 3 clusters Score: Raw -2423698.880467 + Penalty 11465.959019 = -2412232.921448 nChanged 273 SP:Iteration 15Q (3767.540000 sec): 3 clusters Score: Raw -2423914.475423 + Penalty 11465.959019 = -2412448.516405 nChanged 359 SP:Iteration 16Q (3767.640000 sec): 3 clusters Score: Raw -2424254.119683 + Penalty 11465.959019 = -2412788.160664 nChanged 447 SP:Iteration 17Q (3767.730000 sec): 3 clusters Score: Raw -2424710.893457 + Penalty 11465.959019 = -2413244.934438 nChanged 516 SP:Iteration 18Q (3767.820000 sec): 3 clusters Score: Raw -2425235.124256 + Penalty 11465.959019 = -2413769.165237 nChanged 552 SP:Iteration 19Q (3767.920000 sec): 3 clusters Score: Raw -2425760.198616 + Penalty 11465.959019 = -2414294.239597 nChanged 525 SP:Iteration 20F (3768.010000 sec): 3 clusters Score: Raw -2426238.058256 + Penalty 11465.959019 = -2414772.099237 nChanged 483 SP:Iteration 21Q (3768.100000 sec): 3 clusters Score: Raw -2426637.644001 + Penalty 11465.959019 = -2415171.684982 nChanged 407 SP:Iteration 22Q (3768.190000 sec): 3 clusters Score: Raw -2426943.331719 + Penalty 11465.959019 = -2415477.372700 nChanged 336 SP:Iteration 23Q (3768.280000 sec): 3 clusters Score: Raw -2427166.144941 + Penalty 11465.959019 = -2415700.185923 nChanged 251 SP:Iteration 24Q (3768.370000 sec): 3 clusters Score: Raw -2427320.910543 + Penalty 11465.959019 = -2415854.951525 nChanged 202 SP:Iteration 25Q (3768.460000 sec): 3 clusters Score: Raw -2427441.144723 + Penalty 11465.959019 = -2415975.185704 nChanged 167 SP:Iteration 26Q (3768.550000 sec): 3 clusters Score: Raw -2427531.186588 + Penalty 11465.959019 = -2416065.227569 nChanged 142 SP:Iteration 27Q (3768.640000 sec): 3 clusters Score: Raw -2427601.271374 + Penalty 11465.959019 = -2416135.312355 nChanged 113 SP:Iteration 28Q (3768.730000 sec): 3 clusters Score: Raw -2427651.633512 + Penalty 11465.959019 = -2416185.674493 nChanged 85 SP:Iteration 29Q (3768.820000 sec): 3 clusters Score: Raw -2427686.583508 + Penalty 11465.959019 = -2416220.624489 nChanged 64 SP:Iteration 30Q (3768.900000 sec): 3 clusters Score: Raw -2427713.344371 + Penalty 11465.959019 = -2416247.385352 nChanged 58 SP:Iteration 31Q (3768.990000 sec): 3 clusters Score: Raw -2427733.593878 + Penalty 11465.959019 = -2416267.634859 nChanged 51 SP:Iteration 32Q (3769.080000 sec): 3 clusters Score: Raw -2427748.500904 + Penalty 11465.959019 = -2416282.541885 nChanged 33 SP:Iteration 33Q (3769.170000 sec): 3 clusters Score: Raw -2427759.551956 + Penalty 11465.959019 = -2416293.592937 nChanged 31 SP:Iteration 34Q (3769.260000 sec): 3 clusters Score: Raw -2427769.125470 + Penalty 11465.959019 = -2416303.166451 nChanged 20 SP:Iteration 35Q (3769.340000 sec): 3 clusters Score: Raw -2427775.301964 + Penalty 11465.959019 = -2416309.342945 nChanged 16 SP:Iteration 36Q (3769.430000 sec): 3 clusters Score: Raw -2427780.015914 + Penalty 11465.959019 = -2416314.056895 nChanged 15 SP:Iteration 37Q (3769.520000 sec): 3 clusters Score: Raw -2427783.680461 + Penalty 11465.959019 = -2416317.721442 nChanged 9 SP:Iteration 38Q (3769.600000 sec): 3 clusters Score: Raw -2427786.458516 + Penalty 11465.959019 = -2416320.499497 nChanged 11 SP:Iteration 39Q (3769.690000 sec): 3 clusters Score: Raw -2427790.030215 + Penalty 11465.959019 = -2416324.071196 nChanged 9 SP:Iteration 40F (3769.780000 sec): 3 clusters Score: Raw -2427792.426700 + Penalty 11465.959019 = -2416326.467681 nChanged 11 SP:Iteration 41Q (3769.870000 sec): 3 clusters Score: Raw -2427795.743700 + Penalty 11465.959019 = -2416329.784681 nChanged 13 SP:Iteration 42Q (3769.960000 sec): 3 clusters Score: Raw -2427798.459945 + Penalty 11465.959019 = -2416332.500926 nChanged 10 SP:Iteration 43Q (3770.050000 sec): 3 clusters Score: Raw -2427801.147468 + Penalty 11465.959019 = -2416335.188449 nChanged 9 SP:Iteration 44Q (3770.140000 sec): 3 clusters Score: Raw -2427804.799760 + Penalty 11465.959019 = -2416338.840741 nChanged 13 SP:Iteration 45Q (3770.220000 sec): 3 clusters Score: Raw -2427808.419015 + Penalty 11465.959019 = -2416342.459997 nChanged 9 SP:Iteration 46Q (3770.310000 sec): 3 clusters Score: Raw -2427810.918393 + Penalty 11465.959019 = -2416344.959374 nChanged 11 SP:Iteration 47Q (3770.400000 sec): 3 clusters Score: Raw -2427814.136952 + Penalty 11465.959019 = -2416348.177933 nChanged 8 SP:Iteration 48Q (3770.490000 sec): 3 clusters Score: Raw -2427816.474788 + Penalty 11465.959019 = -2416350.515769 nChanged 6 SP:Iteration 49Q (3770.580000 sec): 3 clusters Score: Raw -2427818.116553 + Penalty 11465.959019 = -2416352.157534 nChanged 11 SP:Iteration 50Q (3770.660000 sec): 3 clusters Score: Raw -2427821.155251 + Penalty 11465.959019 = -2416355.196232 nChanged 4 SP:Iteration 51Q (3770.750000 sec): 3 clusters Score: Raw -2427822.304828 + Penalty 11465.959019 = -2416356.345809 nChanged 5 SP:Iteration 52Q (3770.840000 sec): 3 clusters Score: Raw -2427823.615694 + Penalty 11465.959019 = -2416357.656676 nChanged 4 SP:Iteration 53Q (3770.930000 sec): 3 clusters Score: Raw -2427824.365097 + Penalty 11465.959019 = -2416358.406078 nChanged 4 SP:Iteration 54Q (3771.020000 sec): 3 clusters Score: Raw -2427825.189156 + Penalty 11465.959019 = -2416359.230138 nChanged 6 SP:Iteration 55Q (3771.100000 sec): 3 clusters Score: Raw -2427827.058316 + Penalty 11465.959019 = -2416361.099297 nChanged 6 SP:Iteration 56Q (3771.190000 sec): 3 clusters Score: Raw -2427829.334147 + Penalty 11465.959019 = -2416363.375128 nChanged 8 SP:Iteration 57Q (3771.280000 sec): 3 clusters Score: Raw -2427831.720929 + Penalty 11465.959019 = -2416365.761910 nChanged 11 SP:Iteration 58Q (3771.370000 sec): 3 clusters Score: Raw -2427835.607111 + Penalty 11465.959019 = -2416369.648092 nChanged 4 SP:Iteration 59Q (3771.460000 sec): 3 clusters Score: Raw -2427836.607008 + Penalty 11465.959019 = -2416370.647990 nChanged 5 SP:Iteration 60F (3771.550000 sec): 3 clusters Score: Raw -2427838.003181 + Penalty 11465.959019 = -2416372.044162 nChanged 6 SP:Iteration 61Q (3771.640000 sec): 3 clusters Score: Raw -2427840.140085 + Penalty 11465.959019 = -2416374.181066 nChanged 9 SP:Iteration 62Q (3771.730000 sec): 3 clusters Score: Raw -2427842.639931 + Penalty 11465.959019 = -2416376.680912 nChanged 6 SP:Iteration 63Q (3771.820000 sec): 3 clusters Score: Raw -2427843.923965 + Penalty 11465.959019 = -2416377.964947 nChanged 4 SP:Iteration 64Q (3771.900000 sec): 3 clusters Score: Raw -2427844.847336 + Penalty 11465.959019 = -2416378.888317 nChanged 2 SP:Iteration 65Q (3771.990000 sec): 3 clusters Score: Raw -2427845.336454 + Penalty 11465.959019 = -2416379.377435 nChanged 1 SP:Iteration 66Q (3772.080000 sec): 3 clusters Score: Raw -2427845.515585 + Penalty 11465.959019 = -2416379.556566 nChanged 1 SP:Iteration 67Q (3772.170000 sec): 3 clusters Score: Raw -2427845.783928 + Penalty 11465.959019 = -2416379.824909 nChanged 1 SP:Iteration 68Q (3772.260000 sec): 3 clusters Score: Raw -2427846.172205 + Penalty 11465.959019 = -2416380.213186 nChanged 1 SP:Iteration 69Q (3772.340000 sec): 3 clusters Score: Raw -2427846.770784 + Penalty 11465.959019 = -2416380.811765 nChanged 1 SP:Iteration 70Q (3772.430000 sec): 3 clusters Score: Raw -2427846.945766 + Penalty 11465.959019 = -2416380.986747 nChanged 1 SP:Iteration 71Q (3772.520000 sec): 3 clusters Score: Raw -2427847.131991 + Penalty 11465.959019 = -2416381.172973 nChanged 0 SP:Iteration 72F (3772.620000 sec): 3 clusters Score: Raw -2427847.131991 + Penalty 11465.959019 = -2416381.172973 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 15 (31815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3772.820000 sec): 2 clusters Score: Raw -6717516.640869 + Penalty 6350.212058 = -6711166.428811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3773.090000 sec): 3 clusters Score: Raw -6699822.806766 + Penalty 12700.424116 = -6687122.382650 nChanged 13454 SP:Iteration 1F (3773.350000 sec): 3 clusters Score: Raw -6707229.277121 + Penalty 12700.424116 = -6694528.853005 nChanged 2091 SP:Iteration 2F (3773.610000 sec): 3 clusters Score: Raw -6708489.736725 + Penalty 12700.424116 = -6695789.312610 nChanged 1902 SP:Iteration 3F (3773.870000 sec): 3 clusters Score: Raw -6709821.551987 + Penalty 12700.424116 = -6697121.127872 nChanged 1885 SP:Iteration 4F (3774.140000 sec): 3 clusters Score: Raw -6711147.931295 + Penalty 12700.424116 = -6698447.507179 nChanged 1802 SP:Iteration 5F (3774.400000 sec): 3 clusters Score: Raw -6712260.834826 + Penalty 12700.424116 = -6699560.410711 nChanged 1616 SP:Iteration 6F (3774.660000 sec): 3 clusters Score: Raw -6713136.131100 + Penalty 12700.424116 = -6700435.706985 nChanged 1462 SP:Iteration 7Q (3774.920000 sec): 3 clusters Score: Raw -6713890.803711 + Penalty 12700.424116 = -6701190.379595 nChanged 1346 SP:Iteration 8Q (3775.170000 sec): 3 clusters Score: Raw -6714559.228371 + Penalty 12700.424116 = -6701858.804255 nChanged 1247 SP:Iteration 9Q (3775.430000 sec): 3 clusters Score: Raw -6715228.000578 + Penalty 12700.424116 = -6702527.576462 nChanged 1128 SP:Iteration 10Q (3775.680000 sec): 3 clusters Score: Raw -6715860.085821 + Penalty 12700.424116 = -6703159.661705 nChanged 1098 SP:Iteration 11Q (3775.940000 sec): 3 clusters Score: Raw -6716502.151930 + Penalty 12700.424116 = -6703801.727814 nChanged 1120 SP:Iteration 12Q (3776.190000 sec): 3 clusters Score: Raw -6717179.046851 + Penalty 12700.424116 = -6704478.622735 nChanged 1075 SP:Iteration 13Q (3776.440000 sec): 3 clusters Score: Raw -6717869.387748 + Penalty 12700.424116 = -6705168.963632 nChanged 1047 SP:Iteration 14Q (3776.700000 sec): 3 clusters Score: Raw -6718558.331969 + Penalty 12700.424116 = -6705857.907853 nChanged 1001 SP:Iteration 15Q (3776.940000 sec): 3 clusters Score: Raw -6719248.775785 + Penalty 12700.424116 = -6706548.351669 nChanged 964 SP:Iteration 16Q (3777.180000 sec): 3 clusters Score: Raw -6719970.281396 + Penalty 12700.424116 = -6707269.857280 nChanged 957 SP:Iteration 17Q (3777.420000 sec): 3 clusters Score: Raw -6720717.655789 + Penalty 12700.424116 = -6708017.231673 nChanged 834 SP:Iteration 18Q (3777.650000 sec): 3 clusters Score: Raw -6721389.269283 + Penalty 12700.424116 = -6708688.845167 nChanged 685 SP:Iteration 19Q (3777.880000 sec): 3 clusters Score: Raw -6721953.351241 + Penalty 12700.424116 = -6709252.927126 nChanged 569 SP:Iteration 20F (3778.140000 sec): 3 clusters Score: Raw -6722432.194787 + Penalty 12700.424116 = -6709731.770671 nChanged 492 SP:Iteration 21Q (3778.350000 sec): 3 clusters Score: Raw -6722827.219979 + Penalty 12700.424116 = -6710126.795863 nChanged 410 SP:Iteration 22Q (3778.560000 sec): 3 clusters Score: Raw -6723105.058446 + Penalty 12700.424116 = -6710404.634330 nChanged 266 SP:Iteration 23Q (3778.760000 sec): 3 clusters Score: Raw -6723253.698132 + Penalty 12700.424116 = -6710553.274017 nChanged 185 SP:Iteration 24Q (3778.960000 sec): 3 clusters Score: Raw -6723350.319587 + Penalty 12700.424116 = -6710649.895471 nChanged 145 SP:Iteration 25Q (3779.160000 sec): 3 clusters Score: Raw -6723421.856180 + Penalty 12700.424116 = -6710721.432064 nChanged 113 SP:Iteration 26Q (3779.350000 sec): 3 clusters Score: Raw -6723469.198499 + Penalty 12700.424116 = -6710768.774383 nChanged 74 SP:Iteration 27Q (3779.550000 sec): 3 clusters Score: Raw -6723493.371296 + Penalty 12700.424116 = -6710792.947180 nChanged 57 SP:Iteration 28Q (3779.740000 sec): 3 clusters Score: Raw -6723511.572230 + Penalty 12700.424116 = -6710811.148115 nChanged 45 SP:Iteration 29Q (3779.940000 sec): 3 clusters Score: Raw -6723525.944117 + Penalty 12700.424116 = -6710825.520002 nChanged 32 SP:Iteration 30Q (3780.130000 sec): 3 clusters Score: Raw -6723536.783348 + Penalty 12700.424116 = -6710836.359232 nChanged 25 SP:Iteration 31Q (3780.320000 sec): 3 clusters Score: Raw -6723546.938633 + Penalty 12700.424116 = -6710846.514517 nChanged 22 SP:Iteration 32Q (3780.520000 sec): 3 clusters Score: Raw -6723554.455244 + Penalty 12700.424116 = -6710854.031128 nChanged 27 SP:Iteration 33Q (3780.710000 sec): 3 clusters Score: Raw -6723563.804086 + Penalty 12700.424116 = -6710863.379971 nChanged 21 SP:Iteration 34Q (3780.910000 sec): 3 clusters Score: Raw -6723570.102576 + Penalty 12700.424116 = -6710869.678460 nChanged 18 SP:Iteration 35Q (3781.100000 sec): 3 clusters Score: Raw -6723574.804810 + Penalty 12700.424116 = -6710874.380694 nChanged 11 SP:Iteration 36Q (3781.290000 sec): 3 clusters Score: Raw -6723577.700934 + Penalty 12700.424116 = -6710877.276818 nChanged 6 SP:Iteration 37Q (3781.480000 sec): 3 clusters Score: Raw -6723580.010876 + Penalty 12700.424116 = -6710879.586760 nChanged 8 SP:Iteration 38Q (3781.680000 sec): 3 clusters Score: Raw -6723582.129156 + Penalty 12700.424116 = -6710881.705040 nChanged 6 SP:Iteration 39Q (3781.870000 sec): 3 clusters Score: Raw -6723583.318532 + Penalty 12700.424116 = -6710882.894416 nChanged 2 SP:Iteration 40F (3782.130000 sec): 3 clusters Score: Raw -6723583.702747 + Penalty 12700.424116 = -6710883.278632 nChanged 1 SP:Iteration 41Q (3782.320000 sec): 3 clusters Score: Raw -6723583.982399 + Penalty 12700.424116 = -6710883.558284 nChanged 0 SP:Iteration 42F (3782.580000 sec): 3 clusters Score: Raw -6723583.982399 + Penalty 12700.424116 = -6710883.558284 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 16 (17717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3782.710000 sec): 2 clusters Score: Raw -3854920.134073 + Penalty 5991.646445 = -3848928.487629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3782.850000 sec): 3 clusters Score: Raw -3845886.156140 + Penalty 11983.292889 = -3833902.863251 nChanged 7020 SP:Iteration 1F (3783.000000 sec): 3 clusters Score: Raw -3849729.157986 + Penalty 11983.292889 = -3837745.865097 nChanged 1339 SP:Iteration 2F (3783.140000 sec): 3 clusters Score: Raw -3850718.138060 + Penalty 11983.292889 = -3838734.845171 nChanged 1237 SP:Iteration 3F (3783.290000 sec): 3 clusters Score: Raw -3852049.876783 + Penalty 11983.292889 = -3840066.583894 nChanged 1464 SP:Iteration 4F (3783.430000 sec): 3 clusters Score: Raw -3853974.260548 + Penalty 11983.292889 = -3841990.967659 nChanged 1595 SP:Iteration 5F (3783.580000 sec): 3 clusters Score: Raw -3856075.679430 + Penalty 11983.292889 = -3844092.386541 nChanged 1390 SP:Iteration 6F (3783.720000 sec): 3 clusters Score: Raw -3857551.518604 + Penalty 11983.292889 = -3845568.225715 nChanged 968 SP:Iteration 7F (3783.870000 sec): 3 clusters Score: Raw -3858307.614357 + Penalty 11983.292889 = -3846324.321468 nChanged 577 SP:Iteration 8Q (3784.010000 sec): 3 clusters Score: Raw -3858609.789083 + Penalty 11983.292889 = -3846626.496193 nChanged 347 SP:Iteration 9Q (3784.150000 sec): 3 clusters Score: Raw -3858754.563301 + Penalty 11983.292889 = -3846771.270412 nChanged 204 SP:Iteration 10Q (3784.290000 sec): 3 clusters Score: Raw -3858823.760601 + Penalty 11983.292889 = -3846840.467712 nChanged 113 SP:Iteration 11Q (3784.430000 sec): 3 clusters Score: Raw -3858855.536090 + Penalty 11983.292889 = -3846872.243201 nChanged 67 SP:Iteration 12Q (3784.570000 sec): 3 clusters Score: Raw -3858871.602157 + Penalty 11983.292889 = -3846888.309267 nChanged 44 SP:Iteration 13Q (3784.700000 sec): 3 clusters Score: Raw -3858880.556052 + Penalty 11983.292889 = -3846897.263163 nChanged 22 SP:Iteration 14Q (3784.840000 sec): 3 clusters Score: Raw -3858885.440314 + Penalty 11983.292889 = -3846902.147425 nChanged 22 SP:Iteration 15Q (3784.980000 sec): 3 clusters Score: Raw -3858889.961016 + Penalty 11983.292889 = -3846906.668126 nChanged 15 SP:Iteration 16Q (3785.120000 sec): 3 clusters Score: Raw -3858892.592850 + Penalty 11983.292889 = -3846909.299961 nChanged 12 SP:Iteration 17Q (3785.260000 sec): 3 clusters Score: Raw -3858895.019052 + Penalty 11983.292889 = -3846911.726162 nChanged 8 SP:Iteration 18Q (3785.400000 sec): 3 clusters Score: Raw -3858896.215666 + Penalty 11983.292889 = -3846912.922777 nChanged 3 SP:Iteration 19Q (3785.540000 sec): 3 clusters Score: Raw -3858896.772345 + Penalty 11983.292889 = -3846913.479456 nChanged 2 SP:Iteration 20F (3785.680000 sec): 3 clusters Score: Raw -3858897.128880 + Penalty 11983.292889 = -3846913.835990 nChanged 1 SP:Iteration 21Q (3785.820000 sec): 3 clusters Score: Raw -3858897.297925 + Penalty 11983.292889 = -3846914.005035 nChanged 0 SP:Iteration 22F (3785.970000 sec): 3 clusters Score: Raw -3858897.297925 + Penalty 11983.292889 = -3846914.005035 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 18 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3785.980000 sec): 2 clusters Score: Raw -88916.255637 + Penalty 3712.642363 = -85203.613275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3785.980000 sec): 3 clusters Score: Raw -89426.768981 + Penalty 7425.284726 = -82001.484255 nChanged 36 SP:Iteration 1F (3785.990000 sec): 3 clusters Score: Raw -89630.347365 + Penalty 7425.284726 = -82205.062639 nChanged 9 SP:Iteration 2Q (3785.990000 sec): 3 clusters Score: Raw -89681.007766 + Penalty 7425.284726 = -82255.723040 nChanged 2 SP:Iteration 3Q (3786.000000 sec): 3 clusters Score: Raw -89689.577966 + Penalty 7425.284726 = -82264.293240 nChanged 0 SP:Iteration 4F (3786.000000 sec): 3 clusters Score: Raw -89689.577966 + Penalty 7425.284726 = -82264.293240 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 19 (7318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3786.050000 sec): 2 clusters Score: Raw -1570267.878706 + Penalty 5450.081562 = -1564817.797144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3786.110000 sec): 3 clusters Score: Raw -1567121.254906 + Penalty 10900.163123 = -1556221.091782 nChanged 2571 SP:Iteration 1F (3786.170000 sec): 3 clusters Score: Raw -1568787.787709 + Penalty 10900.163123 = -1557887.624585 nChanged 571 SP:Iteration 2F (3786.230000 sec): 3 clusters Score: Raw -1569258.574483 + Penalty 10900.163123 = -1558358.411359 nChanged 369 SP:Iteration 3F (3786.290000 sec): 3 clusters Score: Raw -1569599.025533 + Penalty 10900.163123 = -1558698.862410 nChanged 329 SP:Iteration 4Q (3786.350000 sec): 3 clusters Score: Raw -1569881.945385 + Penalty 10900.163123 = -1558981.782262 nChanged 305 SP:Iteration 5Q (3786.400000 sec): 3 clusters Score: Raw -1570162.236341 + Penalty 10900.163123 = -1559262.073218 nChanged 287 SP:Iteration 6Q (3786.460000 sec): 3 clusters Score: Raw -1570426.726521 + Penalty 10900.163123 = -1559526.563398 nChanged 287 SP:Iteration 7Q (3786.520000 sec): 3 clusters Score: Raw -1570699.029124 + Penalty 10900.163123 = -1559798.866001 nChanged 276 SP:Iteration 8Q (3786.580000 sec): 3 clusters Score: Raw -1570955.361927 + Penalty 10900.163123 = -1560055.198803 nChanged 232 SP:Iteration 9Q (3786.640000 sec): 3 clusters Score: Raw -1571183.650354 + Penalty 10900.163123 = -1560283.487231 nChanged 207 SP:Iteration 10Q (3786.700000 sec): 3 clusters Score: Raw -1571369.406886 + Penalty 10900.163123 = -1560469.243763 nChanged 199 SP:Iteration 11Q (3786.750000 sec): 3 clusters Score: Raw -1571556.056301 + Penalty 10900.163123 = -1560655.893178 nChanged 190 SP:Iteration 12Q (3786.810000 sec): 3 clusters Score: Raw -1571724.159817 + Penalty 10900.163123 = -1560823.996693 nChanged 149 SP:Iteration 13Q (3786.870000 sec): 3 clusters Score: Raw -1571844.186916 + Penalty 10900.163123 = -1560944.023793 nChanged 129 SP:Iteration 14Q (3786.920000 sec): 3 clusters Score: Raw -1571933.237139 + Penalty 10900.163123 = -1561033.074015 nChanged 96 SP:Iteration 15Q (3786.980000 sec): 3 clusters Score: Raw -1572000.150554 + Penalty 10900.163123 = -1561099.987430 nChanged 74 SP:Iteration 16Q (3787.040000 sec): 3 clusters Score: Raw -1572049.203489 + Penalty 10900.163123 = -1561149.040366 nChanged 67 SP:Iteration 17Q (3787.090000 sec): 3 clusters Score: Raw -1572086.271466 + Penalty 10900.163123 = -1561186.108343 nChanged 49 SP:Iteration 18Q (3787.150000 sec): 3 clusters Score: Raw -1572115.162174 + Penalty 10900.163123 = -1561214.999051 nChanged 51 SP:Iteration 19Q (3787.200000 sec): 3 clusters Score: Raw -1572142.225477 + Penalty 10900.163123 = -1561242.062354 nChanged 34 SP:Iteration 20F (3787.260000 sec): 3 clusters Score: Raw -1572158.870721 + Penalty 10900.163123 = -1561258.707598 nChanged 28 SP:Iteration 21Q (3787.320000 sec): 3 clusters Score: Raw -1572171.928645 + Penalty 10900.163123 = -1561271.765522 nChanged 22 SP:Iteration 22Q (3787.370000 sec): 3 clusters Score: Raw -1572184.716885 + Penalty 10900.163123 = -1561284.553762 nChanged 17 SP:Iteration 23Q (3787.430000 sec): 3 clusters Score: Raw -1572192.510728 + Penalty 10900.163123 = -1561292.347605 nChanged 7 SP:Iteration 24Q (3787.480000 sec): 3 clusters Score: Raw -1572195.361521 + Penalty 10900.163123 = -1561295.198397 nChanged 5 SP:Iteration 25Q (3787.540000 sec): 3 clusters Score: Raw -1572197.021869 + Penalty 10900.163123 = -1561296.858745 nChanged 1 SP:Iteration 26Q (3787.600000 sec): 3 clusters Score: Raw -1572197.330994 + Penalty 10900.163123 = -1561297.167871 nChanged 0 SP:Iteration 27F (3787.650000 sec): 3 clusters Score: Raw -1572197.330994 + Penalty 10900.163123 = -1561297.167871 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 20 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3787.660000 sec): 2 clusters Score: Raw -75888.519967 + Penalty 3654.264878 = -72234.255090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3787.660000 sec): 3 clusters Score: Raw -76613.261814 + Penalty 7308.529755 = -69304.732059 nChanged 30 SP:Iteration 1F (3787.670000 sec): 3 clusters Score: Raw -76751.153242 + Penalty 7308.529755 = -69442.623487 nChanged 10 SP:Iteration 2Q (3787.670000 sec): 3 clusters Score: Raw -76805.075321 + Penalty 7308.529755 = -69496.545566 nChanged 1 SP:Iteration 3Q (3787.680000 sec): 3 clusters Score: Raw -76810.129602 + Penalty 7308.529755 = -69501.599847 nChanged 0 SP:Iteration 4F (3787.680000 sec): 3 clusters Score: Raw -76810.129602 + Penalty 7308.529755 = -69501.599847 nChanged 0 Iteration 59Q (3794.130000 sec): 18 clusters Score: Raw -104933410.375775 + Penalty 136449.448361 = -104796960.927413 nChanged 773 Iteration 60F (3819.450000 sec): 18 clusters Score: Raw -104933557.375275 + Penalty 136449.448361 = -104797107.926914 nChanged 729 Iteration 61Q (3826.130000 sec): 18 clusters Score: Raw -104933699.205555 + Penalty 136449.448361 = -104797249.757193 nChanged 759 Iteration 62Q (3832.790000 sec): 18 clusters Score: Raw -104933845.883651 + Penalty 136449.448361 = -104797396.435290 nChanged 762 Iteration 63Q (3839.420000 sec): 18 clusters Score: Raw -104934002.526690 + Penalty 136449.448361 = -104797553.078328 nChanged 745 Iteration 64Q (3846.040000 sec): 18 clusters Score: Raw -104934153.243946 + Penalty 136449.448361 = -104797703.795585 nChanged 756 Iteration 65Q (3852.650000 sec): 18 clusters Score: Raw -104934310.604725 + Penalty 136449.448361 = -104797861.156364 nChanged 748 Iteration 66Q (3859.240000 sec): 18 clusters Score: Raw -104934458.689697 + Penalty 136449.448361 = -104798009.241336 nChanged 714 Iteration 67Q (3865.830000 sec): 18 clusters Score: Raw -104934613.156886 + Penalty 136449.448361 = -104798163.708524 nChanged 729 Iteration 68Q (3872.400000 sec): 18 clusters Score: Raw -104934780.952877 + Penalty 136449.448361 = -104798331.504516 nChanged 753 Iteration 69Q (3878.960000 sec): 18 clusters Score: Raw -104934940.202636 + Penalty 136449.448361 = -104798490.754274 nChanged 717 Iteration 70Q (3885.500000 sec): 18 clusters Score: Raw -104935094.211271 + Penalty 136449.448361 = -104798644.762910 nChanged 647 Iteration 71Q (3892.030000 sec): 18 clusters Score: Raw -104935226.121262 + Penalty 136449.448361 = -104798776.672900 nChanged 646 Iteration 72Q (3898.560000 sec): 18 clusters Score: Raw -104935360.953365 + Penalty 136449.448361 = -104798911.505003 nChanged 612 Iteration 73Q (3905.080000 sec): 18 clusters Score: Raw -104935480.138573 + Penalty 136449.448361 = -104799030.690211 nChanged 540 Iteration 74Q (3911.560000 sec): 18 clusters Score: Raw -104935588.438095 + Penalty 136449.448361 = -104799138.989734 nChanged 489 Iteration 75Q (3918.050000 sec): 18 clusters Score: Raw -104935681.754235 + Penalty 136449.448361 = -104799232.305874 nChanged 458 Iteration 76Q (3924.510000 sec): 18 clusters Score: Raw -104935759.915624 + Penalty 136449.448361 = -104799310.467262 nChanged 424 Iteration 77Q (3930.980000 sec): 18 clusters Score: Raw -104935816.297707 + Penalty 136449.448361 = -104799366.849346 nChanged 386 Iteration 78Q (3937.450000 sec): 18 clusters Score: Raw -104935863.203845 + Penalty 136449.448361 = -104799413.755484 nChanged 308 Iteration 79Q (3943.910000 sec): 18 clusters Score: Raw -104935901.116686 + Penalty 136449.448361 = -104799451.668325 nChanged 262 Iteration 80F (3969.240000 sec): 18 clusters Score: Raw -104935964.944459 + Penalty 136449.448361 = -104799515.496098 nChanged 276 Iteration 81Q (3975.950000 sec): 18 clusters Score: Raw -104936018.253026 + Penalty 136449.448361 = -104799568.804665 nChanged 309 Iteration 82Q (3982.660000 sec): 18 clusters Score: Raw -104936073.762466 + Penalty 136449.448361 = -104799624.314104 nChanged 333 Iteration 83Q (3989.370000 sec): 18 clusters Score: Raw -104936139.777879 + Penalty 136449.448361 = -104799690.329517 nChanged 329 Iteration 84Q (3996.070000 sec): 18 clusters Score: Raw -104936214.442260 + Penalty 136449.448361 = -104799764.993898 nChanged 319 Iteration 85Q (4002.760000 sec): 18 clusters Score: Raw -104936271.933300 + Penalty 136449.448361 = -104799822.484939 nChanged 331 Iteration 86Q (4009.450000 sec): 18 clusters Score: Raw -104936326.817706 + Penalty 136449.448361 = -104799877.369344 nChanged 361 Iteration 87Q (4016.130000 sec): 18 clusters Score: Raw -104936390.313600 + Penalty 136449.448361 = -104799940.865239 nChanged 308 Iteration 88Q (4022.810000 sec): 18 clusters Score: Raw -104936441.264253 + Penalty 136449.448361 = -104799991.815892 nChanged 302 Iteration 89Q (4029.490000 sec): 18 clusters Score: Raw -104936493.079932 + Penalty 136449.448361 = -104800043.631571 nChanged 321 Iteration 90Q (4036.170000 sec): 18 clusters Score: Raw -104936546.930654 + Penalty 136449.448361 = -104800097.482292 nChanged 351 Iteration 91Q (4042.850000 sec): 18 clusters Score: Raw -104936602.272680 + Penalty 136449.448361 = -104800152.824319 nChanged 362 Iteration 92Q (4049.530000 sec): 18 clusters Score: Raw -104936662.812831 + Penalty 136449.448361 = -104800213.364470 nChanged 340 Iteration 93Q (4056.200000 sec): 18 clusters Score: Raw -104936740.478743 + Penalty 136449.448361 = -104800291.030381 nChanged 404 Iteration 94Q (4062.880000 sec): 18 clusters Score: Raw -104936852.479502 + Penalty 136449.448361 = -104800403.031141 nChanged 464 Iteration 95Q (4069.560000 sec): 18 clusters Score: Raw -104936978.862638 + Penalty 136449.448361 = -104800529.414276 nChanged 509 Iteration 96Q (4076.230000 sec): 18 clusters Score: Raw -104937101.390162 + Penalty 136449.448361 = -104800651.941801 nChanged 587 Iteration 97Q (4082.880000 sec): 18 clusters Score: Raw -104937245.630973 + Penalty 136449.448361 = -104800796.182612 nChanged 583 Iteration 98Q (4089.540000 sec): 18 clusters Score: Raw -104937375.545723 + Penalty 136449.448361 = -104800926.097361 nChanged 627 Writing temp clu file Compute initial score before splitting: Score: Raw -104937375.545723 + Penalty 136449.448361 = -104800926.097361 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 1 (13974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4089.720000 sec): 2 clusters Score: Raw -3007817.679388 + Penalty 5846.284165 = -3001971.395223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4089.840000 sec): 3 clusters Score: Raw -3000864.819635 + Penalty 11692.568330 = -2989172.251305 nChanged 5491 SP:Iteration 1F (4089.950000 sec): 3 clusters Score: Raw -3003976.563621 + Penalty 11692.568330 = -2992283.995291 nChanged 1057 SP:Iteration 2F (4090.060000 sec): 3 clusters Score: Raw -3004656.700399 + Penalty 11692.568330 = -2992964.132068 nChanged 775 SP:Iteration 3F (4090.180000 sec): 3 clusters Score: Raw -3005152.310850 + Penalty 11692.568330 = -2993459.742519 nChanged 591 SP:Iteration 4Q (4090.290000 sec): 3 clusters Score: Raw -3005489.123884 + Penalty 11692.568330 = -2993796.555554 nChanged 541 SP:Iteration 5Q (4090.400000 sec): 3 clusters Score: Raw -3005792.680600 + Penalty 11692.568330 = -2994100.112270 nChanged 482 SP:Iteration 6Q (4090.520000 sec): 3 clusters Score: Raw -3006031.656580 + Penalty 11692.568330 = -2994339.088249 nChanged 445 SP:Iteration 7Q (4090.630000 sec): 3 clusters Score: Raw -3006270.473226 + Penalty 11692.568330 = -2994577.904896 nChanged 444 SP:Iteration 8Q (4090.740000 sec): 3 clusters Score: Raw -3006524.166317 + Penalty 11692.568330 = -2994831.597986 nChanged 446 SP:Iteration 9Q (4090.860000 sec): 3 clusters Score: Raw -3006787.537496 + Penalty 11692.568330 = -2995094.969165 nChanged 473 SP:Iteration 10Q (4090.970000 sec): 3 clusters Score: Raw -3007103.306278 + Penalty 11692.568330 = -2995410.737947 nChanged 508 SP:Iteration 11Q (4091.080000 sec): 3 clusters Score: Raw -3007497.116558 + Penalty 11692.568330 = -2995804.548228 nChanged 551 SP:Iteration 12Q (4091.200000 sec): 3 clusters Score: Raw -3007957.632913 + Penalty 11692.568330 = -2996265.064583 nChanged 571 SP:Iteration 13Q (4091.310000 sec): 3 clusters Score: Raw -3008476.798384 + Penalty 11692.568330 = -2996784.230054 nChanged 581 SP:Iteration 14Q (4091.420000 sec): 3 clusters Score: Raw -3008990.729518 + Penalty 11692.568330 = -2997298.161187 nChanged 500 SP:Iteration 15Q (4091.530000 sec): 3 clusters Score: Raw -3009390.471219 + Penalty 11692.568330 = -2997697.902889 nChanged 403 SP:Iteration 16Q (4091.640000 sec): 3 clusters Score: Raw -3009679.767309 + Penalty 11692.568330 = -2997987.198979 nChanged 324 SP:Iteration 17Q (4091.750000 sec): 3 clusters Score: Raw -3009893.216957 + Penalty 11692.568330 = -2998200.648627 nChanged 244 SP:Iteration 18Q (4091.860000 sec): 3 clusters Score: Raw -3010049.079207 + Penalty 11692.568330 = -2998356.510877 nChanged 179 SP:Iteration 19Q (4091.970000 sec): 3 clusters Score: Raw -3010153.574265 + Penalty 11692.568330 = -2998461.005935 nChanged 151 SP:Iteration 20F (4092.080000 sec): 3 clusters Score: Raw -3010229.661323 + Penalty 11692.568330 = -2998537.092993 nChanged 111 SP:Iteration 21Q (4092.180000 sec): 3 clusters Score: Raw -3010279.394472 + Penalty 11692.568330 = -2998586.826141 nChanged 87 SP:Iteration 22Q (4092.290000 sec): 3 clusters Score: Raw -3010319.978817 + Penalty 11692.568330 = -2998627.410487 nChanged 69 SP:Iteration 23Q (4092.400000 sec): 3 clusters Score: Raw -3010349.786650 + Penalty 11692.568330 = -2998657.218320 nChanged 66 SP:Iteration 24Q (4092.500000 sec): 3 clusters Score: Raw -3010378.790627 + Penalty 11692.568330 = -2998686.222296 nChanged 52 SP:Iteration 25Q (4092.600000 sec): 3 clusters Score: Raw -3010400.685861 + Penalty 11692.568330 = -2998708.117531 nChanged 44 SP:Iteration 26Q (4092.710000 sec): 3 clusters Score: Raw -3010417.334570 + Penalty 11692.568330 = -2998724.766240 nChanged 36 SP:Iteration 27Q (4092.810000 sec): 3 clusters Score: Raw -3010430.299206 + Penalty 11692.568330 = -2998737.730876 nChanged 29 SP:Iteration 28Q (4092.920000 sec): 3 clusters Score: Raw -3010442.728583 + Penalty 11692.568330 = -2998750.160252 nChanged 34 SP:Iteration 29Q (4093.020000 sec): 3 clusters Score: Raw -3010456.057202 + Penalty 11692.568330 = -2998763.488871 nChanged 22 SP:Iteration 30Q (4093.120000 sec): 3 clusters Score: Raw -3010463.020337 + Penalty 11692.568330 = -2998770.452006 nChanged 18 SP:Iteration 31Q (4093.230000 sec): 3 clusters Score: Raw -3010467.717085 + Penalty 11692.568330 = -2998775.148755 nChanged 10 SP:Iteration 32Q (4093.330000 sec): 3 clusters Score: Raw -3010470.944958 + Penalty 11692.568330 = -2998778.376627 nChanged 8 SP:Iteration 33Q (4093.430000 sec): 3 clusters Score: Raw -3010472.925422 + Penalty 11692.568330 = -2998780.357092 nChanged 2 SP:Iteration 34Q (4093.540000 sec): 3 clusters Score: Raw -3010473.448233 + Penalty 11692.568330 = -2998780.879903 nChanged 3 SP:Iteration 35Q (4093.650000 sec): 3 clusters Score: Raw -3010474.050034 + Penalty 11692.568330 = -2998781.481703 nChanged 2 SP:Iteration 36Q (4093.750000 sec): 3 clusters Score: Raw -3010474.515501 + Penalty 11692.568330 = -2998781.947171 nChanged 2 SP:Iteration 37Q (4093.850000 sec): 3 clusters Score: Raw -3010475.229879 + Penalty 11692.568330 = -2998782.661549 nChanged 2 SP:Iteration 38Q (4093.950000 sec): 3 clusters Score: Raw -3010475.822498 + Penalty 11692.568330 = -2998783.254167 nChanged 1 SP:Iteration 39Q (4094.060000 sec): 3 clusters Score: Raw -3010476.509395 + Penalty 11692.568330 = -2998783.941065 nChanged 3 SP:Iteration 40F (4094.170000 sec): 3 clusters Score: Raw -3010477.392142 + Penalty 11692.568330 = -2998784.823812 nChanged 4 SP:Iteration 41Q (4094.280000 sec): 3 clusters Score: Raw -3010478.373234 + Penalty 11692.568330 = -2998785.804903 nChanged 1 SP:Iteration 42Q (4094.380000 sec): 3 clusters Score: Raw -3010478.666582 + Penalty 11692.568330 = -2998786.098252 nChanged 2 SP:Iteration 43Q (4094.490000 sec): 3 clusters Score: Raw -3010478.965256 + Penalty 11692.568330 = -2998786.396926 nChanged 1 SP:Iteration 44Q (4094.590000 sec): 3 clusters Score: Raw -3010479.153732 + Penalty 11692.568330 = -2998786.585402 nChanged 0 SP:Iteration 45F (4094.700000 sec): 3 clusters Score: Raw -3010479.153732 + Penalty 11692.568330 = -2998786.585402 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 2 (12639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4094.790000 sec): 2 clusters Score: Raw -2610024.821955 + Penalty 5784.782312 = -2604240.039643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4094.890000 sec): 3 clusters Score: Raw -2603987.016654 + Penalty 11569.564625 = -2592417.452029 nChanged 4895 SP:Iteration 1F (4094.990000 sec): 3 clusters Score: Raw -2607154.855875 + Penalty 11569.564625 = -2595585.291250 nChanged 1104 SP:Iteration 2F (4095.090000 sec): 3 clusters Score: Raw -2608250.121423 + Penalty 11569.564625 = -2596680.556799 nChanged 914 SP:Iteration 3F (4095.190000 sec): 3 clusters Score: Raw -2609160.945654 + Penalty 11569.564625 = -2597591.381030 nChanged 757 SP:Iteration 4F (4095.300000 sec): 3 clusters Score: Raw -2609862.303831 + Penalty 11569.564625 = -2598292.739207 nChanged 689 SP:Iteration 5F (4095.400000 sec): 3 clusters Score: Raw -2610484.938622 + Penalty 11569.564625 = -2598915.373997 nChanged 582 SP:Iteration 6Q (4095.500000 sec): 3 clusters Score: Raw -2610910.833308 + Penalty 11569.564625 = -2599341.268683 nChanged 479 SP:Iteration 7Q (4095.600000 sec): 3 clusters Score: Raw -2611210.671849 + Penalty 11569.564625 = -2599641.107224 nChanged 355 SP:Iteration 8Q (4095.700000 sec): 3 clusters Score: Raw -2611410.982799 + Penalty 11569.564625 = -2599841.418175 nChanged 310 SP:Iteration 9Q (4095.800000 sec): 3 clusters Score: Raw -2611582.921857 + Penalty 11569.564625 = -2600013.357233 nChanged 258 SP:Iteration 10Q (4095.900000 sec): 3 clusters Score: Raw -2611728.614850 + Penalty 11569.564625 = -2600159.050226 nChanged 231 SP:Iteration 11Q (4096.000000 sec): 3 clusters Score: Raw -2611852.706552 + Penalty 11569.564625 = -2600283.141928 nChanged 211 SP:Iteration 12Q (4096.100000 sec): 3 clusters Score: Raw -2611956.169120 + Penalty 11569.564625 = -2600386.604496 nChanged 188 SP:Iteration 13Q (4096.200000 sec): 3 clusters Score: Raw -2612043.888890 + Penalty 11569.564625 = -2600474.324266 nChanged 154 SP:Iteration 14Q (4096.300000 sec): 3 clusters Score: Raw -2612112.871163 + Penalty 11569.564625 = -2600543.306539 nChanged 138 SP:Iteration 15Q (4096.400000 sec): 3 clusters Score: Raw -2612177.577479 + Penalty 11569.564625 = -2600608.012855 nChanged 121 SP:Iteration 16Q (4096.490000 sec): 3 clusters Score: Raw -2612236.349819 + Penalty 11569.564625 = -2600666.785194 nChanged 124 SP:Iteration 17Q (4096.590000 sec): 3 clusters Score: Raw -2612295.334885 + Penalty 11569.564625 = -2600725.770261 nChanged 121 SP:Iteration 18Q (4096.690000 sec): 3 clusters Score: Raw -2612353.042057 + Penalty 11569.564625 = -2600783.477432 nChanged 118 SP:Iteration 19Q (4096.790000 sec): 3 clusters Score: Raw -2612406.702892 + Penalty 11569.564625 = -2600837.138267 nChanged 126 SP:Iteration 20F (4096.890000 sec): 3 clusters Score: Raw -2612466.121207 + Penalty 11569.564625 = -2600896.556582 nChanged 115 SP:Iteration 21Q (4096.990000 sec): 3 clusters Score: Raw -2612520.543386 + Penalty 11569.564625 = -2600950.978761 nChanged 94 SP:Iteration 22Q (4097.090000 sec): 3 clusters Score: Raw -2612566.136019 + Penalty 11569.564625 = -2600996.571395 nChanged 91 SP:Iteration 23Q (4097.190000 sec): 3 clusters Score: Raw -2612607.405577 + Penalty 11569.564625 = -2601037.840952 nChanged 89 SP:Iteration 24Q (4097.280000 sec): 3 clusters Score: Raw -2612651.215622 + Penalty 11569.564625 = -2601081.650998 nChanged 101 SP:Iteration 25Q (4097.380000 sec): 3 clusters Score: Raw -2612698.297590 + Penalty 11569.564625 = -2601128.732965 nChanged 84 SP:Iteration 26Q (4097.470000 sec): 3 clusters Score: Raw -2612738.761490 + Penalty 11569.564625 = -2601169.196865 nChanged 88 SP:Iteration 27Q (4097.570000 sec): 3 clusters Score: Raw -2612786.882649 + Penalty 11569.564625 = -2601217.318024 nChanged 106 SP:Iteration 28Q (4097.670000 sec): 3 clusters Score: Raw -2612844.560293 + Penalty 11569.564625 = -2601274.995668 nChanged 82 SP:Iteration 29Q (4097.760000 sec): 3 clusters Score: Raw -2612885.764473 + Penalty 11569.564625 = -2601316.199848 nChanged 84 SP:Iteration 30Q (4097.850000 sec): 3 clusters Score: Raw -2612923.784756 + Penalty 11569.564625 = -2601354.220132 nChanged 65 SP:Iteration 31Q (4097.950000 sec): 3 clusters Score: Raw -2612954.218365 + Penalty 11569.564625 = -2601384.653740 nChanged 58 SP:Iteration 32Q (4098.040000 sec): 3 clusters Score: Raw -2612989.396614 + Penalty 11569.564625 = -2601419.831989 nChanged 77 SP:Iteration 33Q (4098.130000 sec): 3 clusters Score: Raw -2613031.396839 + Penalty 11569.564625 = -2601461.832215 nChanged 75 SP:Iteration 34Q (4098.230000 sec): 3 clusters Score: Raw -2613081.017413 + Penalty 11569.564625 = -2601511.452788 nChanged 76 SP:Iteration 35Q (4098.320000 sec): 3 clusters Score: Raw -2613134.291675 + Penalty 11569.564625 = -2601564.727050 nChanged 78 SP:Iteration 36Q (4098.410000 sec): 3 clusters Score: Raw -2613190.848701 + Penalty 11569.564625 = -2601621.284077 nChanged 85 SP:Iteration 37Q (4098.510000 sec): 3 clusters Score: Raw -2613251.763668 + Penalty 11569.564625 = -2601682.199044 nChanged 85 SP:Iteration 38Q (4098.590000 sec): 3 clusters Score: Raw -2613314.601687 + Penalty 11569.564625 = -2601745.037063 nChanged 63 SP:Iteration 39Q (4098.690000 sec): 3 clusters Score: Raw -2613362.166176 + Penalty 11569.564625 = -2601792.601551 nChanged 65 SP:Iteration 40F (4098.790000 sec): 3 clusters Score: Raw -2613410.315784 + Penalty 11569.564625 = -2601840.751159 nChanged 58 SP:Iteration 41Q (4098.880000 sec): 3 clusters Score: Raw -2613451.823916 + Penalty 11569.564625 = -2601882.259291 nChanged 47 SP:Iteration 42Q (4098.960000 sec): 3 clusters Score: Raw -2613482.812286 + Penalty 11569.564625 = -2601913.247661 nChanged 38 SP:Iteration 43Q (4099.050000 sec): 3 clusters Score: Raw -2613513.018720 + Penalty 11569.564625 = -2601943.454095 nChanged 37 SP:Iteration 44Q (4099.130000 sec): 3 clusters Score: Raw -2613534.310244 + Penalty 11569.564625 = -2601964.745620 nChanged 24 SP:Iteration 45Q (4099.220000 sec): 3 clusters Score: Raw -2613546.798957 + Penalty 11569.564625 = -2601977.234333 nChanged 31 SP:Iteration 46Q (4099.310000 sec): 3 clusters Score: Raw -2613563.173106 + Penalty 11569.564625 = -2601993.608482 nChanged 26 SP:Iteration 47Q (4099.390000 sec): 3 clusters Score: Raw -2613577.349450 + Penalty 11569.564625 = -2602007.784825 nChanged 22 SP:Iteration 48Q (4099.470000 sec): 3 clusters Score: Raw -2613588.316509 + Penalty 11569.564625 = -2602018.751884 nChanged 20 SP:Iteration 49Q (4099.560000 sec): 3 clusters Score: Raw -2613598.404961 + Penalty 11569.564625 = -2602028.840336 nChanged 12 SP:Iteration 50Q (4099.640000 sec): 3 clusters Score: Raw -2613604.442992 + Penalty 11569.564625 = -2602034.878367 nChanged 10 SP:Iteration 51Q (4099.730000 sec): 3 clusters Score: Raw -2613609.394003 + Penalty 11569.564625 = -2602039.829378 nChanged 12 SP:Iteration 52Q (4099.810000 sec): 3 clusters Score: Raw -2613617.031344 + Penalty 11569.564625 = -2602047.466720 nChanged 13 SP:Iteration 53Q (4099.890000 sec): 3 clusters Score: Raw -2613625.248103 + Penalty 11569.564625 = -2602055.683479 nChanged 18 SP:Iteration 54Q (4099.980000 sec): 3 clusters Score: Raw -2613634.084025 + Penalty 11569.564625 = -2602064.519401 nChanged 17 SP:Iteration 55Q (4100.060000 sec): 3 clusters Score: Raw -2613644.209055 + Penalty 11569.564625 = -2602074.644431 nChanged 20 SP:Iteration 56Q (4100.140000 sec): 3 clusters Score: Raw -2613654.146252 + Penalty 11569.564625 = -2602084.581627 nChanged 14 SP:Iteration 57Q (4100.230000 sec): 3 clusters Score: Raw -2613661.126237 + Penalty 11569.564625 = -2602091.561612 nChanged 11 SP:Iteration 58Q (4100.310000 sec): 3 clusters Score: Raw -2613667.042101 + Penalty 11569.564625 = -2602097.477476 nChanged 9 SP:Iteration 59Q (4100.390000 sec): 3 clusters Score: Raw -2613671.446350 + Penalty 11569.564625 = -2602101.881726 nChanged 6 SP:Iteration 60F (4100.490000 sec): 3 clusters Score: Raw -2613674.161685 + Penalty 11569.564625 = -2602104.597061 nChanged 5 SP:Iteration 61Q (4100.570000 sec): 3 clusters Score: Raw -2613676.880844 + Penalty 11569.564625 = -2602107.316220 nChanged 4 SP:Iteration 62Q (4100.660000 sec): 3 clusters Score: Raw -2613678.747079 + Penalty 11569.564625 = -2602109.182454 nChanged 1 SP:Iteration 63Q (4100.740000 sec): 3 clusters Score: Raw -2613679.545479 + Penalty 11569.564625 = -2602109.980854 nChanged 2 SP:Iteration 64Q (4100.820000 sec): 3 clusters Score: Raw -2613680.524915 + Penalty 11569.564625 = -2602110.960291 nChanged 1 SP:Iteration 65Q (4100.900000 sec): 3 clusters Score: Raw -2613681.146044 + Penalty 11569.564625 = -2602111.581420 nChanged 3 SP:Iteration 66Q (4100.980000 sec): 3 clusters Score: Raw -2613682.622323 + Penalty 11569.564625 = -2602113.057698 nChanged 2 SP:Iteration 67Q (4101.070000 sec): 3 clusters Score: Raw -2613683.249324 + Penalty 11569.564625 = -2602113.684699 nChanged 2 SP:Iteration 68Q (4101.150000 sec): 3 clusters Score: Raw -2613683.875364 + Penalty 11569.564625 = -2602114.310740 nChanged 2 SP:Iteration 69Q (4101.230000 sec): 3 clusters Score: Raw -2613684.542786 + Penalty 11569.564625 = -2602114.978162 nChanged 2 SP:Iteration 70Q (4101.310000 sec): 3 clusters Score: Raw -2613686.136541 + Penalty 11569.564625 = -2602116.571916 nChanged 4 SP:Iteration 71Q (4101.390000 sec): 3 clusters Score: Raw -2613689.004902 + Penalty 11569.564625 = -2602119.440278 nChanged 3 SP:Iteration 72Q (4101.480000 sec): 3 clusters Score: Raw -2613690.096547 + Penalty 11569.564625 = -2602120.531922 nChanged 1 SP:Iteration 73Q (4101.560000 sec): 3 clusters Score: Raw -2613690.437657 + Penalty 11569.564625 = -2602120.873033 nChanged 1 SP:Iteration 74Q (4101.640000 sec): 3 clusters Score: Raw -2613690.861155 + Penalty 11569.564625 = -2602121.296531 nChanged 0 SP:Iteration 75F (4101.750000 sec): 3 clusters Score: Raw -2613690.861155 + Penalty 11569.564625 = -2602121.296531 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 3 (20243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4101.880000 sec): 2 clusters Score: Raw -4372017.360009 + Penalty 6073.283154 = -4365944.076855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4102.050000 sec): 3 clusters Score: Raw -4361375.224544 + Penalty 12146.566309 = -4349228.658235 nChanged 8185 SP:Iteration 1F (4102.210000 sec): 3 clusters Score: Raw -4365665.729890 + Penalty 12146.566309 = -4353519.163582 nChanged 1405 SP:Iteration 2F (4102.380000 sec): 3 clusters Score: Raw -4366365.256025 + Penalty 12146.566309 = -4354218.689717 nChanged 1065 SP:Iteration 3F (4102.550000 sec): 3 clusters Score: Raw -4366895.668784 + Penalty 12146.566309 = -4354749.102475 nChanged 846 SP:Iteration 4Q (4102.710000 sec): 3 clusters Score: Raw -4367360.486122 + Penalty 12146.566309 = -4355213.919813 nChanged 753 SP:Iteration 5Q (4102.880000 sec): 3 clusters Score: Raw -4367855.881090 + Penalty 12146.566309 = -4355709.314781 nChanged 780 SP:Iteration 6Q (4103.050000 sec): 3 clusters Score: Raw -4368397.691006 + Penalty 12146.566309 = -4356251.124697 nChanged 815 SP:Iteration 7Q (4103.220000 sec): 3 clusters Score: Raw -4368898.771472 + Penalty 12146.566309 = -4356752.205164 nChanged 778 SP:Iteration 8Q (4103.380000 sec): 3 clusters Score: Raw -4369298.139871 + Penalty 12146.566309 = -4357151.573562 nChanged 684 SP:Iteration 9Q (4103.550000 sec): 3 clusters Score: Raw -4369629.306036 + Penalty 12146.566309 = -4357482.739727 nChanged 602 SP:Iteration 10Q (4103.720000 sec): 3 clusters Score: Raw -4369879.644278 + Penalty 12146.566309 = -4357733.077969 nChanged 502 SP:Iteration 11Q (4103.880000 sec): 3 clusters Score: Raw -4370085.758591 + Penalty 12146.566309 = -4357939.192283 nChanged 466 SP:Iteration 12Q (4104.050000 sec): 3 clusters Score: Raw -4370254.272815 + Penalty 12146.566309 = -4358107.706507 nChanged 387 SP:Iteration 13Q (4104.210000 sec): 3 clusters Score: Raw -4370378.784172 + Penalty 12146.566309 = -4358232.217864 nChanged 344 SP:Iteration 14Q (4104.370000 sec): 3 clusters Score: Raw -4370497.194062 + Penalty 12146.566309 = -4358350.627753 nChanged 310 SP:Iteration 15Q (4104.530000 sec): 3 clusters Score: Raw -4370593.754597 + Penalty 12146.566309 = -4358447.188288 nChanged 284 SP:Iteration 16Q (4104.700000 sec): 3 clusters Score: Raw -4370687.226727 + Penalty 12146.566309 = -4358540.660418 nChanged 272 SP:Iteration 17Q (4104.860000 sec): 3 clusters Score: Raw -4370765.828347 + Penalty 12146.566309 = -4358619.262038 nChanged 231 SP:Iteration 18Q (4105.020000 sec): 3 clusters Score: Raw -4370830.490694 + Penalty 12146.566309 = -4358683.924385 nChanged 197 SP:Iteration 19Q (4105.190000 sec): 3 clusters Score: Raw -4370886.444020 + Penalty 12146.566309 = -4358739.877711 nChanged 195 SP:Iteration 20F (4105.350000 sec): 3 clusters Score: Raw -4370942.913017 + Penalty 12146.566309 = -4358796.346708 nChanged 194 SP:Iteration 21Q (4105.510000 sec): 3 clusters Score: Raw -4370995.875330 + Penalty 12146.566309 = -4358849.309021 nChanged 208 SP:Iteration 22Q (4105.680000 sec): 3 clusters Score: Raw -4371052.780091 + Penalty 12146.566309 = -4358906.213782 nChanged 179 SP:Iteration 23Q (4105.840000 sec): 3 clusters Score: Raw -4371095.363695 + Penalty 12146.566309 = -4358948.797386 nChanged 144 SP:Iteration 24Q (4106.010000 sec): 3 clusters Score: Raw -4371130.098063 + Penalty 12146.566309 = -4358983.531754 nChanged 119 SP:Iteration 25Q (4106.170000 sec): 3 clusters Score: Raw -4371158.546036 + Penalty 12146.566309 = -4359011.979727 nChanged 112 SP:Iteration 26Q (4106.330000 sec): 3 clusters Score: Raw -4371183.159896 + Penalty 12146.566309 = -4359036.593587 nChanged 98 SP:Iteration 27Q (4106.490000 sec): 3 clusters Score: Raw -4371203.343167 + Penalty 12146.566309 = -4359056.776858 nChanged 97 SP:Iteration 28Q (4106.650000 sec): 3 clusters Score: Raw -4371224.852464 + Penalty 12146.566309 = -4359078.286155 nChanged 92 SP:Iteration 29Q (4106.820000 sec): 3 clusters Score: Raw -4371245.706985 + Penalty 12146.566309 = -4359099.140676 nChanged 100 SP:Iteration 30Q (4106.980000 sec): 3 clusters Score: Raw -4371270.182020 + Penalty 12146.566309 = -4359123.615711 nChanged 115 SP:Iteration 31Q (4107.140000 sec): 3 clusters Score: Raw -4371298.983004 + Penalty 12146.566309 = -4359152.416695 nChanged 120 SP:Iteration 32Q (4107.310000 sec): 3 clusters Score: Raw -4371329.636047 + Penalty 12146.566309 = -4359183.069738 nChanged 110 SP:Iteration 33Q (4107.470000 sec): 3 clusters Score: Raw -4371356.565595 + Penalty 12146.566309 = -4359209.999286 nChanged 104 SP:Iteration 34Q (4107.640000 sec): 3 clusters Score: Raw -4371380.709649 + Penalty 12146.566309 = -4359234.143340 nChanged 95 SP:Iteration 35Q (4107.800000 sec): 3 clusters Score: Raw -4371402.509173 + Penalty 12146.566309 = -4359255.942865 nChanged 93 SP:Iteration 36Q (4107.960000 sec): 3 clusters Score: Raw -4371425.521197 + Penalty 12146.566309 = -4359278.954888 nChanged 99 SP:Iteration 37Q (4108.120000 sec): 3 clusters Score: Raw -4371449.156549 + Penalty 12146.566309 = -4359302.590241 nChanged 90 SP:Iteration 38Q (4108.290000 sec): 3 clusters Score: Raw -4371470.407320 + Penalty 12146.566309 = -4359323.841011 nChanged 99 SP:Iteration 39Q (4108.450000 sec): 3 clusters Score: Raw -4371494.967865 + Penalty 12146.566309 = -4359348.401556 nChanged 105 SP:Iteration 40F (4108.620000 sec): 3 clusters Score: Raw -4371522.257465 + Penalty 12146.566309 = -4359375.691156 nChanged 112 SP:Iteration 41Q (4108.780000 sec): 3 clusters Score: Raw -4371551.450215 + Penalty 12146.566309 = -4359404.883906 nChanged 118 SP:Iteration 42Q (4108.950000 sec): 3 clusters Score: Raw -4371583.878021 + Penalty 12146.566309 = -4359437.311713 nChanged 116 SP:Iteration 43Q (4109.110000 sec): 3 clusters Score: Raw -4371614.556393 + Penalty 12146.566309 = -4359467.990084 nChanged 139 SP:Iteration 44Q (4109.270000 sec): 3 clusters Score: Raw -4371657.100349 + Penalty 12146.566309 = -4359510.534040 nChanged 153 SP:Iteration 45Q (4109.440000 sec): 3 clusters Score: Raw -4371704.846997 + Penalty 12146.566309 = -4359558.280688 nChanged 168 SP:Iteration 46Q (4109.600000 sec): 3 clusters Score: Raw -4371760.347462 + Penalty 12146.566309 = -4359613.781153 nChanged 171 SP:Iteration 47Q (4109.760000 sec): 3 clusters Score: Raw -4371824.546839 + Penalty 12146.566309 = -4359677.980530 nChanged 194 SP:Iteration 48Q (4109.930000 sec): 3 clusters Score: Raw -4371900.024895 + Penalty 12146.566309 = -4359753.458586 nChanged 207 SP:Iteration 49Q (4110.090000 sec): 3 clusters Score: Raw -4371984.380625 + Penalty 12146.566309 = -4359837.814316 nChanged 231 SP:Iteration 50Q (4110.250000 sec): 3 clusters Score: Raw -4372082.425329 + Penalty 12146.566309 = -4359935.859020 nChanged 267 SP:Iteration 51Q (4110.420000 sec): 3 clusters Score: Raw -4372197.831817 + Penalty 12146.566309 = -4360051.265508 nChanged 286 SP:Iteration 52Q (4110.580000 sec): 3 clusters Score: Raw -4372359.631073 + Penalty 12146.566309 = -4360213.064764 nChanged 326 SP:Iteration 53Q (4110.740000 sec): 3 clusters Score: Raw -4372538.694229 + Penalty 12146.566309 = -4360392.127921 nChanged 352 SP:Iteration 54Q (4110.910000 sec): 3 clusters Score: Raw -4372750.187521 + Penalty 12146.566309 = -4360603.621212 nChanged 356 SP:Iteration 55Q (4111.070000 sec): 3 clusters Score: Raw -4372959.539642 + Penalty 12146.566309 = -4360812.973333 nChanged 344 SP:Iteration 56Q (4111.230000 sec): 3 clusters Score: Raw -4373156.262613 + Penalty 12146.566309 = -4361009.696304 nChanged 304 SP:Iteration 57Q (4111.390000 sec): 3 clusters Score: Raw -4373325.240609 + Penalty 12146.566309 = -4361178.674301 nChanged 295 SP:Iteration 58Q (4111.540000 sec): 3 clusters Score: Raw -4373484.727633 + Penalty 12146.566309 = -4361338.161324 nChanged 252 SP:Iteration 59Q (4111.700000 sec): 3 clusters Score: Raw -4373604.753551 + Penalty 12146.566309 = -4361458.187242 nChanged 227 SP:Iteration 60F (4111.870000 sec): 3 clusters Score: Raw -4373709.573353 + Penalty 12146.566309 = -4361563.007044 nChanged 182 SP:Iteration 61Q (4112.020000 sec): 3 clusters Score: Raw -4373792.868821 + Penalty 12146.566309 = -4361646.302512 nChanged 164 SP:Iteration 62Q (4112.180000 sec): 3 clusters Score: Raw -4373858.784578 + Penalty 12146.566309 = -4361712.218270 nChanged 141 SP:Iteration 63Q (4112.330000 sec): 3 clusters Score: Raw -4373916.027990 + Penalty 12146.566309 = -4361769.461681 nChanged 134 SP:Iteration 64Q (4112.480000 sec): 3 clusters Score: Raw -4373967.398277 + Penalty 12146.566309 = -4361820.831968 nChanged 105 SP:Iteration 65Q (4112.630000 sec): 3 clusters Score: Raw -4374006.036347 + Penalty 12146.566309 = -4361859.470038 nChanged 91 SP:Iteration 66Q (4112.780000 sec): 3 clusters Score: Raw -4374037.440167 + Penalty 12146.566309 = -4361890.873858 nChanged 83 SP:Iteration 67Q (4112.930000 sec): 3 clusters Score: Raw -4374065.722981 + Penalty 12146.566309 = -4361919.156672 nChanged 78 SP:Iteration 68Q (4113.080000 sec): 3 clusters Score: Raw -4374096.760821 + Penalty 12146.566309 = -4361950.194513 nChanged 88 SP:Iteration 69Q (4113.220000 sec): 3 clusters Score: Raw -4374128.802303 + Penalty 12146.566309 = -4361982.235995 nChanged 68 SP:Iteration 70Q (4113.370000 sec): 3 clusters Score: Raw -4374152.157166 + Penalty 12146.566309 = -4362005.590857 nChanged 58 SP:Iteration 71Q (4113.520000 sec): 3 clusters Score: Raw -4374174.081732 + Penalty 12146.566309 = -4362027.515423 nChanged 52 SP:Iteration 72Q (4113.660000 sec): 3 clusters Score: Raw -4374196.283150 + Penalty 12146.566309 = -4362049.716841 nChanged 59 SP:Iteration 73Q (4113.810000 sec): 3 clusters Score: Raw -4374220.966095 + Penalty 12146.566309 = -4362074.399786 nChanged 56 SP:Iteration 74Q (4113.950000 sec): 3 clusters Score: Raw -4374243.114229 + Penalty 12146.566309 = -4362096.547920 nChanged 54 SP:Iteration 75Q (4114.100000 sec): 3 clusters Score: Raw -4374268.312531 + Penalty 12146.566309 = -4362121.746222 nChanged 46 SP:Iteration 76Q (4114.240000 sec): 3 clusters Score: Raw -4374289.535914 + Penalty 12146.566309 = -4362142.969606 nChanged 53 SP:Iteration 77Q (4114.380000 sec): 3 clusters Score: Raw -4374310.750867 + Penalty 12146.566309 = -4362164.184558 nChanged 53 SP:Iteration 78Q (4114.520000 sec): 3 clusters Score: Raw -4374329.449699 + Penalty 12146.566309 = -4362182.883390 nChanged 26 SP:Iteration 79Q (4114.670000 sec): 3 clusters Score: Raw -4374338.053635 + Penalty 12146.566309 = -4362191.487326 nChanged 27 SP:Iteration 80F (4114.830000 sec): 3 clusters Score: Raw -4374347.415290 + Penalty 12146.566309 = -4362200.848981 nChanged 20 SP:Iteration 81Q (4114.970000 sec): 3 clusters Score: Raw -4374352.781478 + Penalty 12146.566309 = -4362206.215169 nChanged 13 SP:Iteration 82Q (4115.120000 sec): 3 clusters Score: Raw -4374357.052403 + Penalty 12146.566309 = -4362210.486094 nChanged 15 SP:Iteration 83Q (4115.270000 sec): 3 clusters Score: Raw -4374361.634171 + Penalty 12146.566309 = -4362215.067862 nChanged 19 SP:Iteration 84Q (4115.420000 sec): 3 clusters Score: Raw -4374368.126029 + Penalty 12146.566309 = -4362221.559720 nChanged 18 SP:Iteration 85Q (4115.560000 sec): 3 clusters Score: Raw -4374374.760225 + Penalty 12146.566309 = -4362228.193916 nChanged 20 SP:Iteration 86Q (4115.700000 sec): 3 clusters Score: Raw -4374382.611064 + Penalty 12146.566309 = -4362236.044756 nChanged 20 SP:Iteration 87Q (4115.850000 sec): 3 clusters Score: Raw -4374389.977674 + Penalty 12146.566309 = -4362243.411365 nChanged 19 SP:Iteration 88Q (4116.000000 sec): 3 clusters Score: Raw -4374395.836181 + Penalty 12146.566309 = -4362249.269873 nChanged 15 SP:Iteration 89Q (4116.140000 sec): 3 clusters Score: Raw -4374401.022920 + Penalty 12146.566309 = -4362254.456611 nChanged 23 SP:Iteration 90Q (4116.280000 sec): 3 clusters Score: Raw -4374409.688450 + Penalty 12146.566309 = -4362263.122141 nChanged 22 SP:Iteration 91Q (4116.430000 sec): 3 clusters Score: Raw -4374418.212275 + Penalty 12146.566309 = -4362271.645966 nChanged 17 SP:Iteration 92Q (4116.570000 sec): 3 clusters Score: Raw -4374423.107653 + Penalty 12146.566309 = -4362276.541344 nChanged 13 SP:Iteration 93Q (4116.710000 sec): 3 clusters Score: Raw -4374426.952853 + Penalty 12146.566309 = -4362280.386544 nChanged 15 SP:Iteration 94Q (4116.860000 sec): 3 clusters Score: Raw -4374432.017428 + Penalty 12146.566309 = -4362285.451119 nChanged 13 SP:Iteration 95Q (4117.000000 sec): 3 clusters Score: Raw -4374436.844343 + Penalty 12146.566309 = -4362290.278034 nChanged 7 SP:Iteration 96Q (4117.140000 sec): 3 clusters Score: Raw -4374439.146968 + Penalty 12146.566309 = -4362292.580659 nChanged 9 SP:Iteration 97Q (4117.290000 sec): 3 clusters Score: Raw -4374441.453826 + Penalty 12146.566309 = -4362294.887517 nChanged 8 SP:Iteration 98Q (4117.430000 sec): 3 clusters Score: Raw -4374443.672964 + Penalty 12146.566309 = -4362297.106655 nChanged 13 SP:Iteration 99Q (4117.570000 sec): 3 clusters Score: Raw -4374447.652374 + Penalty 12146.566309 = -4362301.086065 nChanged 10 SP:Iteration 100F (4117.740000 sec): 3 clusters Score: Raw -4374450.807365 + Penalty 12146.566309 = -4362304.241056 nChanged 9 SP:Iteration 101Q (4117.880000 sec): 3 clusters Score: Raw -4374453.737227 + Penalty 12146.566309 = -4362307.170919 nChanged 13 SP:Iteration 102Q (4118.030000 sec): 3 clusters Score: Raw -4374457.561389 + Penalty 12146.566309 = -4362310.995080 nChanged 4 SP:Iteration 103Q (4118.170000 sec): 3 clusters Score: Raw -4374458.525480 + Penalty 12146.566309 = -4362311.959171 nChanged 3 SP:Iteration 104Q (4118.320000 sec): 3 clusters Score: Raw -4374459.136272 + Penalty 12146.566309 = -4362312.569963 nChanged 1 SP:Iteration 105Q (4118.460000 sec): 3 clusters Score: Raw -4374459.371030 + Penalty 12146.566309 = -4362312.804721 nChanged 0 SP:Iteration 106F (4118.630000 sec): 3 clusters Score: Raw -4374459.371030 + Penalty 12146.566309 = -4362312.804721 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 4 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4118.660000 sec): 2 clusters Score: Raw -290159.656640 + Penalty 4426.943280 = -285732.713359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4118.660000 sec): 3 clusters Score: Raw -290147.659828 + Penalty 8853.886561 = -281293.773267 nChanged 273 SP:Iteration 1F (4118.680000 sec): 3 clusters Score: Raw -290690.219902 + Penalty 8853.886561 = -281836.333341 nChanged 70 SP:Iteration 2F (4118.690000 sec): 3 clusters Score: Raw -290851.286108 + Penalty 8853.886561 = -281997.399547 nChanged 41 SP:Iteration 3Q (4118.700000 sec): 3 clusters Score: Raw -290992.321582 + Penalty 8853.886561 = -282138.435021 nChanged 28 SP:Iteration 4Q (4118.710000 sec): 3 clusters Score: Raw -291176.678198 + Penalty 8853.886561 = -282322.791637 nChanged 44 SP:Iteration 5Q (4118.720000 sec): 3 clusters Score: Raw -291666.754173 + Penalty 8853.886561 = -282812.867612 nChanged 65 SP:Iteration 6Q (4118.730000 sec): 3 clusters Score: Raw -291985.799742 + Penalty 8853.886561 = -283131.913181 nChanged 71 SP:Iteration 7F (4118.740000 sec): 3 clusters Score: Raw -292252.240397 + Penalty 8853.886561 = -283398.353836 nChanged 68 SP:Iteration 8Q (4118.750000 sec): 3 clusters Score: Raw -292508.143573 + Penalty 8853.886561 = -283654.257012 nChanged 49 SP:Iteration 9Q (4118.760000 sec): 3 clusters Score: Raw -292644.440703 + Penalty 8853.886561 = -283790.554142 nChanged 36 SP:Iteration 10Q (4118.770000 sec): 3 clusters Score: Raw -292746.340513 + Penalty 8853.886561 = -283892.453952 nChanged 31 SP:Iteration 11Q (4118.780000 sec): 3 clusters Score: Raw -292841.515422 + Penalty 8853.886561 = -283987.628861 nChanged 16 SP:Iteration 12Q (4118.790000 sec): 3 clusters Score: Raw -292889.102746 + Penalty 8853.886561 = -284035.216185 nChanged 16 SP:Iteration 13Q (4118.800000 sec): 3 clusters Score: Raw -292951.491531 + Penalty 8853.886561 = -284097.604970 nChanged 7 SP:Iteration 14Q (4118.810000 sec): 3 clusters Score: Raw -292975.449288 + Penalty 8853.886561 = -284121.562727 nChanged 6 SP:Iteration 15Q (4118.820000 sec): 3 clusters Score: Raw -292992.145390 + Penalty 8853.886561 = -284138.258829 nChanged 4 SP:Iteration 16Q (4118.820000 sec): 3 clusters Score: Raw -293244.114294 + Penalty 8853.886561 = -284390.227733 nChanged 7 SP:Iteration 17Q (4118.840000 sec): 3 clusters Score: Raw -293551.707245 + Penalty 8853.886561 = -284697.820684 nChanged 13 SP:Iteration 18Q (4118.840000 sec): 3 clusters Score: Raw -293598.635961 + Penalty 8853.886561 = -284744.749400 nChanged 13 SP:Iteration 19Q (4118.850000 sec): 3 clusters Score: Raw -293642.908160 + Penalty 8853.886561 = -284789.021599 nChanged 9 SP:Iteration 20F (4118.860000 sec): 3 clusters Score: Raw -293669.783457 + Penalty 8853.886561 = -284815.896896 nChanged 6 SP:Iteration 21Q (4118.870000 sec): 3 clusters Score: Raw -293692.090033 + Penalty 8853.886561 = -284838.203472 nChanged 4 SP:Iteration 22Q (4118.880000 sec): 3 clusters Score: Raw -293706.570065 + Penalty 8853.886561 = -284852.683504 nChanged 3 SP:Iteration 23Q (4118.890000 sec): 3 clusters Score: Raw -293716.715298 + Penalty 8853.886561 = -284862.828737 nChanged 2 SP:Iteration 24Q (4118.900000 sec): 3 clusters Score: Raw -293724.244579 + Penalty 8853.886561 = -284870.358018 nChanged 1 SP:Iteration 25Q (4118.900000 sec): 3 clusters Score: Raw -293726.876144 + Penalty 8853.886561 = -284872.989583 nChanged 0 SP:Iteration 26F (4118.920000 sec): 3 clusters Score: Raw -293726.876144 + Penalty 8853.886561 = -284872.989583 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 5 (322191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4121.690000 sec): 2 clusters Score: Raw -69636219.668384 + Penalty 7768.276138 = -69628451.392246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4124.380000 sec): 3 clusters Score: Raw -69427817.393566 + Penalty 15536.552275 = -69412280.841291 nChanged 153400 SP:Iteration 1F (4127.050000 sec): 3 clusters Score: Raw -69517475.337857 + Penalty 15536.552275 = -69501938.785582 nChanged 9981 SP:Iteration 2Q (4129.740000 sec): 3 clusters Score: Raw -69519766.268211 + Penalty 15536.552275 = -69504229.715936 nChanged 10473 SP:Iteration 3Q (4132.440000 sec): 3 clusters Score: Raw -69522413.074857 + Penalty 15536.552275 = -69506876.522582 nChanged 11465 SP:Iteration 4Q (4135.130000 sec): 3 clusters Score: Raw -69525780.433491 + Penalty 15536.552275 = -69510243.881216 nChanged 12774 SP:Iteration 5Q (4137.820000 sec): 3 clusters Score: Raw -69530176.634945 + Penalty 15536.552275 = -69514640.082670 nChanged 14627 SP:Iteration 6Q (4140.510000 sec): 3 clusters Score: Raw -69536145.243741 + Penalty 15536.552275 = -69520608.691465 nChanged 16665 SP:Iteration 7F (4143.200000 sec): 3 clusters Score: Raw -69543965.182328 + Penalty 15536.552275 = -69528428.630053 nChanged 18446 SP:Iteration 8F (4145.870000 sec): 3 clusters Score: Raw -69553653.590038 + Penalty 15536.552275 = -69538117.037763 nChanged 19379 SP:Iteration 9F (4148.530000 sec): 3 clusters Score: Raw -69564502.262209 + Penalty 15536.552275 = -69548965.709933 nChanged 19339 SP:Iteration 10F (4151.200000 sec): 3 clusters Score: Raw -69575973.177083 + Penalty 15536.552275 = -69560436.624808 nChanged 18561 SP:Iteration 11F (4153.870000 sec): 3 clusters Score: Raw -69587940.415581 + Penalty 15536.552275 = -69572403.863306 nChanged 17698 SP:Iteration 12F (4156.530000 sec): 3 clusters Score: Raw -69600433.679236 + Penalty 15536.552275 = -69584897.126961 nChanged 15977 SP:Iteration 13Q (4159.180000 sec): 3 clusters Score: Raw -69612441.919695 + Penalty 15536.552275 = -69596905.367420 nChanged 12875 SP:Iteration 14Q (4161.800000 sec): 3 clusters Score: Raw -69622531.163022 + Penalty 15536.552275 = -69606994.610747 nChanged 8836 SP:Iteration 15Q (4164.330000 sec): 3 clusters Score: Raw -69629540.152609 + Penalty 15536.552275 = -69614003.600334 nChanged 5139 SP:Iteration 16Q (4166.680000 sec): 3 clusters Score: Raw -69633617.030140 + Penalty 15536.552275 = -69618080.477865 nChanged 2571 SP:Iteration 17Q (4168.840000 sec): 3 clusters Score: Raw -69635713.558853 + Penalty 15536.552275 = -69620177.006578 nChanged 1226 SP:Iteration 18Q (4170.860000 sec): 3 clusters Score: Raw -69636784.019859 + Penalty 15536.552275 = -69621247.467583 nChanged 610 SP:Iteration 19Q (4172.800000 sec): 3 clusters Score: Raw -69637318.267215 + Penalty 15536.552275 = -69621781.714940 nChanged 360 SP:Iteration 20F (4175.440000 sec): 3 clusters Score: Raw -69637664.159754 + Penalty 15536.552275 = -69622127.607479 nChanged 253 SP:Iteration 21Q (4177.290000 sec): 3 clusters Score: Raw -69637885.331325 + Penalty 15536.552275 = -69622348.779050 nChanged 194 SP:Iteration 22Q (4179.130000 sec): 3 clusters Score: Raw -69638057.167739 + Penalty 15536.552275 = -69622520.615464 nChanged 150 SP:Iteration 23Q (4180.970000 sec): 3 clusters Score: Raw -69638177.383076 + Penalty 15536.552275 = -69622640.830801 nChanged 140 SP:Iteration 24Q (4182.790000 sec): 3 clusters Score: Raw -69638304.094658 + Penalty 15536.552275 = -69622767.542383 nChanged 132 SP:Iteration 25Q (4184.600000 sec): 3 clusters Score: Raw -69638412.486188 + Penalty 15536.552275 = -69622875.933913 nChanged 136 SP:Iteration 26Q (4186.410000 sec): 3 clusters Score: Raw -69638528.704814 + Penalty 15536.552275 = -69622992.152539 nChanged 153 SP:Iteration 27Q (4188.210000 sec): 3 clusters Score: Raw -69638654.762272 + Penalty 15536.552275 = -69623118.209997 nChanged 138 SP:Iteration 28Q (4190.010000 sec): 3 clusters Score: Raw -69638754.322283 + Penalty 15536.552275 = -69623217.770008 nChanged 111 SP:Iteration 29Q (4191.800000 sec): 3 clusters Score: Raw -69638831.731413 + Penalty 15536.552275 = -69623295.179138 nChanged 113 SP:Iteration 30Q (4193.590000 sec): 3 clusters Score: Raw -69638908.405617 + Penalty 15536.552275 = -69623371.853342 nChanged 86 SP:Iteration 31Q (4195.380000 sec): 3 clusters Score: Raw -69638956.505840 + Penalty 15536.552275 = -69623419.953565 nChanged 63 SP:Iteration 32Q (4197.170000 sec): 3 clusters Score: Raw -69638990.930770 + Penalty 15536.552275 = -69623454.378494 nChanged 57 SP:Iteration 33Q (4198.950000 sec): 3 clusters Score: Raw -69639024.654892 + Penalty 15536.552275 = -69623488.102617 nChanged 59 SP:Iteration 34Q (4200.740000 sec): 3 clusters Score: Raw -69639053.320660 + Penalty 15536.552275 = -69623516.768385 nChanged 54 SP:Iteration 35Q (4202.530000 sec): 3 clusters Score: Raw -69639081.438961 + Penalty 15536.552275 = -69623544.886686 nChanged 43 SP:Iteration 36Q (4204.310000 sec): 3 clusters Score: Raw -69639104.402085 + Penalty 15536.552275 = -69623567.849810 nChanged 42 SP:Iteration 37Q (4206.090000 sec): 3 clusters Score: Raw -69639126.789385 + Penalty 15536.552275 = -69623590.237110 nChanged 47 SP:Iteration 38Q (4207.870000 sec): 3 clusters Score: Raw -69639148.458613 + Penalty 15536.552275 = -69623611.906338 nChanged 41 SP:Iteration 39Q (4209.650000 sec): 3 clusters Score: Raw -69639168.196769 + Penalty 15536.552275 = -69623631.644494 nChanged 44 SP:Iteration 40F (4212.300000 sec): 3 clusters Score: Raw -69639187.940668 + Penalty 15536.552275 = -69623651.388393 nChanged 37 SP:Iteration 41Q (4214.090000 sec): 3 clusters Score: Raw -69639203.753954 + Penalty 15536.552275 = -69623667.201679 nChanged 30 SP:Iteration 42Q (4215.890000 sec): 3 clusters Score: Raw -69639219.750979 + Penalty 15536.552275 = -69623683.198704 nChanged 40 SP:Iteration 43Q (4217.690000 sec): 3 clusters Score: Raw -69639236.243280 + Penalty 15536.552275 = -69623699.691005 nChanged 36 SP:Iteration 44Q (4219.490000 sec): 3 clusters Score: Raw -69639252.532356 + Penalty 15536.552275 = -69623715.980081 nChanged 27 SP:Iteration 45Q (4221.300000 sec): 3 clusters Score: Raw -69639263.496094 + Penalty 15536.552275 = -69623726.943819 nChanged 41 SP:Iteration 46Q (4223.100000 sec): 3 clusters Score: Raw -69639281.413966 + Penalty 15536.552275 = -69623744.861691 nChanged 34 SP:Iteration 47Q (4224.930000 sec): 3 clusters Score: Raw -69639294.683531 + Penalty 15536.552275 = -69623758.131256 nChanged 23 SP:Iteration 48Q (4226.760000 sec): 3 clusters Score: Raw -69639302.548689 + Penalty 15536.552275 = -69623765.996414 nChanged 20 SP:Iteration 49Q (4228.570000 sec): 3 clusters Score: Raw -69639312.061175 + Penalty 15536.552275 = -69623775.508900 nChanged 24 SP:Iteration 50Q (4230.370000 sec): 3 clusters Score: Raw -69639322.020112 + Penalty 15536.552275 = -69623785.467837 nChanged 30 SP:Iteration 51Q (4232.170000 sec): 3 clusters Score: Raw -69639333.986802 + Penalty 15536.552275 = -69623797.434527 nChanged 23 SP:Iteration 52Q (4233.970000 sec): 3 clusters Score: Raw -69639341.849553 + Penalty 15536.552275 = -69623805.297278 nChanged 22 SP:Iteration 53Q (4235.780000 sec): 3 clusters Score: Raw -69639349.933157 + Penalty 15536.552275 = -69623813.380882 nChanged 22 SP:Iteration 54Q (4237.620000 sec): 3 clusters Score: Raw -69639359.874108 + Penalty 15536.552275 = -69623823.321833 nChanged 20 SP:Iteration 55Q (4239.450000 sec): 3 clusters Score: Raw -69639367.093355 + Penalty 15536.552275 = -69623830.541080 nChanged 20 SP:Iteration 56Q (4241.270000 sec): 3 clusters Score: Raw -69639374.419621 + Penalty 15536.552275 = -69623837.867346 nChanged 21 SP:Iteration 57Q (4243.090000 sec): 3 clusters Score: Raw -69639380.439302 + Penalty 15536.552275 = -69623843.887027 nChanged 13 SP:Iteration 58Q (4244.920000 sec): 3 clusters Score: Raw -69639385.204618 + Penalty 15536.552275 = -69623848.652343 nChanged 12 SP:Iteration 59Q (4246.750000 sec): 3 clusters Score: Raw -69639389.606033 + Penalty 15536.552275 = -69623853.053758 nChanged 11 SP:Iteration 60F (4249.430000 sec): 3 clusters Score: Raw -69639392.418253 + Penalty 15536.552275 = -69623855.865978 nChanged 5 SP:Iteration 61Q (4251.270000 sec): 3 clusters Score: Raw -69639393.566324 + Penalty 15536.552275 = -69623857.014049 nChanged 5 SP:Iteration 62Q (4253.110000 sec): 3 clusters Score: Raw -69639395.362280 + Penalty 15536.552275 = -69623858.810005 nChanged 6 SP:Iteration 63Q (4254.930000 sec): 3 clusters Score: Raw -69639396.938467 + Penalty 15536.552275 = -69623860.386191 nChanged 2 SP:Iteration 64Q (4256.770000 sec): 3 clusters Score: Raw -69639397.318502 + Penalty 15536.552275 = -69623860.766227 nChanged 4 SP:Iteration 65Q (4258.590000 sec): 3 clusters Score: Raw -69639398.050268 + Penalty 15536.552275 = -69623861.497993 nChanged 6 SP:Iteration 66Q (4260.430000 sec): 3 clusters Score: Raw -69639399.339945 + Penalty 15536.552275 = -69623862.787670 nChanged 5 SP:Iteration 67Q (4262.260000 sec): 3 clusters Score: Raw -69639401.456196 + Penalty 15536.552275 = -69623864.903921 nChanged 8 SP:Iteration 68Q (4264.100000 sec): 3 clusters Score: Raw -69639403.955270 + Penalty 15536.552275 = -69623867.402994 nChanged 4 SP:Iteration 69Q (4265.930000 sec): 3 clusters Score: Raw -69639405.205728 + Penalty 15536.552275 = -69623868.653453 nChanged 3 SP:Iteration 70Q (4267.760000 sec): 3 clusters Score: Raw -69639405.748532 + Penalty 15536.552275 = -69623869.196257 nChanged 4 SP:Iteration 71Q (4269.600000 sec): 3 clusters Score: Raw -69639406.553915 + Penalty 15536.552275 = -69623870.001640 nChanged 3 SP:Iteration 72Q (4271.430000 sec): 3 clusters Score: Raw -69639407.223590 + Penalty 15536.552275 = -69623870.671315 nChanged 3 SP:Iteration 73Q (4273.270000 sec): 3 clusters Score: Raw -69639408.229891 + Penalty 15536.552275 = -69623871.677616 nChanged 1 SP:Iteration 74Q (4275.100000 sec): 3 clusters Score: Raw -69639408.637583 + Penalty 15536.552275 = -69623872.085308 nChanged 4 SP:Iteration 75Q (4276.930000 sec): 3 clusters Score: Raw -69639410.450718 + Penalty 15536.552275 = -69623873.898443 nChanged 2 SP:Iteration 76Q (4278.780000 sec): 3 clusters Score: Raw -69639410.818213 + Penalty 15536.552275 = -69623874.265938 nChanged 2 SP:Iteration 77Q (4280.610000 sec): 3 clusters Score: Raw -69639411.284122 + Penalty 15536.552275 = -69623874.731846 nChanged 1 SP:Iteration 78Q (4282.450000 sec): 3 clusters Score: Raw -69639411.756910 + Penalty 15536.552275 = -69623875.204635 nChanged 1 SP:Iteration 79Q (4284.270000 sec): 3 clusters Score: Raw -69639412.004838 + Penalty 15536.552275 = -69623875.452563 nChanged 2 SP:Iteration 80F (4286.960000 sec): 3 clusters Score: Raw -69639412.487563 + Penalty 15536.552275 = -69623875.935288 nChanged 1 SP:Iteration 81Q (4288.760000 sec): 3 clusters Score: Raw -69639412.879646 + Penalty 15536.552275 = -69623876.327371 nChanged 1 SP:Iteration 82Q (4290.560000 sec): 3 clusters Score: Raw -69639413.443854 + Penalty 15536.552275 = -69623876.891579 nChanged 1 SP:Iteration 83Q (4292.360000 sec): 3 clusters Score: Raw -69639413.633669 + Penalty 15536.552275 = -69623877.081394 nChanged 0 SP:Iteration 84F (4295.020000 sec): 3 clusters Score: Raw -69639413.633669 + Penalty 15536.552275 = -69623877.081394 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 6 (1846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4295.210000 sec): 2 clusters Score: Raw -382537.822560 + Penalty 4606.475554 = -377931.347005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4295.230000 sec): 3 clusters Score: Raw -382622.755263 + Penalty 9212.951108 = -373409.804154 nChanged 450 SP:Iteration 1F (4295.250000 sec): 3 clusters Score: Raw -383746.389437 + Penalty 9212.951108 = -374533.438328 nChanged 161 SP:Iteration 2F (4295.260000 sec): 3 clusters Score: Raw -384262.764986 + Penalty 9212.951108 = -375049.813877 nChanged 117 SP:Iteration 3F (4295.280000 sec): 3 clusters Score: Raw -384626.733263 + Penalty 9212.951108 = -375413.782155 nChanged 105 SP:Iteration 4F (4295.290000 sec): 3 clusters Score: Raw -385002.109991 + Penalty 9212.951108 = -375789.158883 nChanged 84 SP:Iteration 5Q (4295.310000 sec): 3 clusters Score: Raw -385302.143116 + Penalty 9212.951108 = -376089.192008 nChanged 56 SP:Iteration 6Q (4295.320000 sec): 3 clusters Score: Raw -385460.292683 + Penalty 9212.951108 = -376247.341575 nChanged 34 SP:Iteration 7Q (4295.330000 sec): 3 clusters Score: Raw -385548.668050 + Penalty 9212.951108 = -376335.716942 nChanged 16 SP:Iteration 8Q (4295.340000 sec): 3 clusters Score: Raw -385585.955973 + Penalty 9212.951108 = -376373.004864 nChanged 11 SP:Iteration 9Q (4295.350000 sec): 3 clusters Score: Raw -385616.585233 + Penalty 9212.951108 = -376403.634124 nChanged 10 SP:Iteration 10Q (4295.370000 sec): 3 clusters Score: Raw -385640.022558 + Penalty 9212.951108 = -376427.071450 nChanged 7 SP:Iteration 11Q (4295.380000 sec): 3 clusters Score: Raw -385653.442157 + Penalty 9212.951108 = -376440.491048 nChanged 3 SP:Iteration 12Q (4295.390000 sec): 3 clusters Score: Raw -385659.775943 + Penalty 9212.951108 = -376446.824835 nChanged 2 SP:Iteration 13Q (4295.400000 sec): 3 clusters Score: Raw -385666.039452 + Penalty 9212.951108 = -376453.088344 nChanged 1 SP:Iteration 14Q (4295.410000 sec): 3 clusters Score: Raw -385670.615955 + Penalty 9212.951108 = -376457.664847 nChanged 1 SP:Iteration 15Q (4295.430000 sec): 3 clusters Score: Raw -385671.780497 + Penalty 9212.951108 = -376458.829388 nChanged 1 SP:Iteration 16Q (4295.440000 sec): 3 clusters Score: Raw -385673.761614 + Penalty 9212.951108 = -376460.810506 nChanged 1 SP:Iteration 17Q (4295.450000 sec): 3 clusters Score: Raw -385676.594883 + Penalty 9212.951108 = -376463.643774 nChanged 0 SP:Iteration 18F (4295.470000 sec): 3 clusters Score: Raw -385676.594883 + Penalty 9212.951108 = -376463.643774 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 7 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4295.470000 sec): 2 clusters Score: Raw -171873.901839 + Penalty 4105.702719 = -167768.199120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4295.480000 sec): 3 clusters Score: Raw -172079.624325 + Penalty 8211.405439 = -163868.218886 nChanged 95 SP:Iteration 1F (4295.490000 sec): 3 clusters Score: Raw -172376.446028 + Penalty 8211.405439 = -164165.040589 nChanged 34 SP:Iteration 2Q (4295.500000 sec): 3 clusters Score: Raw -172476.969335 + Penalty 8211.405439 = -164265.563896 nChanged 8 SP:Iteration 3Q (4295.500000 sec): 3 clusters Score: Raw -172505.052411 + Penalty 8211.405439 = -164293.646973 nChanged 6 SP:Iteration 4Q (4295.510000 sec): 3 clusters Score: Raw -172525.188083 + Penalty 8211.405439 = -164313.782645 nChanged 2 SP:Iteration 5Q (4295.520000 sec): 3 clusters Score: Raw -172532.613263 + Penalty 8211.405439 = -164321.207824 nChanged 1 SP:Iteration 6Q (4295.530000 sec): 3 clusters Score: Raw -172536.658500 + Penalty 8211.405439 = -164325.253061 nChanged 1 SP:Iteration 7Q (4295.530000 sec): 3 clusters Score: Raw -172539.577011 + Penalty 8211.405439 = -164328.171572 nChanged 1 SP:Iteration 8Q (4295.540000 sec): 3 clusters Score: Raw -172541.313710 + Penalty 8211.405439 = -164329.908271 nChanged 0 SP:Iteration 9F (4295.550000 sec): 3 clusters Score: Raw -172541.313710 + Penalty 8211.405439 = -164329.908271 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 8 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4295.560000 sec): 2 clusters Score: Raw -329213.632079 + Penalty 4501.009863 = -324712.622216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4295.570000 sec): 3 clusters Score: Raw -329089.910503 + Penalty 9002.019725 = -320087.890778 nChanged 303 SP:Iteration 1F (4295.590000 sec): 3 clusters Score: Raw -329549.182380 + Penalty 9002.019725 = -320547.162655 nChanged 72 SP:Iteration 2Q (4295.600000 sec): 3 clusters Score: Raw -329691.093908 + Penalty 9002.019725 = -320689.074182 nChanged 33 SP:Iteration 3Q (4295.620000 sec): 3 clusters Score: Raw -329770.528336 + Penalty 9002.019725 = -320768.508611 nChanged 29 SP:Iteration 4Q (4295.630000 sec): 3 clusters Score: Raw -329847.370166 + Penalty 9002.019725 = -320845.350441 nChanged 31 SP:Iteration 5Q (4295.640000 sec): 3 clusters Score: Raw -329925.867735 + Penalty 9002.019725 = -320923.848009 nChanged 29 SP:Iteration 6Q (4295.660000 sec): 3 clusters Score: Raw -330017.248409 + Penalty 9002.019725 = -321015.228684 nChanged 34 SP:Iteration 7Q (4295.670000 sec): 3 clusters Score: Raw -330107.011666 + Penalty 9002.019725 = -321104.991940 nChanged 32 SP:Iteration 8Q (4295.680000 sec): 3 clusters Score: Raw -330190.520297 + Penalty 9002.019725 = -321188.500572 nChanged 17 SP:Iteration 9Q (4295.690000 sec): 3 clusters Score: Raw -330227.694717 + Penalty 9002.019725 = -321225.674992 nChanged 8 SP:Iteration 10Q (4295.700000 sec): 3 clusters Score: Raw -330244.458327 + Penalty 9002.019725 = -321242.438601 nChanged 5 SP:Iteration 11Q (4295.720000 sec): 3 clusters Score: Raw -330259.051262 + Penalty 9002.019725 = -321257.031536 nChanged 9 SP:Iteration 12Q (4295.730000 sec): 3 clusters Score: Raw -330279.811483 + Penalty 9002.019725 = -321277.791757 nChanged 6 SP:Iteration 13Q (4295.740000 sec): 3 clusters Score: Raw -330293.424483 + Penalty 9002.019725 = -321291.404758 nChanged 7 SP:Iteration 14Q (4295.750000 sec): 3 clusters Score: Raw -330315.875662 + Penalty 9002.019725 = -321313.855937 nChanged 6 SP:Iteration 15Q (4295.760000 sec): 3 clusters Score: Raw -330329.216029 + Penalty 9002.019725 = -321327.196303 nChanged 6 SP:Iteration 16Q (4295.780000 sec): 3 clusters Score: Raw -330339.822134 + Penalty 9002.019725 = -321337.802409 nChanged 7 SP:Iteration 17Q (4295.790000 sec): 3 clusters Score: Raw -330353.012683 + Penalty 9002.019725 = -321350.992958 nChanged 7 SP:Iteration 18Q (4295.800000 sec): 3 clusters Score: Raw -330372.936408 + Penalty 9002.019725 = -321370.916683 nChanged 12 SP:Iteration 19Q (4295.810000 sec): 3 clusters Score: Raw -330397.900731 + Penalty 9002.019725 = -321395.881006 nChanged 14 SP:Iteration 20F (4295.820000 sec): 3 clusters Score: Raw -330425.113169 + Penalty 9002.019725 = -321423.093444 nChanged 10 SP:Iteration 21Q (4295.840000 sec): 3 clusters Score: Raw -330444.667961 + Penalty 9002.019725 = -321442.648236 nChanged 7 SP:Iteration 22Q (4295.850000 sec): 3 clusters Score: Raw -330461.019260 + Penalty 9002.019725 = -321458.999535 nChanged 14 SP:Iteration 23Q (4295.860000 sec): 3 clusters Score: Raw -330487.484775 + Penalty 9002.019725 = -321485.465050 nChanged 6 SP:Iteration 24Q (4295.870000 sec): 3 clusters Score: Raw -330501.652268 + Penalty 9002.019725 = -321499.632542 nChanged 4 SP:Iteration 25Q (4295.880000 sec): 3 clusters Score: Raw -330508.772263 + Penalty 9002.019725 = -321506.752538 nChanged 4 SP:Iteration 26Q (4295.900000 sec): 3 clusters Score: Raw -330519.189039 + Penalty 9002.019725 = -321517.169314 nChanged 3 SP:Iteration 27Q (4295.910000 sec): 3 clusters Score: Raw -330523.313270 + Penalty 9002.019725 = -321521.293545 nChanged 2 SP:Iteration 28Q (4295.920000 sec): 3 clusters Score: Raw -330531.464710 + Penalty 9002.019725 = -321529.444985 nChanged 6 SP:Iteration 29Q (4295.930000 sec): 3 clusters Score: Raw -330545.731990 + Penalty 9002.019725 = -321543.712265 nChanged 2 SP:Iteration 30Q (4295.940000 sec): 3 clusters Score: Raw -330550.019539 + Penalty 9002.019725 = -321547.999814 nChanged 3 SP:Iteration 31Q (4295.960000 sec): 3 clusters Score: Raw -330554.126374 + Penalty 9002.019725 = -321552.106649 nChanged 2 SP:Iteration 32Q (4295.970000 sec): 3 clusters Score: Raw -330557.148913 + Penalty 9002.019725 = -321555.129187 nChanged 1 SP:Iteration 33Q (4295.980000 sec): 3 clusters Score: Raw -330557.948045 + Penalty 9002.019725 = -321555.928320 nChanged 0 SP:Iteration 34F (4295.990000 sec): 3 clusters Score: Raw -330557.948045 + Penalty 9002.019725 = -321555.928320 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 11 (3032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4296.020000 sec): 2 clusters Score: Raw -651552.818778 + Penalty 4910.398870 = -646642.419909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4296.040000 sec): 3 clusters Score: Raw -650723.511328 + Penalty 9820.797740 = -640902.713588 nChanged 845 SP:Iteration 1F (4296.060000 sec): 3 clusters Score: Raw -651550.025013 + Penalty 9820.797740 = -641729.227273 nChanged 167 SP:Iteration 2F (4296.090000 sec): 3 clusters Score: Raw -651736.908077 + Penalty 9820.797740 = -641916.110337 nChanged 83 SP:Iteration 3Q (4296.120000 sec): 3 clusters Score: Raw -651825.145019 + Penalty 9820.797740 = -642004.347279 nChanged 58 SP:Iteration 4Q (4296.140000 sec): 3 clusters Score: Raw -651895.243519 + Penalty 9820.797740 = -642074.445780 nChanged 48 SP:Iteration 5Q (4296.160000 sec): 3 clusters Score: Raw -651955.899108 + Penalty 9820.797740 = -642135.101369 nChanged 41 SP:Iteration 6Q (4296.190000 sec): 3 clusters Score: Raw -651994.339147 + Penalty 9820.797740 = -642173.541407 nChanged 26 SP:Iteration 7Q (4296.220000 sec): 3 clusters Score: Raw -652017.523097 + Penalty 9820.797740 = -642196.725357 nChanged 17 SP:Iteration 8Q (4296.240000 sec): 3 clusters Score: Raw -652035.308121 + Penalty 9820.797740 = -642214.510381 nChanged 17 SP:Iteration 9Q (4296.260000 sec): 3 clusters Score: Raw -652051.036590 + Penalty 9820.797740 = -642230.238850 nChanged 17 SP:Iteration 10Q (4296.290000 sec): 3 clusters Score: Raw -652065.107373 + Penalty 9820.797740 = -642244.309633 nChanged 11 SP:Iteration 11Q (4296.310000 sec): 3 clusters Score: Raw -652072.548129 + Penalty 9820.797740 = -642251.750389 nChanged 3 SP:Iteration 12Q (4296.340000 sec): 3 clusters Score: Raw -652074.007936 + Penalty 9820.797740 = -642253.210196 nChanged 3 SP:Iteration 13Q (4296.360000 sec): 3 clusters Score: Raw -652076.445241 + Penalty 9820.797740 = -642255.647502 nChanged 2 SP:Iteration 14Q (4296.380000 sec): 3 clusters Score: Raw -652079.578800 + Penalty 9820.797740 = -642258.781060 nChanged 4 SP:Iteration 15Q (4296.410000 sec): 3 clusters Score: Raw -652085.157078 + Penalty 9820.797740 = -642264.359338 nChanged 7 SP:Iteration 16Q (4296.440000 sec): 3 clusters Score: Raw -652092.399863 + Penalty 9820.797740 = -642271.602124 nChanged 7 SP:Iteration 17Q (4296.460000 sec): 3 clusters Score: Raw -652096.882165 + Penalty 9820.797740 = -642276.084425 nChanged 2 SP:Iteration 18Q (4296.480000 sec): 3 clusters Score: Raw -652099.224177 + Penalty 9820.797740 = -642278.426438 nChanged 5 SP:Iteration 19Q (4296.510000 sec): 3 clusters Score: Raw -652102.138434 + Penalty 9820.797740 = -642281.340694 nChanged 1 SP:Iteration 20F (4296.530000 sec): 3 clusters Score: Raw -652102.479480 + Penalty 9820.797740 = -642281.681740 nChanged 2 SP:Iteration 21Q (4296.560000 sec): 3 clusters Score: Raw -652103.209245 + Penalty 9820.797740 = -642282.411505 nChanged 0 SP:Iteration 22F (4296.580000 sec): 3 clusters Score: Raw -652103.209245 + Penalty 9820.797740 = -642282.411505 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 12 (32996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4296.820000 sec): 2 clusters Score: Raw -6963185.097490 + Penalty 6372.536743 = -6956812.560747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4297.090000 sec): 3 clusters Score: Raw -6944760.806339 + Penalty 12745.073486 = -6932015.732853 nChanged 14108 SP:Iteration 1F (4297.360000 sec): 3 clusters Score: Raw -6952155.875640 + Penalty 12745.073486 = -6939410.802155 nChanged 1877 SP:Iteration 2F (4297.640000 sec): 3 clusters Score: Raw -6952885.939145 + Penalty 12745.073486 = -6940140.865659 nChanged 1541 SP:Iteration 3Q (4297.920000 sec): 3 clusters Score: Raw -6953511.619106 + Penalty 12745.073486 = -6940766.545620 nChanged 1389 SP:Iteration 4Q (4298.190000 sec): 3 clusters Score: Raw -6954092.964596 + Penalty 12745.073486 = -6941347.891110 nChanged 1329 SP:Iteration 5Q (4298.470000 sec): 3 clusters Score: Raw -6954729.443673 + Penalty 12745.073486 = -6941984.370187 nChanged 1383 SP:Iteration 6Q (4298.740000 sec): 3 clusters Score: Raw -6955450.744144 + Penalty 12745.073486 = -6942705.670658 nChanged 1500 SP:Iteration 7Q (4299.020000 sec): 3 clusters Score: Raw -6956266.958908 + Penalty 12745.073486 = -6943521.885423 nChanged 1626 SP:Iteration 8Q (4299.300000 sec): 3 clusters Score: Raw -6957166.253558 + Penalty 12745.073486 = -6944421.180072 nChanged 1638 SP:Iteration 9Q (4299.570000 sec): 3 clusters Score: Raw -6958150.672216 + Penalty 12745.073486 = -6945405.598730 nChanged 1736 SP:Iteration 10F (4299.840000 sec): 3 clusters Score: Raw -6959386.450150 + Penalty 12745.073486 = -6946641.376664 nChanged 1787 SP:Iteration 11F (4300.110000 sec): 3 clusters Score: Raw -6960765.970910 + Penalty 12745.073486 = -6948020.897425 nChanged 1626 SP:Iteration 12Q (4300.380000 sec): 3 clusters Score: Raw -6962092.343269 + Penalty 12745.073486 = -6949347.269784 nChanged 1240 SP:Iteration 13Q (4300.650000 sec): 3 clusters Score: Raw -6963094.735222 + Penalty 12745.073486 = -6950349.661736 nChanged 827 SP:Iteration 14Q (4300.920000 sec): 3 clusters Score: Raw -6963780.110226 + Penalty 12745.073486 = -6951035.036741 nChanged 535 SP:Iteration 15Q (4301.180000 sec): 3 clusters Score: Raw -6964246.619446 + Penalty 12745.073486 = -6951501.545960 nChanged 341 SP:Iteration 16Q (4301.440000 sec): 3 clusters Score: Raw -6964601.100590 + Penalty 12745.073486 = -6951856.027104 nChanged 265 SP:Iteration 17Q (4301.690000 sec): 3 clusters Score: Raw -6964928.289829 + Penalty 12745.073486 = -6952183.216343 nChanged 145 SP:Iteration 18Q (4301.920000 sec): 3 clusters Score: Raw -6965144.337326 + Penalty 12745.073486 = -6952399.263841 nChanged 107 SP:Iteration 19Q (4302.130000 sec): 3 clusters Score: Raw -6965242.356975 + Penalty 12745.073486 = -6952497.283489 nChanged 64 SP:Iteration 20F (4302.400000 sec): 3 clusters Score: Raw -6965289.278671 + Penalty 12745.073486 = -6952544.205185 nChanged 48 SP:Iteration 21Q (4302.610000 sec): 3 clusters Score: Raw -6965317.252542 + Penalty 12745.073486 = -6952572.179057 nChanged 29 SP:Iteration 22Q (4302.810000 sec): 3 clusters Score: Raw -6965334.163367 + Penalty 12745.073486 = -6952589.089881 nChanged 15 SP:Iteration 23Q (4303.000000 sec): 3 clusters Score: Raw -6965341.471973 + Penalty 12745.073486 = -6952596.398488 nChanged 11 SP:Iteration 24Q (4303.200000 sec): 3 clusters Score: Raw -6965347.132851 + Penalty 12745.073486 = -6952602.059365 nChanged 6 SP:Iteration 25Q (4303.400000 sec): 3 clusters Score: Raw -6965349.500769 + Penalty 12745.073486 = -6952604.427283 nChanged 5 SP:Iteration 26Q (4303.600000 sec): 3 clusters Score: Raw -6965352.161691 + Penalty 12745.073486 = -6952607.088205 nChanged 3 SP:Iteration 27Q (4303.800000 sec): 3 clusters Score: Raw -6965353.890558 + Penalty 12745.073486 = -6952608.817072 nChanged 1 SP:Iteration 28Q (4304.000000 sec): 3 clusters Score: Raw -6965354.436529 + Penalty 12745.073486 = -6952609.363044 nChanged 1 SP:Iteration 29Q (4304.200000 sec): 3 clusters Score: Raw -6965354.881566 + Penalty 12745.073486 = -6952609.808080 nChanged 0 SP:Iteration 30F (4304.470000 sec): 3 clusters Score: Raw -6965354.881566 + Penalty 12745.073486 = -6952609.808080 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 13 (18179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4304.610000 sec): 2 clusters Score: Raw -3957017.015143 + Penalty 6007.413696 = -3951009.601447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4304.760000 sec): 3 clusters Score: Raw -3947544.501764 + Penalty 12014.827392 = -3935529.674372 nChanged 7323 SP:Iteration 1F (4304.910000 sec): 3 clusters Score: Raw -3951525.322825 + Penalty 12014.827392 = -3939510.495433 nChanged 1191 SP:Iteration 2F (4305.060000 sec): 3 clusters Score: Raw -3952109.816533 + Penalty 12014.827392 = -3940094.989141 nChanged 881 SP:Iteration 3Q (4305.210000 sec): 3 clusters Score: Raw -3952483.926210 + Penalty 12014.827392 = -3940469.098818 nChanged 700 SP:Iteration 4Q (4305.360000 sec): 3 clusters Score: Raw -3952770.851343 + Penalty 12014.827392 = -3940756.023951 nChanged 552 SP:Iteration 5Q (4305.520000 sec): 3 clusters Score: Raw -3952999.505010 + Penalty 12014.827392 = -3940984.677619 nChanged 528 SP:Iteration 6Q (4305.670000 sec): 3 clusters Score: Raw -3953233.540659 + Penalty 12014.827392 = -3941218.713267 nChanged 516 SP:Iteration 7Q (4305.820000 sec): 3 clusters Score: Raw -3953451.538387 + Penalty 12014.827392 = -3941436.710995 nChanged 499 SP:Iteration 8Q (4305.970000 sec): 3 clusters Score: Raw -3953676.508555 + Penalty 12014.827392 = -3941661.681163 nChanged 520 SP:Iteration 9Q (4306.130000 sec): 3 clusters Score: Raw -3953924.379925 + Penalty 12014.827392 = -3941909.552533 nChanged 532 SP:Iteration 10Q (4306.280000 sec): 3 clusters Score: Raw -3954193.060815 + Penalty 12014.827392 = -3942178.233423 nChanged 573 SP:Iteration 11Q (4306.430000 sec): 3 clusters Score: Raw -3954519.090551 + Penalty 12014.827392 = -3942504.263159 nChanged 578 SP:Iteration 12Q (4306.580000 sec): 3 clusters Score: Raw -3954839.998519 + Penalty 12014.827392 = -3942825.171127 nChanged 573 SP:Iteration 13Q (4306.730000 sec): 3 clusters Score: Raw -3955175.206725 + Penalty 12014.827392 = -3943160.379333 nChanged 537 SP:Iteration 14Q (4306.880000 sec): 3 clusters Score: Raw -3955506.061867 + Penalty 12014.827392 = -3943491.234475 nChanged 526 SP:Iteration 15Q (4307.040000 sec): 3 clusters Score: Raw -3955843.219429 + Penalty 12014.827392 = -3943828.392037 nChanged 500 SP:Iteration 16Q (4307.190000 sec): 3 clusters Score: Raw -3956170.132790 + Penalty 12014.827392 = -3944155.305398 nChanged 400 SP:Iteration 17Q (4307.340000 sec): 3 clusters Score: Raw -3956424.313367 + Penalty 12014.827392 = -3944409.485975 nChanged 344 SP:Iteration 18Q (4307.490000 sec): 3 clusters Score: Raw -3956663.628404 + Penalty 12014.827392 = -3944648.801012 nChanged 301 SP:Iteration 19Q (4307.630000 sec): 3 clusters Score: Raw -3956870.188286 + Penalty 12014.827392 = -3944855.360894 nChanged 269 SP:Iteration 20F (4307.780000 sec): 3 clusters Score: Raw -3957046.361535 + Penalty 12014.827392 = -3945031.534143 nChanged 212 SP:Iteration 21Q (4307.930000 sec): 3 clusters Score: Raw -3957175.577103 + Penalty 12014.827392 = -3945160.749711 nChanged 176 SP:Iteration 22Q (4308.070000 sec): 3 clusters Score: Raw -3957277.096976 + Penalty 12014.827392 = -3945262.269584 nChanged 143 SP:Iteration 23Q (4308.210000 sec): 3 clusters Score: Raw -3957362.507786 + Penalty 12014.827392 = -3945347.680394 nChanged 108 SP:Iteration 24Q (4308.350000 sec): 3 clusters Score: Raw -3957426.124760 + Penalty 12014.827392 = -3945411.297369 nChanged 98 SP:Iteration 25Q (4308.500000 sec): 3 clusters Score: Raw -3957481.310497 + Penalty 12014.827392 = -3945466.483105 nChanged 80 SP:Iteration 26Q (4308.640000 sec): 3 clusters Score: Raw -3957523.803359 + Penalty 12014.827392 = -3945508.975967 nChanged 66 SP:Iteration 27Q (4308.780000 sec): 3 clusters Score: Raw -3957558.505330 + Penalty 12014.827392 = -3945543.677938 nChanged 60 SP:Iteration 28Q (4308.910000 sec): 3 clusters Score: Raw -3957588.131850 + Penalty 12014.827392 = -3945573.304458 nChanged 44 SP:Iteration 29Q (4309.050000 sec): 3 clusters Score: Raw -3957609.315420 + Penalty 12014.827392 = -3945594.488028 nChanged 34 SP:Iteration 30Q (4309.190000 sec): 3 clusters Score: Raw -3957626.020302 + Penalty 12014.827392 = -3945611.192910 nChanged 30 SP:Iteration 31Q (4309.330000 sec): 3 clusters Score: Raw -3957645.447306 + Penalty 12014.827392 = -3945630.619915 nChanged 32 SP:Iteration 32Q (4309.470000 sec): 3 clusters Score: Raw -3957662.232920 + Penalty 12014.827392 = -3945647.405528 nChanged 25 SP:Iteration 33Q (4309.600000 sec): 3 clusters Score: Raw -3957675.367415 + Penalty 12014.827392 = -3945660.540023 nChanged 22 SP:Iteration 34Q (4309.740000 sec): 3 clusters Score: Raw -3957685.499437 + Penalty 12014.827392 = -3945670.672045 nChanged 19 SP:Iteration 35Q (4309.870000 sec): 3 clusters Score: Raw -3957693.893634 + Penalty 12014.827392 = -3945679.066242 nChanged 17 SP:Iteration 36Q (4310.010000 sec): 3 clusters Score: Raw -3957701.237585 + Penalty 12014.827392 = -3945686.410193 nChanged 14 SP:Iteration 37Q (4310.150000 sec): 3 clusters Score: Raw -3957707.953275 + Penalty 12014.827392 = -3945693.125883 nChanged 14 SP:Iteration 38Q (4310.290000 sec): 3 clusters Score: Raw -3957715.941376 + Penalty 12014.827392 = -3945701.113984 nChanged 13 SP:Iteration 39Q (4310.420000 sec): 3 clusters Score: Raw -3957723.199337 + Penalty 12014.827392 = -3945708.371945 nChanged 22 SP:Iteration 40F (4310.570000 sec): 3 clusters Score: Raw -3957734.495925 + Penalty 12014.827392 = -3945719.668533 nChanged 14 SP:Iteration 41Q (4310.710000 sec): 3 clusters Score: Raw -3957742.339029 + Penalty 12014.827392 = -3945727.511637 nChanged 10 SP:Iteration 42Q (4310.840000 sec): 3 clusters Score: Raw -3957748.111140 + Penalty 12014.827392 = -3945733.283748 nChanged 12 SP:Iteration 43Q (4310.970000 sec): 3 clusters Score: Raw -3957753.986487 + Penalty 12014.827392 = -3945739.159095 nChanged 12 SP:Iteration 44Q (4311.110000 sec): 3 clusters Score: Raw -3957759.153807 + Penalty 12014.827392 = -3945744.326415 nChanged 4 SP:Iteration 45Q (4311.240000 sec): 3 clusters Score: Raw -3957760.925871 + Penalty 12014.827392 = -3945746.098480 nChanged 7 SP:Iteration 46Q (4311.380000 sec): 3 clusters Score: Raw -3957764.950789 + Penalty 12014.827392 = -3945750.123397 nChanged 6 SP:Iteration 47Q (4311.510000 sec): 3 clusters Score: Raw -3957768.351206 + Penalty 12014.827392 = -3945753.523814 nChanged 2 SP:Iteration 48Q (4311.650000 sec): 3 clusters Score: Raw -3957769.205653 + Penalty 12014.827392 = -3945754.378261 nChanged 2 SP:Iteration 49Q (4311.790000 sec): 3 clusters Score: Raw -3957770.075155 + Penalty 12014.827392 = -3945755.247763 nChanged 1 SP:Iteration 50Q (4311.920000 sec): 3 clusters Score: Raw -3957770.348603 + Penalty 12014.827392 = -3945755.521212 nChanged 2 SP:Iteration 51Q (4312.050000 sec): 3 clusters Score: Raw -3957771.231698 + Penalty 12014.827392 = -3945756.404306 nChanged 4 SP:Iteration 52Q (4312.190000 sec): 3 clusters Score: Raw -3957772.811504 + Penalty 12014.827392 = -3945757.984112 nChanged 3 SP:Iteration 53Q (4312.320000 sec): 3 clusters Score: Raw -3957774.465411 + Penalty 12014.827392 = -3945759.638019 nChanged 7 SP:Iteration 54Q (4312.450000 sec): 3 clusters Score: Raw -3957777.820064 + Penalty 12014.827392 = -3945762.992673 nChanged 7 SP:Iteration 55Q (4312.590000 sec): 3 clusters Score: Raw -3957780.726455 + Penalty 12014.827392 = -3945765.899063 nChanged 4 SP:Iteration 56Q (4312.720000 sec): 3 clusters Score: Raw -3957782.442613 + Penalty 12014.827392 = -3945767.615221 nChanged 0 SP:Iteration 57F (4312.870000 sec): 3 clusters Score: Raw -3957782.442613 + Penalty 12014.827392 = -3945767.615221 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 14 (7347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4312.930000 sec): 2 clusters Score: Raw -1547907.759353 + Penalty 5452.503999 = -1542455.255354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4312.990000 sec): 3 clusters Score: Raw -1544735.852277 + Penalty 10905.007998 = -1533830.844278 nChanged 2604 SP:Iteration 1F (4313.050000 sec): 3 clusters Score: Raw -1546314.918166 + Penalty 10905.007998 = -1535409.910168 nChanged 561 SP:Iteration 2F (4313.120000 sec): 3 clusters Score: Raw -1546692.811883 + Penalty 10905.007998 = -1535787.803885 nChanged 349 SP:Iteration 3Q (4313.180000 sec): 3 clusters Score: Raw -1546929.766975 + Penalty 10905.007998 = -1536024.758977 nChanged 250 SP:Iteration 4Q (4313.240000 sec): 3 clusters Score: Raw -1547097.681441 + Penalty 10905.007998 = -1536192.673443 nChanged 171 SP:Iteration 5Q (4313.290000 sec): 3 clusters Score: Raw -1547200.894017 + Penalty 10905.007998 = -1536295.886019 nChanged 126 SP:Iteration 6Q (4313.360000 sec): 3 clusters Score: Raw -1547277.487617 + Penalty 10905.007998 = -1536372.479618 nChanged 115 SP:Iteration 7Q (4313.410000 sec): 3 clusters Score: Raw -1547343.151728 + Penalty 10905.007998 = -1536438.143729 nChanged 102 SP:Iteration 8Q (4313.470000 sec): 3 clusters Score: Raw -1547396.115119 + Penalty 10905.007998 = -1536491.107121 nChanged 88 SP:Iteration 9Q (4313.530000 sec): 3 clusters Score: Raw -1547437.259818 + Penalty 10905.007998 = -1536532.251820 nChanged 53 SP:Iteration 10Q (4313.590000 sec): 3 clusters Score: Raw -1547461.618761 + Penalty 10905.007998 = -1536556.610763 nChanged 33 SP:Iteration 11Q (4313.650000 sec): 3 clusters Score: Raw -1547477.716931 + Penalty 10905.007998 = -1536572.708932 nChanged 40 SP:Iteration 12Q (4313.710000 sec): 3 clusters Score: Raw -1547496.165009 + Penalty 10905.007998 = -1536591.157010 nChanged 38 SP:Iteration 13Q (4313.770000 sec): 3 clusters Score: Raw -1547512.242727 + Penalty 10905.007998 = -1536607.234728 nChanged 30 SP:Iteration 14Q (4313.830000 sec): 3 clusters Score: Raw -1547523.721696 + Penalty 10905.007998 = -1536618.713698 nChanged 24 SP:Iteration 15Q (4313.890000 sec): 3 clusters Score: Raw -1547534.228646 + Penalty 10905.007998 = -1536629.220648 nChanged 26 SP:Iteration 16Q (4313.950000 sec): 3 clusters Score: Raw -1547545.897639 + Penalty 10905.007998 = -1536640.889641 nChanged 25 SP:Iteration 17Q (4314.010000 sec): 3 clusters Score: Raw -1547559.423510 + Penalty 10905.007998 = -1536654.415511 nChanged 24 SP:Iteration 18Q (4314.070000 sec): 3 clusters Score: Raw -1547569.794627 + Penalty 10905.007998 = -1536664.786629 nChanged 27 SP:Iteration 19Q (4314.130000 sec): 3 clusters Score: Raw -1547582.471108 + Penalty 10905.007998 = -1536677.463110 nChanged 24 SP:Iteration 20F (4314.190000 sec): 3 clusters Score: Raw -1547592.711524 + Penalty 10905.007998 = -1536687.703526 nChanged 15 SP:Iteration 21Q (4314.250000 sec): 3 clusters Score: Raw -1547599.610605 + Penalty 10905.007998 = -1536694.602606 nChanged 16 SP:Iteration 22Q (4314.310000 sec): 3 clusters Score: Raw -1547605.638105 + Penalty 10905.007998 = -1536700.630107 nChanged 17 SP:Iteration 23Q (4314.370000 sec): 3 clusters Score: Raw -1547612.111496 + Penalty 10905.007998 = -1536707.103498 nChanged 9 SP:Iteration 24Q (4314.430000 sec): 3 clusters Score: Raw -1547615.477937 + Penalty 10905.007998 = -1536710.469938 nChanged 5 SP:Iteration 25Q (4314.490000 sec): 3 clusters Score: Raw -1547617.501103 + Penalty 10905.007998 = -1536712.493105 nChanged 5 SP:Iteration 26Q (4314.550000 sec): 3 clusters Score: Raw -1547618.652002 + Penalty 10905.007998 = -1536713.644003 nChanged 5 SP:Iteration 27Q (4314.610000 sec): 3 clusters Score: Raw -1547620.051887 + Penalty 10905.007998 = -1536715.043889 nChanged 5 SP:Iteration 28Q (4314.670000 sec): 3 clusters Score: Raw -1547621.919932 + Penalty 10905.007998 = -1536716.911933 nChanged 4 SP:Iteration 29Q (4314.730000 sec): 3 clusters Score: Raw -1547624.103237 + Penalty 10905.007998 = -1536719.095239 nChanged 10 SP:Iteration 30Q (4314.790000 sec): 3 clusters Score: Raw -1547628.096439 + Penalty 10905.007998 = -1536723.088441 nChanged 8 SP:Iteration 31Q (4314.850000 sec): 3 clusters Score: Raw -1547631.438252 + Penalty 10905.007998 = -1536726.430253 nChanged 10 SP:Iteration 32Q (4314.910000 sec): 3 clusters Score: Raw -1547635.244597 + Penalty 10905.007998 = -1536730.236599 nChanged 4 SP:Iteration 33Q (4314.970000 sec): 3 clusters Score: Raw -1547636.867128 + Penalty 10905.007998 = -1536731.859130 nChanged 2 SP:Iteration 34Q (4315.020000 sec): 3 clusters Score: Raw -1547637.454891 + Penalty 10905.007998 = -1536732.446892 nChanged 2 SP:Iteration 35Q (4315.080000 sec): 3 clusters Score: Raw -1547638.307075 + Penalty 10905.007998 = -1536733.299077 nChanged 1 SP:Iteration 36Q (4315.140000 sec): 3 clusters Score: Raw -1547638.409311 + Penalty 10905.007998 = -1536733.401313 nChanged 0 SP:Iteration 37F (4315.200000 sec): 3 clusters Score: Raw -1547638.409311 + Penalty 10905.007998 = -1536733.401313 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 15 (28900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4315.410000 sec): 2 clusters Score: Raw -6102871.931186 + Penalty 6291.353085 = -6096580.578101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4315.650000 sec): 3 clusters Score: Raw -6086893.935784 + Penalty 12582.706171 = -6074311.229613 nChanged 12200 SP:Iteration 1F (4315.880000 sec): 3 clusters Score: Raw -6093377.998026 + Penalty 12582.706171 = -6080795.291855 nChanged 1723 SP:Iteration 2F (4316.120000 sec): 3 clusters Score: Raw -6094060.926847 + Penalty 12582.706171 = -6081478.220676 nChanged 1329 SP:Iteration 3Q (4316.360000 sec): 3 clusters Score: Raw -6094565.601715 + Penalty 12582.706171 = -6081982.895544 nChanged 1113 SP:Iteration 4Q (4316.600000 sec): 3 clusters Score: Raw -6094951.537925 + Penalty 12582.706171 = -6082368.831755 nChanged 929 SP:Iteration 5Q (4316.850000 sec): 3 clusters Score: Raw -6095245.092780 + Penalty 12582.706171 = -6082662.386609 nChanged 742 SP:Iteration 6Q (4317.090000 sec): 3 clusters Score: Raw -6095463.561353 + Penalty 12582.706171 = -6082880.855183 nChanged 631 SP:Iteration 7Q (4317.330000 sec): 3 clusters Score: Raw -6095644.446891 + Penalty 12582.706171 = -6083061.740721 nChanged 594 SP:Iteration 8Q (4317.570000 sec): 3 clusters Score: Raw -6095808.135865 + Penalty 12582.706171 = -6083225.429694 nChanged 550 SP:Iteration 9Q (4317.810000 sec): 3 clusters Score: Raw -6095967.736680 + Penalty 12582.706171 = -6083385.030509 nChanged 574 SP:Iteration 10Q (4318.050000 sec): 3 clusters Score: Raw -6096147.667669 + Penalty 12582.706171 = -6083564.961498 nChanged 610 SP:Iteration 11Q (4318.290000 sec): 3 clusters Score: Raw -6096362.949697 + Penalty 12582.706171 = -6083780.243526 nChanged 674 SP:Iteration 12Q (4318.530000 sec): 3 clusters Score: Raw -6096625.209465 + Penalty 12582.706171 = -6084042.503294 nChanged 795 SP:Iteration 13Q (4318.770000 sec): 3 clusters Score: Raw -6096990.740347 + Penalty 12582.706171 = -6084408.034176 nChanged 969 SP:Iteration 14Q (4319.010000 sec): 3 clusters Score: Raw -6097505.387165 + Penalty 12582.706171 = -6084922.680994 nChanged 1109 SP:Iteration 15Q (4319.250000 sec): 3 clusters Score: Raw -6098260.704434 + Penalty 12582.706171 = -6085677.998263 nChanged 1366 SP:Iteration 16Q (4319.490000 sec): 3 clusters Score: Raw -6099419.973912 + Penalty 12582.706171 = -6086837.267742 nChanged 1586 SP:Iteration 17F (4319.730000 sec): 3 clusters Score: Raw -6101016.852016 + Penalty 12582.706171 = -6088434.145845 nChanged 1525 SP:Iteration 18F (4319.960000 sec): 3 clusters Score: Raw -6102908.905864 + Penalty 12582.706171 = -6090326.199693 nChanged 1383 SP:Iteration 19Q (4320.190000 sec): 3 clusters Score: Raw -6105057.853384 + Penalty 12582.706171 = -6092475.147213 nChanged 1156 SP:Iteration 20F (4320.430000 sec): 3 clusters Score: Raw -6107074.822550 + Penalty 12582.706171 = -6094492.116379 nChanged 769 SP:Iteration 21Q (4320.630000 sec): 3 clusters Score: Raw -6108205.366468 + Penalty 12582.706171 = -6095622.660298 nChanged 443 SP:Iteration 22Q (4320.810000 sec): 3 clusters Score: Raw -6108609.241700 + Penalty 12582.706171 = -6096026.535529 nChanged 221 SP:Iteration 23Q (4321.000000 sec): 3 clusters Score: Raw -6108731.666392 + Penalty 12582.706171 = -6096148.960222 nChanged 93 SP:Iteration 24Q (4321.180000 sec): 3 clusters Score: Raw -6108770.779283 + Penalty 12582.706171 = -6096188.073112 nChanged 53 SP:Iteration 25Q (4321.360000 sec): 3 clusters Score: Raw -6108790.614767 + Penalty 12582.706171 = -6096207.908596 nChanged 41 SP:Iteration 26Q (4321.540000 sec): 3 clusters Score: Raw -6108804.407966 + Penalty 12582.706171 = -6096221.701795 nChanged 18 SP:Iteration 27Q (4321.720000 sec): 3 clusters Score: Raw -6108810.244544 + Penalty 12582.706171 = -6096227.538374 nChanged 12 SP:Iteration 28Q (4321.890000 sec): 3 clusters Score: Raw -6108813.837740 + Penalty 12582.706171 = -6096231.131569 nChanged 12 SP:Iteration 29Q (4322.070000 sec): 3 clusters Score: Raw -6108817.500242 + Penalty 12582.706171 = -6096234.794071 nChanged 8 SP:Iteration 30Q (4322.250000 sec): 3 clusters Score: Raw -6108818.991748 + Penalty 12582.706171 = -6096236.285578 nChanged 2 SP:Iteration 31Q (4322.430000 sec): 3 clusters Score: Raw -6108819.325406 + Penalty 12582.706171 = -6096236.619235 nChanged 0 SP:Iteration 32F (4322.670000 sec): 3 clusters Score: Raw -6108819.325406 + Penalty 12582.706171 = -6096236.619235 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 16 (17689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4322.790000 sec): 2 clusters Score: Raw -3849108.484911 + Penalty 5990.677682 = -3843117.807229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4322.940000 sec): 3 clusters Score: Raw -3840007.530314 + Penalty 11981.355364 = -3828026.174949 nChanged 7085 SP:Iteration 1F (4323.090000 sec): 3 clusters Score: Raw -3843831.943509 + Penalty 11981.355364 = -3831850.588145 nChanged 1253 SP:Iteration 2F (4323.240000 sec): 3 clusters Score: Raw -3844538.311359 + Penalty 11981.355364 = -3832556.955995 nChanged 1012 SP:Iteration 3F (4323.380000 sec): 3 clusters Score: Raw -3845261.904336 + Penalty 11981.355364 = -3833280.548972 nChanged 1037 SP:Iteration 4F (4323.530000 sec): 3 clusters Score: Raw -3846146.677351 + Penalty 11981.355364 = -3834165.321987 nChanged 1127 SP:Iteration 5F (4323.680000 sec): 3 clusters Score: Raw -3847255.922362 + Penalty 11981.355364 = -3835274.566997 nChanged 1197 SP:Iteration 6F (4323.830000 sec): 3 clusters Score: Raw -3848458.628957 + Penalty 11981.355364 = -3836477.273593 nChanged 1171 SP:Iteration 7F (4323.970000 sec): 3 clusters Score: Raw -3849568.039329 + Penalty 11981.355364 = -3837586.683965 nChanged 1013 SP:Iteration 8F (4324.120000 sec): 3 clusters Score: Raw -3850485.488509 + Penalty 11981.355364 = -3838504.133145 nChanged 776 SP:Iteration 9Q (4324.260000 sec): 3 clusters Score: Raw -3851149.924182 + Penalty 11981.355364 = -3839168.568818 nChanged 598 SP:Iteration 10Q (4324.400000 sec): 3 clusters Score: Raw -3851708.094945 + Penalty 11981.355364 = -3839726.739581 nChanged 439 SP:Iteration 11Q (4324.540000 sec): 3 clusters Score: Raw -3852075.482457 + Penalty 11981.355364 = -3840094.127092 nChanged 321 SP:Iteration 12Q (4324.680000 sec): 3 clusters Score: Raw -3852320.835681 + Penalty 11981.355364 = -3840339.480317 nChanged 221 SP:Iteration 13Q (4324.810000 sec): 3 clusters Score: Raw -3852467.868966 + Penalty 11981.355364 = -3840486.513601 nChanged 155 SP:Iteration 14Q (4324.950000 sec): 3 clusters Score: Raw -3852557.255627 + Penalty 11981.355364 = -3840575.900262 nChanged 114 SP:Iteration 15Q (4325.070000 sec): 3 clusters Score: Raw -3852610.711162 + Penalty 11981.355364 = -3840629.355798 nChanged 82 SP:Iteration 16Q (4325.200000 sec): 3 clusters Score: Raw -3852649.527401 + Penalty 11981.355364 = -3840668.172036 nChanged 69 SP:Iteration 17Q (4325.330000 sec): 3 clusters Score: Raw -3852684.207681 + Penalty 11981.355364 = -3840702.852316 nChanged 62 SP:Iteration 18Q (4325.460000 sec): 3 clusters Score: Raw -3852708.095764 + Penalty 11981.355364 = -3840726.740400 nChanged 35 SP:Iteration 19Q (4325.580000 sec): 3 clusters Score: Raw -3852721.008245 + Penalty 11981.355364 = -3840739.652881 nChanged 29 SP:Iteration 20F (4325.730000 sec): 3 clusters Score: Raw -3852730.035875 + Penalty 11981.355364 = -3840748.680511 nChanged 16 SP:Iteration 21Q (4325.850000 sec): 3 clusters Score: Raw -3852734.569612 + Penalty 11981.355364 = -3840753.214248 nChanged 11 SP:Iteration 22Q (4325.980000 sec): 3 clusters Score: Raw -3852737.663790 + Penalty 11981.355364 = -3840756.308426 nChanged 14 SP:Iteration 23Q (4326.110000 sec): 3 clusters Score: Raw -3852742.501059 + Penalty 11981.355364 = -3840761.145695 nChanged 10 SP:Iteration 24Q (4326.230000 sec): 3 clusters Score: Raw -3852744.943304 + Penalty 11981.355364 = -3840763.587940 nChanged 10 SP:Iteration 25Q (4326.350000 sec): 3 clusters Score: Raw -3852747.733975 + Penalty 11981.355364 = -3840766.378611 nChanged 8 SP:Iteration 26Q (4326.480000 sec): 3 clusters Score: Raw -3852749.996923 + Penalty 11981.355364 = -3840768.641559 nChanged 13 SP:Iteration 27Q (4326.610000 sec): 3 clusters Score: Raw -3852753.563048 + Penalty 11981.355364 = -3840772.207683 nChanged 13 SP:Iteration 28Q (4326.730000 sec): 3 clusters Score: Raw -3852758.033963 + Penalty 11981.355364 = -3840776.678599 nChanged 10 SP:Iteration 29Q (4326.850000 sec): 3 clusters Score: Raw -3852760.819061 + Penalty 11981.355364 = -3840779.463697 nChanged 8 SP:Iteration 30Q (4326.980000 sec): 3 clusters Score: Raw -3852762.441339 + Penalty 11981.355364 = -3840781.085975 nChanged 5 SP:Iteration 31Q (4327.100000 sec): 3 clusters Score: Raw -3852764.023778 + Penalty 11981.355364 = -3840782.668414 nChanged 4 SP:Iteration 32Q (4327.230000 sec): 3 clusters Score: Raw -3852764.861653 + Penalty 11981.355364 = -3840783.506289 nChanged 2 SP:Iteration 33Q (4327.350000 sec): 3 clusters Score: Raw -3852765.377368 + Penalty 11981.355364 = -3840784.022004 nChanged 1 SP:Iteration 34Q (4327.470000 sec): 3 clusters Score: Raw -3852765.569811 + Penalty 11981.355364 = -3840784.214446 nChanged 0 SP:Iteration 35F (4327.620000 sec): 3 clusters Score: Raw -3852765.569811 + Penalty 11981.355364 = -3840784.214446 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 18 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4327.640000 sec): 2 clusters Score: Raw -88916.255637 + Penalty 3712.642363 = -85203.613275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4327.640000 sec): 3 clusters Score: Raw -89447.254856 + Penalty 7425.284726 = -82021.970130 nChanged 30 SP:Iteration 1F (4327.650000 sec): 3 clusters Score: Raw -89600.919080 + Penalty 7425.284726 = -82175.634354 nChanged 10 SP:Iteration 2Q (4327.650000 sec): 3 clusters Score: Raw -89648.571194 + Penalty 7425.284726 = -82223.286469 nChanged 0 SP:Iteration 3F (4327.650000 sec): 3 clusters Score: Raw -89648.571194 + Penalty 7425.284726 = -82223.286469 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 19 (7345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4327.710000 sec): 2 clusters Score: Raw -1576028.211297 + Penalty 5452.337242 = -1570575.874056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4327.770000 sec): 3 clusters Score: Raw -1572968.206812 + Penalty 10904.674484 = -1562063.532328 nChanged 2561 SP:Iteration 1F (4327.830000 sec): 3 clusters Score: Raw -1574562.149072 + Penalty 10904.674484 = -1563657.474588 nChanged 565 SP:Iteration 2F (4327.890000 sec): 3 clusters Score: Raw -1574970.624878 + Penalty 10904.674484 = -1564065.950395 nChanged 324 SP:Iteration 3Q (4327.950000 sec): 3 clusters Score: Raw -1575193.481429 + Penalty 10904.674484 = -1564288.806946 nChanged 265 SP:Iteration 4Q (4328.010000 sec): 3 clusters Score: Raw -1575379.907496 + Penalty 10904.674484 = -1564475.233012 nChanged 230 SP:Iteration 5Q (4328.070000 sec): 3 clusters Score: Raw -1575519.490485 + Penalty 10904.674484 = -1564614.816002 nChanged 183 SP:Iteration 6Q (4328.130000 sec): 3 clusters Score: Raw -1575633.197669 + Penalty 10904.674484 = -1564728.523185 nChanged 187 SP:Iteration 7Q (4328.190000 sec): 3 clusters Score: Raw -1575751.766527 + Penalty 10904.674484 = -1564847.092044 nChanged 169 SP:Iteration 8Q (4328.250000 sec): 3 clusters Score: Raw -1575853.858518 + Penalty 10904.674484 = -1564949.184035 nChanged 148 SP:Iteration 9Q (4328.310000 sec): 3 clusters Score: Raw -1575948.741384 + Penalty 10904.674484 = -1565044.066900 nChanged 146 SP:Iteration 10Q (4328.370000 sec): 3 clusters Score: Raw -1576045.437075 + Penalty 10904.674484 = -1565140.762592 nChanged 169 SP:Iteration 11Q (4328.430000 sec): 3 clusters Score: Raw -1576180.436712 + Penalty 10904.674484 = -1565275.762229 nChanged 180 SP:Iteration 12Q (4328.490000 sec): 3 clusters Score: Raw -1576312.724202 + Penalty 10904.674484 = -1565408.049719 nChanged 178 SP:Iteration 13Q (4328.550000 sec): 3 clusters Score: Raw -1576456.239422 + Penalty 10904.674484 = -1565551.564939 nChanged 167 SP:Iteration 14Q (4328.610000 sec): 3 clusters Score: Raw -1576587.585290 + Penalty 10904.674484 = -1565682.910806 nChanged 163 SP:Iteration 15Q (4328.670000 sec): 3 clusters Score: Raw -1576719.095300 + Penalty 10904.674484 = -1565814.420816 nChanged 144 SP:Iteration 16Q (4328.720000 sec): 3 clusters Score: Raw -1576827.762004 + Penalty 10904.674484 = -1565923.087520 nChanged 126 SP:Iteration 17Q (4328.780000 sec): 3 clusters Score: Raw -1576912.089259 + Penalty 10904.674484 = -1566007.414775 nChanged 91 SP:Iteration 18Q (4328.840000 sec): 3 clusters Score: Raw -1576990.525117 + Penalty 10904.674484 = -1566085.850633 nChanged 100 SP:Iteration 19Q (4328.900000 sec): 3 clusters Score: Raw -1577067.301639 + Penalty 10904.674484 = -1566162.627156 nChanged 89 SP:Iteration 20F (4328.960000 sec): 3 clusters Score: Raw -1577127.672068 + Penalty 10904.674484 = -1566222.997585 nChanged 76 SP:Iteration 21Q (4329.020000 sec): 3 clusters Score: Raw -1577176.758128 + Penalty 10904.674484 = -1566272.083644 nChanged 55 SP:Iteration 22Q (4329.080000 sec): 3 clusters Score: Raw -1577210.234083 + Penalty 10904.674484 = -1566305.559599 nChanged 45 SP:Iteration 23Q (4329.140000 sec): 3 clusters Score: Raw -1577237.674965 + Penalty 10904.674484 = -1566333.000481 nChanged 25 SP:Iteration 24Q (4329.200000 sec): 3 clusters Score: Raw -1577251.760558 + Penalty 10904.674484 = -1566347.086074 nChanged 19 SP:Iteration 25Q (4329.250000 sec): 3 clusters Score: Raw -1577261.436221 + Penalty 10904.674484 = -1566356.761738 nChanged 13 SP:Iteration 26Q (4329.310000 sec): 3 clusters Score: Raw -1577268.789241 + Penalty 10904.674484 = -1566364.114757 nChanged 16 SP:Iteration 27Q (4329.370000 sec): 3 clusters Score: Raw -1577278.745540 + Penalty 10904.674484 = -1566374.071057 nChanged 23 SP:Iteration 28Q (4329.430000 sec): 3 clusters Score: Raw -1577291.071837 + Penalty 10904.674484 = -1566386.397353 nChanged 16 SP:Iteration 29Q (4329.490000 sec): 3 clusters Score: Raw -1577298.909200 + Penalty 10904.674484 = -1566394.234717 nChanged 11 SP:Iteration 30Q (4329.550000 sec): 3 clusters Score: Raw -1577304.321656 + Penalty 10904.674484 = -1566399.647172 nChanged 6 SP:Iteration 31Q (4329.610000 sec): 3 clusters Score: Raw -1577307.214336 + Penalty 10904.674484 = -1566402.539852 nChanged 4 SP:Iteration 32Q (4329.670000 sec): 3 clusters Score: Raw -1577309.341515 + Penalty 10904.674484 = -1566404.667032 nChanged 2 SP:Iteration 33Q (4329.730000 sec): 3 clusters Score: Raw -1577310.080835 + Penalty 10904.674484 = -1566405.406351 nChanged 4 SP:Iteration 34Q (4329.790000 sec): 3 clusters Score: Raw -1577311.958698 + Penalty 10904.674484 = -1566407.284215 nChanged 1 SP:Iteration 35Q (4329.840000 sec): 3 clusters Score: Raw -1577312.173607 + Penalty 10904.674484 = -1566407.499123 nChanged 0 SP:Iteration 36F (4329.910000 sec): 3 clusters Score: Raw -1577312.173607 + Penalty 10904.674484 = -1566407.499123 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 20 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4329.910000 sec): 2 clusters Score: Raw -103481.190452 + Penalty 3837.496993 = -99643.693459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4329.920000 sec): 3 clusters Score: Raw -104100.296883 + Penalty 7674.993986 = -96425.302897 nChanged 59 SP:Iteration 1F (4329.930000 sec): 3 clusters Score: Raw -104352.904798 + Penalty 7674.993986 = -96677.910812 nChanged 15 SP:Iteration 2Q (4329.930000 sec): 3 clusters Score: Raw -104418.599479 + Penalty 7674.993986 = -96743.605493 nChanged 7 SP:Iteration 3Q (4329.930000 sec): 3 clusters Score: Raw -104453.748679 + Penalty 7674.993986 = -96778.754693 nChanged 5 SP:Iteration 4Q (4329.940000 sec): 3 clusters Score: Raw -104485.257282 + Penalty 7674.993986 = -96810.263296 nChanged 5 SP:Iteration 5Q (4329.940000 sec): 3 clusters Score: Raw -104522.786993 + Penalty 7674.993986 = -96847.793007 nChanged 7 SP:Iteration 6Q (4329.950000 sec): 3 clusters Score: Raw -104569.955914 + Penalty 7674.993986 = -96894.961928 nChanged 7 SP:Iteration 7Q (4329.950000 sec): 3 clusters Score: Raw -104611.922236 + Penalty 7674.993986 = -96936.928251 nChanged 4 SP:Iteration 8Q (4329.950000 sec): 3 clusters Score: Raw -104627.349097 + Penalty 7674.993986 = -96952.355111 nChanged 4 SP:Iteration 9Q (4329.960000 sec): 3 clusters Score: Raw -104644.728752 + Penalty 7674.993986 = -96969.734767 nChanged 3 SP:Iteration 10Q (4329.960000 sec): 3 clusters Score: Raw -104660.387645 + Penalty 7674.993986 = -96985.393659 nChanged 1 SP:Iteration 11Q (4329.970000 sec): 3 clusters Score: Raw -104665.839388 + Penalty 7674.993986 = -96990.845402 nChanged 2 SP:Iteration 12Q (4329.970000 sec): 3 clusters Score: Raw -104674.277962 + Penalty 7674.993986 = -96999.283977 nChanged 0 SP:Iteration 13F (4329.970000 sec): 3 clusters Score: Raw -104674.277962 + Penalty 7674.993986 = -96999.283977 nChanged 0 Iteration 99Q (4336.980000 sec): 18 clusters Score: Raw -104937497.701220 + Penalty 136449.448361 = -104801048.252859 nChanged 650 Iteration 100F (4362.960000 sec): 18 clusters Score: Raw -104937611.900705 + Penalty 136449.448361 = -104801162.452343 nChanged 642 Iteration 101Q (4370.170000 sec): 18 clusters Score: Raw -104937713.653118 + Penalty 136449.448361 = -104801264.204756 nChanged 636 Iteration 102Q (4377.330000 sec): 18 clusters Score: Raw -104937807.054781 + Penalty 136449.448361 = -104801357.606419 nChanged 614 Iteration 103Q (4384.480000 sec): 18 clusters Score: Raw -104937894.920885 + Penalty 136449.448361 = -104801445.472524 nChanged 615 Iteration 104Q (4391.620000 sec): 18 clusters Score: Raw -104937977.605773 + Penalty 136449.448361 = -104801528.157412 nChanged 587 Iteration 105Q (4398.750000 sec): 18 clusters Score: Raw -104938056.064615 + Penalty 136449.448361 = -104801606.616254 nChanged 557 Iteration 106Q (4405.860000 sec): 18 clusters Score: Raw -104938118.601564 + Penalty 136449.448361 = -104801669.153202 nChanged 499 Iteration 107Q (4412.970000 sec): 18 clusters Score: Raw -104938177.711448 + Penalty 136449.448361 = -104801728.263086 nChanged 457 Iteration 108Q (4420.070000 sec): 18 clusters Score: Raw -104938231.818818 + Penalty 136449.448361 = -104801782.370456 nChanged 408 Iteration 109Q (4427.160000 sec): 18 clusters Score: Raw -104938278.765296 + Penalty 136449.448361 = -104801829.316934 nChanged 377 Iteration 110Q (4434.240000 sec): 18 clusters Score: Raw -104938320.866270 + Penalty 136449.448361 = -104801871.417909 nChanged 400 Iteration 111Q (4441.320000 sec): 18 clusters Score: Raw -104938370.015833 + Penalty 136449.448361 = -104801920.567472 nChanged 409 Iteration 112Q (4448.390000 sec): 18 clusters Score: Raw -104938418.849545 + Penalty 136449.448361 = -104801969.401183 nChanged 386 Iteration 113Q (4455.470000 sec): 18 clusters Score: Raw -104938463.176535 + Penalty 136449.448361 = -104802013.728174 nChanged 353 Iteration 114Q (4462.640000 sec): 18 clusters Score: Raw -104938503.639808 + Penalty 136449.448361 = -104802054.191447 nChanged 327 Iteration 115Q (4469.680000 sec): 18 clusters Score: Raw -104938539.783769 + Penalty 136449.448361 = -104802090.335408 nChanged 307 Iteration 116Q (4476.730000 sec): 18 clusters Score: Raw -104938569.599260 + Penalty 136449.448361 = -104802120.150899 nChanged 270 Iteration 117Q (4483.770000 sec): 18 clusters Score: Raw -104938592.385073 + Penalty 136449.448361 = -104802142.936712 nChanged 223 Iteration 118Q (4490.800000 sec): 18 clusters Score: Raw -104938613.584599 + Penalty 136449.448361 = -104802164.136238 nChanged 228 Iteration 119Q (4497.840000 sec): 18 clusters Score: Raw -104938636.400304 + Penalty 136449.448361 = -104802186.951942 nChanged 215 Iteration 120F (4523.570000 sec): 18 clusters Score: Raw -104938655.910872 + Penalty 136449.448361 = -104802206.462511 nChanged 202 Iteration 121Q (4530.730000 sec): 18 clusters Score: Raw -104938673.942305 + Penalty 136449.448361 = -104802224.493943 nChanged 201 Iteration 122Q (4537.880000 sec): 18 clusters Score: Raw -104938689.145057 + Penalty 136449.448361 = -104802239.696695 nChanged 182 Iteration 123Q (4545.040000 sec): 18 clusters Score: Raw -104938705.199360 + Penalty 136449.448361 = -104802255.750999 nChanged 171 Iteration 124Q (4552.180000 sec): 18 clusters Score: Raw -104938718.219780 + Penalty 136449.448361 = -104802268.771419 nChanged 141 Iteration 125Q (4559.330000 sec): 18 clusters Score: Raw -104938728.825899 + Penalty 136449.448361 = -104802279.377538 nChanged 126 Iteration 126Q (4566.460000 sec): 18 clusters Score: Raw -104938738.839947 + Penalty 136449.448361 = -104802289.391586 nChanged 124 Iteration 127Q (4573.600000 sec): 18 clusters Score: Raw -104938748.373108 + Penalty 136449.448361 = -104802298.924747 nChanged 115 Iteration 128Q (4580.730000 sec): 18 clusters Score: Raw -104938757.076923 + Penalty 136449.448361 = -104802307.628561 nChanged 110 Iteration 129Q (4587.870000 sec): 18 clusters Score: Raw -104938764.217142 + Penalty 136449.448361 = -104802314.768780 nChanged 101 Iteration 130Q (4595.000000 sec): 18 clusters Score: Raw -104938771.407470 + Penalty 136449.448361 = -104802321.959109 nChanged 95 Iteration 131Q (4602.130000 sec): 18 clusters Score: Raw -104938779.377302 + Penalty 136449.448361 = -104802329.928941 nChanged 98 Iteration 132Q (4609.250000 sec): 18 clusters Score: Raw -104938787.118669 + Penalty 136449.448361 = -104802337.670308 nChanged 95 Iteration 133Q (4616.380000 sec): 18 clusters Score: Raw -104938792.650782 + Penalty 136449.448361 = -104802343.202421 nChanged 75 Iteration 134Q (4623.490000 sec): 18 clusters Score: Raw -104938797.279508 + Penalty 136449.448361 = -104802347.831147 nChanged 71 Iteration 135Q (4630.730000 sec): 18 clusters Score: Raw -104938802.125235 + Penalty 136449.448361 = -104802352.676874 nChanged 66 Iteration 136Q (4637.880000 sec): 18 clusters Score: Raw -104938806.850239 + Penalty 136449.448361 = -104802357.401878 nChanged 61 Iteration 137Q (4644.990000 sec): 18 clusters Score: Raw -104938810.825527 + Penalty 136449.448361 = -104802361.377166 nChanged 60 Iteration 138Q (4652.110000 sec): 18 clusters Score: Raw -104938814.658592 + Penalty 136449.448361 = -104802365.210231 nChanged 52 Writing temp clu file Compute initial score before splitting: Score: Raw -104938814.658592 + Penalty 136449.448361 = -104802365.210231 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 1 (14002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4652.300000 sec): 2 clusters Score: Raw -3014180.256627 + Penalty 5847.510217 = -3008332.746410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4652.420000 sec): 3 clusters Score: Raw -3007269.289388 + Penalty 11695.020433 = -2995574.268955 nChanged 5396 SP:Iteration 1F (4652.530000 sec): 3 clusters Score: Raw -3010237.702972 + Penalty 11695.020433 = -2998542.682539 nChanged 939 SP:Iteration 2F (4652.650000 sec): 3 clusters Score: Raw -3010731.500008 + Penalty 11695.020433 = -2999036.479575 nChanged 666 SP:Iteration 3Q (4652.770000 sec): 3 clusters Score: Raw -3011054.165176 + Penalty 11695.020433 = -2999359.144743 nChanged 446 SP:Iteration 4Q (4652.890000 sec): 3 clusters Score: Raw -3011254.162086 + Penalty 11695.020433 = -2999559.141653 nChanged 385 SP:Iteration 5Q (4653.010000 sec): 3 clusters Score: Raw -3011448.453824 + Penalty 11695.020433 = -2999753.433391 nChanged 340 SP:Iteration 6Q (4653.130000 sec): 3 clusters Score: Raw -3011633.367120 + Penalty 11695.020433 = -2999938.346687 nChanged 335 SP:Iteration 7Q (4653.250000 sec): 3 clusters Score: Raw -3011818.881304 + Penalty 11695.020433 = -3000123.860871 nChanged 308 SP:Iteration 8Q (4653.360000 sec): 3 clusters Score: Raw -3011982.335274 + Penalty 11695.020433 = -3000287.314841 nChanged 282 SP:Iteration 9Q (4653.480000 sec): 3 clusters Score: Raw -3012125.371310 + Penalty 11695.020433 = -3000430.350877 nChanged 292 SP:Iteration 10Q (4653.590000 sec): 3 clusters Score: Raw -3012270.842634 + Penalty 11695.020433 = -3000575.822201 nChanged 276 SP:Iteration 11Q (4653.720000 sec): 3 clusters Score: Raw -3012400.093349 + Penalty 11695.020433 = -3000705.072916 nChanged 261 SP:Iteration 12Q (4653.830000 sec): 3 clusters Score: Raw -3012527.412670 + Penalty 11695.020433 = -3000832.392237 nChanged 260 SP:Iteration 13Q (4653.950000 sec): 3 clusters Score: Raw -3012644.790528 + Penalty 11695.020433 = -3000949.770095 nChanged 236 SP:Iteration 14Q (4654.070000 sec): 3 clusters Score: Raw -3012746.356595 + Penalty 11695.020433 = -3001051.336162 nChanged 227 SP:Iteration 15Q (4654.180000 sec): 3 clusters Score: Raw -3012848.930657 + Penalty 11695.020433 = -3001153.910224 nChanged 191 SP:Iteration 16Q (4654.300000 sec): 3 clusters Score: Raw -3012923.203245 + Penalty 11695.020433 = -3001228.182812 nChanged 163 SP:Iteration 17Q (4654.410000 sec): 3 clusters Score: Raw -3012984.449959 + Penalty 11695.020433 = -3001289.429526 nChanged 161 SP:Iteration 18Q (4654.530000 sec): 3 clusters Score: Raw -3013061.312128 + Penalty 11695.020433 = -3001366.291695 nChanged 163 SP:Iteration 19Q (4654.640000 sec): 3 clusters Score: Raw -3013132.665142 + Penalty 11695.020433 = -3001437.644709 nChanged 178 SP:Iteration 20F (4654.760000 sec): 3 clusters Score: Raw -3013214.481662 + Penalty 11695.020433 = -3001519.461229 nChanged 175 SP:Iteration 21Q (4654.870000 sec): 3 clusters Score: Raw -3013305.315762 + Penalty 11695.020433 = -3001610.295329 nChanged 171 SP:Iteration 22Q (4654.980000 sec): 3 clusters Score: Raw -3013390.525755 + Penalty 11695.020433 = -3001695.505322 nChanged 178 SP:Iteration 23Q (4655.100000 sec): 3 clusters Score: Raw -3013487.352676 + Penalty 11695.020433 = -3001792.332243 nChanged 185 SP:Iteration 24Q (4655.210000 sec): 3 clusters Score: Raw -3013603.770846 + Penalty 11695.020433 = -3001908.750413 nChanged 204 SP:Iteration 25Q (4655.330000 sec): 3 clusters Score: Raw -3013742.961723 + Penalty 11695.020433 = -3002047.941290 nChanged 238 SP:Iteration 26Q (4655.440000 sec): 3 clusters Score: Raw -3013930.981102 + Penalty 11695.020433 = -3002235.960669 nChanged 294 SP:Iteration 27Q (4655.550000 sec): 3 clusters Score: Raw -3014126.863563 + Penalty 11695.020433 = -3002431.843130 nChanged 296 SP:Iteration 28Q (4655.660000 sec): 3 clusters Score: Raw -3014326.203413 + Penalty 11695.020433 = -3002631.182980 nChanged 269 SP:Iteration 29Q (4655.770000 sec): 3 clusters Score: Raw -3014500.671327 + Penalty 11695.020433 = -3002805.650894 nChanged 257 SP:Iteration 30Q (4655.880000 sec): 3 clusters Score: Raw -3014645.080499 + Penalty 11695.020433 = -3002950.060066 nChanged 223 SP:Iteration 31Q (4655.980000 sec): 3 clusters Score: Raw -3014763.773135 + Penalty 11695.020433 = -3003068.752702 nChanged 225 SP:Iteration 32Q (4656.090000 sec): 3 clusters Score: Raw -3014881.225824 + Penalty 11695.020433 = -3003186.205391 nChanged 204 SP:Iteration 33Q (4656.200000 sec): 3 clusters Score: Raw -3014969.600461 + Penalty 11695.020433 = -3003274.580028 nChanged 146 SP:Iteration 34Q (4656.300000 sec): 3 clusters Score: Raw -3015027.213593 + Penalty 11695.020433 = -3003332.193160 nChanged 134 SP:Iteration 35Q (4656.410000 sec): 3 clusters Score: Raw -3015079.955168 + Penalty 11695.020433 = -3003384.934735 nChanged 124 SP:Iteration 36Q (4656.520000 sec): 3 clusters Score: Raw -3015123.418078 + Penalty 11695.020433 = -3003428.397645 nChanged 113 SP:Iteration 37Q (4656.620000 sec): 3 clusters Score: Raw -3015167.437846 + Penalty 11695.020433 = -3003472.417413 nChanged 117 SP:Iteration 38Q (4656.730000 sec): 3 clusters Score: Raw -3015214.437069 + Penalty 11695.020433 = -3003519.416636 nChanged 121 SP:Iteration 39Q (4656.830000 sec): 3 clusters Score: Raw -3015258.366348 + Penalty 11695.020433 = -3003563.345915 nChanged 104 SP:Iteration 40F (4656.950000 sec): 3 clusters Score: Raw -3015299.669162 + Penalty 11695.020433 = -3003604.648729 nChanged 101 SP:Iteration 41Q (4657.060000 sec): 3 clusters Score: Raw -3015333.763314 + Penalty 11695.020433 = -3003638.742881 nChanged 71 SP:Iteration 42Q (4657.160000 sec): 3 clusters Score: Raw -3015359.565418 + Penalty 11695.020433 = -3003664.544985 nChanged 75 SP:Iteration 43Q (4657.270000 sec): 3 clusters Score: Raw -3015384.074569 + Penalty 11695.020433 = -3003689.054135 nChanged 75 SP:Iteration 44Q (4657.370000 sec): 3 clusters Score: Raw -3015410.409697 + Penalty 11695.020433 = -3003715.389264 nChanged 72 SP:Iteration 45Q (4657.480000 sec): 3 clusters Score: Raw -3015433.722994 + Penalty 11695.020433 = -3003738.702561 nChanged 57 SP:Iteration 46Q (4657.580000 sec): 3 clusters Score: Raw -3015451.318136 + Penalty 11695.020433 = -3003756.297703 nChanged 45 SP:Iteration 47Q (4657.690000 sec): 3 clusters Score: Raw -3015463.626529 + Penalty 11695.020433 = -3003768.606096 nChanged 40 SP:Iteration 48Q (4657.800000 sec): 3 clusters Score: Raw -3015476.490225 + Penalty 11695.020433 = -3003781.469792 nChanged 41 SP:Iteration 49Q (4657.900000 sec): 3 clusters Score: Raw -3015491.402090 + Penalty 11695.020433 = -3003796.381657 nChanged 58 SP:Iteration 50Q (4658.000000 sec): 3 clusters Score: Raw -3015512.202164 + Penalty 11695.020433 = -3003817.181731 nChanged 58 SP:Iteration 51Q (4658.110000 sec): 3 clusters Score: Raw -3015529.893359 + Penalty 11695.020433 = -3003834.872926 nChanged 54 SP:Iteration 52Q (4658.220000 sec): 3 clusters Score: Raw -3015542.823032 + Penalty 11695.020433 = -3003847.802599 nChanged 41 SP:Iteration 53Q (4658.320000 sec): 3 clusters Score: Raw -3015554.307846 + Penalty 11695.020433 = -3003859.287413 nChanged 30 SP:Iteration 54Q (4658.430000 sec): 3 clusters Score: Raw -3015563.576664 + Penalty 11695.020433 = -3003868.556231 nChanged 36 SP:Iteration 55Q (4658.540000 sec): 3 clusters Score: Raw -3015573.238912 + Penalty 11695.020433 = -3003878.218479 nChanged 32 SP:Iteration 56Q (4658.640000 sec): 3 clusters Score: Raw -3015582.206365 + Penalty 11695.020433 = -3003887.185932 nChanged 25 SP:Iteration 57Q (4658.740000 sec): 3 clusters Score: Raw -3015589.850590 + Penalty 11695.020433 = -3003894.830157 nChanged 21 SP:Iteration 58Q (4658.850000 sec): 3 clusters Score: Raw -3015595.678770 + Penalty 11695.020433 = -3003900.658336 nChanged 20 SP:Iteration 59Q (4658.960000 sec): 3 clusters Score: Raw -3015601.138907 + Penalty 11695.020433 = -3003906.118474 nChanged 16 SP:Iteration 60F (4659.070000 sec): 3 clusters Score: Raw -3015604.606406 + Penalty 11695.020433 = -3003909.585973 nChanged 11 SP:Iteration 61Q (4659.180000 sec): 3 clusters Score: Raw -3015607.652394 + Penalty 11695.020433 = -3003912.631961 nChanged 17 SP:Iteration 62Q (4659.280000 sec): 3 clusters Score: Raw -3015612.009826 + Penalty 11695.020433 = -3003916.989393 nChanged 21 SP:Iteration 63Q (4659.390000 sec): 3 clusters Score: Raw -3015617.968941 + Penalty 11695.020433 = -3003922.948508 nChanged 24 SP:Iteration 64Q (4659.500000 sec): 3 clusters Score: Raw -3015624.880781 + Penalty 11695.020433 = -3003929.860348 nChanged 25 SP:Iteration 65Q (4659.600000 sec): 3 clusters Score: Raw -3015632.127038 + Penalty 11695.020433 = -3003937.106605 nChanged 25 SP:Iteration 66Q (4659.710000 sec): 3 clusters Score: Raw -3015639.266414 + Penalty 11695.020433 = -3003944.245981 nChanged 25 SP:Iteration 67Q (4659.820000 sec): 3 clusters Score: Raw -3015646.103829 + Penalty 11695.020433 = -3003951.083396 nChanged 25 SP:Iteration 68Q (4659.920000 sec): 3 clusters Score: Raw -3015652.862964 + Penalty 11695.020433 = -3003957.842531 nChanged 20 SP:Iteration 69Q (4660.030000 sec): 3 clusters Score: Raw -3015658.459430 + Penalty 11695.020433 = -3003963.438997 nChanged 32 SP:Iteration 70Q (4660.130000 sec): 3 clusters Score: Raw -3015667.106239 + Penalty 11695.020433 = -3003972.085806 nChanged 27 SP:Iteration 71Q (4660.240000 sec): 3 clusters Score: Raw -3015674.097043 + Penalty 11695.020433 = -3003979.076610 nChanged 24 SP:Iteration 72Q (4660.350000 sec): 3 clusters Score: Raw -3015679.920738 + Penalty 11695.020433 = -3003984.900305 nChanged 21 SP:Iteration 73Q (4660.450000 sec): 3 clusters Score: Raw -3015684.741900 + Penalty 11695.020433 = -3003989.721467 nChanged 18 SP:Iteration 74Q (4660.560000 sec): 3 clusters Score: Raw -3015690.226843 + Penalty 11695.020433 = -3003995.206410 nChanged 30 SP:Iteration 75Q (4660.660000 sec): 3 clusters Score: Raw -3015698.295891 + Penalty 11695.020433 = -3004003.275458 nChanged 28 SP:Iteration 76Q (4660.770000 sec): 3 clusters Score: Raw -3015705.162318 + Penalty 11695.020433 = -3004010.141885 nChanged 15 SP:Iteration 77Q (4660.880000 sec): 3 clusters Score: Raw -3015709.611409 + Penalty 11695.020433 = -3004014.590976 nChanged 27 SP:Iteration 78Q (4660.980000 sec): 3 clusters Score: Raw -3015715.375636 + Penalty 11695.020433 = -3004020.355203 nChanged 19 SP:Iteration 79Q (4661.090000 sec): 3 clusters Score: Raw -3015719.909903 + Penalty 11695.020433 = -3004024.889470 nChanged 21 SP:Iteration 80F (4661.200000 sec): 3 clusters Score: Raw -3015725.556536 + Penalty 11695.020433 = -3004030.536102 nChanged 24 SP:Iteration 81Q (4661.310000 sec): 3 clusters Score: Raw -3015730.588810 + Penalty 11695.020433 = -3004035.568377 nChanged 16 SP:Iteration 82Q (4661.420000 sec): 3 clusters Score: Raw -3015735.177110 + Penalty 11695.020433 = -3004040.156677 nChanged 26 SP:Iteration 83Q (4661.520000 sec): 3 clusters Score: Raw -3015741.510235 + Penalty 11695.020433 = -3004046.489802 nChanged 25 SP:Iteration 84Q (4661.630000 sec): 3 clusters Score: Raw -3015748.455271 + Penalty 11695.020433 = -3004053.434838 nChanged 29 SP:Iteration 85Q (4661.740000 sec): 3 clusters Score: Raw -3015756.857746 + Penalty 11695.020433 = -3004061.837313 nChanged 27 SP:Iteration 86Q (4661.840000 sec): 3 clusters Score: Raw -3015764.670149 + Penalty 11695.020433 = -3004069.649716 nChanged 29 SP:Iteration 87Q (4661.950000 sec): 3 clusters Score: Raw -3015771.935538 + Penalty 11695.020433 = -3004076.915105 nChanged 29 SP:Iteration 88Q (4662.060000 sec): 3 clusters Score: Raw -3015779.411324 + Penalty 11695.020433 = -3004084.390891 nChanged 24 SP:Iteration 89Q (4662.160000 sec): 3 clusters Score: Raw -3015785.856053 + Penalty 11695.020433 = -3004090.835620 nChanged 29 SP:Iteration 90Q (4662.270000 sec): 3 clusters Score: Raw -3015794.179150 + Penalty 11695.020433 = -3004099.158717 nChanged 24 SP:Iteration 91Q (4662.380000 sec): 3 clusters Score: Raw -3015800.043609 + Penalty 11695.020433 = -3004105.023176 nChanged 25 SP:Iteration 92Q (4662.480000 sec): 3 clusters Score: Raw -3015807.417352 + Penalty 11695.020433 = -3004112.396919 nChanged 22 SP:Iteration 93Q (4662.590000 sec): 3 clusters Score: Raw -3015812.477035 + Penalty 11695.020433 = -3004117.456602 nChanged 17 SP:Iteration 94Q (4662.700000 sec): 3 clusters Score: Raw -3015817.223929 + Penalty 11695.020433 = -3004122.203496 nChanged 26 SP:Iteration 95Q (4662.800000 sec): 3 clusters Score: Raw -3015823.761068 + Penalty 11695.020433 = -3004128.740635 nChanged 28 SP:Iteration 96Q (4662.910000 sec): 3 clusters Score: Raw -3015831.023048 + Penalty 11695.020433 = -3004136.002615 nChanged 26 SP:Iteration 97Q (4663.020000 sec): 3 clusters Score: Raw -3015837.781248 + Penalty 11695.020433 = -3004142.760815 nChanged 22 SP:Iteration 98Q (4663.120000 sec): 3 clusters Score: Raw -3015843.114377 + Penalty 11695.020433 = -3004148.093944 nChanged 24 SP:Iteration 99Q (4663.230000 sec): 3 clusters Score: Raw -3015850.376245 + Penalty 11695.020433 = -3004155.355812 nChanged 19 SP:Iteration 100F (4663.340000 sec): 3 clusters Score: Raw -3015856.187594 + Penalty 11695.020433 = -3004161.167161 nChanged 20 SP:Iteration 101Q (4663.450000 sec): 3 clusters Score: Raw -3015861.135456 + Penalty 11695.020433 = -3004166.115023 nChanged 17 SP:Iteration 102Q (4663.560000 sec): 3 clusters Score: Raw -3015865.444527 + Penalty 11695.020433 = -3004170.424094 nChanged 14 SP:Iteration 103Q (4663.660000 sec): 3 clusters Score: Raw -3015868.958879 + Penalty 11695.020433 = -3004173.938446 nChanged 18 SP:Iteration 104Q (4663.770000 sec): 3 clusters Score: Raw -3015873.817804 + Penalty 11695.020433 = -3004178.797371 nChanged 16 SP:Iteration 105Q (4663.880000 sec): 3 clusters Score: Raw -3015878.086511 + Penalty 11695.020433 = -3004183.066078 nChanged 14 SP:Iteration 106Q (4663.980000 sec): 3 clusters Score: Raw -3015881.751076 + Penalty 11695.020433 = -3004186.730643 nChanged 16 SP:Iteration 107Q (4664.090000 sec): 3 clusters Score: Raw -3015886.093698 + Penalty 11695.020433 = -3004191.073265 nChanged 16 SP:Iteration 108Q (4664.200000 sec): 3 clusters Score: Raw -3015889.771238 + Penalty 11695.020433 = -3004194.750805 nChanged 10 SP:Iteration 109Q (4664.310000 sec): 3 clusters Score: Raw -3015891.598027 + Penalty 11695.020433 = -3004196.577593 nChanged 10 SP:Iteration 110Q (4664.410000 sec): 3 clusters Score: Raw -3015893.632491 + Penalty 11695.020433 = -3004198.612058 nChanged 9 SP:Iteration 111Q (4664.520000 sec): 3 clusters Score: Raw -3015895.211794 + Penalty 11695.020433 = -3004200.191361 nChanged 7 SP:Iteration 112Q (4664.630000 sec): 3 clusters Score: Raw -3015896.530147 + Penalty 11695.020433 = -3004201.509714 nChanged 10 SP:Iteration 113Q (4664.740000 sec): 3 clusters Score: Raw -3015899.670599 + Penalty 11695.020433 = -3004204.650166 nChanged 17 SP:Iteration 114Q (4664.840000 sec): 3 clusters Score: Raw -3015903.590816 + Penalty 11695.020433 = -3004208.570383 nChanged 16 SP:Iteration 115Q (4664.950000 sec): 3 clusters Score: Raw -3015907.439836 + Penalty 11695.020433 = -3004212.419403 nChanged 12 SP:Iteration 116Q (4665.060000 sec): 3 clusters Score: Raw -3015910.612654 + Penalty 11695.020433 = -3004215.592221 nChanged 11 SP:Iteration 117Q (4665.160000 sec): 3 clusters Score: Raw -3015912.842064 + Penalty 11695.020433 = -3004217.821631 nChanged 6 SP:Iteration 118Q (4665.270000 sec): 3 clusters Score: Raw -3015914.477161 + Penalty 11695.020433 = -3004219.456728 nChanged 9 SP:Iteration 119Q (4665.380000 sec): 3 clusters Score: Raw -3015916.109549 + Penalty 11695.020433 = -3004221.089115 nChanged 7 SP:Iteration 120F (4665.490000 sec): 3 clusters Score: Raw -3015917.456943 + Penalty 11695.020433 = -3004222.436510 nChanged 7 SP:Iteration 121Q (4665.600000 sec): 3 clusters Score: Raw -3015919.093175 + Penalty 11695.020433 = -3004224.072742 nChanged 6 SP:Iteration 122Q (4665.710000 sec): 3 clusters Score: Raw -3015920.772363 + Penalty 11695.020433 = -3004225.751930 nChanged 7 SP:Iteration 123Q (4665.810000 sec): 3 clusters Score: Raw -3015922.068089 + Penalty 11695.020433 = -3004227.047656 nChanged 5 SP:Iteration 124Q (4665.920000 sec): 3 clusters Score: Raw -3015922.794554 + Penalty 11695.020433 = -3004227.774121 nChanged 6 SP:Iteration 125Q (4666.030000 sec): 3 clusters Score: Raw -3015924.180688 + Penalty 11695.020433 = -3004229.160255 nChanged 7 SP:Iteration 126Q (4666.140000 sec): 3 clusters Score: Raw -3015925.740386 + Penalty 11695.020433 = -3004230.719953 nChanged 13 SP:Iteration 127Q (4666.240000 sec): 3 clusters Score: Raw -3015928.740376 + Penalty 11695.020433 = -3004233.719942 nChanged 14 SP:Iteration 128Q (4666.350000 sec): 3 clusters Score: Raw -3015931.723899 + Penalty 11695.020433 = -3004236.703466 nChanged 13 SP:Iteration 129Q (4666.460000 sec): 3 clusters Score: Raw -3015935.256098 + Penalty 11695.020433 = -3004240.235665 nChanged 13 SP:Iteration 130Q (4666.570000 sec): 3 clusters Score: Raw -3015938.866418 + Penalty 11695.020433 = -3004243.845985 nChanged 16 SP:Iteration 131Q (4666.670000 sec): 3 clusters Score: Raw -3015943.008244 + Penalty 11695.020433 = -3004247.987811 nChanged 16 SP:Iteration 132Q (4666.780000 sec): 3 clusters Score: Raw -3015947.383434 + Penalty 11695.020433 = -3004252.363001 nChanged 15 SP:Iteration 133Q (4666.890000 sec): 3 clusters Score: Raw -3015950.945131 + Penalty 11695.020433 = -3004255.924698 nChanged 13 SP:Iteration 134Q (4667.000000 sec): 3 clusters Score: Raw -3015953.720262 + Penalty 11695.020433 = -3004258.699829 nChanged 9 SP:Iteration 135Q (4667.100000 sec): 3 clusters Score: Raw -3015955.258605 + Penalty 11695.020433 = -3004260.238172 nChanged 7 SP:Iteration 136Q (4667.210000 sec): 3 clusters Score: Raw -3015956.868908 + Penalty 11695.020433 = -3004261.848475 nChanged 12 SP:Iteration 137Q (4667.320000 sec): 3 clusters Score: Raw -3015959.479336 + Penalty 11695.020433 = -3004264.458903 nChanged 10 SP:Iteration 138Q (4667.420000 sec): 3 clusters Score: Raw -3015962.017806 + Penalty 11695.020433 = -3004266.997373 nChanged 8 SP:Iteration 139Q (4667.530000 sec): 3 clusters Score: Raw -3015964.027465 + Penalty 11695.020433 = -3004269.007032 nChanged 9 SP:Iteration 140F (4667.650000 sec): 3 clusters Score: Raw -3015966.190225 + Penalty 11695.020433 = -3004271.169792 nChanged 8 SP:Iteration 141Q (4667.750000 sec): 3 clusters Score: Raw -3015967.853783 + Penalty 11695.020433 = -3004272.833350 nChanged 7 SP:Iteration 142Q (4667.860000 sec): 3 clusters Score: Raw -3015969.496323 + Penalty 11695.020433 = -3004274.475890 nChanged 7 SP:Iteration 143Q (4667.970000 sec): 3 clusters Score: Raw -3015971.512186 + Penalty 11695.020433 = -3004276.491753 nChanged 7 SP:Iteration 144Q (4668.080000 sec): 3 clusters Score: Raw -3015972.797954 + Penalty 11695.020433 = -3004277.777521 nChanged 7 SP:Iteration 145Q (4668.180000 sec): 3 clusters Score: Raw -3015974.671476 + Penalty 11695.020433 = -3004279.651043 nChanged 9 SP:Iteration 146Q (4668.290000 sec): 3 clusters Score: Raw -3015977.273952 + Penalty 11695.020433 = -3004282.253519 nChanged 10 SP:Iteration 147Q (4668.400000 sec): 3 clusters Score: Raw -3015979.437822 + Penalty 11695.020433 = -3004284.417389 nChanged 9 SP:Iteration 148Q (4668.510000 sec): 3 clusters Score: Raw -3015981.029457 + Penalty 11695.020433 = -3004286.009024 nChanged 5 SP:Iteration 149Q (4668.610000 sec): 3 clusters Score: Raw -3015981.954623 + Penalty 11695.020433 = -3004286.934190 nChanged 3 SP:Iteration 150Q (4668.720000 sec): 3 clusters Score: Raw -3015982.363855 + Penalty 11695.020433 = -3004287.343422 nChanged 2 SP:Iteration 151Q (4668.830000 sec): 3 clusters Score: Raw -3015982.850865 + Penalty 11695.020433 = -3004287.830432 nChanged 3 SP:Iteration 152Q (4668.940000 sec): 3 clusters Score: Raw -3015983.604919 + Penalty 11695.020433 = -3004288.584486 nChanged 2 SP:Iteration 153Q (4669.040000 sec): 3 clusters Score: Raw -3015984.016487 + Penalty 11695.020433 = -3004288.996054 nChanged 3 SP:Iteration 154Q (4669.150000 sec): 3 clusters Score: Raw -3015984.391775 + Penalty 11695.020433 = -3004289.371342 nChanged 2 SP:Iteration 155Q (4669.260000 sec): 3 clusters Score: Raw -3015984.712005 + Penalty 11695.020433 = -3004289.691572 nChanged 0 SP:Iteration 156F (4669.380000 sec): 3 clusters Score: Raw -3015984.712005 + Penalty 11695.020433 = -3004289.691572 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 2 (12522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4669.460000 sec): 2 clusters Score: Raw -2585425.714743 + Penalty 5779.085955 = -2579646.628788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4669.570000 sec): 3 clusters Score: Raw -2579461.048423 + Penalty 11558.171911 = -2567902.876512 nChanged 4758 SP:Iteration 1F (4669.670000 sec): 3 clusters Score: Raw -2582381.484030 + Penalty 11558.171911 = -2570823.312119 nChanged 1019 SP:Iteration 2F (4669.780000 sec): 3 clusters Score: Raw -2583218.550664 + Penalty 11558.171911 = -2571660.378753 nChanged 783 SP:Iteration 3F (4669.880000 sec): 3 clusters Score: Raw -2583933.321565 + Penalty 11558.171911 = -2572375.149654 nChanged 681 SP:Iteration 4F (4669.980000 sec): 3 clusters Score: Raw -2584551.976556 + Penalty 11558.171911 = -2572993.804645 nChanged 673 SP:Iteration 5F (4670.090000 sec): 3 clusters Score: Raw -2585169.356639 + Penalty 11558.171911 = -2573611.184728 nChanged 639 SP:Iteration 6F (4670.190000 sec): 3 clusters Score: Raw -2585748.699476 + Penalty 11558.171911 = -2574190.527565 nChanged 595 SP:Iteration 7Q (4670.290000 sec): 3 clusters Score: Raw -2586326.448629 + Penalty 11558.171911 = -2574768.276718 nChanged 504 SP:Iteration 8Q (4670.390000 sec): 3 clusters Score: Raw -2586771.445183 + Penalty 11558.171911 = -2575213.273272 nChanged 434 SP:Iteration 9Q (4670.490000 sec): 3 clusters Score: Raw -2587090.025087 + Penalty 11558.171911 = -2575531.853176 nChanged 366 SP:Iteration 10Q (4670.590000 sec): 3 clusters Score: Raw -2587350.405280 + Penalty 11558.171911 = -2575792.233369 nChanged 352 SP:Iteration 11Q (4670.690000 sec): 3 clusters Score: Raw -2587595.014508 + Penalty 11558.171911 = -2576036.842597 nChanged 302 SP:Iteration 12Q (4670.790000 sec): 3 clusters Score: Raw -2587793.473799 + Penalty 11558.171911 = -2576235.301888 nChanged 241 SP:Iteration 13Q (4670.880000 sec): 3 clusters Score: Raw -2587951.292266 + Penalty 11558.171911 = -2576393.120355 nChanged 209 SP:Iteration 14Q (4670.980000 sec): 3 clusters Score: Raw -2588089.874630 + Penalty 11558.171911 = -2576531.702719 nChanged 176 SP:Iteration 15Q (4671.080000 sec): 3 clusters Score: Raw -2588201.661884 + Penalty 11558.171911 = -2576643.489973 nChanged 150 SP:Iteration 16Q (4671.170000 sec): 3 clusters Score: Raw -2588291.188288 + Penalty 11558.171911 = -2576733.016377 nChanged 108 SP:Iteration 17Q (4671.270000 sec): 3 clusters Score: Raw -2588350.028679 + Penalty 11558.171911 = -2576791.856768 nChanged 82 SP:Iteration 18Q (4671.360000 sec): 3 clusters Score: Raw -2588395.926394 + Penalty 11558.171911 = -2576837.754483 nChanged 76 SP:Iteration 19Q (4671.460000 sec): 3 clusters Score: Raw -2588443.660738 + Penalty 11558.171911 = -2576885.488827 nChanged 80 SP:Iteration 20F (4671.560000 sec): 3 clusters Score: Raw -2588490.778587 + Penalty 11558.171911 = -2576932.606676 nChanged 55 SP:Iteration 21Q (4671.650000 sec): 3 clusters Score: Raw -2588522.366983 + Penalty 11558.171911 = -2576964.195072 nChanged 57 SP:Iteration 22Q (4671.740000 sec): 3 clusters Score: Raw -2588553.876923 + Penalty 11558.171911 = -2576995.705012 nChanged 62 SP:Iteration 23Q (4671.830000 sec): 3 clusters Score: Raw -2588592.302576 + Penalty 11558.171911 = -2577034.130665 nChanged 57 SP:Iteration 24Q (4671.920000 sec): 3 clusters Score: Raw -2588624.960549 + Penalty 11558.171911 = -2577066.788638 nChanged 54 SP:Iteration 25Q (4672.010000 sec): 3 clusters Score: Raw -2588653.328791 + Penalty 11558.171911 = -2577095.156880 nChanged 48 SP:Iteration 26Q (4672.100000 sec): 3 clusters Score: Raw -2588677.034958 + Penalty 11558.171911 = -2577118.863047 nChanged 41 SP:Iteration 27Q (4672.190000 sec): 3 clusters Score: Raw -2588700.752469 + Penalty 11558.171911 = -2577142.580558 nChanged 35 SP:Iteration 28Q (4672.280000 sec): 3 clusters Score: Raw -2588721.639547 + Penalty 11558.171911 = -2577163.467636 nChanged 32 SP:Iteration 29Q (4672.370000 sec): 3 clusters Score: Raw -2588742.154594 + Penalty 11558.171911 = -2577183.982683 nChanged 30 SP:Iteration 30Q (4672.460000 sec): 3 clusters Score: Raw -2588759.327607 + Penalty 11558.171911 = -2577201.155696 nChanged 33 SP:Iteration 31Q (4672.540000 sec): 3 clusters Score: Raw -2588779.731496 + Penalty 11558.171911 = -2577221.559585 nChanged 34 SP:Iteration 32Q (4672.630000 sec): 3 clusters Score: Raw -2588798.855175 + Penalty 11558.171911 = -2577240.683264 nChanged 36 SP:Iteration 33Q (4672.720000 sec): 3 clusters Score: Raw -2588819.733939 + Penalty 11558.171911 = -2577261.562028 nChanged 28 SP:Iteration 34Q (4672.800000 sec): 3 clusters Score: Raw -2588836.846559 + Penalty 11558.171911 = -2577278.674648 nChanged 35 SP:Iteration 35Q (4672.890000 sec): 3 clusters Score: Raw -2588854.451627 + Penalty 11558.171911 = -2577296.279716 nChanged 26 SP:Iteration 36Q (4672.980000 sec): 3 clusters Score: Raw -2588867.980905 + Penalty 11558.171911 = -2577309.808994 nChanged 27 SP:Iteration 37Q (4673.060000 sec): 3 clusters Score: Raw -2588883.053591 + Penalty 11558.171911 = -2577324.881680 nChanged 24 SP:Iteration 38Q (4673.150000 sec): 3 clusters Score: Raw -2588897.464459 + Penalty 11558.171911 = -2577339.292548 nChanged 25 SP:Iteration 39Q (4673.240000 sec): 3 clusters Score: Raw -2588910.880782 + Penalty 11558.171911 = -2577352.708871 nChanged 27 SP:Iteration 40F (4673.340000 sec): 3 clusters Score: Raw -2588925.999294 + Penalty 11558.171911 = -2577367.827383 nChanged 31 SP:Iteration 41Q (4673.420000 sec): 3 clusters Score: Raw -2588941.685894 + Penalty 11558.171911 = -2577383.513983 nChanged 27 SP:Iteration 42Q (4673.510000 sec): 3 clusters Score: Raw -2588961.994162 + Penalty 11558.171911 = -2577403.822251 nChanged 39 SP:Iteration 43Q (4673.600000 sec): 3 clusters Score: Raw -2588986.392063 + Penalty 11558.171911 = -2577428.220152 nChanged 23 SP:Iteration 44Q (4673.680000 sec): 3 clusters Score: Raw -2589001.021314 + Penalty 11558.171911 = -2577442.849403 nChanged 24 SP:Iteration 45Q (4673.760000 sec): 3 clusters Score: Raw -2589016.274037 + Penalty 11558.171911 = -2577458.102126 nChanged 28 SP:Iteration 46Q (4673.850000 sec): 3 clusters Score: Raw -2589031.699512 + Penalty 11558.171911 = -2577473.527602 nChanged 24 SP:Iteration 47Q (4673.930000 sec): 3 clusters Score: Raw -2589043.456028 + Penalty 11558.171911 = -2577485.284117 nChanged 22 SP:Iteration 48Q (4674.020000 sec): 3 clusters Score: Raw -2589056.439436 + Penalty 11558.171911 = -2577498.267525 nChanged 26 SP:Iteration 49Q (4674.100000 sec): 3 clusters Score: Raw -2589072.006255 + Penalty 11558.171911 = -2577513.834344 nChanged 28 SP:Iteration 50Q (4674.180000 sec): 3 clusters Score: Raw -2589090.350940 + Penalty 11558.171911 = -2577532.179029 nChanged 28 SP:Iteration 51Q (4674.270000 sec): 3 clusters Score: Raw -2589108.090227 + Penalty 11558.171911 = -2577549.918316 nChanged 19 SP:Iteration 52Q (4674.350000 sec): 3 clusters Score: Raw -2589118.329639 + Penalty 11558.171911 = -2577560.157728 nChanged 14 SP:Iteration 53Q (4674.430000 sec): 3 clusters Score: Raw -2589125.514010 + Penalty 11558.171911 = -2577567.342099 nChanged 15 SP:Iteration 54Q (4674.520000 sec): 3 clusters Score: Raw -2589132.678996 + Penalty 11558.171911 = -2577574.507085 nChanged 5 SP:Iteration 55Q (4674.600000 sec): 3 clusters Score: Raw -2589134.681161 + Penalty 11558.171911 = -2577576.509250 nChanged 2 SP:Iteration 56Q (4674.680000 sec): 3 clusters Score: Raw -2589135.844575 + Penalty 11558.171911 = -2577577.672665 nChanged 3 SP:Iteration 57Q (4674.760000 sec): 3 clusters Score: Raw -2589137.353940 + Penalty 11558.171911 = -2577579.182029 nChanged 1 SP:Iteration 58Q (4674.840000 sec): 3 clusters Score: Raw -2589137.669375 + Penalty 11558.171911 = -2577579.497464 nChanged 0 SP:Iteration 59F (4674.950000 sec): 3 clusters Score: Raw -2589137.669375 + Penalty 11558.171911 = -2577579.497464 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 3 (20164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4675.090000 sec): 2 clusters Score: Raw -4355415.150111 + Penalty 6070.888146 = -4349344.261966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4675.260000 sec): 3 clusters Score: Raw -4344830.131743 + Penalty 12141.776291 = -4332688.355452 nChanged 8270 SP:Iteration 1F (4675.420000 sec): 3 clusters Score: Raw -4349268.587043 + Penalty 12141.776291 = -4337126.810752 nChanged 1404 SP:Iteration 2F (4675.590000 sec): 3 clusters Score: Raw -4349993.798962 + Penalty 12141.776291 = -4337852.022671 nChanged 1027 SP:Iteration 3F (4675.760000 sec): 3 clusters Score: Raw -4350502.008118 + Penalty 12141.776291 = -4338360.231827 nChanged 854 SP:Iteration 4Q (4675.920000 sec): 3 clusters Score: Raw -4350994.867689 + Penalty 12141.776291 = -4338853.091398 nChanged 823 SP:Iteration 5Q (4676.090000 sec): 3 clusters Score: Raw -4351527.666123 + Penalty 12141.776291 = -4339385.889832 nChanged 834 SP:Iteration 6Q (4676.260000 sec): 3 clusters Score: Raw -4352113.607575 + Penalty 12141.776291 = -4339971.831284 nChanged 880 SP:Iteration 7Q (4676.420000 sec): 3 clusters Score: Raw -4352655.724455 + Penalty 12141.776291 = -4340513.948164 nChanged 818 SP:Iteration 8Q (4676.580000 sec): 3 clusters Score: Raw -4353108.060240 + Penalty 12141.776291 = -4340966.283949 nChanged 776 SP:Iteration 9Q (4676.750000 sec): 3 clusters Score: Raw -4353516.732079 + Penalty 12141.776291 = -4341374.955788 nChanged 750 SP:Iteration 10Q (4676.920000 sec): 3 clusters Score: Raw -4353891.769004 + Penalty 12141.776291 = -4341749.992713 nChanged 647 SP:Iteration 11Q (4677.080000 sec): 3 clusters Score: Raw -4354216.776917 + Penalty 12141.776291 = -4342075.000626 nChanged 626 SP:Iteration 12Q (4677.240000 sec): 3 clusters Score: Raw -4354532.041538 + Penalty 12141.776291 = -4342390.265247 nChanged 614 SP:Iteration 13Q (4677.400000 sec): 3 clusters Score: Raw -4354848.846146 + Penalty 12141.776291 = -4342707.069855 nChanged 565 SP:Iteration 14Q (4677.570000 sec): 3 clusters Score: Raw -4355132.074567 + Penalty 12141.776291 = -4342990.298276 nChanged 521 SP:Iteration 15Q (4677.730000 sec): 3 clusters Score: Raw -4355412.376889 + Penalty 12141.776291 = -4343270.600597 nChanged 507 SP:Iteration 16Q (4677.890000 sec): 3 clusters Score: Raw -4355675.516218 + Penalty 12141.776291 = -4343533.739927 nChanged 490 SP:Iteration 17Q (4678.060000 sec): 3 clusters Score: Raw -4355931.486673 + Penalty 12141.776291 = -4343789.710382 nChanged 448 SP:Iteration 18Q (4678.220000 sec): 3 clusters Score: Raw -4356173.902695 + Penalty 12141.776291 = -4344032.126404 nChanged 424 SP:Iteration 19Q (4678.380000 sec): 3 clusters Score: Raw -4356405.220797 + Penalty 12141.776291 = -4344263.444506 nChanged 388 SP:Iteration 20F (4678.540000 sec): 3 clusters Score: Raw -4356621.984178 + Penalty 12141.776291 = -4344480.207887 nChanged 354 SP:Iteration 21Q (4678.700000 sec): 3 clusters Score: Raw -4356830.728320 + Penalty 12141.776291 = -4344688.952028 nChanged 336 SP:Iteration 22Q (4678.860000 sec): 3 clusters Score: Raw -4357022.747191 + Penalty 12141.776291 = -4344880.970900 nChanged 290 SP:Iteration 23Q (4679.020000 sec): 3 clusters Score: Raw -4357167.313851 + Penalty 12141.776291 = -4345025.537560 nChanged 218 SP:Iteration 24Q (4679.170000 sec): 3 clusters Score: Raw -4357264.105580 + Penalty 12141.776291 = -4345122.329289 nChanged 165 SP:Iteration 25Q (4679.320000 sec): 3 clusters Score: Raw -4357328.992274 + Penalty 12141.776291 = -4345187.215983 nChanged 153 SP:Iteration 26Q (4679.470000 sec): 3 clusters Score: Raw -4357385.679120 + Penalty 12141.776291 = -4345243.902828 nChanged 114 SP:Iteration 27Q (4679.620000 sec): 3 clusters Score: Raw -4357427.819156 + Penalty 12141.776291 = -4345286.042865 nChanged 88 SP:Iteration 28Q (4679.770000 sec): 3 clusters Score: Raw -4357459.987174 + Penalty 12141.776291 = -4345318.210883 nChanged 80 SP:Iteration 29Q (4679.920000 sec): 3 clusters Score: Raw -4357488.499847 + Penalty 12141.776291 = -4345346.723556 nChanged 83 SP:Iteration 30Q (4680.060000 sec): 3 clusters Score: Raw -4357517.985296 + Penalty 12141.776291 = -4345376.209005 nChanged 74 SP:Iteration 31Q (4680.210000 sec): 3 clusters Score: Raw -4357547.498019 + Penalty 12141.776291 = -4345405.721727 nChanged 78 SP:Iteration 32Q (4680.360000 sec): 3 clusters Score: Raw -4357577.126154 + Penalty 12141.776291 = -4345435.349862 nChanged 66 SP:Iteration 33Q (4680.500000 sec): 3 clusters Score: Raw -4357605.685816 + Penalty 12141.776291 = -4345463.909524 nChanged 68 SP:Iteration 34Q (4680.650000 sec): 3 clusters Score: Raw -4357635.600208 + Penalty 12141.776291 = -4345493.823917 nChanged 62 SP:Iteration 35Q (4680.790000 sec): 3 clusters Score: Raw -4357662.356834 + Penalty 12141.776291 = -4345520.580542 nChanged 53 SP:Iteration 36Q (4680.940000 sec): 3 clusters Score: Raw -4357687.056063 + Penalty 12141.776291 = -4345545.279772 nChanged 62 SP:Iteration 37Q (4681.080000 sec): 3 clusters Score: Raw -4357711.767420 + Penalty 12141.776291 = -4345569.991129 nChanged 45 SP:Iteration 38Q (4681.220000 sec): 3 clusters Score: Raw -4357730.047032 + Penalty 12141.776291 = -4345588.270741 nChanged 49 SP:Iteration 39Q (4681.360000 sec): 3 clusters Score: Raw -4357747.472679 + Penalty 12141.776291 = -4345605.696388 nChanged 31 SP:Iteration 40F (4681.530000 sec): 3 clusters Score: Raw -4357759.123312 + Penalty 12141.776291 = -4345617.347021 nChanged 32 SP:Iteration 41Q (4681.670000 sec): 3 clusters Score: Raw -4357770.208732 + Penalty 12141.776291 = -4345628.432441 nChanged 29 SP:Iteration 42Q (4681.810000 sec): 3 clusters Score: Raw -4357781.331833 + Penalty 12141.776291 = -4345639.555542 nChanged 28 SP:Iteration 43Q (4681.950000 sec): 3 clusters Score: Raw -4357792.075084 + Penalty 12141.776291 = -4345650.298793 nChanged 24 SP:Iteration 44Q (4682.090000 sec): 3 clusters Score: Raw -4357800.783396 + Penalty 12141.776291 = -4345659.007105 nChanged 22 SP:Iteration 45Q (4682.230000 sec): 3 clusters Score: Raw -4357807.877573 + Penalty 12141.776291 = -4345666.101282 nChanged 21 SP:Iteration 46Q (4682.370000 sec): 3 clusters Score: Raw -4357815.168899 + Penalty 12141.776291 = -4345673.392608 nChanged 15 SP:Iteration 47Q (4682.510000 sec): 3 clusters Score: Raw -4357820.810955 + Penalty 12141.776291 = -4345679.034664 nChanged 20 SP:Iteration 48Q (4682.650000 sec): 3 clusters Score: Raw -4357828.339927 + Penalty 12141.776291 = -4345686.563636 nChanged 21 SP:Iteration 49Q (4682.790000 sec): 3 clusters Score: Raw -4357835.159379 + Penalty 12141.776291 = -4345693.383088 nChanged 13 SP:Iteration 50Q (4682.930000 sec): 3 clusters Score: Raw -4357840.244587 + Penalty 12141.776291 = -4345698.468296 nChanged 11 SP:Iteration 51Q (4683.070000 sec): 3 clusters Score: Raw -4357843.329198 + Penalty 12141.776291 = -4345701.552907 nChanged 9 SP:Iteration 52Q (4683.200000 sec): 3 clusters Score: Raw -4357846.024589 + Penalty 12141.776291 = -4345704.248298 nChanged 15 SP:Iteration 53Q (4683.340000 sec): 3 clusters Score: Raw -4357851.158716 + Penalty 12141.776291 = -4345709.382425 nChanged 5 SP:Iteration 54Q (4683.480000 sec): 3 clusters Score: Raw -4357852.689394 + Penalty 12141.776291 = -4345710.913103 nChanged 4 SP:Iteration 55Q (4683.620000 sec): 3 clusters Score: Raw -4357853.519698 + Penalty 12141.776291 = -4345711.743407 nChanged 0 SP:Iteration 56F (4683.790000 sec): 3 clusters Score: Raw -4357853.519698 + Penalty 12141.776291 = -4345711.743407 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 4 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4683.810000 sec): 2 clusters Score: Raw -290159.656640 + Penalty 4426.943280 = -285732.713359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4683.820000 sec): 3 clusters Score: Raw -290200.802196 + Penalty 8853.886561 = -281346.915635 nChanged 263 SP:Iteration 1F (4683.830000 sec): 3 clusters Score: Raw -290844.626497 + Penalty 8853.886561 = -281990.739936 nChanged 107 SP:Iteration 2F (4683.840000 sec): 3 clusters Score: Raw -291383.792135 + Penalty 8853.886561 = -282529.905574 nChanged 76 SP:Iteration 3F (4683.860000 sec): 3 clusters Score: Raw -292070.255629 + Penalty 8853.886561 = -283216.369069 nChanged 63 SP:Iteration 4Q (4683.860000 sec): 3 clusters Score: Raw -292344.193350 + Penalty 8853.886561 = -283490.306789 nChanged 59 SP:Iteration 5Q (4683.880000 sec): 3 clusters Score: Raw -292614.123881 + Penalty 8853.886561 = -283760.237320 nChanged 50 SP:Iteration 6Q (4683.880000 sec): 3 clusters Score: Raw -292742.743207 + Penalty 8853.886561 = -283888.856646 nChanged 31 SP:Iteration 7Q (4683.890000 sec): 3 clusters Score: Raw -292823.753397 + Penalty 8853.886561 = -283969.866836 nChanged 19 SP:Iteration 8Q (4683.900000 sec): 3 clusters Score: Raw -292872.937702 + Penalty 8853.886561 = -284019.051141 nChanged 13 SP:Iteration 9Q (4683.910000 sec): 3 clusters Score: Raw -292905.462247 + Penalty 8853.886561 = -284051.575687 nChanged 13 SP:Iteration 10Q (4683.920000 sec): 3 clusters Score: Raw -292939.640381 + Penalty 8853.886561 = -284085.753820 nChanged 9 SP:Iteration 11Q (4683.930000 sec): 3 clusters Score: Raw -292966.771718 + Penalty 8853.886561 = -284112.885157 nChanged 7 SP:Iteration 12Q (4683.940000 sec): 3 clusters Score: Raw -292982.769795 + Penalty 8853.886561 = -284128.883234 nChanged 7 SP:Iteration 13Q (4683.950000 sec): 3 clusters Score: Raw -293002.181112 + Penalty 8853.886561 = -284148.294551 nChanged 6 SP:Iteration 14Q (4683.960000 sec): 3 clusters Score: Raw -293018.995455 + Penalty 8853.886561 = -284165.108894 nChanged 1 SP:Iteration 15Q (4683.960000 sec): 3 clusters Score: Raw -293022.294383 + Penalty 8853.886561 = -284168.407822 nChanged 0 SP:Iteration 16F (4683.980000 sec): 3 clusters Score: Raw -293022.294383 + Penalty 8853.886561 = -284168.407822 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 5 (325712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4686.790000 sec): 2 clusters Score: Raw -70372936.820883 + Penalty 7774.933411 = -70365161.887472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4689.500000 sec): 3 clusters Score: Raw -70162425.837464 + Penalty 15549.866822 = -70146875.970642 nChanged 154949 SP:Iteration 1F (4692.210000 sec): 3 clusters Score: Raw -70252005.675653 + Penalty 15549.866822 = -70236455.808831 nChanged 9385 SP:Iteration 2Q (4694.940000 sec): 3 clusters Score: Raw -70254078.681209 + Penalty 15549.866822 = -70238528.814387 nChanged 10195 SP:Iteration 3Q (4697.670000 sec): 3 clusters Score: Raw -70256824.555903 + Penalty 15549.866822 = -70241274.689081 nChanged 11805 SP:Iteration 4Q (4700.400000 sec): 3 clusters Score: Raw -70260972.466037 + Penalty 15549.866822 = -70245422.599215 nChanged 14868 SP:Iteration 5Q (4703.120000 sec): 3 clusters Score: Raw -70267815.255422 + Penalty 15549.866822 = -70252265.388600 nChanged 18572 SP:Iteration 6F (4705.810000 sec): 3 clusters Score: Raw -70278250.526525 + Penalty 15549.866822 = -70262700.659703 nChanged 21471 SP:Iteration 7F (4708.520000 sec): 3 clusters Score: Raw -70291240.443360 + Penalty 15549.866822 = -70275690.576538 nChanged 21822 SP:Iteration 8F (4711.230000 sec): 3 clusters Score: Raw -70303913.214973 + Penalty 15549.866822 = -70288363.348151 nChanged 19761 SP:Iteration 9F (4713.930000 sec): 3 clusters Score: Raw -70314272.835055 + Penalty 15549.866822 = -70298722.968233 nChanged 16428 SP:Iteration 10F (4716.630000 sec): 3 clusters Score: Raw -70322294.806505 + Penalty 15549.866822 = -70306744.939683 nChanged 14115 SP:Iteration 11Q (4719.330000 sec): 3 clusters Score: Raw -70329162.888817 + Penalty 15549.866822 = -70313613.021995 nChanged 13242 SP:Iteration 12Q (4722.010000 sec): 3 clusters Score: Raw -70336005.391164 + Penalty 15549.866822 = -70320455.524342 nChanged 13277 SP:Iteration 13Q (4724.680000 sec): 3 clusters Score: Raw -70343103.373503 + Penalty 15549.866822 = -70327553.506681 nChanged 13606 SP:Iteration 14Q (4727.320000 sec): 3 clusters Score: Raw -70350471.264928 + Penalty 15549.866822 = -70334921.398106 nChanged 13808 SP:Iteration 15Q (4729.930000 sec): 3 clusters Score: Raw -70357964.083946 + Penalty 15549.866822 = -70342414.217124 nChanged 13131 SP:Iteration 16Q (4732.490000 sec): 3 clusters Score: Raw -70364875.751804 + Penalty 15549.866822 = -70349325.884982 nChanged 11891 SP:Iteration 17Q (4735.000000 sec): 3 clusters Score: Raw -70370818.284490 + Penalty 15549.866822 = -70355268.417668 nChanged 10314 SP:Iteration 18Q (4737.450000 sec): 3 clusters Score: Raw -70375590.956882 + Penalty 15549.866822 = -70360041.090060 nChanged 8402 SP:Iteration 19Q (4739.840000 sec): 3 clusters Score: Raw -70379002.132032 + Penalty 15549.866822 = -70363452.265210 nChanged 6928 SP:Iteration 20F (4742.530000 sec): 3 clusters Score: Raw -70381438.524863 + Penalty 15549.866822 = -70365888.658041 nChanged 5484 SP:Iteration 21Q (4744.820000 sec): 3 clusters Score: Raw -70383122.430615 + Penalty 15549.866822 = -70367572.563793 nChanged 4495 SP:Iteration 22Q (4747.070000 sec): 3 clusters Score: Raw -70384345.802288 + Penalty 15549.866822 = -70368795.935466 nChanged 3647 SP:Iteration 23Q (4749.290000 sec): 3 clusters Score: Raw -70385216.970719 + Penalty 15549.866822 = -70369667.103897 nChanged 2866 SP:Iteration 24Q (4751.490000 sec): 3 clusters Score: Raw -70385817.880604 + Penalty 15549.866822 = -70370268.013782 nChanged 2347 SP:Iteration 25Q (4753.670000 sec): 3 clusters Score: Raw -70386261.067365 + Penalty 15549.866822 = -70370711.200543 nChanged 1893 SP:Iteration 26Q (4755.830000 sec): 3 clusters Score: Raw -70386584.597261 + Penalty 15549.866822 = -70371034.730439 nChanged 1598 SP:Iteration 27Q (4757.980000 sec): 3 clusters Score: Raw -70386818.309181 + Penalty 15549.866822 = -70371268.442359 nChanged 1234 SP:Iteration 28Q (4760.130000 sec): 3 clusters Score: Raw -70386980.251903 + Penalty 15549.866822 = -70371430.385081 nChanged 975 SP:Iteration 29Q (4762.570000 sec): 3 clusters Score: Raw -70387097.899413 + Penalty 15549.866822 = -70371548.032591 nChanged 821 SP:Iteration 30Q (4765.080000 sec): 3 clusters Score: Raw -70387186.566811 + Penalty 15549.866822 = -70371636.699989 nChanged 677 SP:Iteration 31Q (4767.610000 sec): 3 clusters Score: Raw -70387255.768194 + Penalty 15549.866822 = -70371705.901372 nChanged 585 SP:Iteration 32Q (4770.140000 sec): 3 clusters Score: Raw -70387310.411322 + Penalty 15549.866822 = -70371760.544500 nChanged 464 SP:Iteration 33Q (4772.420000 sec): 3 clusters Score: Raw -70387352.786001 + Penalty 15549.866822 = -70371802.919179 nChanged 407 SP:Iteration 34Q (4774.550000 sec): 3 clusters Score: Raw -70387387.763215 + Penalty 15549.866822 = -70371837.896393 nChanged 367 SP:Iteration 35Q (4776.670000 sec): 3 clusters Score: Raw -70387417.398683 + Penalty 15549.866822 = -70371867.531861 nChanged 304 SP:Iteration 36Q (4778.790000 sec): 3 clusters Score: Raw -70387441.216263 + Penalty 15549.866822 = -70371891.349441 nChanged 273 SP:Iteration 37Q (4780.900000 sec): 3 clusters Score: Raw -70387461.380675 + Penalty 15549.866822 = -70371911.513853 nChanged 231 SP:Iteration 38Q (4783.010000 sec): 3 clusters Score: Raw -70387477.248606 + Penalty 15549.866822 = -70371927.381784 nChanged 195 SP:Iteration 39Q (4785.120000 sec): 3 clusters Score: Raw -70387491.092953 + Penalty 15549.866822 = -70371941.226131 nChanged 166 SP:Iteration 40F (4787.800000 sec): 3 clusters Score: Raw -70387501.518075 + Penalty 15549.866822 = -70371951.651253 nChanged 133 SP:Iteration 41Q (4789.900000 sec): 3 clusters Score: Raw -70387509.717568 + Penalty 15549.866822 = -70371959.850746 nChanged 141 SP:Iteration 42Q (4792.000000 sec): 3 clusters Score: Raw -70387518.301582 + Penalty 15549.866822 = -70371968.434760 nChanged 127 SP:Iteration 43Q (4794.090000 sec): 3 clusters Score: Raw -70387525.205329 + Penalty 15549.866822 = -70371975.338507 nChanged 97 SP:Iteration 44Q (4796.190000 sec): 3 clusters Score: Raw -70387530.344323 + Penalty 15549.866822 = -70371980.477501 nChanged 82 SP:Iteration 45Q (4798.290000 sec): 3 clusters Score: Raw -70387534.765891 + Penalty 15549.866822 = -70371984.899069 nChanged 86 SP:Iteration 46Q (4800.390000 sec): 3 clusters Score: Raw -70387540.310631 + Penalty 15549.866822 = -70371990.443809 nChanged 98 SP:Iteration 47Q (4802.570000 sec): 3 clusters Score: Raw -70387546.436566 + Penalty 15549.866822 = -70371996.569744 nChanged 98 SP:Iteration 48Q (4804.700000 sec): 3 clusters Score: Raw -70387551.900283 + Penalty 15549.866822 = -70372002.033461 nChanged 95 SP:Iteration 49Q (4806.800000 sec): 3 clusters Score: Raw -70387556.931588 + Penalty 15549.866822 = -70372007.064766 nChanged 68 SP:Iteration 50Q (4808.900000 sec): 3 clusters Score: Raw -70387560.822742 + Penalty 15549.866822 = -70372010.955920 nChanged 70 SP:Iteration 51Q (4810.990000 sec): 3 clusters Score: Raw -70387564.424623 + Penalty 15549.866822 = -70372014.557801 nChanged 60 SP:Iteration 52Q (4813.080000 sec): 3 clusters Score: Raw -70387567.540277 + Penalty 15549.866822 = -70372017.673455 nChanged 58 SP:Iteration 53Q (4815.170000 sec): 3 clusters Score: Raw -70387570.599736 + Penalty 15549.866822 = -70372020.732914 nChanged 53 SP:Iteration 54Q (4817.260000 sec): 3 clusters Score: Raw -70387572.988952 + Penalty 15549.866822 = -70372023.122130 nChanged 36 SP:Iteration 55Q (4819.350000 sec): 3 clusters Score: Raw -70387574.605295 + Penalty 15549.866822 = -70372024.738473 nChanged 47 SP:Iteration 56Q (4821.440000 sec): 3 clusters Score: Raw -70387576.667461 + Penalty 15549.866822 = -70372026.800639 nChanged 47 SP:Iteration 57Q (4823.530000 sec): 3 clusters Score: Raw -70387578.557389 + Penalty 15549.866822 = -70372028.690567 nChanged 36 SP:Iteration 58Q (4825.620000 sec): 3 clusters Score: Raw -70387580.132189 + Penalty 15549.866822 = -70372030.265367 nChanged 31 SP:Iteration 59Q (4827.750000 sec): 3 clusters Score: Raw -70387581.506120 + Penalty 15549.866822 = -70372031.639298 nChanged 28 SP:Iteration 60F (4830.470000 sec): 3 clusters Score: Raw -70387582.758983 + Penalty 15549.866822 = -70372032.892161 nChanged 28 SP:Iteration 61Q (4832.590000 sec): 3 clusters Score: Raw -70387583.905953 + Penalty 15549.866822 = -70372034.039131 nChanged 19 SP:Iteration 62Q (4834.700000 sec): 3 clusters Score: Raw -70387584.698761 + Penalty 15549.866822 = -70372034.831939 nChanged 13 SP:Iteration 63Q (4836.800000 sec): 3 clusters Score: Raw -70387585.250129 + Penalty 15549.866822 = -70372035.383307 nChanged 13 SP:Iteration 64Q (4838.890000 sec): 3 clusters Score: Raw -70387585.721516 + Penalty 15549.866822 = -70372035.854694 nChanged 14 SP:Iteration 65Q (4840.980000 sec): 3 clusters Score: Raw -70387586.350604 + Penalty 15549.866822 = -70372036.483782 nChanged 24 SP:Iteration 66Q (4843.070000 sec): 3 clusters Score: Raw -70387587.283907 + Penalty 15549.866822 = -70372037.417085 nChanged 14 SP:Iteration 67Q (4845.160000 sec): 3 clusters Score: Raw -70387587.899602 + Penalty 15549.866822 = -70372038.032780 nChanged 15 SP:Iteration 68Q (4847.250000 sec): 3 clusters Score: Raw -70387588.528840 + Penalty 15549.866822 = -70372038.662018 nChanged 17 SP:Iteration 69Q (4849.340000 sec): 3 clusters Score: Raw -70387589.224846 + Penalty 15549.866822 = -70372039.358024 nChanged 17 SP:Iteration 70Q (4851.430000 sec): 3 clusters Score: Raw -70387589.817267 + Penalty 15549.866822 = -70372039.950445 nChanged 16 SP:Iteration 71Q (4853.520000 sec): 3 clusters Score: Raw -70387590.404430 + Penalty 15549.866822 = -70372040.537608 nChanged 11 SP:Iteration 72Q (4855.610000 sec): 3 clusters Score: Raw -70387590.803319 + Penalty 15549.866822 = -70372040.936496 nChanged 9 SP:Iteration 73Q (4857.700000 sec): 3 clusters Score: Raw -70387591.199707 + Penalty 15549.866822 = -70372041.332885 nChanged 7 SP:Iteration 74Q (4859.790000 sec): 3 clusters Score: Raw -70387591.506068 + Penalty 15549.866822 = -70372041.639246 nChanged 8 SP:Iteration 75Q (4861.870000 sec): 3 clusters Score: Raw -70387591.812220 + Penalty 15549.866822 = -70372041.945398 nChanged 7 SP:Iteration 76Q (4863.960000 sec): 3 clusters Score: Raw -70387592.034709 + Penalty 15549.866822 = -70372042.167887 nChanged 5 SP:Iteration 77Q (4866.050000 sec): 3 clusters Score: Raw -70387592.176158 + Penalty 15549.866822 = -70372042.309336 nChanged 3 SP:Iteration 78Q (4868.140000 sec): 3 clusters Score: Raw -70387592.283699 + Penalty 15549.866822 = -70372042.416877 nChanged 2 SP:Iteration 79Q (4870.230000 sec): 3 clusters Score: Raw -70387592.352212 + Penalty 15549.866822 = -70372042.485390 nChanged 2 SP:Iteration 80F (4872.910000 sec): 3 clusters Score: Raw -70387592.443253 + Penalty 15549.866822 = -70372042.576431 nChanged 4 SP:Iteration 81Q (4875.000000 sec): 3 clusters Score: Raw -70387592.564281 + Penalty 15549.866822 = -70372042.697459 nChanged 3 SP:Iteration 82Q (4877.090000 sec): 3 clusters Score: Raw -70387592.663455 + Penalty 15549.866822 = -70372042.796633 nChanged 1 SP:Iteration 83Q (4879.180000 sec): 3 clusters Score: Raw -70387592.709007 + Penalty 15549.866822 = -70372042.842185 nChanged 1 SP:Iteration 84Q (4881.270000 sec): 3 clusters Score: Raw -70387592.726951 + Penalty 15549.866822 = -70372042.860129 nChanged 0 SP:Iteration 85F (4883.940000 sec): 3 clusters Score: Raw -70387592.726951 + Penalty 15549.866822 = -70372042.860129 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 6 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4884.140000 sec): 2 clusters Score: Raw -365515.391580 + Penalty 4578.645282 = -360936.746298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4884.150000 sec): 3 clusters Score: Raw -365436.886289 + Penalty 9157.290565 = -356279.595724 nChanged 401 SP:Iteration 1F (4884.160000 sec): 3 clusters Score: Raw -366415.624704 + Penalty 9157.290565 = -357258.334139 nChanged 166 SP:Iteration 2F (4884.180000 sec): 3 clusters Score: Raw -366978.703835 + Penalty 9157.290565 = -357821.413270 nChanged 98 SP:Iteration 3F (4884.200000 sec): 3 clusters Score: Raw -367279.850483 + Penalty 9157.290565 = -358122.559918 nChanged 67 SP:Iteration 4Q (4884.210000 sec): 3 clusters Score: Raw -367440.934470 + Penalty 9157.290565 = -358283.643905 nChanged 43 SP:Iteration 5Q (4884.220000 sec): 3 clusters Score: Raw -367556.399317 + Penalty 9157.290565 = -358399.108752 nChanged 38 SP:Iteration 6Q (4884.240000 sec): 3 clusters Score: Raw -367630.619580 + Penalty 9157.290565 = -358473.329015 nChanged 25 SP:Iteration 7Q (4884.250000 sec): 3 clusters Score: Raw -367688.727560 + Penalty 9157.290565 = -358531.436995 nChanged 22 SP:Iteration 8Q (4884.260000 sec): 3 clusters Score: Raw -367728.796537 + Penalty 9157.290565 = -358571.505972 nChanged 17 SP:Iteration 9Q (4884.270000 sec): 3 clusters Score: Raw -367754.823487 + Penalty 9157.290565 = -358597.532922 nChanged 16 SP:Iteration 10Q (4884.290000 sec): 3 clusters Score: Raw -367795.259975 + Penalty 9157.290565 = -358637.969411 nChanged 20 SP:Iteration 11Q (4884.300000 sec): 3 clusters Score: Raw -367828.767298 + Penalty 9157.290565 = -358671.476733 nChanged 24 SP:Iteration 12Q (4884.310000 sec): 3 clusters Score: Raw -367872.176742 + Penalty 9157.290565 = -358714.886178 nChanged 25 SP:Iteration 13Q (4884.320000 sec): 3 clusters Score: Raw -367919.102450 + Penalty 9157.290565 = -358761.811885 nChanged 19 SP:Iteration 14Q (4884.340000 sec): 3 clusters Score: Raw -367957.304527 + Penalty 9157.290565 = -358800.013962 nChanged 18 SP:Iteration 15Q (4884.350000 sec): 3 clusters Score: Raw -368000.044705 + Penalty 9157.290565 = -358842.754141 nChanged 14 SP:Iteration 16Q (4884.360000 sec): 3 clusters Score: Raw -368049.319485 + Penalty 9157.290565 = -358892.028920 nChanged 24 SP:Iteration 17Q (4884.370000 sec): 3 clusters Score: Raw -368116.843931 + Penalty 9157.290565 = -358959.553366 nChanged 24 SP:Iteration 18Q (4884.390000 sec): 3 clusters Score: Raw -368182.824115 + Penalty 9157.290565 = -359025.533550 nChanged 18 SP:Iteration 19Q (4884.400000 sec): 3 clusters Score: Raw -368216.883280 + Penalty 9157.290565 = -359059.592715 nChanged 14 SP:Iteration 20F (4884.410000 sec): 3 clusters Score: Raw -368244.027437 + Penalty 9157.290565 = -359086.736872 nChanged 12 SP:Iteration 21Q (4884.420000 sec): 3 clusters Score: Raw -368269.321190 + Penalty 9157.290565 = -359112.030626 nChanged 6 SP:Iteration 22Q (4884.440000 sec): 3 clusters Score: Raw -368281.869696 + Penalty 9157.290565 = -359124.579131 nChanged 7 SP:Iteration 23Q (4884.450000 sec): 3 clusters Score: Raw -368300.630669 + Penalty 9157.290565 = -359143.340104 nChanged 6 SP:Iteration 24Q (4884.460000 sec): 3 clusters Score: Raw -368312.711562 + Penalty 9157.290565 = -359155.420997 nChanged 4 SP:Iteration 25Q (4884.470000 sec): 3 clusters Score: Raw -368320.005504 + Penalty 9157.290565 = -359162.714940 nChanged 2 SP:Iteration 26Q (4884.480000 sec): 3 clusters Score: Raw -368325.400534 + Penalty 9157.290565 = -359168.109969 nChanged 3 SP:Iteration 27Q (4884.500000 sec): 3 clusters Score: Raw -368330.418693 + Penalty 9157.290565 = -359173.128128 nChanged 1 SP:Iteration 28Q (4884.510000 sec): 3 clusters Score: Raw -368332.119629 + Penalty 9157.290565 = -359174.829064 nChanged 0 SP:Iteration 29F (4884.520000 sec): 3 clusters Score: Raw -368332.119629 + Penalty 9157.290565 = -359174.829064 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 7 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4884.530000 sec): 2 clusters Score: Raw -172522.317415 + Penalty 4107.953181 = -168414.364234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4884.540000 sec): 3 clusters Score: Raw -172749.362587 + Penalty 8215.906362 = -164533.456224 nChanged 91 SP:Iteration 1F (4884.540000 sec): 3 clusters Score: Raw -173017.886341 + Penalty 8215.906362 = -164801.979979 nChanged 25 SP:Iteration 2Q (4884.550000 sec): 3 clusters Score: Raw -173110.080428 + Penalty 8215.906362 = -164894.174065 nChanged 13 SP:Iteration 3Q (4884.560000 sec): 3 clusters Score: Raw -173161.221347 + Penalty 8215.906362 = -164945.314985 nChanged 7 SP:Iteration 4Q (4884.560000 sec): 3 clusters Score: Raw -173185.132813 + Penalty 8215.906362 = -164969.226451 nChanged 1 SP:Iteration 5Q (4884.570000 sec): 3 clusters Score: Raw -173187.568489 + Penalty 8215.906362 = -164971.662126 nChanged 0 SP:Iteration 6F (4884.580000 sec): 3 clusters Score: Raw -173187.568489 + Penalty 8215.906362 = -164971.662126 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 8 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4884.590000 sec): 2 clusters Score: Raw -329213.632079 + Penalty 4501.009863 = -324712.622216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4884.610000 sec): 3 clusters Score: Raw -329127.716754 + Penalty 9002.019725 = -320125.697029 nChanged 301 SP:Iteration 1F (4884.620000 sec): 3 clusters Score: Raw -329718.974034 + Penalty 9002.019725 = -320716.954309 nChanged 81 SP:Iteration 2F (4884.630000 sec): 3 clusters Score: Raw -329913.832477 + Penalty 9002.019725 = -320911.812752 nChanged 42 SP:Iteration 3Q (4884.640000 sec): 3 clusters Score: Raw -330021.511930 + Penalty 9002.019725 = -321019.492204 nChanged 37 SP:Iteration 4Q (4884.660000 sec): 3 clusters Score: Raw -330104.473894 + Penalty 9002.019725 = -321102.454168 nChanged 22 SP:Iteration 5Q (4884.670000 sec): 3 clusters Score: Raw -330163.176952 + Penalty 9002.019725 = -321161.157227 nChanged 22 SP:Iteration 6Q (4884.680000 sec): 3 clusters Score: Raw -330209.884536 + Penalty 9002.019725 = -321207.864811 nChanged 9 SP:Iteration 7Q (4884.700000 sec): 3 clusters Score: Raw -330227.237203 + Penalty 9002.019725 = -321225.217478 nChanged 7 SP:Iteration 8Q (4884.710000 sec): 3 clusters Score: Raw -330243.858041 + Penalty 9002.019725 = -321241.838316 nChanged 12 SP:Iteration 9Q (4884.720000 sec): 3 clusters Score: Raw -330273.503175 + Penalty 9002.019725 = -321271.483450 nChanged 16 SP:Iteration 10Q (4884.730000 sec): 3 clusters Score: Raw -330313.149031 + Penalty 9002.019725 = -321311.129306 nChanged 14 SP:Iteration 11Q (4884.740000 sec): 3 clusters Score: Raw -330350.707691 + Penalty 9002.019725 = -321348.687965 nChanged 17 SP:Iteration 12Q (4884.760000 sec): 3 clusters Score: Raw -330393.076720 + Penalty 9002.019725 = -321391.056994 nChanged 10 SP:Iteration 13Q (4884.770000 sec): 3 clusters Score: Raw -330422.951241 + Penalty 9002.019725 = -321420.931515 nChanged 12 SP:Iteration 14Q (4884.780000 sec): 3 clusters Score: Raw -330451.623111 + Penalty 9002.019725 = -321449.603386 nChanged 12 SP:Iteration 15Q (4884.790000 sec): 3 clusters Score: Raw -330479.131871 + Penalty 9002.019725 = -321477.112145 nChanged 9 SP:Iteration 16Q (4884.800000 sec): 3 clusters Score: Raw -330502.668952 + Penalty 9002.019725 = -321500.649227 nChanged 15 SP:Iteration 17Q (4884.810000 sec): 3 clusters Score: Raw -330530.543191 + Penalty 9002.019725 = -321528.523466 nChanged 11 SP:Iteration 18Q (4884.820000 sec): 3 clusters Score: Raw -330564.141346 + Penalty 9002.019725 = -321562.121621 nChanged 7 SP:Iteration 19Q (4884.840000 sec): 3 clusters Score: Raw -330582.975841 + Penalty 9002.019725 = -321580.956116 nChanged 7 SP:Iteration 20F (4884.850000 sec): 3 clusters Score: Raw -330598.723749 + Penalty 9002.019725 = -321596.704024 nChanged 2 SP:Iteration 21Q (4884.860000 sec): 3 clusters Score: Raw -330604.419260 + Penalty 9002.019725 = -321602.399535 nChanged 5 SP:Iteration 22Q (4884.870000 sec): 3 clusters Score: Raw -330612.961776 + Penalty 9002.019725 = -321610.942050 nChanged 4 SP:Iteration 23Q (4884.880000 sec): 3 clusters Score: Raw -330621.355667 + Penalty 9002.019725 = -321619.335942 nChanged 2 SP:Iteration 24Q (4884.900000 sec): 3 clusters Score: Raw -330623.146979 + Penalty 9002.019725 = -321621.127253 nChanged 4 SP:Iteration 25Q (4884.910000 sec): 3 clusters Score: Raw -330635.662771 + Penalty 9002.019725 = -321633.643045 nChanged 4 SP:Iteration 26Q (4884.920000 sec): 3 clusters Score: Raw -330644.847885 + Penalty 9002.019725 = -321642.828160 nChanged 3 SP:Iteration 27Q (4884.930000 sec): 3 clusters Score: Raw -330650.659448 + Penalty 9002.019725 = -321648.639723 nChanged 0 SP:Iteration 28F (4884.940000 sec): 3 clusters Score: Raw -330650.659448 + Penalty 9002.019725 = -321648.639723 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 11 (3040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4884.970000 sec): 2 clusters Score: Raw -653453.634238 + Penalty 4912.012837 = -648541.621401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4885.000000 sec): 3 clusters Score: Raw -652596.229644 + Penalty 9824.025673 = -642772.203971 nChanged 832 SP:Iteration 1F (4885.020000 sec): 3 clusters Score: Raw -653368.326431 + Penalty 9824.025673 = -643544.300758 nChanged 195 SP:Iteration 2F (4885.040000 sec): 3 clusters Score: Raw -653573.455069 + Penalty 9824.025673 = -643749.429396 nChanged 88 SP:Iteration 3Q (4885.070000 sec): 3 clusters Score: Raw -653667.706586 + Penalty 9824.025673 = -643843.680913 nChanged 61 SP:Iteration 4Q (4885.090000 sec): 3 clusters Score: Raw -653729.432535 + Penalty 9824.025673 = -643905.406862 nChanged 31 SP:Iteration 5Q (4885.120000 sec): 3 clusters Score: Raw -653754.184772 + Penalty 9824.025673 = -643930.159099 nChanged 16 SP:Iteration 6Q (4885.140000 sec): 3 clusters Score: Raw -653769.670272 + Penalty 9824.025673 = -643945.644599 nChanged 9 SP:Iteration 7Q (4885.170000 sec): 3 clusters Score: Raw -653777.566963 + Penalty 9824.025673 = -643953.541290 nChanged 9 SP:Iteration 8Q (4885.190000 sec): 3 clusters Score: Raw -653785.713273 + Penalty 9824.025673 = -643961.687599 nChanged 6 SP:Iteration 9Q (4885.220000 sec): 3 clusters Score: Raw -653788.972088 + Penalty 9824.025673 = -643964.946415 nChanged 2 SP:Iteration 10Q (4885.240000 sec): 3 clusters Score: Raw -653790.884244 + Penalty 9824.025673 = -643966.858571 nChanged 4 SP:Iteration 11Q (4885.260000 sec): 3 clusters Score: Raw -653792.988931 + Penalty 9824.025673 = -643968.963258 nChanged 2 SP:Iteration 12Q (4885.290000 sec): 3 clusters Score: Raw -653795.948494 + Penalty 9824.025673 = -643971.922821 nChanged 3 SP:Iteration 13Q (4885.310000 sec): 3 clusters Score: Raw -653797.896057 + Penalty 9824.025673 = -643973.870384 nChanged 0 SP:Iteration 14F (4885.340000 sec): 3 clusters Score: Raw -653797.896057 + Penalty 9824.025673 = -643973.870384 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 12 (30275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4885.550000 sec): 2 clusters Score: Raw -6384878.209460 + Penalty 6319.822511 = -6378558.386950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4885.800000 sec): 3 clusters Score: Raw -6368210.649064 + Penalty 12639.645021 = -6355571.004042 nChanged 12760 SP:Iteration 1F (4886.060000 sec): 3 clusters Score: Raw -6374805.397278 + Penalty 12639.645021 = -6362165.752257 nChanged 1848 SP:Iteration 2F (4886.310000 sec): 3 clusters Score: Raw -6375585.525288 + Penalty 12639.645021 = -6362945.880266 nChanged 1513 SP:Iteration 3Q (4886.560000 sec): 3 clusters Score: Raw -6376182.672362 + Penalty 12639.645021 = -6363543.027341 nChanged 1227 SP:Iteration 4Q (4886.820000 sec): 3 clusters Score: Raw -6376640.922104 + Penalty 12639.645021 = -6364001.277082 nChanged 1163 SP:Iteration 5Q (4887.070000 sec): 3 clusters Score: Raw -6377070.479684 + Penalty 12639.645021 = -6364430.834663 nChanged 1070 SP:Iteration 6Q (4887.320000 sec): 3 clusters Score: Raw -6377473.965659 + Penalty 12639.645021 = -6364834.320638 nChanged 1041 SP:Iteration 7Q (4887.580000 sec): 3 clusters Score: Raw -6377886.518515 + Penalty 12639.645021 = -6365246.873494 nChanged 1030 SP:Iteration 8Q (4887.830000 sec): 3 clusters Score: Raw -6378312.338556 + Penalty 12639.645021 = -6365672.693535 nChanged 1076 SP:Iteration 9Q (4888.080000 sec): 3 clusters Score: Raw -6378806.403936 + Penalty 12639.645021 = -6366166.758914 nChanged 1142 SP:Iteration 10Q (4888.340000 sec): 3 clusters Score: Raw -6379395.709123 + Penalty 12639.645021 = -6366756.064102 nChanged 1236 SP:Iteration 11Q (4888.590000 sec): 3 clusters Score: Raw -6380080.840650 + Penalty 12639.645021 = -6367441.195629 nChanged 1252 SP:Iteration 12Q (4888.840000 sec): 3 clusters Score: Raw -6380857.131842 + Penalty 12639.645021 = -6368217.486821 nChanged 1284 SP:Iteration 13Q (4889.100000 sec): 3 clusters Score: Raw -6381736.524179 + Penalty 12639.645021 = -6369096.879157 nChanged 1275 SP:Iteration 14Q (4889.340000 sec): 3 clusters Score: Raw -6382691.305372 + Penalty 12639.645021 = -6370051.660351 nChanged 1176 SP:Iteration 15Q (4889.600000 sec): 3 clusters Score: Raw -6383622.682766 + Penalty 12639.645021 = -6370983.037745 nChanged 998 SP:Iteration 16Q (4889.840000 sec): 3 clusters Score: Raw -6384434.793879 + Penalty 12639.645021 = -6371795.148858 nChanged 778 SP:Iteration 17Q (4890.090000 sec): 3 clusters Score: Raw -6385053.551063 + Penalty 12639.645021 = -6372413.906042 nChanged 517 SP:Iteration 18Q (4890.340000 sec): 3 clusters Score: Raw -6385462.485891 + Penalty 12639.645021 = -6372822.840869 nChanged 339 SP:Iteration 19Q (4890.570000 sec): 3 clusters Score: Raw -6385711.576226 + Penalty 12639.645021 = -6373071.931204 nChanged 229 SP:Iteration 20F (4890.820000 sec): 3 clusters Score: Raw -6385891.290881 + Penalty 12639.645021 = -6373251.645860 nChanged 160 SP:Iteration 21Q (4891.050000 sec): 3 clusters Score: Raw -6386010.275279 + Penalty 12639.645021 = -6373370.630258 nChanged 88 SP:Iteration 22Q (4891.270000 sec): 3 clusters Score: Raw -6386066.601277 + Penalty 12639.645021 = -6373426.956255 nChanged 62 SP:Iteration 23Q (4891.490000 sec): 3 clusters Score: Raw -6386111.689563 + Penalty 12639.645021 = -6373472.044542 nChanged 50 SP:Iteration 24Q (4891.710000 sec): 3 clusters Score: Raw -6386144.038801 + Penalty 12639.645021 = -6373504.393779 nChanged 49 SP:Iteration 25Q (4891.920000 sec): 3 clusters Score: Raw -6386177.194230 + Penalty 12639.645021 = -6373537.549209 nChanged 30 SP:Iteration 26Q (4892.140000 sec): 3 clusters Score: Raw -6386195.801019 + Penalty 12639.645021 = -6373556.155997 nChanged 26 SP:Iteration 27Q (4892.350000 sec): 3 clusters Score: Raw -6386213.135887 + Penalty 12639.645021 = -6373573.490866 nChanged 26 SP:Iteration 28Q (4892.570000 sec): 3 clusters Score: Raw -6386228.890919 + Penalty 12639.645021 = -6373589.245898 nChanged 12 SP:Iteration 29Q (4892.780000 sec): 3 clusters Score: Raw -6386235.995934 + Penalty 12639.645021 = -6373596.350913 nChanged 14 SP:Iteration 30Q (4892.990000 sec): 3 clusters Score: Raw -6386243.382947 + Penalty 12639.645021 = -6373603.737926 nChanged 8 SP:Iteration 31Q (4893.200000 sec): 3 clusters Score: Raw -6386247.418327 + Penalty 12639.645021 = -6373607.773306 nChanged 4 SP:Iteration 32Q (4893.420000 sec): 3 clusters Score: Raw -6386250.223625 + Penalty 12639.645021 = -6373610.578604 nChanged 8 SP:Iteration 33Q (4893.630000 sec): 3 clusters Score: Raw -6386255.631477 + Penalty 12639.645021 = -6373615.986456 nChanged 9 SP:Iteration 34Q (4893.840000 sec): 3 clusters Score: Raw -6386262.021757 + Penalty 12639.645021 = -6373622.376735 nChanged 8 SP:Iteration 35Q (4894.050000 sec): 3 clusters Score: Raw -6386267.627737 + Penalty 12639.645021 = -6373627.982716 nChanged 11 SP:Iteration 36Q (4894.260000 sec): 3 clusters Score: Raw -6386274.783093 + Penalty 12639.645021 = -6373635.138072 nChanged 11 SP:Iteration 37Q (4894.470000 sec): 3 clusters Score: Raw -6386282.632518 + Penalty 12639.645021 = -6373642.987496 nChanged 11 SP:Iteration 38Q (4894.680000 sec): 3 clusters Score: Raw -6386291.365407 + Penalty 12639.645021 = -6373651.720386 nChanged 10 SP:Iteration 39Q (4894.890000 sec): 3 clusters Score: Raw -6386297.777829 + Penalty 12639.645021 = -6373658.132808 nChanged 14 SP:Iteration 40F (4895.140000 sec): 3 clusters Score: Raw -6386306.837828 + Penalty 12639.645021 = -6373667.192807 nChanged 9 SP:Iteration 41Q (4895.360000 sec): 3 clusters Score: Raw -6386312.316587 + Penalty 12639.645021 = -6373672.671566 nChanged 5 SP:Iteration 42Q (4895.570000 sec): 3 clusters Score: Raw -6386315.293485 + Penalty 12639.645021 = -6373675.648463 nChanged 8 SP:Iteration 43Q (4895.780000 sec): 3 clusters Score: Raw -6386320.325794 + Penalty 12639.645021 = -6373680.680773 nChanged 9 SP:Iteration 44Q (4895.990000 sec): 3 clusters Score: Raw -6386327.125958 + Penalty 12639.645021 = -6373687.480936 nChanged 8 SP:Iteration 45Q (4896.200000 sec): 3 clusters Score: Raw -6386334.325564 + Penalty 12639.645021 = -6373694.680543 nChanged 6 SP:Iteration 46Q (4896.410000 sec): 3 clusters Score: Raw -6386339.061968 + Penalty 12639.645021 = -6373699.416947 nChanged 6 SP:Iteration 47Q (4896.620000 sec): 3 clusters Score: Raw -6386342.987427 + Penalty 12639.645021 = -6373703.342406 nChanged 3 SP:Iteration 48Q (4896.830000 sec): 3 clusters Score: Raw -6386344.982071 + Penalty 12639.645021 = -6373705.337050 nChanged 3 SP:Iteration 49Q (4897.040000 sec): 3 clusters Score: Raw -6386346.678072 + Penalty 12639.645021 = -6373707.033051 nChanged 0 SP:Iteration 50F (4897.290000 sec): 3 clusters Score: Raw -6386346.678072 + Penalty 12639.645021 = -6373707.033051 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 13 (18184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4897.420000 sec): 2 clusters Score: Raw -3958170.028763 + Penalty 6007.582136 = -3952162.446627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4897.570000 sec): 3 clusters Score: Raw -3948798.194223 + Penalty 12015.164273 = -3936783.029951 nChanged 7234 SP:Iteration 1F (4897.720000 sec): 3 clusters Score: Raw -3952601.006295 + Penalty 12015.164273 = -3940585.842023 nChanged 1193 SP:Iteration 2F (4897.870000 sec): 3 clusters Score: Raw -3953184.267028 + Penalty 12015.164273 = -3941169.102756 nChanged 846 SP:Iteration 3Q (4898.020000 sec): 3 clusters Score: Raw -3953546.809184 + Penalty 12015.164273 = -3941531.644911 nChanged 644 SP:Iteration 4Q (4898.170000 sec): 3 clusters Score: Raw -3953801.954405 + Penalty 12015.164273 = -3941786.790132 nChanged 534 SP:Iteration 5Q (4898.320000 sec): 3 clusters Score: Raw -3954013.149736 + Penalty 12015.164273 = -3941997.985463 nChanged 493 SP:Iteration 6Q (4898.470000 sec): 3 clusters Score: Raw -3954211.260585 + Penalty 12015.164273 = -3942196.096312 nChanged 459 SP:Iteration 7Q (4898.620000 sec): 3 clusters Score: Raw -3954392.858373 + Penalty 12015.164273 = -3942377.694101 nChanged 447 SP:Iteration 8Q (4898.770000 sec): 3 clusters Score: Raw -3954579.884067 + Penalty 12015.164273 = -3942564.719794 nChanged 449 SP:Iteration 9Q (4898.920000 sec): 3 clusters Score: Raw -3954770.621135 + Penalty 12015.164273 = -3942755.456862 nChanged 435 SP:Iteration 10Q (4899.070000 sec): 3 clusters Score: Raw -3954963.772004 + Penalty 12015.164273 = -3942948.607731 nChanged 488 SP:Iteration 11Q (4899.220000 sec): 3 clusters Score: Raw -3955202.869804 + Penalty 12015.164273 = -3943187.705531 nChanged 524 SP:Iteration 12Q (4899.370000 sec): 3 clusters Score: Raw -3955483.842576 + Penalty 12015.164273 = -3943468.678303 nChanged 567 SP:Iteration 13Q (4899.520000 sec): 3 clusters Score: Raw -3955824.677213 + Penalty 12015.164273 = -3943809.512940 nChanged 628 SP:Iteration 14Q (4899.670000 sec): 3 clusters Score: Raw -3956224.993928 + Penalty 12015.164273 = -3944209.829656 nChanged 636 SP:Iteration 15Q (4899.820000 sec): 3 clusters Score: Raw -3956641.967934 + Penalty 12015.164273 = -3944626.803661 nChanged 547 SP:Iteration 16Q (4899.960000 sec): 3 clusters Score: Raw -3957038.890486 + Penalty 12015.164273 = -3945023.726214 nChanged 498 SP:Iteration 17Q (4900.110000 sec): 3 clusters Score: Raw -3957396.854610 + Penalty 12015.164273 = -3945381.690337 nChanged 413 SP:Iteration 18Q (4900.250000 sec): 3 clusters Score: Raw -3957725.567651 + Penalty 12015.164273 = -3945710.403378 nChanged 322 SP:Iteration 19Q (4900.400000 sec): 3 clusters Score: Raw -3957966.869059 + Penalty 12015.164273 = -3945951.704787 nChanged 251 SP:Iteration 20F (4900.540000 sec): 3 clusters Score: Raw -3958148.605750 + Penalty 12015.164273 = -3946133.441477 nChanged 168 SP:Iteration 21Q (4900.680000 sec): 3 clusters Score: Raw -3958267.027694 + Penalty 12015.164273 = -3946251.863421 nChanged 138 SP:Iteration 22Q (4900.820000 sec): 3 clusters Score: Raw -3958375.802945 + Penalty 12015.164273 = -3946360.638672 nChanged 112 SP:Iteration 23Q (4900.960000 sec): 3 clusters Score: Raw -3958464.025021 + Penalty 12015.164273 = -3946448.860748 nChanged 100 SP:Iteration 24Q (4901.090000 sec): 3 clusters Score: Raw -3958538.971200 + Penalty 12015.164273 = -3946523.806927 nChanged 72 SP:Iteration 25Q (4901.230000 sec): 3 clusters Score: Raw -3958602.897883 + Penalty 12015.164273 = -3946587.733610 nChanged 69 SP:Iteration 26Q (4901.360000 sec): 3 clusters Score: Raw -3958665.645335 + Penalty 12015.164273 = -3946650.481063 nChanged 65 SP:Iteration 27Q (4901.490000 sec): 3 clusters Score: Raw -3958724.405053 + Penalty 12015.164273 = -3946709.240780 nChanged 55 SP:Iteration 28Q (4901.610000 sec): 3 clusters Score: Raw -3958770.106594 + Penalty 12015.164273 = -3946754.942321 nChanged 48 SP:Iteration 29Q (4901.740000 sec): 3 clusters Score: Raw -3958815.282603 + Penalty 12015.164273 = -3946800.118330 nChanged 38 SP:Iteration 30Q (4901.870000 sec): 3 clusters Score: Raw -3958848.694034 + Penalty 12015.164273 = -3946833.529761 nChanged 32 SP:Iteration 31Q (4901.990000 sec): 3 clusters Score: Raw -3958871.313935 + Penalty 12015.164273 = -3946856.149662 nChanged 17 SP:Iteration 32Q (4902.110000 sec): 3 clusters Score: Raw -3958886.117828 + Penalty 12015.164273 = -3946870.953555 nChanged 16 SP:Iteration 33Q (4902.240000 sec): 3 clusters Score: Raw -3958898.607170 + Penalty 12015.164273 = -3946883.442898 nChanged 19 SP:Iteration 34Q (4902.360000 sec): 3 clusters Score: Raw -3958916.392052 + Penalty 12015.164273 = -3946901.227779 nChanged 9 SP:Iteration 35Q (4902.490000 sec): 3 clusters Score: Raw -3958923.368981 + Penalty 12015.164273 = -3946908.204708 nChanged 8 SP:Iteration 36Q (4902.610000 sec): 3 clusters Score: Raw -3958928.814640 + Penalty 12015.164273 = -3946913.650367 nChanged 7 SP:Iteration 37Q (4902.730000 sec): 3 clusters Score: Raw -3958934.255779 + Penalty 12015.164273 = -3946919.091506 nChanged 8 SP:Iteration 38Q (4902.850000 sec): 3 clusters Score: Raw -3958940.669233 + Penalty 12015.164273 = -3946925.504960 nChanged 7 SP:Iteration 39Q (4902.970000 sec): 3 clusters Score: Raw -3958946.486069 + Penalty 12015.164273 = -3946931.321796 nChanged 7 SP:Iteration 40F (4903.120000 sec): 3 clusters Score: Raw -3958950.920053 + Penalty 12015.164273 = -3946935.755780 nChanged 5 SP:Iteration 41Q (4903.250000 sec): 3 clusters Score: Raw -3958953.528386 + Penalty 12015.164273 = -3946938.364113 nChanged 2 SP:Iteration 42Q (4903.370000 sec): 3 clusters Score: Raw -3958955.489728 + Penalty 12015.164273 = -3946940.325456 nChanged 2 SP:Iteration 43Q (4903.490000 sec): 3 clusters Score: Raw -3958957.536489 + Penalty 12015.164273 = -3946942.372216 nChanged 3 SP:Iteration 44Q (4903.610000 sec): 3 clusters Score: Raw -3958959.751665 + Penalty 12015.164273 = -3946944.587393 nChanged 2 SP:Iteration 45Q (4903.740000 sec): 3 clusters Score: Raw -3958961.447868 + Penalty 12015.164273 = -3946946.283595 nChanged 1 SP:Iteration 46Q (4903.860000 sec): 3 clusters Score: Raw -3958962.018645 + Penalty 12015.164273 = -3946946.854373 nChanged 0 SP:Iteration 47F (4904.010000 sec): 3 clusters Score: Raw -3958962.018645 + Penalty 12015.164273 = -3946946.854373 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 14 (11136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4904.090000 sec): 2 clusters Score: Raw -2348952.585719 + Penalty 5707.237259 = -2343245.348460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4904.180000 sec): 3 clusters Score: Raw -2343785.201089 + Penalty 11414.474519 = -2332370.726570 nChanged 4135 SP:Iteration 1F (4904.270000 sec): 3 clusters Score: Raw -2346216.099055 + Penalty 11414.474519 = -2334801.624537 nChanged 801 SP:Iteration 2F (4904.370000 sec): 3 clusters Score: Raw -2346685.849971 + Penalty 11414.474519 = -2335271.375453 nChanged 507 SP:Iteration 3Q (4904.460000 sec): 3 clusters Score: Raw -2346970.123568 + Penalty 11414.474519 = -2335555.649049 nChanged 391 SP:Iteration 4Q (4904.550000 sec): 3 clusters Score: Raw -2347192.161197 + Penalty 11414.474519 = -2335777.686678 nChanged 319 SP:Iteration 5Q (4904.640000 sec): 3 clusters Score: Raw -2347360.746805 + Penalty 11414.474519 = -2335946.272287 nChanged 290 SP:Iteration 6Q (4904.730000 sec): 3 clusters Score: Raw -2347511.079995 + Penalty 11414.474519 = -2336096.605477 nChanged 269 SP:Iteration 7Q (4904.820000 sec): 3 clusters Score: Raw -2347649.694788 + Penalty 11414.474519 = -2336235.220269 nChanged 258 SP:Iteration 8Q (4904.910000 sec): 3 clusters Score: Raw -2347775.089286 + Penalty 11414.474519 = -2336360.614767 nChanged 237 SP:Iteration 9Q (4905.010000 sec): 3 clusters Score: Raw -2347881.621235 + Penalty 11414.474519 = -2336467.146716 nChanged 208 SP:Iteration 10Q (4905.090000 sec): 3 clusters Score: Raw -2347983.139990 + Penalty 11414.474519 = -2336568.665472 nChanged 224 SP:Iteration 11Q (4905.190000 sec): 3 clusters Score: Raw -2348086.456959 + Penalty 11414.474519 = -2336671.982440 nChanged 195 SP:Iteration 12Q (4905.280000 sec): 3 clusters Score: Raw -2348174.782495 + Penalty 11414.474519 = -2336760.307976 nChanged 193 SP:Iteration 13Q (4905.370000 sec): 3 clusters Score: Raw -2348257.743233 + Penalty 11414.474519 = -2336843.268714 nChanged 171 SP:Iteration 14Q (4905.460000 sec): 3 clusters Score: Raw -2348328.584733 + Penalty 11414.474519 = -2336914.110214 nChanged 164 SP:Iteration 15Q (4905.550000 sec): 3 clusters Score: Raw -2348401.878448 + Penalty 11414.474519 = -2336987.403930 nChanged 168 SP:Iteration 16Q (4905.640000 sec): 3 clusters Score: Raw -2348475.739137 + Penalty 11414.474519 = -2337061.264618 nChanged 167 SP:Iteration 17Q (4905.730000 sec): 3 clusters Score: Raw -2348552.858784 + Penalty 11414.474519 = -2337138.384265 nChanged 164 SP:Iteration 18Q (4905.820000 sec): 3 clusters Score: Raw -2348631.774020 + Penalty 11414.474519 = -2337217.299501 nChanged 185 SP:Iteration 19Q (4905.910000 sec): 3 clusters Score: Raw -2348730.159326 + Penalty 11414.474519 = -2337315.684807 nChanged 195 SP:Iteration 20F (4906.000000 sec): 3 clusters Score: Raw -2348838.058874 + Penalty 11414.474519 = -2337423.584355 nChanged 213 SP:Iteration 21Q (4906.090000 sec): 3 clusters Score: Raw -2348947.811557 + Penalty 11414.474519 = -2337533.337038 nChanged 175 SP:Iteration 22Q (4906.190000 sec): 3 clusters Score: Raw -2349038.364086 + Penalty 11414.474519 = -2337623.889568 nChanged 175 SP:Iteration 23Q (4906.270000 sec): 3 clusters Score: Raw -2349133.942403 + Penalty 11414.474519 = -2337719.467885 nChanged 182 SP:Iteration 24Q (4906.370000 sec): 3 clusters Score: Raw -2349229.763701 + Penalty 11414.474519 = -2337815.289183 nChanged 183 SP:Iteration 25Q (4906.450000 sec): 3 clusters Score: Raw -2349332.981637 + Penalty 11414.474519 = -2337918.507119 nChanged 187 SP:Iteration 26Q (4906.550000 sec): 3 clusters Score: Raw -2349441.633777 + Penalty 11414.474519 = -2338027.159258 nChanged 188 SP:Iteration 27Q (4906.640000 sec): 3 clusters Score: Raw -2349551.540953 + Penalty 11414.474519 = -2338137.066435 nChanged 163 SP:Iteration 28Q (4906.730000 sec): 3 clusters Score: Raw -2349652.481032 + Penalty 11414.474519 = -2338238.006513 nChanged 155 SP:Iteration 29Q (4906.820000 sec): 3 clusters Score: Raw -2349746.338055 + Penalty 11414.474519 = -2338331.863537 nChanged 132 SP:Iteration 30Q (4906.910000 sec): 3 clusters Score: Raw -2349821.611894 + Penalty 11414.474519 = -2338407.137376 nChanged 105 SP:Iteration 31Q (4906.990000 sec): 3 clusters Score: Raw -2349884.160718 + Penalty 11414.474519 = -2338469.686200 nChanged 105 SP:Iteration 32Q (4907.090000 sec): 3 clusters Score: Raw -2349949.252542 + Penalty 11414.474519 = -2338534.778023 nChanged 95 SP:Iteration 33Q (4907.170000 sec): 3 clusters Score: Raw -2350017.453698 + Penalty 11414.474519 = -2338602.979179 nChanged 99 SP:Iteration 34Q (4907.260000 sec): 3 clusters Score: Raw -2350079.110981 + Penalty 11414.474519 = -2338664.636462 nChanged 81 SP:Iteration 35Q (4907.350000 sec): 3 clusters Score: Raw -2350135.850069 + Penalty 11414.474519 = -2338721.375551 nChanged 77 SP:Iteration 36Q (4907.440000 sec): 3 clusters Score: Raw -2350189.225867 + Penalty 11414.474519 = -2338774.751349 nChanged 73 SP:Iteration 37Q (4907.530000 sec): 3 clusters Score: Raw -2350237.401915 + Penalty 11414.474519 = -2338822.927396 nChanged 54 SP:Iteration 38Q (4907.610000 sec): 3 clusters Score: Raw -2350271.831687 + Penalty 11414.474519 = -2338857.357168 nChanged 45 SP:Iteration 39Q (4907.700000 sec): 3 clusters Score: Raw -2350300.495886 + Penalty 11414.474519 = -2338886.021367 nChanged 37 SP:Iteration 40F (4907.790000 sec): 3 clusters Score: Raw -2350319.780325 + Penalty 11414.474519 = -2338905.305806 nChanged 41 SP:Iteration 41Q (4907.880000 sec): 3 clusters Score: Raw -2350349.328020 + Penalty 11414.474519 = -2338934.853501 nChanged 29 SP:Iteration 42Q (4907.970000 sec): 3 clusters Score: Raw -2350368.968750 + Penalty 11414.474519 = -2338954.494231 nChanged 21 SP:Iteration 43Q (4908.050000 sec): 3 clusters Score: Raw -2350381.585549 + Penalty 11414.474519 = -2338967.111030 nChanged 18 SP:Iteration 44Q (4908.140000 sec): 3 clusters Score: Raw -2350392.336857 + Penalty 11414.474519 = -2338977.862338 nChanged 17 SP:Iteration 45Q (4908.230000 sec): 3 clusters Score: Raw -2350401.854124 + Penalty 11414.474519 = -2338987.379606 nChanged 15 SP:Iteration 46Q (4908.310000 sec): 3 clusters Score: Raw -2350410.727767 + Penalty 11414.474519 = -2338996.253249 nChanged 13 SP:Iteration 47Q (4908.400000 sec): 3 clusters Score: Raw -2350418.934978 + Penalty 11414.474519 = -2339004.460460 nChanged 11 SP:Iteration 48Q (4908.480000 sec): 3 clusters Score: Raw -2350426.588850 + Penalty 11414.474519 = -2339012.114332 nChanged 11 SP:Iteration 49Q (4908.570000 sec): 3 clusters Score: Raw -2350434.178978 + Penalty 11414.474519 = -2339019.704460 nChanged 12 SP:Iteration 50Q (4908.650000 sec): 3 clusters Score: Raw -2350442.832568 + Penalty 11414.474519 = -2339028.358049 nChanged 6 SP:Iteration 51Q (4908.740000 sec): 3 clusters Score: Raw -2350446.702842 + Penalty 11414.474519 = -2339032.228323 nChanged 10 SP:Iteration 52Q (4908.830000 sec): 3 clusters Score: Raw -2350452.164340 + Penalty 11414.474519 = -2339037.689821 nChanged 6 SP:Iteration 53Q (4908.910000 sec): 3 clusters Score: Raw -2350456.668293 + Penalty 11414.474519 = -2339042.193775 nChanged 7 SP:Iteration 54Q (4908.990000 sec): 3 clusters Score: Raw -2350459.816396 + Penalty 11414.474519 = -2339045.341878 nChanged 3 SP:Iteration 55Q (4909.080000 sec): 3 clusters Score: Raw -2350461.753865 + Penalty 11414.474519 = -2339047.279346 nChanged 3 SP:Iteration 56Q (4909.170000 sec): 3 clusters Score: Raw -2350464.055912 + Penalty 11414.474519 = -2339049.581393 nChanged 5 SP:Iteration 57Q (4909.250000 sec): 3 clusters Score: Raw -2350467.423361 + Penalty 11414.474519 = -2339052.948842 nChanged 4 SP:Iteration 58Q (4909.330000 sec): 3 clusters Score: Raw -2350470.146061 + Penalty 11414.474519 = -2339055.671542 nChanged 4 SP:Iteration 59Q (4909.420000 sec): 3 clusters Score: Raw -2350472.795947 + Penalty 11414.474519 = -2339058.321429 nChanged 3 SP:Iteration 60F (4909.510000 sec): 3 clusters Score: Raw -2350474.305224 + Penalty 11414.474519 = -2339059.830705 nChanged 2 SP:Iteration 61Q (4909.590000 sec): 3 clusters Score: Raw -2350475.175867 + Penalty 11414.474519 = -2339060.701348 nChanged 1 SP:Iteration 62Q (4909.680000 sec): 3 clusters Score: Raw -2350475.471922 + Penalty 11414.474519 = -2339060.997403 nChanged 1 SP:Iteration 63Q (4909.760000 sec): 3 clusters Score: Raw -2350475.672708 + Penalty 11414.474519 = -2339061.198190 nChanged 0 SP:Iteration 64F (4909.850000 sec): 3 clusters Score: Raw -2350475.672708 + Penalty 11414.474519 = -2339061.198190 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 15 (24524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4910.020000 sec): 2 clusters Score: Raw -5183839.914281 + Penalty 6190.787099 = -5177649.127182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4910.230000 sec): 3 clusters Score: Raw -5170669.972557 + Penalty 12381.574198 = -5158288.398359 nChanged 10180 SP:Iteration 1F (4910.430000 sec): 3 clusters Score: Raw -5176162.541974 + Penalty 12381.574198 = -5163780.967775 nChanged 1601 SP:Iteration 2F (4910.630000 sec): 3 clusters Score: Raw -5176975.512896 + Penalty 12381.574198 = -5164593.938698 nChanged 1343 SP:Iteration 3F (4910.830000 sec): 3 clusters Score: Raw -5177766.746935 + Penalty 12381.574198 = -5165385.172736 nChanged 1217 SP:Iteration 4Q (4911.040000 sec): 3 clusters Score: Raw -5178611.434111 + Penalty 12381.574198 = -5166229.859913 nChanged 1176 SP:Iteration 5Q (4911.240000 sec): 3 clusters Score: Raw -5179442.145043 + Penalty 12381.574198 = -5167060.570845 nChanged 1096 SP:Iteration 6Q (4911.440000 sec): 3 clusters Score: Raw -5180149.691221 + Penalty 12381.574198 = -5167768.117023 nChanged 1060 SP:Iteration 7Q (4911.640000 sec): 3 clusters Score: Raw -5180807.337309 + Penalty 12381.574198 = -5168425.763110 nChanged 999 SP:Iteration 8Q (4911.840000 sec): 3 clusters Score: Raw -5181426.251613 + Penalty 12381.574198 = -5169044.677414 nChanged 930 SP:Iteration 9Q (4912.040000 sec): 3 clusters Score: Raw -5181959.967473 + Penalty 12381.574198 = -5169578.393274 nChanged 838 SP:Iteration 10Q (4912.240000 sec): 3 clusters Score: Raw -5182401.322715 + Penalty 12381.574198 = -5170019.748516 nChanged 725 SP:Iteration 11Q (4912.430000 sec): 3 clusters Score: Raw -5182737.784444 + Penalty 12381.574198 = -5170356.210246 nChanged 676 SP:Iteration 12Q (4912.630000 sec): 3 clusters Score: Raw -5183044.421160 + Penalty 12381.574198 = -5170662.846962 nChanged 624 SP:Iteration 13Q (4912.820000 sec): 3 clusters Score: Raw -5183346.342883 + Penalty 12381.574198 = -5170964.768685 nChanged 614 SP:Iteration 14Q (4913.020000 sec): 3 clusters Score: Raw -5183668.447625 + Penalty 12381.574198 = -5171286.873427 nChanged 625 SP:Iteration 15Q (4913.210000 sec): 3 clusters Score: Raw -5184022.921682 + Penalty 12381.574198 = -5171641.347484 nChanged 656 SP:Iteration 16Q (4913.410000 sec): 3 clusters Score: Raw -5184427.079769 + Penalty 12381.574198 = -5172045.505571 nChanged 695 SP:Iteration 17Q (4913.600000 sec): 3 clusters Score: Raw -5184884.927029 + Penalty 12381.574198 = -5172503.352831 nChanged 663 SP:Iteration 18Q (4913.790000 sec): 3 clusters Score: Raw -5185311.149895 + Penalty 12381.574198 = -5172929.575697 nChanged 636 SP:Iteration 19Q (4913.980000 sec): 3 clusters Score: Raw -5185732.488086 + Penalty 12381.574198 = -5173350.913888 nChanged 609 SP:Iteration 20F (4914.180000 sec): 3 clusters Score: Raw -5186130.870631 + Penalty 12381.574198 = -5173749.296433 nChanged 527 SP:Iteration 21Q (4914.360000 sec): 3 clusters Score: Raw -5186469.529713 + Penalty 12381.574198 = -5174087.955515 nChanged 463 SP:Iteration 22Q (4914.540000 sec): 3 clusters Score: Raw -5186766.350482 + Penalty 12381.574198 = -5174384.776283 nChanged 434 SP:Iteration 23Q (4914.720000 sec): 3 clusters Score: Raw -5187045.602634 + Penalty 12381.574198 = -5174664.028436 nChanged 420 SP:Iteration 24Q (4914.890000 sec): 3 clusters Score: Raw -5187320.185432 + Penalty 12381.574198 = -5174938.611234 nChanged 366 SP:Iteration 25Q (4915.060000 sec): 3 clusters Score: Raw -5187548.495041 + Penalty 12381.574198 = -5175166.920842 nChanged 347 SP:Iteration 26Q (4915.230000 sec): 3 clusters Score: Raw -5187761.626282 + Penalty 12381.574198 = -5175380.052084 nChanged 318 SP:Iteration 27Q (4915.400000 sec): 3 clusters Score: Raw -5187954.130496 + Penalty 12381.574198 = -5175572.556297 nChanged 295 SP:Iteration 28Q (4915.560000 sec): 3 clusters Score: Raw -5188132.477716 + Penalty 12381.574198 = -5175750.903518 nChanged 279 SP:Iteration 29Q (4915.720000 sec): 3 clusters Score: Raw -5188292.489265 + Penalty 12381.574198 = -5175910.915067 nChanged 233 SP:Iteration 30Q (4915.880000 sec): 3 clusters Score: Raw -5188411.053718 + Penalty 12381.574198 = -5176029.479520 nChanged 177 SP:Iteration 31Q (4916.040000 sec): 3 clusters Score: Raw -5188503.748041 + Penalty 12381.574198 = -5176122.173842 nChanged 156 SP:Iteration 32Q (4916.200000 sec): 3 clusters Score: Raw -5188583.791966 + Penalty 12381.574198 = -5176202.217768 nChanged 142 SP:Iteration 33Q (4916.360000 sec): 3 clusters Score: Raw -5188646.832435 + Penalty 12381.574198 = -5176265.258236 nChanged 110 SP:Iteration 34Q (4916.510000 sec): 3 clusters Score: Raw -5188695.652112 + Penalty 12381.574198 = -5176314.077914 nChanged 82 SP:Iteration 35Q (4916.660000 sec): 3 clusters Score: Raw -5188733.603992 + Penalty 12381.574198 = -5176352.029794 nChanged 85 SP:Iteration 36Q (4916.820000 sec): 3 clusters Score: Raw -5188772.022112 + Penalty 12381.574198 = -5176390.447914 nChanged 67 SP:Iteration 37Q (4916.970000 sec): 3 clusters Score: Raw -5188798.344455 + Penalty 12381.574198 = -5176416.770257 nChanged 45 SP:Iteration 38Q (4917.120000 sec): 3 clusters Score: Raw -5188814.150353 + Penalty 12381.574198 = -5176432.576155 nChanged 31 SP:Iteration 39Q (4917.280000 sec): 3 clusters Score: Raw -5188823.817902 + Penalty 12381.574198 = -5176442.243704 nChanged 29 SP:Iteration 40F (4917.480000 sec): 3 clusters Score: Raw -5188832.279551 + Penalty 12381.574198 = -5176450.705352 nChanged 23 SP:Iteration 41Q (4917.630000 sec): 3 clusters Score: Raw -5188838.975467 + Penalty 12381.574198 = -5176457.401268 nChanged 19 SP:Iteration 42Q (4917.790000 sec): 3 clusters Score: Raw -5188844.150570 + Penalty 12381.574198 = -5176462.576372 nChanged 14 SP:Iteration 43Q (4917.940000 sec): 3 clusters Score: Raw -5188848.317000 + Penalty 12381.574198 = -5176466.742801 nChanged 10 SP:Iteration 44Q (4918.100000 sec): 3 clusters Score: Raw -5188851.456350 + Penalty 12381.574198 = -5176469.882151 nChanged 11 SP:Iteration 45Q (4918.250000 sec): 3 clusters Score: Raw -5188855.696774 + Penalty 12381.574198 = -5176474.122575 nChanged 13 SP:Iteration 46Q (4918.400000 sec): 3 clusters Score: Raw -5188860.058507 + Penalty 12381.574198 = -5176478.484308 nChanged 16 SP:Iteration 47Q (4918.560000 sec): 3 clusters Score: Raw -5188864.754314 + Penalty 12381.574198 = -5176483.180116 nChanged 13 SP:Iteration 48Q (4918.710000 sec): 3 clusters Score: Raw -5188868.637446 + Penalty 12381.574198 = -5176487.063248 nChanged 13 SP:Iteration 49Q (4918.860000 sec): 3 clusters Score: Raw -5188872.482471 + Penalty 12381.574198 = -5176490.908273 nChanged 14 SP:Iteration 50Q (4919.010000 sec): 3 clusters Score: Raw -5188876.955333 + Penalty 12381.574198 = -5176495.381135 nChanged 12 SP:Iteration 51Q (4919.170000 sec): 3 clusters Score: Raw -5188880.219417 + Penalty 12381.574198 = -5176498.645219 nChanged 10 SP:Iteration 52Q (4919.320000 sec): 3 clusters Score: Raw -5188883.814352 + Penalty 12381.574198 = -5176502.240153 nChanged 15 SP:Iteration 53Q (4919.470000 sec): 3 clusters Score: Raw -5188888.157556 + Penalty 12381.574198 = -5176506.583358 nChanged 11 SP:Iteration 54Q (4919.620000 sec): 3 clusters Score: Raw -5188891.333971 + Penalty 12381.574198 = -5176509.759773 nChanged 12 SP:Iteration 55Q (4919.780000 sec): 3 clusters Score: Raw -5188895.200997 + Penalty 12381.574198 = -5176513.626799 nChanged 10 SP:Iteration 56Q (4919.930000 sec): 3 clusters Score: Raw -5188897.610507 + Penalty 12381.574198 = -5176516.036309 nChanged 6 SP:Iteration 57Q (4920.080000 sec): 3 clusters Score: Raw -5188899.575882 + Penalty 12381.574198 = -5176518.001683 nChanged 5 SP:Iteration 58Q (4920.240000 sec): 3 clusters Score: Raw -5188900.781531 + Penalty 12381.574198 = -5176519.207333 nChanged 2 SP:Iteration 59Q (4920.390000 sec): 3 clusters Score: Raw -5188901.948084 + Penalty 12381.574198 = -5176520.373885 nChanged 5 SP:Iteration 60F (4920.590000 sec): 3 clusters Score: Raw -5188903.481890 + Penalty 12381.574198 = -5176521.907692 nChanged 6 SP:Iteration 61Q (4920.740000 sec): 3 clusters Score: Raw -5188905.248427 + Penalty 12381.574198 = -5176523.674229 nChanged 7 SP:Iteration 62Q (4920.890000 sec): 3 clusters Score: Raw -5188907.289903 + Penalty 12381.574198 = -5176525.715705 nChanged 8 SP:Iteration 63Q (4921.040000 sec): 3 clusters Score: Raw -5188909.031926 + Penalty 12381.574198 = -5176527.457728 nChanged 8 SP:Iteration 64Q (4921.200000 sec): 3 clusters Score: Raw -5188911.877644 + Penalty 12381.574198 = -5176530.303445 nChanged 8 SP:Iteration 65Q (4921.350000 sec): 3 clusters Score: Raw -5188914.984756 + Penalty 12381.574198 = -5176533.410558 nChanged 8 SP:Iteration 66Q (4921.500000 sec): 3 clusters Score: Raw -5188917.421468 + Penalty 12381.574198 = -5176535.847269 nChanged 9 SP:Iteration 67Q (4921.660000 sec): 3 clusters Score: Raw -5188919.743192 + Penalty 12381.574198 = -5176538.168993 nChanged 7 SP:Iteration 68Q (4921.810000 sec): 3 clusters Score: Raw -5188921.732640 + Penalty 12381.574198 = -5176540.158442 nChanged 4 SP:Iteration 69Q (4921.960000 sec): 3 clusters Score: Raw -5188923.023496 + Penalty 12381.574198 = -5176541.449298 nChanged 5 SP:Iteration 70Q (4922.110000 sec): 3 clusters Score: Raw -5188923.890002 + Penalty 12381.574198 = -5176542.315804 nChanged 2 SP:Iteration 71Q (4922.270000 sec): 3 clusters Score: Raw -5188924.690475 + Penalty 12381.574198 = -5176543.116277 nChanged 2 SP:Iteration 72Q (4922.420000 sec): 3 clusters Score: Raw -5188925.106549 + Penalty 12381.574198 = -5176543.532350 nChanged 1 SP:Iteration 73Q (4922.570000 sec): 3 clusters Score: Raw -5188925.433457 + Penalty 12381.574198 = -5176543.859259 nChanged 3 SP:Iteration 74Q (4922.720000 sec): 3 clusters Score: Raw -5188926.003943 + Penalty 12381.574198 = -5176544.429745 nChanged 2 SP:Iteration 75Q (4922.870000 sec): 3 clusters Score: Raw -5188926.621525 + Penalty 12381.574198 = -5176545.047326 nChanged 2 SP:Iteration 76Q (4923.030000 sec): 3 clusters Score: Raw -5188927.313704 + Penalty 12381.574198 = -5176545.739505 nChanged 4 SP:Iteration 77Q (4923.180000 sec): 3 clusters Score: Raw -5188928.538822 + Penalty 12381.574198 = -5176546.964623 nChanged 4 SP:Iteration 78Q (4923.330000 sec): 3 clusters Score: Raw -5188929.663478 + Penalty 12381.574198 = -5176548.089279 nChanged 2 SP:Iteration 79Q (4923.480000 sec): 3 clusters Score: Raw -5188930.103284 + Penalty 12381.574198 = -5176548.529086 nChanged 2 SP:Iteration 80F (4923.680000 sec): 3 clusters Score: Raw -5188930.661360 + Penalty 12381.574198 = -5176549.087162 nChanged 4 SP:Iteration 81Q (4923.830000 sec): 3 clusters Score: Raw -5188931.770254 + Penalty 12381.574198 = -5176550.196055 nChanged 3 SP:Iteration 82Q (4923.980000 sec): 3 clusters Score: Raw -5188932.706255 + Penalty 12381.574198 = -5176551.132057 nChanged 2 SP:Iteration 83Q (4924.130000 sec): 3 clusters Score: Raw -5188933.048535 + Penalty 12381.574198 = -5176551.474336 nChanged 1 SP:Iteration 84Q (4924.290000 sec): 3 clusters Score: Raw -5188933.276073 + Penalty 12381.574198 = -5176551.701875 nChanged 0 SP:Iteration 85F (4924.490000 sec): 3 clusters Score: Raw -5188933.276073 + Penalty 12381.574198 = -5176551.701875 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 16 (17693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4924.610000 sec): 2 clusters Score: Raw -3850016.028821 + Penalty 5990.816171 = -3844025.212651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4924.750000 sec): 3 clusters Score: Raw -3840817.432977 + Penalty 11981.632341 = -3828835.800636 nChanged 7066 SP:Iteration 1F (4924.900000 sec): 3 clusters Score: Raw -3844597.770204 + Penalty 11981.632341 = -3832616.137862 nChanged 1259 SP:Iteration 2F (4925.050000 sec): 3 clusters Score: Raw -3845328.036984 + Penalty 11981.632341 = -3833346.404642 nChanged 1054 SP:Iteration 3F (4925.190000 sec): 3 clusters Score: Raw -3846061.760530 + Penalty 11981.632341 = -3834080.128189 nChanged 1060 SP:Iteration 4F (4925.340000 sec): 3 clusters Score: Raw -3846957.841118 + Penalty 11981.632341 = -3834976.208777 nChanged 1162 SP:Iteration 5F (4925.480000 sec): 3 clusters Score: Raw -3848008.066933 + Penalty 11981.632341 = -3836026.434592 nChanged 1191 SP:Iteration 6F (4925.630000 sec): 3 clusters Score: Raw -3849113.755490 + Penalty 11981.632341 = -3837132.123149 nChanged 1168 SP:Iteration 7F (4925.770000 sec): 3 clusters Score: Raw -3850184.762438 + Penalty 11981.632341 = -3838203.130097 nChanged 976 SP:Iteration 8F (4925.920000 sec): 3 clusters Score: Raw -3850958.334809 + Penalty 11981.632341 = -3838976.702468 nChanged 773 SP:Iteration 9Q (4926.060000 sec): 3 clusters Score: Raw -3851546.232468 + Penalty 11981.632341 = -3839564.600126 nChanged 601 SP:Iteration 10Q (4926.210000 sec): 3 clusters Score: Raw -3851962.229106 + Penalty 11981.632341 = -3839980.596765 nChanged 480 SP:Iteration 11Q (4926.350000 sec): 3 clusters Score: Raw -3852360.915860 + Penalty 11981.632341 = -3840379.283519 nChanged 414 SP:Iteration 12Q (4926.490000 sec): 3 clusters Score: Raw -3852744.650930 + Penalty 11981.632341 = -3840763.018589 nChanged 358 SP:Iteration 13Q (4926.630000 sec): 3 clusters Score: Raw -3853006.523171 + Penalty 11981.632341 = -3841024.890830 nChanged 264 SP:Iteration 14Q (4926.770000 sec): 3 clusters Score: Raw -3853170.455974 + Penalty 11981.632341 = -3841188.823633 nChanged 221 SP:Iteration 15Q (4926.910000 sec): 3 clusters Score: Raw -3853319.722584 + Penalty 11981.632341 = -3841338.090243 nChanged 183 SP:Iteration 16Q (4927.050000 sec): 3 clusters Score: Raw -3853485.388128 + Penalty 11981.632341 = -3841503.755787 nChanged 157 SP:Iteration 17Q (4927.190000 sec): 3 clusters Score: Raw -3853592.784485 + Penalty 11981.632341 = -3841611.152144 nChanged 127 SP:Iteration 18Q (4927.330000 sec): 3 clusters Score: Raw -3853636.004777 + Penalty 11981.632341 = -3841654.372436 nChanged 75 SP:Iteration 19Q (4927.470000 sec): 3 clusters Score: Raw -3853654.135207 + Penalty 11981.632341 = -3841672.502866 nChanged 47 SP:Iteration 20F (4927.610000 sec): 3 clusters Score: Raw -3853663.756303 + Penalty 11981.632341 = -3841682.123962 nChanged 27 SP:Iteration 21Q (4927.750000 sec): 3 clusters Score: Raw -3853669.779654 + Penalty 11981.632341 = -3841688.147313 nChanged 21 SP:Iteration 22Q (4927.890000 sec): 3 clusters Score: Raw -3853673.380527 + Penalty 11981.632341 = -3841691.748186 nChanged 9 SP:Iteration 23Q (4928.030000 sec): 3 clusters Score: Raw -3853675.084886 + Penalty 11981.632341 = -3841693.452545 nChanged 5 SP:Iteration 24Q (4928.170000 sec): 3 clusters Score: Raw -3853675.919985 + Penalty 11981.632341 = -3841694.287644 nChanged 4 SP:Iteration 25Q (4928.310000 sec): 3 clusters Score: Raw -3853676.637172 + Penalty 11981.632341 = -3841695.004831 nChanged 2 SP:Iteration 26Q (4928.450000 sec): 3 clusters Score: Raw -3853677.065324 + Penalty 11981.632341 = -3841695.432983 nChanged 1 SP:Iteration 27Q (4928.590000 sec): 3 clusters Score: Raw -3853677.254538 + Penalty 11981.632341 = -3841695.622197 nChanged 0 SP:Iteration 28F (4928.730000 sec): 3 clusters Score: Raw -3853677.254538 + Penalty 11981.632341 = -3841695.622197 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 18 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4928.750000 sec): 2 clusters Score: Raw -88916.255637 + Penalty 3712.642363 = -85203.613275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4928.750000 sec): 3 clusters Score: Raw -89480.893163 + Penalty 7425.284726 = -82055.608438 nChanged 27 SP:Iteration 1F (4928.750000 sec): 3 clusters Score: Raw -89623.237228 + Penalty 7425.284726 = -82197.952502 nChanged 12 SP:Iteration 2Q (4928.760000 sec): 3 clusters Score: Raw -89707.913895 + Penalty 7425.284726 = -82282.629169 nChanged 4 SP:Iteration 3Q (4928.760000 sec): 3 clusters Score: Raw -89734.410632 + Penalty 7425.284726 = -82309.125906 nChanged 1 SP:Iteration 4Q (4928.770000 sec): 3 clusters Score: Raw -89738.590168 + Penalty 7425.284726 = -82313.305442 nChanged 0 SP:Iteration 5F (4928.770000 sec): 3 clusters Score: Raw -89738.590168 + Penalty 7425.284726 = -82313.305442 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 19 (7366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4928.820000 sec): 2 clusters Score: Raw -1580570.674266 + Penalty 5454.085934 = -1575116.588332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4928.880000 sec): 3 clusters Score: Raw -1577464.335357 + Penalty 10908.171869 = -1566556.163489 nChanged 2563 SP:Iteration 1F (4928.940000 sec): 3 clusters Score: Raw -1579059.089335 + Penalty 10908.171869 = -1568150.917467 nChanged 551 SP:Iteration 2F (4929.000000 sec): 3 clusters Score: Raw -1579468.295397 + Penalty 10908.171869 = -1568560.123528 nChanged 359 SP:Iteration 3Q (4929.060000 sec): 3 clusters Score: Raw -1579738.377055 + Penalty 10908.171869 = -1568830.205186 nChanged 262 SP:Iteration 4Q (4929.120000 sec): 3 clusters Score: Raw -1579944.914079 + Penalty 10908.171869 = -1569036.742211 nChanged 238 SP:Iteration 5Q (4929.180000 sec): 3 clusters Score: Raw -1580123.247707 + Penalty 10908.171869 = -1569215.075838 nChanged 223 SP:Iteration 6Q (4929.240000 sec): 3 clusters Score: Raw -1580294.377067 + Penalty 10908.171869 = -1569386.205198 nChanged 219 SP:Iteration 7Q (4929.300000 sec): 3 clusters Score: Raw -1580470.965516 + Penalty 10908.171869 = -1569562.793647 nChanged 237 SP:Iteration 8Q (4929.360000 sec): 3 clusters Score: Raw -1580673.561957 + Penalty 10908.171869 = -1569765.390088 nChanged 241 SP:Iteration 9Q (4929.420000 sec): 3 clusters Score: Raw -1580873.698827 + Penalty 10908.171869 = -1569965.526958 nChanged 221 SP:Iteration 10Q (4929.480000 sec): 3 clusters Score: Raw -1581045.606205 + Penalty 10908.171869 = -1570137.434336 nChanged 188 SP:Iteration 11Q (4929.530000 sec): 3 clusters Score: Raw -1581203.099861 + Penalty 10908.171869 = -1570294.927992 nChanged 165 SP:Iteration 12Q (4929.590000 sec): 3 clusters Score: Raw -1581317.513138 + Penalty 10908.171869 = -1570409.341270 nChanged 123 SP:Iteration 13Q (4929.650000 sec): 3 clusters Score: Raw -1581393.355606 + Penalty 10908.171869 = -1570485.183737 nChanged 122 SP:Iteration 14Q (4929.710000 sec): 3 clusters Score: Raw -1581478.656189 + Penalty 10908.171869 = -1570570.484320 nChanged 116 SP:Iteration 15Q (4929.770000 sec): 3 clusters Score: Raw -1581561.267764 + Penalty 10908.171869 = -1570653.095895 nChanged 105 SP:Iteration 16Q (4929.830000 sec): 3 clusters Score: Raw -1581623.623212 + Penalty 10908.171869 = -1570715.451343 nChanged 73 SP:Iteration 17Q (4929.890000 sec): 3 clusters Score: Raw -1581663.043187 + Penalty 10908.171869 = -1570754.871318 nChanged 65 SP:Iteration 18Q (4929.950000 sec): 3 clusters Score: Raw -1581698.563796 + Penalty 10908.171869 = -1570790.391927 nChanged 49 SP:Iteration 19Q (4930.000000 sec): 3 clusters Score: Raw -1581728.395480 + Penalty 10908.171869 = -1570820.223611 nChanged 57 SP:Iteration 20F (4930.060000 sec): 3 clusters Score: Raw -1581761.566900 + Penalty 10908.171869 = -1570853.395032 nChanged 57 SP:Iteration 21Q (4930.120000 sec): 3 clusters Score: Raw -1581791.572500 + Penalty 10908.171869 = -1570883.400631 nChanged 50 SP:Iteration 22Q (4930.180000 sec): 3 clusters Score: Raw -1581816.952514 + Penalty 10908.171869 = -1570908.780645 nChanged 41 SP:Iteration 23Q (4930.240000 sec): 3 clusters Score: Raw -1581838.141995 + Penalty 10908.171869 = -1570929.970126 nChanged 31 SP:Iteration 24Q (4930.300000 sec): 3 clusters Score: Raw -1581855.030924 + Penalty 10908.171869 = -1570946.859055 nChanged 25 SP:Iteration 25Q (4930.350000 sec): 3 clusters Score: Raw -1581867.101849 + Penalty 10908.171869 = -1570958.929980 nChanged 23 SP:Iteration 26Q (4930.410000 sec): 3 clusters Score: Raw -1581877.945599 + Penalty 10908.171869 = -1570969.773730 nChanged 17 SP:Iteration 27Q (4930.470000 sec): 3 clusters Score: Raw -1581885.595638 + Penalty 10908.171869 = -1570977.423769 nChanged 15 SP:Iteration 28Q (4930.530000 sec): 3 clusters Score: Raw -1581893.518715 + Penalty 10908.171869 = -1570985.346847 nChanged 19 SP:Iteration 29Q (4930.590000 sec): 3 clusters Score: Raw -1581902.779975 + Penalty 10908.171869 = -1570994.608106 nChanged 18 SP:Iteration 30Q (4930.650000 sec): 3 clusters Score: Raw -1581910.644380 + Penalty 10908.171869 = -1571002.472511 nChanged 16 SP:Iteration 31Q (4930.700000 sec): 3 clusters Score: Raw -1581917.232753 + Penalty 10908.171869 = -1571009.060884 nChanged 11 SP:Iteration 32Q (4930.760000 sec): 3 clusters Score: Raw -1581921.977236 + Penalty 10908.171869 = -1571013.805367 nChanged 8 SP:Iteration 33Q (4930.820000 sec): 3 clusters Score: Raw -1581925.684805 + Penalty 10908.171869 = -1571017.512936 nChanged 7 SP:Iteration 34Q (4930.880000 sec): 3 clusters Score: Raw -1581929.517026 + Penalty 10908.171869 = -1571021.345158 nChanged 3 SP:Iteration 35Q (4930.930000 sec): 3 clusters Score: Raw -1581930.979994 + Penalty 10908.171869 = -1571022.808125 nChanged 6 SP:Iteration 36Q (4930.990000 sec): 3 clusters Score: Raw -1581933.537787 + Penalty 10908.171869 = -1571025.365919 nChanged 9 SP:Iteration 37Q (4931.050000 sec): 3 clusters Score: Raw -1581936.570007 + Penalty 10908.171869 = -1571028.398139 nChanged 5 SP:Iteration 38Q (4931.110000 sec): 3 clusters Score: Raw -1581938.495257 + Penalty 10908.171869 = -1571030.323388 nChanged 4 SP:Iteration 39Q (4931.170000 sec): 3 clusters Score: Raw -1581940.666388 + Penalty 10908.171869 = -1571032.494519 nChanged 5 SP:Iteration 40F (4931.230000 sec): 3 clusters Score: Raw -1581943.146349 + Penalty 10908.171869 = -1571034.974480 nChanged 4 SP:Iteration 41Q (4931.290000 sec): 3 clusters Score: Raw -1581944.932776 + Penalty 10908.171869 = -1571036.760907 nChanged 3 SP:Iteration 42Q (4931.340000 sec): 3 clusters Score: Raw -1581945.794032 + Penalty 10908.171869 = -1571037.622163 nChanged 3 SP:Iteration 43Q (4931.400000 sec): 3 clusters Score: Raw -1581946.953211 + Penalty 10908.171869 = -1571038.781342 nChanged 1 SP:Iteration 44Q (4931.460000 sec): 3 clusters Score: Raw -1581947.483545 + Penalty 10908.171869 = -1571039.311676 nChanged 0 SP:Iteration 45F (4931.520000 sec): 3 clusters Score: Raw -1581947.483545 + Penalty 10908.171869 = -1571039.311676 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 20 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4931.530000 sec): 2 clusters Score: Raw -102576.050494 + Penalty 3832.821398 = -98743.229096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4931.530000 sec): 3 clusters Score: Raw -103202.684569 + Penalty 7665.642795 = -95537.041774 nChanged 58 SP:Iteration 1F (4931.540000 sec): 3 clusters Score: Raw -103492.311099 + Penalty 7665.642795 = -95826.668303 nChanged 32 SP:Iteration 2F (4931.550000 sec): 3 clusters Score: Raw -103688.928861 + Penalty 7665.642795 = -96023.286066 nChanged 8 SP:Iteration 3Q (4931.550000 sec): 3 clusters Score: Raw -103746.132834 + Penalty 7665.642795 = -96080.490039 nChanged 4 SP:Iteration 4Q (4931.550000 sec): 3 clusters Score: Raw -103792.070634 + Penalty 7665.642795 = -96126.427839 nChanged 6 SP:Iteration 5Q (4931.560000 sec): 3 clusters Score: Raw -103875.535389 + Penalty 7665.642795 = -96209.892594 nChanged 7 SP:Iteration 6Q (4931.560000 sec): 3 clusters Score: Raw -103924.482115 + Penalty 7665.642795 = -96258.839320 nChanged 5 SP:Iteration 7Q (4931.570000 sec): 3 clusters Score: Raw -103952.912549 + Penalty 7665.642795 = -96287.269754 nChanged 2 SP:Iteration 8Q (4931.570000 sec): 3 clusters Score: Raw -103960.920425 + Penalty 7665.642795 = -96295.277630 nChanged 2 SP:Iteration 9Q (4931.570000 sec): 3 clusters Score: Raw -103974.584487 + Penalty 7665.642795 = -96308.941692 nChanged 2 SP:Iteration 10Q (4931.580000 sec): 3 clusters Score: Raw -103985.849153 + Penalty 7665.642795 = -96320.206358 nChanged 1 SP:Iteration 11Q (4931.580000 sec): 3 clusters Score: Raw -103987.847314 + Penalty 7665.642795 = -96322.204519 nChanged 0 SP:Iteration 12F (4931.590000 sec): 3 clusters Score: Raw -103987.847314 + Penalty 7665.642795 = -96322.204519 nChanged 0 Iteration 139Q (4940.670000 sec): 19 clusters Score: Raw -104954262.402377 + Penalty 144475.886500 = -104809786.515877 nChanged 5006 Iteration 140F (4967.840000 sec): 19 clusters Score: Raw -104955268.097135 + Penalty 144475.886500 = -104810792.210634 nChanged 3279 Iteration 141Q (4975.550000 sec): 19 clusters Score: Raw -104955785.353482 + Penalty 144475.886500 = -104811309.466982 nChanged 2413 Iteration 142Q (4983.120000 sec): 19 clusters Score: Raw -104956122.172988 + Penalty 144475.886500 = -104811646.286488 nChanged 1920 Iteration 143Q (4990.550000 sec): 19 clusters Score: Raw -104956355.820933 + Penalty 144475.886500 = -104811879.934432 nChanged 1528 Iteration 144Q (4997.930000 sec): 19 clusters Score: Raw -104956533.216622 + Penalty 144475.886500 = -104812057.330122 nChanged 1314 Iteration 145Q (5005.270000 sec): 19 clusters Score: Raw -104956674.883628 + Penalty 144475.886500 = -104812198.997128 nChanged 1121 Iteration 146Q (5012.570000 sec): 19 clusters Score: Raw -104956791.816347 + Penalty 144475.886500 = -104812315.929846 nChanged 973 Iteration 147Q (5019.840000 sec): 19 clusters Score: Raw -104956887.783796 + Penalty 144475.886500 = -104812411.897296 nChanged 849 Iteration 148Q (5027.090000 sec): 19 clusters Score: Raw -104956967.421166 + Penalty 144475.886500 = -104812491.534666 nChanged 736 Iteration 149Q (5034.320000 sec): 19 clusters Score: Raw -104957063.366436 + Penalty 144475.886500 = -104812587.479935 nChanged 707 Iteration 150Q (5041.540000 sec): 19 clusters Score: Raw -104957130.898563 + Penalty 144475.886500 = -104812655.012063 nChanged 638 Iteration 151Q (5048.740000 sec): 19 clusters Score: Raw -104957185.555833 + Penalty 144475.886500 = -104812709.669333 nChanged 593 Iteration 152Q (5055.940000 sec): 19 clusters Score: Raw -104957235.994558 + Penalty 144475.886500 = -104812760.108058 nChanged 530 Iteration 153Q (5063.110000 sec): 19 clusters Score: Raw -104957279.205648 + Penalty 144475.886500 = -104812803.319148 nChanged 467 Iteration 154Q (5070.270000 sec): 19 clusters Score: Raw -104957315.195355 + Penalty 144475.886500 = -104812839.308855 nChanged 398 Iteration 155Q (5077.440000 sec): 19 clusters Score: Raw -104957343.483418 + Penalty 144475.886500 = -104812867.596917 nChanged 369 Iteration 156Q (5084.590000 sec): 19 clusters Score: Raw -104957368.039895 + Penalty 144475.886500 = -104812892.153395 nChanged 315 Iteration 157Q (5091.730000 sec): 19 clusters Score: Raw -104957389.271713 + Penalty 144475.886500 = -104812913.385213 nChanged 288 Iteration 158Q (5098.870000 sec): 19 clusters Score: Raw -104957406.752934 + Penalty 144475.886500 = -104812930.866434 nChanged 258 Iteration 159Q (5106.000000 sec): 19 clusters Score: Raw -104957422.928102 + Penalty 144475.886500 = -104812947.041602 nChanged 223 Iteration 160F (5133.180000 sec): 19 clusters Score: Raw -104957436.431859 + Penalty 144475.886500 = -104812960.545359 nChanged 199 Iteration 161Q (5140.400000 sec): 19 clusters Score: Raw -104957448.440612 + Penalty 144475.886500 = -104812972.554112 nChanged 180 Iteration 162Q (5147.720000 sec): 19 clusters Score: Raw -104957460.040901 + Penalty 144475.886500 = -104812984.154400 nChanged 176 Iteration 163Q (5154.980000 sec): 19 clusters Score: Raw -104957472.726034 + Penalty 144475.886500 = -104812996.839534 nChanged 160 Iteration 164Q (5162.190000 sec): 19 clusters Score: Raw -104957485.357909 + Penalty 144475.886500 = -104813009.471409 nChanged 160 Iteration 165Q (5169.390000 sec): 19 clusters Score: Raw -104957497.718790 + Penalty 144475.886500 = -104813021.832289 nChanged 154 Iteration 166Q (5176.610000 sec): 19 clusters Score: Raw -104957508.563098 + Penalty 144475.886500 = -104813032.676598 nChanged 143 Iteration 167Q (5183.800000 sec): 19 clusters Score: Raw -104957518.170680 + Penalty 144475.886500 = -104813042.284180 nChanged 130 Iteration 168Q (5190.990000 sec): 19 clusters Score: Raw -104957526.522283 + Penalty 144475.886500 = -104813050.635783 nChanged 127 Iteration 169Q (5198.190000 sec): 19 clusters Score: Raw -104957535.290721 + Penalty 144475.886500 = -104813059.404220 nChanged 130 Iteration 170Q (5205.390000 sec): 19 clusters Score: Raw -104957543.528395 + Penalty 144475.886500 = -104813067.641895 nChanged 107 Iteration 171Q (5212.590000 sec): 19 clusters Score: Raw -104957550.328713 + Penalty 144475.886500 = -104813074.442212 nChanged 103 Iteration 172Q (5219.800000 sec): 19 clusters Score: Raw -104957557.520714 + Penalty 144475.886500 = -104813081.634214 nChanged 103 Iteration 173Q (5227.010000 sec): 19 clusters Score: Raw -104957565.404701 + Penalty 144475.886500 = -104813089.518200 nChanged 83 Iteration 174Q (5234.210000 sec): 19 clusters Score: Raw -104957570.532239 + Penalty 144475.886500 = -104813094.645739 nChanged 87 Iteration 175Q (5241.410000 sec): 19 clusters Score: Raw -104957576.635417 + Penalty 144475.886500 = -104813100.748917 nChanged 92 Iteration 176Q (5248.600000 sec): 19 clusters Score: Raw -104957581.457203 + Penalty 144475.886500 = -104813105.570703 nChanged 80 Iteration 177Q (5255.800000 sec): 19 clusters Score: Raw -104957585.838485 + Penalty 144475.886500 = -104813109.951985 nChanged 71 Iteration 178Q (5262.990000 sec): 19 clusters Score: Raw -104957589.544826 + Penalty 144475.886500 = -104813113.658326 nChanged 70 Writing temp clu file Compute initial score before splitting: Score: Raw -104957589.544826 + Penalty 144475.886500 = -104813113.658326 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 1 (14566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5263.220000 sec): 2 clusters Score: Raw -3138916.652643 + Penalty 5871.697761 = -3133044.954881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5263.340000 sec): 3 clusters Score: Raw -3131737.176734 + Penalty 11743.395523 = -3119993.781211 nChanged 5645 SP:Iteration 1F (5263.460000 sec): 3 clusters Score: Raw -3134808.186209 + Penalty 11743.395523 = -3123064.790686 nChanged 1023 SP:Iteration 2F (5263.580000 sec): 3 clusters Score: Raw -3135406.348615 + Penalty 11743.395523 = -3123662.953092 nChanged 739 SP:Iteration 3F (5263.700000 sec): 3 clusters Score: Raw -3135904.864085 + Penalty 11743.395523 = -3124161.468562 nChanged 614 SP:Iteration 4Q (5263.820000 sec): 3 clusters Score: Raw -3136259.676795 + Penalty 11743.395523 = -3124516.281272 nChanged 545 SP:Iteration 5Q (5263.940000 sec): 3 clusters Score: Raw -3136534.135963 + Penalty 11743.395523 = -3124790.740440 nChanged 488 SP:Iteration 6Q (5264.060000 sec): 3 clusters Score: Raw -3136777.947822 + Penalty 11743.395523 = -3125034.552299 nChanged 454 SP:Iteration 7Q (5264.180000 sec): 3 clusters Score: Raw -3136997.059634 + Penalty 11743.395523 = -3125253.664111 nChanged 420 SP:Iteration 8Q (5264.300000 sec): 3 clusters Score: Raw -3137197.427861 + Penalty 11743.395523 = -3125454.032339 nChanged 393 SP:Iteration 9Q (5264.420000 sec): 3 clusters Score: Raw -3137384.135746 + Penalty 11743.395523 = -3125640.740223 nChanged 372 SP:Iteration 10Q (5264.540000 sec): 3 clusters Score: Raw -3137559.389819 + Penalty 11743.395523 = -3125815.994296 nChanged 376 SP:Iteration 11Q (5264.660000 sec): 3 clusters Score: Raw -3137750.623188 + Penalty 11743.395523 = -3126007.227665 nChanged 383 SP:Iteration 12Q (5264.780000 sec): 3 clusters Score: Raw -3137944.706662 + Penalty 11743.395523 = -3126201.311139 nChanged 378 SP:Iteration 13Q (5264.890000 sec): 3 clusters Score: Raw -3138161.531502 + Penalty 11743.395523 = -3126418.135980 nChanged 417 SP:Iteration 14Q (5265.010000 sec): 3 clusters Score: Raw -3138409.560297 + Penalty 11743.395523 = -3126666.164775 nChanged 440 SP:Iteration 15Q (5265.130000 sec): 3 clusters Score: Raw -3138677.308858 + Penalty 11743.395523 = -3126933.913336 nChanged 412 SP:Iteration 16Q (5265.250000 sec): 3 clusters Score: Raw -3138933.421953 + Penalty 11743.395523 = -3127190.026430 nChanged 401 SP:Iteration 17Q (5265.370000 sec): 3 clusters Score: Raw -3139214.101884 + Penalty 11743.395523 = -3127470.706361 nChanged 380 SP:Iteration 18Q (5265.490000 sec): 3 clusters Score: Raw -3139483.627365 + Penalty 11743.395523 = -3127740.231843 nChanged 327 SP:Iteration 19Q (5265.610000 sec): 3 clusters Score: Raw -3139725.527571 + Penalty 11743.395523 = -3127982.132048 nChanged 275 SP:Iteration 20F (5265.730000 sec): 3 clusters Score: Raw -3139938.966812 + Penalty 11743.395523 = -3128195.571289 nChanged 229 SP:Iteration 21Q (5265.850000 sec): 3 clusters Score: Raw -3140112.445822 + Penalty 11743.395523 = -3128369.050300 nChanged 199 SP:Iteration 22Q (5265.960000 sec): 3 clusters Score: Raw -3140257.937722 + Penalty 11743.395523 = -3128514.542199 nChanged 176 SP:Iteration 23Q (5266.080000 sec): 3 clusters Score: Raw -3140395.512960 + Penalty 11743.395523 = -3128652.117437 nChanged 178 SP:Iteration 24Q (5266.190000 sec): 3 clusters Score: Raw -3140520.256586 + Penalty 11743.395523 = -3128776.861063 nChanged 124 SP:Iteration 25Q (5266.300000 sec): 3 clusters Score: Raw -3140600.131780 + Penalty 11743.395523 = -3128856.736257 nChanged 96 SP:Iteration 26Q (5266.410000 sec): 3 clusters Score: Raw -3140660.104802 + Penalty 11743.395523 = -3128916.709279 nChanged 82 SP:Iteration 27Q (5266.520000 sec): 3 clusters Score: Raw -3140714.338542 + Penalty 11743.395523 = -3128970.943019 nChanged 73 SP:Iteration 28Q (5266.630000 sec): 3 clusters Score: Raw -3140754.498141 + Penalty 11743.395523 = -3129011.102618 nChanged 60 SP:Iteration 29Q (5266.730000 sec): 3 clusters Score: Raw -3140794.890555 + Penalty 11743.395523 = -3129051.495032 nChanged 61 SP:Iteration 30Q (5266.840000 sec): 3 clusters Score: Raw -3140829.420505 + Penalty 11743.395523 = -3129086.024982 nChanged 47 SP:Iteration 31Q (5266.940000 sec): 3 clusters Score: Raw -3140857.353673 + Penalty 11743.395523 = -3129113.958151 nChanged 47 SP:Iteration 32Q (5267.050000 sec): 3 clusters Score: Raw -3140885.656790 + Penalty 11743.395523 = -3129142.261267 nChanged 35 SP:Iteration 33Q (5267.150000 sec): 3 clusters Score: Raw -3140903.878278 + Penalty 11743.395523 = -3129160.482755 nChanged 28 SP:Iteration 34Q (5267.260000 sec): 3 clusters Score: Raw -3140918.547226 + Penalty 11743.395523 = -3129175.151703 nChanged 23 SP:Iteration 35Q (5267.360000 sec): 3 clusters Score: Raw -3140930.658762 + Penalty 11743.395523 = -3129187.263239 nChanged 12 SP:Iteration 36Q (5267.460000 sec): 3 clusters Score: Raw -3140936.599601 + Penalty 11743.395523 = -3129193.204078 nChanged 16 SP:Iteration 37Q (5267.560000 sec): 3 clusters Score: Raw -3140944.233770 + Penalty 11743.395523 = -3129200.838248 nChanged 11 SP:Iteration 38Q (5267.670000 sec): 3 clusters Score: Raw -3140950.227865 + Penalty 11743.395523 = -3129206.832342 nChanged 11 SP:Iteration 39Q (5267.770000 sec): 3 clusters Score: Raw -3140956.778277 + Penalty 11743.395523 = -3129213.382755 nChanged 6 SP:Iteration 40F (5267.890000 sec): 3 clusters Score: Raw -3140960.544665 + Penalty 11743.395523 = -3129217.149142 nChanged 11 SP:Iteration 41Q (5267.990000 sec): 3 clusters Score: Raw -3140965.919482 + Penalty 11743.395523 = -3129222.523959 nChanged 7 SP:Iteration 42Q (5268.100000 sec): 3 clusters Score: Raw -3140969.593438 + Penalty 11743.395523 = -3129226.197915 nChanged 4 SP:Iteration 43Q (5268.200000 sec): 3 clusters Score: Raw -3140972.039858 + Penalty 11743.395523 = -3129228.644335 nChanged 4 SP:Iteration 44Q (5268.300000 sec): 3 clusters Score: Raw -3140973.763930 + Penalty 11743.395523 = -3129230.368407 nChanged 2 SP:Iteration 45Q (5268.400000 sec): 3 clusters Score: Raw -3140975.200696 + Penalty 11743.395523 = -3129231.805173 nChanged 4 SP:Iteration 46Q (5268.500000 sec): 3 clusters Score: Raw -3140976.808567 + Penalty 11743.395523 = -3129233.413045 nChanged 5 SP:Iteration 47Q (5268.610000 sec): 3 clusters Score: Raw -3140979.305559 + Penalty 11743.395523 = -3129235.910036 nChanged 4 SP:Iteration 48Q (5268.710000 sec): 3 clusters Score: Raw -3140980.617592 + Penalty 11743.395523 = -3129237.222070 nChanged 2 SP:Iteration 49Q (5268.810000 sec): 3 clusters Score: Raw -3140981.509659 + Penalty 11743.395523 = -3129238.114136 nChanged 0 SP:Iteration 50F (5268.930000 sec): 3 clusters Score: Raw -3140981.509659 + Penalty 11743.395523 = -3129238.114136 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 2 (8280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5268.990000 sec): 2 clusters Score: Raw -1704112.343743 + Penalty 5525.728927 = -1698586.614817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5269.060000 sec): 3 clusters Score: Raw -1700448.663443 + Penalty 11051.457853 = -1689397.205590 nChanged 2983 SP:Iteration 1F (5269.130000 sec): 3 clusters Score: Raw -1702394.399779 + Penalty 11051.457853 = -1691342.941926 nChanged 632 SP:Iteration 2F (5269.200000 sec): 3 clusters Score: Raw -1702936.383760 + Penalty 11051.457853 = -1691884.925907 nChanged 493 SP:Iteration 3F (5269.260000 sec): 3 clusters Score: Raw -1703391.603539 + Penalty 11051.457853 = -1692340.145686 nChanged 431 SP:Iteration 4F (5269.330000 sec): 3 clusters Score: Raw -1703762.926521 + Penalty 11051.457853 = -1692711.468668 nChanged 356 SP:Iteration 5Q (5269.400000 sec): 3 clusters Score: Raw -1704057.349597 + Penalty 11051.457853 = -1693005.891744 nChanged 322 SP:Iteration 6Q (5269.470000 sec): 3 clusters Score: Raw -1704372.620113 + Penalty 11051.457853 = -1693321.162260 nChanged 325 SP:Iteration 7Q (5269.530000 sec): 3 clusters Score: Raw -1704739.194522 + Penalty 11051.457853 = -1693687.736669 nChanged 313 SP:Iteration 8Q (5269.600000 sec): 3 clusters Score: Raw -1705130.105305 + Penalty 11051.457853 = -1694078.647452 nChanged 320 SP:Iteration 9Q (5269.660000 sec): 3 clusters Score: Raw -1705426.489132 + Penalty 11051.457853 = -1694375.031279 nChanged 245 SP:Iteration 10Q (5269.730000 sec): 3 clusters Score: Raw -1705596.486324 + Penalty 11051.457853 = -1694545.028471 nChanged 184 SP:Iteration 11Q (5269.790000 sec): 3 clusters Score: Raw -1705714.901248 + Penalty 11051.457853 = -1694663.443395 nChanged 132 SP:Iteration 12Q (5269.860000 sec): 3 clusters Score: Raw -1705800.302000 + Penalty 11051.457853 = -1694748.844147 nChanged 124 SP:Iteration 13Q (5269.920000 sec): 3 clusters Score: Raw -1705872.552933 + Penalty 11051.457853 = -1694821.095079 nChanged 108 SP:Iteration 14Q (5269.980000 sec): 3 clusters Score: Raw -1705932.280246 + Penalty 11051.457853 = -1694880.822393 nChanged 87 SP:Iteration 15Q (5270.050000 sec): 3 clusters Score: Raw -1705979.217768 + Penalty 11051.457853 = -1694927.759915 nChanged 75 SP:Iteration 16Q (5270.110000 sec): 3 clusters Score: Raw -1706020.868227 + Penalty 11051.457853 = -1694969.410374 nChanged 78 SP:Iteration 17Q (5270.180000 sec): 3 clusters Score: Raw -1706060.738685 + Penalty 11051.457853 = -1695009.280832 nChanged 51 SP:Iteration 18Q (5270.240000 sec): 3 clusters Score: Raw -1706084.928530 + Penalty 11051.457853 = -1695033.470677 nChanged 45 SP:Iteration 19Q (5270.300000 sec): 3 clusters Score: Raw -1706107.941298 + Penalty 11051.457853 = -1695056.483445 nChanged 44 SP:Iteration 20F (5270.370000 sec): 3 clusters Score: Raw -1706128.088588 + Penalty 11051.457853 = -1695076.630735 nChanged 39 SP:Iteration 21Q (5270.440000 sec): 3 clusters Score: Raw -1706144.879993 + Penalty 11051.457853 = -1695093.422140 nChanged 24 SP:Iteration 22Q (5270.500000 sec): 3 clusters Score: Raw -1706154.878805 + Penalty 11051.457853 = -1695103.420952 nChanged 25 SP:Iteration 23Q (5270.560000 sec): 3 clusters Score: Raw -1706163.281139 + Penalty 11051.457853 = -1695111.823286 nChanged 20 SP:Iteration 24Q (5270.620000 sec): 3 clusters Score: Raw -1706171.703179 + Penalty 11051.457853 = -1695120.245325 nChanged 18 SP:Iteration 25Q (5270.690000 sec): 3 clusters Score: Raw -1706178.269084 + Penalty 11051.457853 = -1695126.811231 nChanged 11 SP:Iteration 26Q (5270.750000 sec): 3 clusters Score: Raw -1706182.567953 + Penalty 11051.457853 = -1695131.110100 nChanged 9 SP:Iteration 27Q (5270.820000 sec): 3 clusters Score: Raw -1706185.353474 + Penalty 11051.457853 = -1695133.895621 nChanged 5 SP:Iteration 28Q (5270.880000 sec): 3 clusters Score: Raw -1706187.187098 + Penalty 11051.457853 = -1695135.729245 nChanged 11 SP:Iteration 29Q (5270.940000 sec): 3 clusters Score: Raw -1706191.316709 + Penalty 11051.457853 = -1695139.858856 nChanged 12 SP:Iteration 30Q (5271.010000 sec): 3 clusters Score: Raw -1706196.468489 + Penalty 11051.457853 = -1695145.010636 nChanged 10 SP:Iteration 31Q (5271.070000 sec): 3 clusters Score: Raw -1706200.482234 + Penalty 11051.457853 = -1695149.024381 nChanged 7 SP:Iteration 32Q (5271.140000 sec): 3 clusters Score: Raw -1706202.610551 + Penalty 11051.457853 = -1695151.152698 nChanged 7 SP:Iteration 33Q (5271.200000 sec): 3 clusters Score: Raw -1706205.444932 + Penalty 11051.457853 = -1695153.987079 nChanged 11 SP:Iteration 34Q (5271.270000 sec): 3 clusters Score: Raw -1706208.974359 + Penalty 11051.457853 = -1695157.516506 nChanged 12 SP:Iteration 35Q (5271.330000 sec): 3 clusters Score: Raw -1706213.303264 + Penalty 11051.457853 = -1695161.845411 nChanged 9 SP:Iteration 36Q (5271.390000 sec): 3 clusters Score: Raw -1706216.633177 + Penalty 11051.457853 = -1695165.175324 nChanged 11 SP:Iteration 37Q (5271.460000 sec): 3 clusters Score: Raw -1706221.756376 + Penalty 11051.457853 = -1695170.298523 nChanged 14 SP:Iteration 38Q (5271.520000 sec): 3 clusters Score: Raw -1706227.342591 + Penalty 11051.457853 = -1695175.884737 nChanged 13 SP:Iteration 39Q (5271.580000 sec): 3 clusters Score: Raw -1706233.229215 + Penalty 11051.457853 = -1695181.771362 nChanged 14 SP:Iteration 40F (5271.650000 sec): 3 clusters Score: Raw -1706241.152856 + Penalty 11051.457853 = -1695189.695003 nChanged 21 SP:Iteration 41Q (5271.720000 sec): 3 clusters Score: Raw -1706250.155941 + Penalty 11051.457853 = -1695198.698088 nChanged 23 SP:Iteration 42Q (5271.780000 sec): 3 clusters Score: Raw -1706262.237438 + Penalty 11051.457853 = -1695210.779585 nChanged 33 SP:Iteration 43Q (5271.840000 sec): 3 clusters Score: Raw -1706275.353380 + Penalty 11051.457853 = -1695223.895527 nChanged 22 SP:Iteration 44Q (5271.900000 sec): 3 clusters Score: Raw -1706283.582042 + Penalty 11051.457853 = -1695232.124189 nChanged 20 SP:Iteration 45Q (5271.970000 sec): 3 clusters Score: Raw -1706291.169603 + Penalty 11051.457853 = -1695239.711750 nChanged 14 SP:Iteration 46Q (5272.030000 sec): 3 clusters Score: Raw -1706295.440236 + Penalty 11051.457853 = -1695243.982383 nChanged 7 SP:Iteration 47Q (5272.100000 sec): 3 clusters Score: Raw -1706298.255273 + Penalty 11051.457853 = -1695246.797420 nChanged 9 SP:Iteration 48Q (5272.160000 sec): 3 clusters Score: Raw -1706302.281093 + Penalty 11051.457853 = -1695250.823240 nChanged 10 SP:Iteration 49Q (5272.220000 sec): 3 clusters Score: Raw -1706304.854453 + Penalty 11051.457853 = -1695253.396599 nChanged 3 SP:Iteration 50Q (5272.280000 sec): 3 clusters Score: Raw -1706306.145659 + Penalty 11051.457853 = -1695254.687806 nChanged 9 SP:Iteration 51Q (5272.350000 sec): 3 clusters Score: Raw -1706309.478602 + Penalty 11051.457853 = -1695258.020749 nChanged 3 SP:Iteration 52Q (5272.410000 sec): 3 clusters Score: Raw -1706310.715142 + Penalty 11051.457853 = -1695259.257289 nChanged 2 SP:Iteration 53Q (5272.470000 sec): 3 clusters Score: Raw -1706311.355407 + Penalty 11051.457853 = -1695259.897554 nChanged 4 SP:Iteration 54Q (5272.540000 sec): 3 clusters Score: Raw -1706312.758459 + Penalty 11051.457853 = -1695261.300606 nChanged 2 SP:Iteration 55Q (5272.600000 sec): 3 clusters Score: Raw -1706313.422653 + Penalty 11051.457853 = -1695261.964800 nChanged 3 SP:Iteration 56Q (5272.660000 sec): 3 clusters Score: Raw -1706314.451752 + Penalty 11051.457853 = -1695262.993899 nChanged 6 SP:Iteration 57Q (5272.720000 sec): 3 clusters Score: Raw -1706317.030276 + Penalty 11051.457853 = -1695265.572423 nChanged 4 SP:Iteration 58Q (5272.790000 sec): 3 clusters Score: Raw -1706318.846097 + Penalty 11051.457853 = -1695267.388244 nChanged 4 SP:Iteration 59Q (5272.850000 sec): 3 clusters Score: Raw -1706320.210933 + Penalty 11051.457853 = -1695268.753080 nChanged 5 SP:Iteration 60F (5272.920000 sec): 3 clusters Score: Raw -1706321.803881 + Penalty 11051.457853 = -1695270.346028 nChanged 7 SP:Iteration 61Q (5272.980000 sec): 3 clusters Score: Raw -1706324.650281 + Penalty 11051.457853 = -1695273.192428 nChanged 5 SP:Iteration 62Q (5273.040000 sec): 3 clusters Score: Raw -1706326.523247 + Penalty 11051.457853 = -1695275.065394 nChanged 4 SP:Iteration 63Q (5273.110000 sec): 3 clusters Score: Raw -1706327.515333 + Penalty 11051.457853 = -1695276.057480 nChanged 1 SP:Iteration 64Q (5273.170000 sec): 3 clusters Score: Raw -1706327.767077 + Penalty 11051.457853 = -1695276.309224 nChanged 1 SP:Iteration 65Q (5273.240000 sec): 3 clusters Score: Raw -1706327.997491 + Penalty 11051.457853 = -1695276.539638 nChanged 1 SP:Iteration 66Q (5273.300000 sec): 3 clusters Score: Raw -1706328.485319 + Penalty 11051.457853 = -1695277.027466 nChanged 1 SP:Iteration 67Q (5273.360000 sec): 3 clusters Score: Raw -1706328.892310 + Penalty 11051.457853 = -1695277.434457 nChanged 2 SP:Iteration 68Q (5273.420000 sec): 3 clusters Score: Raw -1706329.749561 + Penalty 11051.457853 = -1695278.291708 nChanged 2 SP:Iteration 69Q (5273.490000 sec): 3 clusters Score: Raw -1706330.662569 + Penalty 11051.457853 = -1695279.204716 nChanged 5 SP:Iteration 70Q (5273.550000 sec): 3 clusters Score: Raw -1706332.709206 + Penalty 11051.457853 = -1695281.251353 nChanged 10 SP:Iteration 71Q (5273.610000 sec): 3 clusters Score: Raw -1706335.884961 + Penalty 11051.457853 = -1695284.427108 nChanged 5 SP:Iteration 72Q (5273.680000 sec): 3 clusters Score: Raw -1706337.104536 + Penalty 11051.457853 = -1695285.646683 nChanged 3 SP:Iteration 73Q (5273.740000 sec): 3 clusters Score: Raw -1706338.329723 + Penalty 11051.457853 = -1695286.871870 nChanged 3 SP:Iteration 74Q (5273.800000 sec): 3 clusters Score: Raw -1706339.259390 + Penalty 11051.457853 = -1695287.801537 nChanged 1 SP:Iteration 75Q (5273.870000 sec): 3 clusters Score: Raw -1706339.492100 + Penalty 11051.457853 = -1695288.034247 nChanged 0 SP:Iteration 76F (5273.940000 sec): 3 clusters Score: Raw -1706339.492100 + Penalty 11051.457853 = -1695288.034247 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 3 (20381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5274.080000 sec): 2 clusters Score: Raw -4403634.038703 + Penalty 6077.444504 = -4397556.594200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5274.240000 sec): 3 clusters Score: Raw -4393021.086286 + Penalty 12154.889007 = -4380866.197278 nChanged 8259 SP:Iteration 1F (5274.410000 sec): 3 clusters Score: Raw -4397413.670107 + Penalty 12154.889007 = -4385258.781100 nChanged 1316 SP:Iteration 2F (5274.580000 sec): 3 clusters Score: Raw -4398036.731053 + Penalty 12154.889007 = -4385881.842046 nChanged 956 SP:Iteration 3Q (5274.750000 sec): 3 clusters Score: Raw -4398435.662600 + Penalty 12154.889007 = -4386280.773593 nChanged 728 SP:Iteration 4Q (5274.920000 sec): 3 clusters Score: Raw -4398699.124282 + Penalty 12154.889007 = -4386544.235275 nChanged 561 SP:Iteration 5Q (5275.080000 sec): 3 clusters Score: Raw -4398905.616161 + Penalty 12154.889007 = -4386750.727154 nChanged 496 SP:Iteration 6Q (5275.250000 sec): 3 clusters Score: Raw -4399090.119514 + Penalty 12154.889007 = -4386935.230507 nChanged 477 SP:Iteration 7Q (5275.420000 sec): 3 clusters Score: Raw -4399273.955135 + Penalty 12154.889007 = -4387119.066128 nChanged 499 SP:Iteration 8Q (5275.590000 sec): 3 clusters Score: Raw -4399464.563266 + Penalty 12154.889007 = -4387309.674258 nChanged 507 SP:Iteration 9Q (5275.760000 sec): 3 clusters Score: Raw -4399671.181868 + Penalty 12154.889007 = -4387516.292860 nChanged 541 SP:Iteration 10Q (5275.920000 sec): 3 clusters Score: Raw -4399915.121213 + Penalty 12154.889007 = -4387760.232206 nChanged 615 SP:Iteration 11Q (5276.090000 sec): 3 clusters Score: Raw -4400215.964764 + Penalty 12154.889007 = -4388061.075757 nChanged 662 SP:Iteration 12Q (5276.260000 sec): 3 clusters Score: Raw -4400595.676347 + Penalty 12154.889007 = -4388440.787340 nChanged 755 SP:Iteration 13Q (5276.430000 sec): 3 clusters Score: Raw -4401078.025014 + Penalty 12154.889007 = -4388923.136007 nChanged 847 SP:Iteration 14Q (5276.600000 sec): 3 clusters Score: Raw -4401655.554348 + Penalty 12154.889007 = -4389500.665341 nChanged 901 SP:Iteration 15Q (5276.770000 sec): 3 clusters Score: Raw -4402286.553770 + Penalty 12154.889007 = -4390131.664763 nChanged 844 SP:Iteration 16Q (5276.930000 sec): 3 clusters Score: Raw -4402861.009422 + Penalty 12154.889007 = -4390706.120415 nChanged 758 SP:Iteration 17Q (5277.100000 sec): 3 clusters Score: Raw -4403415.792220 + Penalty 12154.889007 = -4391260.903212 nChanged 668 SP:Iteration 18Q (5277.270000 sec): 3 clusters Score: Raw -4403943.659070 + Penalty 12154.889007 = -4391788.770062 nChanged 561 SP:Iteration 19Q (5277.430000 sec): 3 clusters Score: Raw -4404386.599380 + Penalty 12154.889007 = -4392231.710373 nChanged 458 SP:Iteration 20F (5277.600000 sec): 3 clusters Score: Raw -4404819.263365 + Penalty 12154.889007 = -4392664.374358 nChanged 384 SP:Iteration 21Q (5277.770000 sec): 3 clusters Score: Raw -4405200.880525 + Penalty 12154.889007 = -4393045.991517 nChanged 304 SP:Iteration 22Q (5277.920000 sec): 3 clusters Score: Raw -4405510.433447 + Penalty 12154.889007 = -4393355.544440 nChanged 234 SP:Iteration 23Q (5278.070000 sec): 3 clusters Score: Raw -4405760.613934 + Penalty 12154.889007 = -4393605.724927 nChanged 198 SP:Iteration 24Q (5278.210000 sec): 3 clusters Score: Raw -4405929.643580 + Penalty 12154.889007 = -4393774.754573 nChanged 145 SP:Iteration 25Q (5278.350000 sec): 3 clusters Score: Raw -4406033.621266 + Penalty 12154.889007 = -4393878.732259 nChanged 98 SP:Iteration 26Q (5278.490000 sec): 3 clusters Score: Raw -4406090.339132 + Penalty 12154.889007 = -4393935.450124 nChanged 52 SP:Iteration 27Q (5278.630000 sec): 3 clusters Score: Raw -4406118.078628 + Penalty 12154.889007 = -4393963.189621 nChanged 44 SP:Iteration 28Q (5278.760000 sec): 3 clusters Score: Raw -4406145.503058 + Penalty 12154.889007 = -4393990.614051 nChanged 35 SP:Iteration 29Q (5278.890000 sec): 3 clusters Score: Raw -4406170.148689 + Penalty 12154.889007 = -4394015.259682 nChanged 35 SP:Iteration 30Q (5279.030000 sec): 3 clusters Score: Raw -4406192.087929 + Penalty 12154.889007 = -4394037.198922 nChanged 27 SP:Iteration 31Q (5279.150000 sec): 3 clusters Score: Raw -4406208.061995 + Penalty 12154.889007 = -4394053.172987 nChanged 21 SP:Iteration 32Q (5279.290000 sec): 3 clusters Score: Raw -4406219.032609 + Penalty 12154.889007 = -4394064.143602 nChanged 16 SP:Iteration 33Q (5279.410000 sec): 3 clusters Score: Raw -4406228.229173 + Penalty 12154.889007 = -4394073.340166 nChanged 13 SP:Iteration 34Q (5279.550000 sec): 3 clusters Score: Raw -4406234.888966 + Penalty 12154.889007 = -4394079.999959 nChanged 17 SP:Iteration 35Q (5279.670000 sec): 3 clusters Score: Raw -4406244.543127 + Penalty 12154.889007 = -4394089.654120 nChanged 23 SP:Iteration 36Q (5279.800000 sec): 3 clusters Score: Raw -4406259.665236 + Penalty 12154.889007 = -4394104.776229 nChanged 25 SP:Iteration 37Q (5279.930000 sec): 3 clusters Score: Raw -4406273.345715 + Penalty 12154.889007 = -4394118.456708 nChanged 19 SP:Iteration 38Q (5280.060000 sec): 3 clusters Score: Raw -4406282.385356 + Penalty 12154.889007 = -4394127.496349 nChanged 10 SP:Iteration 39Q (5280.190000 sec): 3 clusters Score: Raw -4406287.811996 + Penalty 12154.889007 = -4394132.922989 nChanged 11 SP:Iteration 40F (5280.350000 sec): 3 clusters Score: Raw -4406291.675341 + Penalty 12154.889007 = -4394136.786334 nChanged 7 SP:Iteration 41Q (5280.480000 sec): 3 clusters Score: Raw -4406295.765720 + Penalty 12154.889007 = -4394140.876712 nChanged 11 SP:Iteration 42Q (5280.610000 sec): 3 clusters Score: Raw -4406302.403957 + Penalty 12154.889007 = -4394147.514949 nChanged 11 SP:Iteration 43Q (5280.730000 sec): 3 clusters Score: Raw -4406307.548326 + Penalty 12154.889007 = -4394152.659319 nChanged 11 SP:Iteration 44Q (5280.860000 sec): 3 clusters Score: Raw -4406313.526244 + Penalty 12154.889007 = -4394158.637236 nChanged 10 SP:Iteration 45Q (5280.990000 sec): 3 clusters Score: Raw -4406320.577208 + Penalty 12154.889007 = -4394165.688201 nChanged 11 SP:Iteration 46Q (5281.110000 sec): 3 clusters Score: Raw -4406326.473397 + Penalty 12154.889007 = -4394171.584389 nChanged 6 SP:Iteration 47Q (5281.240000 sec): 3 clusters Score: Raw -4406329.481640 + Penalty 12154.889007 = -4394174.592633 nChanged 6 SP:Iteration 48Q (5281.370000 sec): 3 clusters Score: Raw -4406332.855838 + Penalty 12154.889007 = -4394177.966831 nChanged 6 SP:Iteration 49Q (5281.490000 sec): 3 clusters Score: Raw -4406335.480839 + Penalty 12154.889007 = -4394180.591831 nChanged 3 SP:Iteration 50Q (5281.620000 sec): 3 clusters Score: Raw -4406336.650585 + Penalty 12154.889007 = -4394181.761578 nChanged 0 SP:Iteration 51F (5281.790000 sec): 3 clusters Score: Raw -4406336.650585 + Penalty 12154.889007 = -4394181.761578 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 4 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5281.810000 sec): 2 clusters Score: Raw -290159.656640 + Penalty 4426.943280 = -285732.713359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5281.820000 sec): 3 clusters Score: Raw -290094.119549 + Penalty 8853.886561 = -281240.232988 nChanged 256 SP:Iteration 1F (5281.830000 sec): 3 clusters Score: Raw -290574.244645 + Penalty 8853.886561 = -281720.358084 nChanged 76 SP:Iteration 2F (5281.840000 sec): 3 clusters Score: Raw -290880.512313 + Penalty 8853.886561 = -282026.625752 nChanged 56 SP:Iteration 3Q (5281.850000 sec): 3 clusters Score: Raw -291502.081429 + Penalty 8853.886561 = -282648.194868 nChanged 70 SP:Iteration 4F (5281.870000 sec): 3 clusters Score: Raw -291928.105462 + Penalty 8853.886561 = -283074.218901 nChanged 60 SP:Iteration 5Q (5281.870000 sec): 3 clusters Score: Raw -292108.875899 + Penalty 8853.886561 = -283254.989338 nChanged 74 SP:Iteration 6F (5281.890000 sec): 3 clusters Score: Raw -292290.173275 + Penalty 8853.886561 = -283436.286714 nChanged 52 SP:Iteration 7Q (5281.900000 sec): 3 clusters Score: Raw -292424.101990 + Penalty 8853.886561 = -283570.215429 nChanged 43 SP:Iteration 8Q (5281.910000 sec): 3 clusters Score: Raw -292532.260773 + Penalty 8853.886561 = -283678.374212 nChanged 29 SP:Iteration 9Q (5281.920000 sec): 3 clusters Score: Raw -292733.513180 + Penalty 8853.886561 = -283879.626619 nChanged 37 SP:Iteration 10Q (5281.930000 sec): 3 clusters Score: Raw -293218.990488 + Penalty 8853.886561 = -284365.103927 nChanged 47 SP:Iteration 11Q (5281.930000 sec): 3 clusters Score: Raw -293370.391452 + Penalty 8853.886561 = -284516.504891 nChanged 27 SP:Iteration 12Q (5281.940000 sec): 3 clusters Score: Raw -293469.118971 + Penalty 8853.886561 = -284615.232410 nChanged 21 SP:Iteration 13Q (5281.950000 sec): 3 clusters Score: Raw -293558.328753 + Penalty 8853.886561 = -284704.442192 nChanged 19 SP:Iteration 14Q (5281.960000 sec): 3 clusters Score: Raw -293645.358339 + Penalty 8853.886561 = -284791.471778 nChanged 7 SP:Iteration 15Q (5281.970000 sec): 3 clusters Score: Raw -293668.739999 + Penalty 8853.886561 = -284814.853438 nChanged 5 SP:Iteration 16Q (5281.980000 sec): 3 clusters Score: Raw -293693.034356 + Penalty 8853.886561 = -284839.147795 nChanged 4 SP:Iteration 17Q (5281.990000 sec): 3 clusters Score: Raw -293705.499661 + Penalty 8853.886561 = -284851.613100 nChanged 2 SP:Iteration 18Q (5281.990000 sec): 3 clusters Score: Raw -293710.957615 + Penalty 8853.886561 = -284857.071054 nChanged 0 SP:Iteration 19F (5282.010000 sec): 3 clusters Score: Raw -293710.957615 + Penalty 8853.886561 = -284857.071054 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 5 (306687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5284.120000 sec): 2 clusters Score: Raw -65920343.773804 + Penalty 7738.069565 = -65912605.704239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5286.680000 sec): 3 clusters Score: Raw -65722507.469303 + Penalty 15476.139129 = -65707031.330174 nChanged 145322 SP:Iteration 1F (5289.230000 sec): 3 clusters Score: Raw -65806589.075886 + Penalty 15476.139129 = -65791112.936757 nChanged 8936 SP:Iteration 2Q (5291.780000 sec): 3 clusters Score: Raw -65808453.015338 + Penalty 15476.139129 = -65792976.876209 nChanged 8977 SP:Iteration 3Q (5294.340000 sec): 3 clusters Score: Raw -65810552.513741 + Penalty 15476.139129 = -65795076.374612 nChanged 9790 SP:Iteration 4Q (5296.900000 sec): 3 clusters Score: Raw -65813156.410625 + Penalty 15476.139129 = -65797680.271496 nChanged 10840 SP:Iteration 5Q (5299.460000 sec): 3 clusters Score: Raw -65816553.927147 + Penalty 15476.139129 = -65801077.788018 nChanged 12446 SP:Iteration 6Q (5302.020000 sec): 3 clusters Score: Raw -65821262.142822 + Penalty 15476.139129 = -65805786.003693 nChanged 14394 SP:Iteration 7Q (5304.580000 sec): 3 clusters Score: Raw -65827893.444525 + Penalty 15476.139129 = -65812417.305396 nChanged 16951 SP:Iteration 8F (5307.120000 sec): 3 clusters Score: Raw -65837408.787521 + Penalty 15476.139129 = -65821932.648392 nChanged 19714 SP:Iteration 9F (5309.660000 sec): 3 clusters Score: Raw -65850495.510837 + Penalty 15476.139129 = -65835019.371708 nChanged 21518 SP:Iteration 10F (5312.200000 sec): 3 clusters Score: Raw -65866777.520749 + Penalty 15476.139129 = -65851301.381620 nChanged 20875 SP:Iteration 11F (5314.740000 sec): 3 clusters Score: Raw -65884202.457978 + Penalty 15476.139129 = -65868726.318849 nChanged 17505 SP:Iteration 12F (5317.280000 sec): 3 clusters Score: Raw -65899602.252629 + Penalty 15476.139129 = -65884126.113500 nChanged 12112 SP:Iteration 13Q (5319.720000 sec): 3 clusters Score: Raw -65910524.676988 + Penalty 15476.139129 = -65895048.537859 nChanged 7103 SP:Iteration 14Q (5321.920000 sec): 3 clusters Score: Raw -65917022.541082 + Penalty 15476.139129 = -65901546.401953 nChanged 3315 SP:Iteration 15Q (5323.920000 sec): 3 clusters Score: Raw -65920342.729774 + Penalty 15476.139129 = -65904866.590645 nChanged 1322 SP:Iteration 16Q (5325.780000 sec): 3 clusters Score: Raw -65922118.194361 + Penalty 15476.139129 = -65906642.055232 nChanged 724 SP:Iteration 17Q (5327.550000 sec): 3 clusters Score: Raw -65923309.274342 + Penalty 15476.139129 = -65907833.135213 nChanged 561 SP:Iteration 18Q (5329.270000 sec): 3 clusters Score: Raw -65924127.124399 + Penalty 15476.139129 = -65908650.985270 nChanged 447 SP:Iteration 19Q (5330.970000 sec): 3 clusters Score: Raw -65924588.522378 + Penalty 15476.139129 = -65909112.383249 nChanged 341 SP:Iteration 20F (5333.480000 sec): 3 clusters Score: Raw -65924829.141367 + Penalty 15476.139129 = -65909353.002238 nChanged 219 SP:Iteration 21Q (5335.170000 sec): 3 clusters Score: Raw -65924945.085783 + Penalty 15476.139129 = -65909468.946654 nChanged 138 SP:Iteration 22Q (5336.860000 sec): 3 clusters Score: Raw -65925003.877347 + Penalty 15476.139129 = -65909527.738218 nChanged 87 SP:Iteration 23Q (5338.550000 sec): 3 clusters Score: Raw -65925033.331854 + Penalty 15476.139129 = -65909557.192724 nChanged 42 SP:Iteration 24Q (5340.240000 sec): 3 clusters Score: Raw -65925045.285791 + Penalty 15476.139129 = -65909569.146662 nChanged 26 SP:Iteration 25Q (5341.930000 sec): 3 clusters Score: Raw -65925053.355495 + Penalty 15476.139129 = -65909577.216366 nChanged 28 SP:Iteration 26Q (5343.630000 sec): 3 clusters Score: Raw -65925061.080821 + Penalty 15476.139129 = -65909584.941692 nChanged 28 SP:Iteration 27Q (5345.320000 sec): 3 clusters Score: Raw -65925070.172550 + Penalty 15476.139129 = -65909594.033421 nChanged 26 SP:Iteration 28Q (5347.010000 sec): 3 clusters Score: Raw -65925078.390500 + Penalty 15476.139129 = -65909602.251371 nChanged 28 SP:Iteration 29Q (5348.710000 sec): 3 clusters Score: Raw -65925089.056294 + Penalty 15476.139129 = -65909612.917165 nChanged 23 SP:Iteration 30Q (5350.390000 sec): 3 clusters Score: Raw -65925094.603683 + Penalty 15476.139129 = -65909618.464554 nChanged 11 SP:Iteration 31Q (5352.090000 sec): 3 clusters Score: Raw -65925097.331165 + Penalty 15476.139129 = -65909621.192036 nChanged 5 SP:Iteration 32Q (5353.780000 sec): 3 clusters Score: Raw -65925098.713725 + Penalty 15476.139129 = -65909622.574595 nChanged 7 SP:Iteration 33Q (5355.470000 sec): 3 clusters Score: Raw -65925100.457427 + Penalty 15476.139129 = -65909624.318298 nChanged 5 SP:Iteration 34Q (5357.160000 sec): 3 clusters Score: Raw -65925101.804766 + Penalty 15476.139129 = -65909625.665637 nChanged 5 SP:Iteration 35Q (5358.860000 sec): 3 clusters Score: Raw -65925103.211885 + Penalty 15476.139129 = -65909627.072756 nChanged 9 SP:Iteration 36Q (5360.540000 sec): 3 clusters Score: Raw -65925105.040868 + Penalty 15476.139129 = -65909628.901739 nChanged 2 SP:Iteration 37Q (5362.240000 sec): 3 clusters Score: Raw -65925105.531044 + Penalty 15476.139129 = -65909629.391915 nChanged 2 SP:Iteration 38Q (5363.920000 sec): 3 clusters Score: Raw -65925105.963944 + Penalty 15476.139129 = -65909629.824815 nChanged 1 SP:Iteration 39Q (5365.610000 sec): 3 clusters Score: Raw -65925106.096451 + Penalty 15476.139129 = -65909629.957322 nChanged 0 SP:Iteration 40F (5368.140000 sec): 3 clusters Score: Raw -65925106.096451 + Penalty 15476.139129 = -65909629.957322 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 6 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5368.340000 sec): 2 clusters Score: Raw -326050.848648 + Penalty 4510.008747 = -321540.839901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5368.350000 sec): 3 clusters Score: Raw -326103.039946 + Penalty 9020.017494 = -317083.022452 nChanged 361 SP:Iteration 1F (5368.360000 sec): 3 clusters Score: Raw -326941.989660 + Penalty 9020.017494 = -317921.972166 nChanged 129 SP:Iteration 2F (5368.380000 sec): 3 clusters Score: Raw -327301.329221 + Penalty 9020.017494 = -318281.311727 nChanged 101 SP:Iteration 3F (5368.390000 sec): 3 clusters Score: Raw -327603.283621 + Penalty 9020.017494 = -318583.266127 nChanged 96 SP:Iteration 4F (5368.400000 sec): 3 clusters Score: Raw -327981.798451 + Penalty 9020.017494 = -318961.780957 nChanged 100 SP:Iteration 5F (5368.420000 sec): 3 clusters Score: Raw -328377.057314 + Penalty 9020.017494 = -319357.039820 nChanged 87 SP:Iteration 6F (5368.430000 sec): 3 clusters Score: Raw -328809.284769 + Penalty 9020.017494 = -319789.267275 nChanged 53 SP:Iteration 7Q (5368.440000 sec): 3 clusters Score: Raw -329003.088885 + Penalty 9020.017494 = -319983.071391 nChanged 30 SP:Iteration 8Q (5368.450000 sec): 3 clusters Score: Raw -329103.396422 + Penalty 9020.017494 = -320083.378928 nChanged 11 SP:Iteration 9Q (5368.460000 sec): 3 clusters Score: Raw -329131.844894 + Penalty 9020.017494 = -320111.827400 nChanged 6 SP:Iteration 10Q (5368.470000 sec): 3 clusters Score: Raw -329144.802442 + Penalty 9020.017494 = -320124.784948 nChanged 3 SP:Iteration 11Q (5368.480000 sec): 3 clusters Score: Raw -329152.058000 + Penalty 9020.017494 = -320132.040506 nChanged 1 SP:Iteration 12Q (5368.490000 sec): 3 clusters Score: Raw -329155.396792 + Penalty 9020.017494 = -320135.379298 nChanged 0 SP:Iteration 13F (5368.500000 sec): 3 clusters Score: Raw -329155.396792 + Penalty 9020.017494 = -320135.379298 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 7 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5368.510000 sec): 2 clusters Score: Raw -177054.996622 + Penalty 4123.479058 = -172931.517564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5368.520000 sec): 3 clusters Score: Raw -177236.430479 + Penalty 8246.958115 = -168989.472363 nChanged 107 SP:Iteration 1F (5368.530000 sec): 3 clusters Score: Raw -177555.599001 + Penalty 8246.958115 = -169308.640886 nChanged 31 SP:Iteration 2Q (5368.540000 sec): 3 clusters Score: Raw -177667.868969 + Penalty 8246.958115 = -169420.910854 nChanged 10 SP:Iteration 3Q (5368.540000 sec): 3 clusters Score: Raw -177700.442979 + Penalty 8246.958115 = -169453.484864 nChanged 7 SP:Iteration 4Q (5368.550000 sec): 3 clusters Score: Raw -177725.551728 + Penalty 8246.958115 = -169478.593613 nChanged 4 SP:Iteration 5Q (5368.560000 sec): 3 clusters Score: Raw -177738.645209 + Penalty 8246.958115 = -169491.687093 nChanged 2 SP:Iteration 6Q (5368.560000 sec): 3 clusters Score: Raw -177746.039434 + Penalty 8246.958115 = -169499.081319 nChanged 2 SP:Iteration 7Q (5368.570000 sec): 3 clusters Score: Raw -177750.369811 + Penalty 8246.958115 = -169503.411695 nChanged 0 SP:Iteration 8F (5368.580000 sec): 3 clusters Score: Raw -177750.369811 + Penalty 8246.958115 = -169503.411695 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 8 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5368.590000 sec): 2 clusters Score: Raw -329213.632079 + Penalty 4501.009863 = -324712.622216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5368.600000 sec): 3 clusters Score: Raw -329072.593217 + Penalty 9002.019725 = -320070.573492 nChanged 303 SP:Iteration 1F (5368.620000 sec): 3 clusters Score: Raw -329564.211342 + Penalty 9002.019725 = -320562.191617 nChanged 90 SP:Iteration 2F (5368.630000 sec): 3 clusters Score: Raw -329731.283066 + Penalty 9002.019725 = -320729.263340 nChanged 37 SP:Iteration 3Q (5368.640000 sec): 3 clusters Score: Raw -329795.381030 + Penalty 9002.019725 = -320793.361304 nChanged 16 SP:Iteration 4Q (5368.660000 sec): 3 clusters Score: Raw -329824.238344 + Penalty 9002.019725 = -320822.218619 nChanged 20 SP:Iteration 5Q (5368.670000 sec): 3 clusters Score: Raw -329866.461501 + Penalty 9002.019725 = -320864.441776 nChanged 16 SP:Iteration 6Q (5368.680000 sec): 3 clusters Score: Raw -329897.580912 + Penalty 9002.019725 = -320895.561187 nChanged 13 SP:Iteration 7Q (5368.690000 sec): 3 clusters Score: Raw -329923.519444 + Penalty 9002.019725 = -320921.499718 nChanged 8 SP:Iteration 8Q (5368.700000 sec): 3 clusters Score: Raw -329940.039850 + Penalty 9002.019725 = -320938.020125 nChanged 7 SP:Iteration 9Q (5368.720000 sec): 3 clusters Score: Raw -329955.697214 + Penalty 9002.019725 = -320953.677489 nChanged 8 SP:Iteration 10Q (5368.730000 sec): 3 clusters Score: Raw -329971.586088 + Penalty 9002.019725 = -320969.566363 nChanged 8 SP:Iteration 11Q (5368.740000 sec): 3 clusters Score: Raw -329995.198303 + Penalty 9002.019725 = -320993.178578 nChanged 11 SP:Iteration 12Q (5368.760000 sec): 3 clusters Score: Raw -330013.852263 + Penalty 9002.019725 = -321011.832538 nChanged 3 SP:Iteration 13Q (5368.770000 sec): 3 clusters Score: Raw -330018.250448 + Penalty 9002.019725 = -321016.230722 nChanged 3 SP:Iteration 14Q (5368.780000 sec): 3 clusters Score: Raw -330023.099877 + Penalty 9002.019725 = -321021.080152 nChanged 2 SP:Iteration 15Q (5368.790000 sec): 3 clusters Score: Raw -330026.824231 + Penalty 9002.019725 = -321024.804506 nChanged 1 SP:Iteration 16Q (5368.800000 sec): 3 clusters Score: Raw -330028.265001 + Penalty 9002.019725 = -321026.245276 nChanged 4 SP:Iteration 17Q (5368.820000 sec): 3 clusters Score: Raw -330033.798473 + Penalty 9002.019725 = -321031.778747 nChanged 1 SP:Iteration 18Q (5368.830000 sec): 3 clusters Score: Raw -330035.439326 + Penalty 9002.019725 = -321033.419601 nChanged 1 SP:Iteration 19Q (5368.840000 sec): 3 clusters Score: Raw -330039.424114 + Penalty 9002.019725 = -321037.404389 nChanged 2 SP:Iteration 20F (5368.850000 sec): 3 clusters Score: Raw -330044.591068 + Penalty 9002.019725 = -321042.571342 nChanged 1 SP:Iteration 21Q (5368.860000 sec): 3 clusters Score: Raw -330046.980722 + Penalty 9002.019725 = -321044.960997 nChanged 1 SP:Iteration 22Q (5368.880000 sec): 3 clusters Score: Raw -330047.764578 + Penalty 9002.019725 = -321045.744853 nChanged 0 SP:Iteration 23F (5368.890000 sec): 3 clusters Score: Raw -330047.764578 + Penalty 9002.019725 = -321045.744853 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 9 (31644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5369.120000 sec): 2 clusters Score: Raw -7167256.324755 + Penalty 6346.911100 = -7160909.413656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5369.380000 sec): 3 clusters Score: Raw -7149746.110524 + Penalty 12693.822199 = -7137052.288325 nChanged 13409 SP:Iteration 1F (5369.640000 sec): 3 clusters Score: Raw -7156858.822083 + Penalty 12693.822199 = -7144164.999884 nChanged 1829 SP:Iteration 2F (5369.900000 sec): 3 clusters Score: Raw -7157580.070360 + Penalty 12693.822199 = -7144886.248161 nChanged 1366 SP:Iteration 3Q (5370.160000 sec): 3 clusters Score: Raw -7158059.583431 + Penalty 12693.822199 = -7145365.761232 nChanged 1113 SP:Iteration 4Q (5370.420000 sec): 3 clusters Score: Raw -7158423.963678 + Penalty 12693.822199 = -7145730.141479 nChanged 946 SP:Iteration 5Q (5370.680000 sec): 3 clusters Score: Raw -7158718.882175 + Penalty 12693.822199 = -7146025.059975 nChanged 837 SP:Iteration 6Q (5370.940000 sec): 3 clusters Score: Raw -7158971.045721 + Penalty 12693.822199 = -7146277.223522 nChanged 720 SP:Iteration 7Q (5371.210000 sec): 3 clusters Score: Raw -7159175.825368 + Penalty 12693.822199 = -7146482.003169 nChanged 646 SP:Iteration 8Q (5371.470000 sec): 3 clusters Score: Raw -7159358.300833 + Penalty 12693.822199 = -7146664.478634 nChanged 623 SP:Iteration 9Q (5371.730000 sec): 3 clusters Score: Raw -7159533.807886 + Penalty 12693.822199 = -7146839.985687 nChanged 562 SP:Iteration 10Q (5371.990000 sec): 3 clusters Score: Raw -7159693.706004 + Penalty 12693.822199 = -7146999.883804 nChanged 559 SP:Iteration 11Q (5372.250000 sec): 3 clusters Score: Raw -7159853.847800 + Penalty 12693.822199 = -7147160.025600 nChanged 558 SP:Iteration 12Q (5372.510000 sec): 3 clusters Score: Raw -7160014.839852 + Penalty 12693.822199 = -7147321.017653 nChanged 577 SP:Iteration 13Q (5372.780000 sec): 3 clusters Score: Raw -7160195.209423 + Penalty 12693.822199 = -7147501.387223 nChanged 639 SP:Iteration 14Q (5373.040000 sec): 3 clusters Score: Raw -7160411.333778 + Penalty 12693.822199 = -7147717.511579 nChanged 724 SP:Iteration 15Q (5373.300000 sec): 3 clusters Score: Raw -7160674.195392 + Penalty 12693.822199 = -7147980.373193 nChanged 774 SP:Iteration 16Q (5373.560000 sec): 3 clusters Score: Raw -7160979.684180 + Penalty 12693.822199 = -7148285.861981 nChanged 890 SP:Iteration 17Q (5373.820000 sec): 3 clusters Score: Raw -7161394.518601 + Penalty 12693.822199 = -7148700.696401 nChanged 1021 SP:Iteration 18Q (5374.070000 sec): 3 clusters Score: Raw -7161925.830070 + Penalty 12693.822199 = -7149232.007870 nChanged 1176 SP:Iteration 19Q (5374.330000 sec): 3 clusters Score: Raw -7162598.046883 + Penalty 12693.822199 = -7149904.224684 nChanged 1258 SP:Iteration 20F (5374.590000 sec): 3 clusters Score: Raw -7163414.331294 + Penalty 12693.822199 = -7150720.509094 nChanged 1261 SP:Iteration 21Q (5374.840000 sec): 3 clusters Score: Raw -7164315.819965 + Penalty 12693.822199 = -7151621.997766 nChanged 1178 SP:Iteration 22Q (5375.090000 sec): 3 clusters Score: Raw -7165190.993739 + Penalty 12693.822199 = -7152497.171540 nChanged 1001 SP:Iteration 23Q (5375.320000 sec): 3 clusters Score: Raw -7165970.388445 + Penalty 12693.822199 = -7153276.566246 nChanged 751 SP:Iteration 24Q (5375.560000 sec): 3 clusters Score: Raw -7166576.031753 + Penalty 12693.822199 = -7153882.209554 nChanged 521 SP:Iteration 25Q (5375.780000 sec): 3 clusters Score: Raw -7167044.865396 + Penalty 12693.822199 = -7154351.043197 nChanged 351 SP:Iteration 26Q (5375.990000 sec): 3 clusters Score: Raw -7167374.770575 + Penalty 12693.822199 = -7154680.948375 nChanged 236 SP:Iteration 27Q (5376.200000 sec): 3 clusters Score: Raw -7167597.238065 + Penalty 12693.822199 = -7154903.415866 nChanged 146 SP:Iteration 28Q (5376.400000 sec): 3 clusters Score: Raw -7167747.647863 + Penalty 12693.822199 = -7155053.825664 nChanged 88 SP:Iteration 29Q (5376.590000 sec): 3 clusters Score: Raw -7167834.478754 + Penalty 12693.822199 = -7155140.656555 nChanged 60 SP:Iteration 30Q (5376.780000 sec): 3 clusters Score: Raw -7167890.455722 + Penalty 12693.822199 = -7155196.633522 nChanged 34 SP:Iteration 31Q (5376.970000 sec): 3 clusters Score: Raw -7167927.980102 + Penalty 12693.822199 = -7155234.157903 nChanged 37 SP:Iteration 32Q (5377.160000 sec): 3 clusters Score: Raw -7167967.841774 + Penalty 12693.822199 = -7155274.019575 nChanged 32 SP:Iteration 33Q (5377.340000 sec): 3 clusters Score: Raw -7168002.282544 + Penalty 12693.822199 = -7155308.460345 nChanged 21 SP:Iteration 34Q (5377.530000 sec): 3 clusters Score: Raw -7168024.073079 + Penalty 12693.822199 = -7155330.250879 nChanged 16 SP:Iteration 35Q (5377.720000 sec): 3 clusters Score: Raw -7168040.523700 + Penalty 12693.822199 = -7155346.701501 nChanged 10 SP:Iteration 36Q (5377.900000 sec): 3 clusters Score: Raw -7168048.479327 + Penalty 12693.822199 = -7155354.657128 nChanged 3 SP:Iteration 37Q (5378.080000 sec): 3 clusters Score: Raw -7168051.651751 + Penalty 12693.822199 = -7155357.829552 nChanged 1 SP:Iteration 38Q (5378.270000 sec): 3 clusters Score: Raw -7168052.635158 + Penalty 12693.822199 = -7155358.812959 nChanged 3 SP:Iteration 39Q (5378.450000 sec): 3 clusters Score: Raw -7168054.562922 + Penalty 12693.822199 = -7155360.740722 nChanged 0 SP:Iteration 40F (5378.710000 sec): 3 clusters Score: Raw -7168054.562922 + Penalty 12693.822199 = -7155360.740722 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 11 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5378.750000 sec): 2 clusters Score: Raw -679871.705451 + Penalty 4935.337694 = -674936.367757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5378.780000 sec): 3 clusters Score: Raw -678930.660853 + Penalty 9870.675389 = -669059.985464 nChanged 887 SP:Iteration 1F (5378.800000 sec): 3 clusters Score: Raw -679693.842176 + Penalty 9870.675389 = -669823.166787 nChanged 202 SP:Iteration 2F (5378.830000 sec): 3 clusters Score: Raw -679911.311221 + Penalty 9870.675389 = -670040.635832 nChanged 111 SP:Iteration 3Q (5378.850000 sec): 3 clusters Score: Raw -680033.981891 + Penalty 9870.675389 = -670163.306502 nChanged 82 SP:Iteration 4Q (5378.880000 sec): 3 clusters Score: Raw -680123.764947 + Penalty 9870.675389 = -670253.089558 nChanged 42 SP:Iteration 5Q (5378.900000 sec): 3 clusters Score: Raw -680170.606459 + Penalty 9870.675389 = -670299.931070 nChanged 42 SP:Iteration 6Q (5378.930000 sec): 3 clusters Score: Raw -680214.032914 + Penalty 9870.675389 = -670343.357525 nChanged 16 SP:Iteration 7Q (5378.950000 sec): 3 clusters Score: Raw -680228.509746 + Penalty 9870.675389 = -670357.834357 nChanged 13 SP:Iteration 8Q (5378.980000 sec): 3 clusters Score: Raw -680240.375892 + Penalty 9870.675389 = -670369.700504 nChanged 13 SP:Iteration 9Q (5379.000000 sec): 3 clusters Score: Raw -680251.856311 + Penalty 9870.675389 = -670381.180922 nChanged 8 SP:Iteration 10Q (5379.030000 sec): 3 clusters Score: Raw -680258.029648 + Penalty 9870.675389 = -670387.354259 nChanged 6 SP:Iteration 11Q (5379.060000 sec): 3 clusters Score: Raw -680263.642834 + Penalty 9870.675389 = -670392.967445 nChanged 8 SP:Iteration 12Q (5379.080000 sec): 3 clusters Score: Raw -680271.139630 + Penalty 9870.675389 = -670400.464241 nChanged 7 SP:Iteration 13Q (5379.100000 sec): 3 clusters Score: Raw -680277.305959 + Penalty 9870.675389 = -670406.630570 nChanged 6 SP:Iteration 14Q (5379.130000 sec): 3 clusters Score: Raw -680280.658776 + Penalty 9870.675389 = -670409.983388 nChanged 5 SP:Iteration 15Q (5379.160000 sec): 3 clusters Score: Raw -680285.514130 + Penalty 9870.675389 = -670414.838742 nChanged 1 SP:Iteration 16Q (5379.180000 sec): 3 clusters Score: Raw -680286.146333 + Penalty 9870.675389 = -670415.470944 nChanged 2 SP:Iteration 17Q (5379.200000 sec): 3 clusters Score: Raw -680289.218374 + Penalty 9870.675389 = -670418.542986 nChanged 3 SP:Iteration 18Q (5379.230000 sec): 3 clusters Score: Raw -680292.017650 + Penalty 9870.675389 = -670421.342261 nChanged 2 SP:Iteration 19Q (5379.260000 sec): 3 clusters Score: Raw -680293.859731 + Penalty 9870.675389 = -670423.184342 nChanged 2 SP:Iteration 20F (5379.280000 sec): 3 clusters Score: Raw -680294.693128 + Penalty 9870.675389 = -670424.017740 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 12 (24376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5379.450000 sec): 2 clusters Score: Raw -5142933.508770 + Penalty 6187.079521 = -5136746.429249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5379.660000 sec): 3 clusters Score: Raw -5129878.048642 + Penalty 12374.159043 = -5117503.889599 nChanged 10069 SP:Iteration 1F (5379.860000 sec): 3 clusters Score: Raw -5135022.982470 + Penalty 12374.159043 = -5122648.823428 nChanged 1521 SP:Iteration 2F (5380.060000 sec): 3 clusters Score: Raw -5135677.713049 + Penalty 12374.159043 = -5123303.554006 nChanged 1161 SP:Iteration 3Q (5380.260000 sec): 3 clusters Score: Raw -5136168.634929 + Penalty 12374.159043 = -5123794.475886 nChanged 1000 SP:Iteration 4Q (5380.460000 sec): 3 clusters Score: Raw -5136629.708998 + Penalty 12374.159043 = -5124255.549955 nChanged 901 SP:Iteration 5Q (5380.660000 sec): 3 clusters Score: Raw -5137095.601294 + Penalty 12374.159043 = -5124721.442251 nChanged 925 SP:Iteration 6Q (5380.860000 sec): 3 clusters Score: Raw -5137586.815038 + Penalty 12374.159043 = -5125212.655995 nChanged 997 SP:Iteration 7Q (5381.070000 sec): 3 clusters Score: Raw -5138107.399495 + Penalty 12374.159043 = -5125733.240453 nChanged 966 SP:Iteration 8Q (5381.270000 sec): 3 clusters Score: Raw -5138618.900392 + Penalty 12374.159043 = -5126244.741349 nChanged 1077 SP:Iteration 9Q (5381.470000 sec): 3 clusters Score: Raw -5139212.428132 + Penalty 12374.159043 = -5126838.269090 nChanged 1106 SP:Iteration 10Q (5381.670000 sec): 3 clusters Score: Raw -5139820.309675 + Penalty 12374.159043 = -5127446.150632 nChanged 1048 SP:Iteration 11Q (5381.870000 sec): 3 clusters Score: Raw -5140424.159926 + Penalty 12374.159043 = -5128050.000883 nChanged 1006 SP:Iteration 12Q (5382.070000 sec): 3 clusters Score: Raw -5141019.661095 + Penalty 12374.159043 = -5128645.502052 nChanged 923 SP:Iteration 13Q (5382.270000 sec): 3 clusters Score: Raw -5141581.010857 + Penalty 12374.159043 = -5129206.851814 nChanged 813 SP:Iteration 14Q (5382.470000 sec): 3 clusters Score: Raw -5142063.124965 + Penalty 12374.159043 = -5129688.965923 nChanged 706 SP:Iteration 15Q (5382.670000 sec): 3 clusters Score: Raw -5142495.686706 + Penalty 12374.159043 = -5130121.527664 nChanged 557 SP:Iteration 16Q (5382.870000 sec): 3 clusters Score: Raw -5142835.849774 + Penalty 12374.159043 = -5130461.690731 nChanged 503 SP:Iteration 17Q (5383.070000 sec): 3 clusters Score: Raw -5143148.720384 + Penalty 12374.159043 = -5130774.561341 nChanged 400 SP:Iteration 18Q (5383.270000 sec): 3 clusters Score: Raw -5143400.391957 + Penalty 12374.159043 = -5131026.232914 nChanged 314 SP:Iteration 19Q (5383.460000 sec): 3 clusters Score: Raw -5143593.878039 + Penalty 12374.159043 = -5131219.718997 nChanged 255 SP:Iteration 20F (5383.660000 sec): 3 clusters Score: Raw -5143745.156125 + Penalty 12374.159043 = -5131370.997083 nChanged 204 SP:Iteration 21Q (5383.860000 sec): 3 clusters Score: Raw -5143863.844285 + Penalty 12374.159043 = -5131489.685243 nChanged 160 SP:Iteration 22Q (5384.060000 sec): 3 clusters Score: Raw -5143957.990123 + Penalty 12374.159043 = -5131583.831080 nChanged 139 SP:Iteration 23Q (5384.250000 sec): 3 clusters Score: Raw -5144044.788944 + Penalty 12374.159043 = -5131670.629901 nChanged 120 SP:Iteration 24Q (5384.440000 sec): 3 clusters Score: Raw -5144124.663671 + Penalty 12374.159043 = -5131750.504628 nChanged 91 SP:Iteration 25Q (5384.630000 sec): 3 clusters Score: Raw -5144185.464249 + Penalty 12374.159043 = -5131811.305206 nChanged 72 SP:Iteration 26Q (5384.810000 sec): 3 clusters Score: Raw -5144229.325436 + Penalty 12374.159043 = -5131855.166393 nChanged 63 SP:Iteration 27Q (5385.000000 sec): 3 clusters Score: Raw -5144274.348955 + Penalty 12374.159043 = -5131900.189913 nChanged 63 SP:Iteration 28Q (5385.180000 sec): 3 clusters Score: Raw -5144323.163322 + Penalty 12374.159043 = -5131949.004279 nChanged 49 SP:Iteration 29Q (5385.360000 sec): 3 clusters Score: Raw -5144370.520456 + Penalty 12374.159043 = -5131996.361413 nChanged 60 SP:Iteration 30Q (5385.540000 sec): 3 clusters Score: Raw -5144435.859630 + Penalty 12374.159043 = -5132061.700587 nChanged 58 SP:Iteration 31Q (5385.700000 sec): 3 clusters Score: Raw -5144515.181780 + Penalty 12374.159043 = -5132141.022737 nChanged 56 SP:Iteration 32Q (5385.870000 sec): 3 clusters Score: Raw -5144586.298239 + Penalty 12374.159043 = -5132212.139196 nChanged 51 SP:Iteration 33Q (5386.030000 sec): 3 clusters Score: Raw -5144640.493738 + Penalty 12374.159043 = -5132266.334695 nChanged 42 SP:Iteration 34Q (5386.190000 sec): 3 clusters Score: Raw -5144671.950388 + Penalty 12374.159043 = -5132297.791345 nChanged 22 SP:Iteration 35Q (5386.340000 sec): 3 clusters Score: Raw -5144691.553634 + Penalty 12374.159043 = -5132317.394591 nChanged 21 SP:Iteration 36Q (5386.490000 sec): 3 clusters Score: Raw -5144705.089440 + Penalty 12374.159043 = -5132330.930397 nChanged 11 SP:Iteration 37Q (5386.640000 sec): 3 clusters Score: Raw -5144713.000042 + Penalty 12374.159043 = -5132338.841000 nChanged 6 SP:Iteration 38Q (5386.800000 sec): 3 clusters Score: Raw -5144716.113147 + Penalty 12374.159043 = -5132341.954104 nChanged 4 SP:Iteration 39Q (5386.940000 sec): 3 clusters Score: Raw -5144717.789507 + Penalty 12374.159043 = -5132343.630465 nChanged 2 SP:Iteration 40F (5387.140000 sec): 3 clusters Score: Raw -5144718.780385 + Penalty 12374.159043 = -5132344.621343 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 13 (18480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5387.270000 sec): 2 clusters Score: Raw -4021499.525204 + Penalty 6017.472161 = -4015482.053042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5387.430000 sec): 3 clusters Score: Raw -4011942.629197 + Penalty 12034.944323 = -3999907.684874 nChanged 7477 SP:Iteration 1F (5387.580000 sec): 3 clusters Score: Raw -4015905.613621 + Penalty 12034.944323 = -4003870.669298 nChanged 1213 SP:Iteration 2F (5387.730000 sec): 3 clusters Score: Raw -4016501.915464 + Penalty 12034.944323 = -4004466.971141 nChanged 874 SP:Iteration 3Q (5387.880000 sec): 3 clusters Score: Raw -4016940.058452 + Penalty 12034.944323 = -4004905.114130 nChanged 782 SP:Iteration 4Q (5388.040000 sec): 3 clusters Score: Raw -4017308.890773 + Penalty 12034.944323 = -4005273.946450 nChanged 697 SP:Iteration 5Q (5388.190000 sec): 3 clusters Score: Raw -4017656.775068 + Penalty 12034.944323 = -4005621.830745 nChanged 679 SP:Iteration 6Q (5388.340000 sec): 3 clusters Score: Raw -4018023.660665 + Penalty 12034.944323 = -4005988.716342 nChanged 682 SP:Iteration 7Q (5388.500000 sec): 3 clusters Score: Raw -4018390.637260 + Penalty 12034.944323 = -4006355.692937 nChanged 695 SP:Iteration 8Q (5388.650000 sec): 3 clusters Score: Raw -4018767.960880 + Penalty 12034.944323 = -4006733.016557 nChanged 720 SP:Iteration 9Q (5388.800000 sec): 3 clusters Score: Raw -4019185.385094 + Penalty 12034.944323 = -4007150.440771 nChanged 675 SP:Iteration 10Q (5388.950000 sec): 3 clusters Score: Raw -4019590.340011 + Penalty 12034.944323 = -4007555.395688 nChanged 633 SP:Iteration 11Q (5389.100000 sec): 3 clusters Score: Raw -4019958.898541 + Penalty 12034.944323 = -4007923.954218 nChanged 572 SP:Iteration 12Q (5389.250000 sec): 3 clusters Score: Raw -4020277.837374 + Penalty 12034.944323 = -4008242.893052 nChanged 520 SP:Iteration 13Q (5389.400000 sec): 3 clusters Score: Raw -4020559.640187 + Penalty 12034.944323 = -4008524.695864 nChanged 420 SP:Iteration 14Q (5389.550000 sec): 3 clusters Score: Raw -4020784.340051 + Penalty 12034.944323 = -4008749.395729 nChanged 360 SP:Iteration 15Q (5389.700000 sec): 3 clusters Score: Raw -4020961.706515 + Penalty 12034.944323 = -4008926.762192 nChanged 291 SP:Iteration 16Q (5389.850000 sec): 3 clusters Score: Raw -4021109.060637 + Penalty 12034.944323 = -4009074.116314 nChanged 259 SP:Iteration 17Q (5390.000000 sec): 3 clusters Score: Raw -4021240.708310 + Penalty 12034.944323 = -4009205.763987 nChanged 224 SP:Iteration 18Q (5390.150000 sec): 3 clusters Score: Raw -4021342.034307 + Penalty 12034.944323 = -4009307.089985 nChanged 173 SP:Iteration 19Q (5390.300000 sec): 3 clusters Score: Raw -4021423.717253 + Penalty 12034.944323 = -4009388.772930 nChanged 166 SP:Iteration 20F (5390.450000 sec): 3 clusters Score: Raw -4021496.721589 + Penalty 12034.944323 = -4009461.777266 nChanged 119 SP:Iteration 21Q (5390.600000 sec): 3 clusters Score: Raw -4021549.626462 + Penalty 12034.944323 = -4009514.682139 nChanged 102 SP:Iteration 22Q (5390.750000 sec): 3 clusters Score: Raw -4021595.912432 + Penalty 12034.944323 = -4009560.968109 nChanged 106 SP:Iteration 23Q (5390.890000 sec): 3 clusters Score: Raw -4021642.339158 + Penalty 12034.944323 = -4009607.394835 nChanged 108 SP:Iteration 24Q (5391.040000 sec): 3 clusters Score: Raw -4021688.759162 + Penalty 12034.944323 = -4009653.814839 nChanged 94 SP:Iteration 25Q (5391.180000 sec): 3 clusters Score: Raw -4021732.941857 + Penalty 12034.944323 = -4009697.997534 nChanged 86 SP:Iteration 26Q (5391.330000 sec): 3 clusters Score: Raw -4021769.004444 + Penalty 12034.944323 = -4009734.060121 nChanged 71 SP:Iteration 27Q (5391.470000 sec): 3 clusters Score: Raw -4021799.496651 + Penalty 12034.944323 = -4009764.552328 nChanged 67 SP:Iteration 28Q (5391.620000 sec): 3 clusters Score: Raw -4021828.339655 + Penalty 12034.944323 = -4009793.395332 nChanged 64 SP:Iteration 29Q (5391.760000 sec): 3 clusters Score: Raw -4021855.463354 + Penalty 12034.944323 = -4009820.519031 nChanged 62 SP:Iteration 30Q (5391.900000 sec): 3 clusters Score: Raw -4021883.017785 + Penalty 12034.944323 = -4009848.073462 nChanged 60 SP:Iteration 31Q (5392.050000 sec): 3 clusters Score: Raw -4021909.421969 + Penalty 12034.944323 = -4009874.477646 nChanged 42 SP:Iteration 32Q (5392.190000 sec): 3 clusters Score: Raw -4021929.741179 + Penalty 12034.944323 = -4009894.796856 nChanged 44 SP:Iteration 33Q (5392.330000 sec): 3 clusters Score: Raw -4021951.995419 + Penalty 12034.944323 = -4009917.051096 nChanged 50 SP:Iteration 34Q (5392.470000 sec): 3 clusters Score: Raw -4021973.472053 + Penalty 12034.944323 = -4009938.527730 nChanged 39 SP:Iteration 35Q (5392.610000 sec): 3 clusters Score: Raw -4021991.363350 + Penalty 12034.944323 = -4009956.419028 nChanged 40 SP:Iteration 36Q (5392.750000 sec): 3 clusters Score: Raw -4022008.347884 + Penalty 12034.944323 = -4009973.403561 nChanged 38 SP:Iteration 37Q (5392.900000 sec): 3 clusters Score: Raw -4022026.529416 + Penalty 12034.944323 = -4009991.585093 nChanged 34 SP:Iteration 38Q (5393.040000 sec): 3 clusters Score: Raw -4022040.277278 + Penalty 12034.944323 = -4010005.332955 nChanged 28 SP:Iteration 39Q (5393.180000 sec): 3 clusters Score: Raw -4022053.745107 + Penalty 12034.944323 = -4010018.800784 nChanged 27 SP:Iteration 40F (5393.330000 sec): 3 clusters Score: Raw -4022065.029219 + Penalty 12034.944323 = -4010030.084896 nChanged 23 SP:Iteration 41Q (5393.470000 sec): 3 clusters Score: Raw -4022073.878395 + Penalty 12034.944323 = -4010038.934072 nChanged 24 SP:Iteration 42Q (5393.610000 sec): 3 clusters Score: Raw -4022083.712296 + Penalty 12034.944323 = -4010048.767973 nChanged 21 SP:Iteration 43Q (5393.760000 sec): 3 clusters Score: Raw -4022092.299737 + Penalty 12034.944323 = -4010057.355414 nChanged 16 SP:Iteration 44Q (5393.890000 sec): 3 clusters Score: Raw -4022099.347791 + Penalty 12034.944323 = -4010064.403469 nChanged 16 SP:Iteration 45Q (5394.030000 sec): 3 clusters Score: Raw -4022105.749103 + Penalty 12034.944323 = -4010070.804780 nChanged 16 SP:Iteration 46Q (5394.170000 sec): 3 clusters Score: Raw -4022112.556759 + Penalty 12034.944323 = -4010077.612436 nChanged 15 SP:Iteration 47Q (5394.310000 sec): 3 clusters Score: Raw -4022119.247242 + Penalty 12034.944323 = -4010084.302919 nChanged 16 SP:Iteration 48Q (5394.450000 sec): 3 clusters Score: Raw -4022126.400447 + Penalty 12034.944323 = -4010091.456124 nChanged 13 SP:Iteration 49Q (5394.590000 sec): 3 clusters Score: Raw -4022131.827426 + Penalty 12034.944323 = -4010096.883103 nChanged 15 SP:Iteration 50Q (5394.720000 sec): 3 clusters Score: Raw -4022138.180523 + Penalty 12034.944323 = -4010103.236200 nChanged 21 SP:Iteration 51Q (5394.860000 sec): 3 clusters Score: Raw -4022148.177907 + Penalty 12034.944323 = -4010113.233584 nChanged 21 SP:Iteration 52Q (5395.000000 sec): 3 clusters Score: Raw -4022157.936160 + Penalty 12034.944323 = -4010122.991838 nChanged 22 SP:Iteration 53Q (5395.140000 sec): 3 clusters Score: Raw -4022169.158457 + Penalty 12034.944323 = -4010134.214134 nChanged 22 SP:Iteration 54Q (5395.280000 sec): 3 clusters Score: Raw -4022179.069280 + Penalty 12034.944323 = -4010144.124958 nChanged 18 SP:Iteration 55Q (5395.420000 sec): 3 clusters Score: Raw -4022188.019119 + Penalty 12034.944323 = -4010153.074796 nChanged 16 SP:Iteration 56Q (5395.560000 sec): 3 clusters Score: Raw -4022193.334658 + Penalty 12034.944323 = -4010158.390335 nChanged 10 SP:Iteration 57Q (5395.690000 sec): 3 clusters Score: Raw -4022196.528933 + Penalty 12034.944323 = -4010161.584610 nChanged 4 SP:Iteration 58Q (5395.830000 sec): 3 clusters Score: Raw -4022198.254798 + Penalty 12034.944323 = -4010163.310475 nChanged 3 SP:Iteration 59Q (5395.970000 sec): 3 clusters Score: Raw -4022198.896014 + Penalty 12034.944323 = -4010163.951691 nChanged 0 SP:Iteration 60F (5396.120000 sec): 3 clusters Score: Raw -4022198.896014 + Penalty 12034.944323 = -4010163.951691 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 14 (11279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5396.200000 sec): 2 clusters Score: Raw -2376617.632537 + Penalty 5715.052445 = -2370902.580092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5396.290000 sec): 3 clusters Score: Raw -2371287.410981 + Penalty 11430.104889 = -2359857.306092 nChanged 4196 SP:Iteration 1F (5396.380000 sec): 3 clusters Score: Raw -2373735.491626 + Penalty 11430.104889 = -2362305.386736 nChanged 914 SP:Iteration 2F (5396.480000 sec): 3 clusters Score: Raw -2374408.028470 + Penalty 11430.104889 = -2362977.923581 nChanged 667 SP:Iteration 3F (5396.570000 sec): 3 clusters Score: Raw -2374865.291768 + Penalty 11430.104889 = -2363435.186879 nChanged 513 SP:Iteration 4Q (5396.660000 sec): 3 clusters Score: Raw -2375220.095511 + Penalty 11430.104889 = -2363789.990622 nChanged 427 SP:Iteration 5Q (5396.760000 sec): 3 clusters Score: Raw -2375486.426990 + Penalty 11430.104889 = -2364056.322101 nChanged 401 SP:Iteration 6Q (5396.850000 sec): 3 clusters Score: Raw -2375715.600569 + Penalty 11430.104889 = -2364285.495680 nChanged 339 SP:Iteration 7Q (5396.940000 sec): 3 clusters Score: Raw -2375899.011308 + Penalty 11430.104889 = -2364468.906419 nChanged 320 SP:Iteration 8Q (5397.030000 sec): 3 clusters Score: Raw -2376057.109864 + Penalty 11430.104889 = -2364627.004975 nChanged 270 SP:Iteration 9Q (5397.120000 sec): 3 clusters Score: Raw -2376196.189534 + Penalty 11430.104889 = -2364766.084645 nChanged 258 SP:Iteration 10Q (5397.220000 sec): 3 clusters Score: Raw -2376333.750093 + Penalty 11430.104889 = -2364903.645204 nChanged 244 SP:Iteration 11Q (5397.310000 sec): 3 clusters Score: Raw -2376468.056783 + Penalty 11430.104889 = -2365037.951894 nChanged 244 SP:Iteration 12Q (5397.400000 sec): 3 clusters Score: Raw -2376605.183271 + Penalty 11430.104889 = -2365175.078382 nChanged 226 SP:Iteration 13Q (5397.490000 sec): 3 clusters Score: Raw -2376720.761530 + Penalty 11430.104889 = -2365290.656641 nChanged 205 SP:Iteration 14Q (5397.580000 sec): 3 clusters Score: Raw -2376831.760066 + Penalty 11430.104889 = -2365401.655177 nChanged 191 SP:Iteration 15Q (5397.680000 sec): 3 clusters Score: Raw -2376933.649409 + Penalty 11430.104889 = -2365503.544520 nChanged 193 SP:Iteration 16Q (5397.770000 sec): 3 clusters Score: Raw -2377039.160264 + Penalty 11430.104889 = -2365609.055375 nChanged 164 SP:Iteration 17Q (5397.860000 sec): 3 clusters Score: Raw -2377127.635619 + Penalty 11430.104889 = -2365697.530730 nChanged 144 SP:Iteration 18Q (5397.950000 sec): 3 clusters Score: Raw -2377206.848877 + Penalty 11430.104889 = -2365776.743988 nChanged 144 SP:Iteration 19Q (5398.040000 sec): 3 clusters Score: Raw -2377282.870736 + Penalty 11430.104889 = -2365852.765847 nChanged 123 SP:Iteration 20F (5398.140000 sec): 3 clusters Score: Raw -2377348.538499 + Penalty 11430.104889 = -2365918.433610 nChanged 122 SP:Iteration 21Q (5398.220000 sec): 3 clusters Score: Raw -2377414.839314 + Penalty 11430.104889 = -2365984.734425 nChanged 106 SP:Iteration 22Q (5398.320000 sec): 3 clusters Score: Raw -2377476.995478 + Penalty 11430.104889 = -2366046.890589 nChanged 104 SP:Iteration 23Q (5398.410000 sec): 3 clusters Score: Raw -2377537.140679 + Penalty 11430.104889 = -2366107.035790 nChanged 99 SP:Iteration 24Q (5398.500000 sec): 3 clusters Score: Raw -2377593.070071 + Penalty 11430.104889 = -2366162.965182 nChanged 81 SP:Iteration 25Q (5398.590000 sec): 3 clusters Score: Raw -2377639.453287 + Penalty 11430.104889 = -2366209.348397 nChanged 79 SP:Iteration 26Q (5398.680000 sec): 3 clusters Score: Raw -2377687.150941 + Penalty 11430.104889 = -2366257.046052 nChanged 65 SP:Iteration 27Q (5398.780000 sec): 3 clusters Score: Raw -2377721.406161 + Penalty 11430.104889 = -2366291.301272 nChanged 59 SP:Iteration 28Q (5398.860000 sec): 3 clusters Score: Raw -2377750.776212 + Penalty 11430.104889 = -2366320.671323 nChanged 46 SP:Iteration 29Q (5398.960000 sec): 3 clusters Score: Raw -2377777.835164 + Penalty 11430.104889 = -2366347.730275 nChanged 41 SP:Iteration 30Q (5399.040000 sec): 3 clusters Score: Raw -2377798.170826 + Penalty 11430.104889 = -2366368.065937 nChanged 33 SP:Iteration 31Q (5399.140000 sec): 3 clusters Score: Raw -2377815.281330 + Penalty 11430.104889 = -2366385.176441 nChanged 23 SP:Iteration 32Q (5399.220000 sec): 3 clusters Score: Raw -2377827.092564 + Penalty 11430.104889 = -2366396.987675 nChanged 26 SP:Iteration 33Q (5399.310000 sec): 3 clusters Score: Raw -2377841.666086 + Penalty 11430.104889 = -2366411.561197 nChanged 18 SP:Iteration 34Q (5399.400000 sec): 3 clusters Score: Raw -2377848.913623 + Penalty 11430.104889 = -2366418.808734 nChanged 12 SP:Iteration 35Q (5399.490000 sec): 3 clusters Score: Raw -2377854.400645 + Penalty 11430.104889 = -2366424.295756 nChanged 13 SP:Iteration 36Q (5399.580000 sec): 3 clusters Score: Raw -2377861.395223 + Penalty 11430.104889 = -2366431.290334 nChanged 9 SP:Iteration 37Q (5399.670000 sec): 3 clusters Score: Raw -2377866.156329 + Penalty 11430.104889 = -2366436.051440 nChanged 12 SP:Iteration 38Q (5399.760000 sec): 3 clusters Score: Raw -2377872.842475 + Penalty 11430.104889 = -2366442.737586 nChanged 16 SP:Iteration 39Q (5399.850000 sec): 3 clusters Score: Raw -2377881.275080 + Penalty 11430.104889 = -2366451.170191 nChanged 16 SP:Iteration 40F (5399.940000 sec): 3 clusters Score: Raw -2377891.046256 + Penalty 11430.104889 = -2366460.941367 nChanged 26 SP:Iteration 41Q (5400.040000 sec): 3 clusters Score: Raw -2377909.319136 + Penalty 11430.104889 = -2366479.214247 nChanged 21 SP:Iteration 42Q (5400.120000 sec): 3 clusters Score: Raw -2377924.160044 + Penalty 11430.104889 = -2366494.055155 nChanged 23 SP:Iteration 43Q (5400.210000 sec): 3 clusters Score: Raw -2377940.783704 + Penalty 11430.104889 = -2366510.678815 nChanged 22 SP:Iteration 44Q (5400.300000 sec): 3 clusters Score: Raw -2377954.807704 + Penalty 11430.104889 = -2366524.702815 nChanged 26 SP:Iteration 45Q (5400.390000 sec): 3 clusters Score: Raw -2377970.173992 + Penalty 11430.104889 = -2366540.069103 nChanged 15 SP:Iteration 46Q (5400.480000 sec): 3 clusters Score: Raw -2377977.999144 + Penalty 11430.104889 = -2366547.894255 nChanged 3 SP:Iteration 47Q (5400.570000 sec): 3 clusters Score: Raw -2377979.254001 + Penalty 11430.104889 = -2366549.149112 nChanged 6 SP:Iteration 48Q (5400.660000 sec): 3 clusters Score: Raw -2377981.862636 + Penalty 11430.104889 = -2366551.757747 nChanged 4 SP:Iteration 49Q (5400.740000 sec): 3 clusters Score: Raw -2377983.785882 + Penalty 11430.104889 = -2366553.680993 nChanged 6 SP:Iteration 50Q (5400.830000 sec): 3 clusters Score: Raw -2377986.653383 + Penalty 11430.104889 = -2366556.548494 nChanged 6 SP:Iteration 51Q (5400.920000 sec): 3 clusters Score: Raw -2377989.107529 + Penalty 11430.104889 = -2366559.002640 nChanged 4 SP:Iteration 52Q (5401.010000 sec): 3 clusters Score: Raw -2377991.905657 + Penalty 11430.104889 = -2366561.800768 nChanged 6 SP:Iteration 53Q (5401.090000 sec): 3 clusters Score: Raw -2377996.163707 + Penalty 11430.104889 = -2366566.058817 nChanged 8 SP:Iteration 54Q (5401.180000 sec): 3 clusters Score: Raw -2378000.312123 + Penalty 11430.104889 = -2366570.207233 nChanged 3 SP:Iteration 55Q (5401.270000 sec): 3 clusters Score: Raw -2378001.877464 + Penalty 11430.104889 = -2366571.772575 nChanged 3 SP:Iteration 56Q (5401.360000 sec): 3 clusters Score: Raw -2378004.199292 + Penalty 11430.104889 = -2366574.094403 nChanged 9 SP:Iteration 57Q (5401.440000 sec): 3 clusters Score: Raw -2378010.015945 + Penalty 11430.104889 = -2366579.911056 nChanged 10 SP:Iteration 58Q (5401.530000 sec): 3 clusters Score: Raw -2378017.594066 + Penalty 11430.104889 = -2366587.489177 nChanged 10 SP:Iteration 59Q (5401.620000 sec): 3 clusters Score: Raw -2378024.283962 + Penalty 11430.104889 = -2366594.179073 nChanged 10 SP:Iteration 60F (5401.710000 sec): 3 clusters Score: Raw -2378029.528977 + Penalty 11430.104889 = -2366599.424088 nChanged 8 SP:Iteration 61Q (5401.800000 sec): 3 clusters Score: Raw -2378033.523579 + Penalty 11430.104889 = -2366603.418690 nChanged 4 SP:Iteration 62Q (5401.880000 sec): 3 clusters Score: Raw -2378036.680124 + Penalty 11430.104889 = -2366606.575235 nChanged 4 SP:Iteration 63Q (5401.970000 sec): 3 clusters Score: Raw -2378038.785564 + Penalty 11430.104889 = -2366608.680675 nChanged 3 SP:Iteration 64Q (5402.060000 sec): 3 clusters Score: Raw -2378039.962701 + Penalty 11430.104889 = -2366609.857812 nChanged 4 SP:Iteration 65Q (5402.150000 sec): 3 clusters Score: Raw -2378041.454989 + Penalty 11430.104889 = -2366611.350099 nChanged 3 SP:Iteration 66Q (5402.230000 sec): 3 clusters Score: Raw -2378042.833112 + Penalty 11430.104889 = -2366612.728223 nChanged 1 SP:Iteration 67Q (5402.320000 sec): 3 clusters Score: Raw -2378043.231357 + Penalty 11430.104889 = -2366613.126468 nChanged 1 SP:Iteration 68Q (5402.410000 sec): 3 clusters Score: Raw -2378043.734997 + Penalty 11430.104889 = -2366613.630108 nChanged 1 SP:Iteration 69Q (5402.490000 sec): 3 clusters Score: Raw -2378043.971852 + Penalty 11430.104889 = -2366613.866963 nChanged 1 SP:Iteration 70Q (5402.580000 sec): 3 clusters Score: Raw -2378044.567495 + Penalty 11430.104889 = -2366614.462606 nChanged 0 SP:Iteration 71F (5402.670000 sec): 3 clusters Score: Raw -2378044.567495 + Penalty 11430.104889 = -2366614.462606 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 15 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5402.820000 sec): 2 clusters Score: Raw -4346287.234315 + Penalty 6081.577771 = -4340205.656544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5402.980000 sec): 3 clusters Score: Raw -4335480.007729 + Penalty 12163.155542 = -4323316.852187 nChanged 8450 SP:Iteration 1F (5403.160000 sec): 3 clusters Score: Raw -4340231.540873 + Penalty 12163.155542 = -4328068.385331 nChanged 1540 SP:Iteration 2F (5403.320000 sec): 3 clusters Score: Raw -4341263.838287 + Penalty 12163.155542 = -4329100.682745 nChanged 1282 SP:Iteration 3F (5403.500000 sec): 3 clusters Score: Raw -4342104.526874 + Penalty 12163.155542 = -4329941.371331 nChanged 1118 SP:Iteration 4F (5403.660000 sec): 3 clusters Score: Raw -4342856.444817 + Penalty 12163.155542 = -4330693.289274 nChanged 1024 SP:Iteration 5Q (5403.840000 sec): 3 clusters Score: Raw -4343547.820706 + Penalty 12163.155542 = -4331384.665163 nChanged 966 SP:Iteration 6Q (5404.000000 sec): 3 clusters Score: Raw -4344192.726206 + Penalty 12163.155542 = -4332029.570663 nChanged 853 SP:Iteration 7Q (5404.170000 sec): 3 clusters Score: Raw -4344800.662624 + Penalty 12163.155542 = -4332637.507081 nChanged 810 SP:Iteration 8Q (5404.340000 sec): 3 clusters Score: Raw -4345346.292949 + Penalty 12163.155542 = -4333183.137406 nChanged 769 SP:Iteration 9Q (5404.500000 sec): 3 clusters Score: Raw -4345802.081810 + Penalty 12163.155542 = -4333638.926268 nChanged 653 SP:Iteration 10Q (5404.670000 sec): 3 clusters Score: Raw -4346144.122524 + Penalty 12163.155542 = -4333980.966981 nChanged 513 SP:Iteration 11Q (5404.830000 sec): 3 clusters Score: Raw -4346398.615057 + Penalty 12163.155542 = -4334235.459515 nChanged 446 SP:Iteration 12Q (5405.000000 sec): 3 clusters Score: Raw -4346629.791801 + Penalty 12163.155542 = -4334466.636259 nChanged 375 SP:Iteration 13Q (5405.160000 sec): 3 clusters Score: Raw -4346822.246871 + Penalty 12163.155542 = -4334659.091329 nChanged 329 SP:Iteration 14Q (5405.320000 sec): 3 clusters Score: Raw -4346988.782073 + Penalty 12163.155542 = -4334825.626531 nChanged 330 SP:Iteration 15Q (5405.490000 sec): 3 clusters Score: Raw -4347162.095175 + Penalty 12163.155542 = -4334998.939633 nChanged 310 SP:Iteration 16Q (5405.650000 sec): 3 clusters Score: Raw -4347328.573167 + Penalty 12163.155542 = -4335165.417625 nChanged 288 SP:Iteration 17Q (5405.810000 sec): 3 clusters Score: Raw -4347483.267856 + Penalty 12163.155542 = -4335320.112313 nChanged 288 SP:Iteration 18Q (5405.960000 sec): 3 clusters Score: Raw -4347643.599451 + Penalty 12163.155542 = -4335480.443909 nChanged 264 SP:Iteration 19Q (5406.120000 sec): 3 clusters Score: Raw -4347784.170074 + Penalty 12163.155542 = -4335621.014532 nChanged 243 SP:Iteration 20F (5406.290000 sec): 3 clusters Score: Raw -4347903.392899 + Penalty 12163.155542 = -4335740.237357 nChanged 214 SP:Iteration 21Q (5406.440000 sec): 3 clusters Score: Raw -4348012.070112 + Penalty 12163.155542 = -4335848.914570 nChanged 198 SP:Iteration 22Q (5406.600000 sec): 3 clusters Score: Raw -4348114.070333 + Penalty 12163.155542 = -4335950.914791 nChanged 185 SP:Iteration 23Q (5406.750000 sec): 3 clusters Score: Raw -4348219.349997 + Penalty 12163.155542 = -4336056.194455 nChanged 185 SP:Iteration 24Q (5406.890000 sec): 3 clusters Score: Raw -4348314.289075 + Penalty 12163.155542 = -4336151.133533 nChanged 144 SP:Iteration 25Q (5407.040000 sec): 3 clusters Score: Raw -4348391.155071 + Penalty 12163.155542 = -4336227.999529 nChanged 125 SP:Iteration 26Q (5407.180000 sec): 3 clusters Score: Raw -4348455.182951 + Penalty 12163.155542 = -4336292.027408 nChanged 114 SP:Iteration 27Q (5407.330000 sec): 3 clusters Score: Raw -4348515.090910 + Penalty 12163.155542 = -4336351.935368 nChanged 113 SP:Iteration 28Q (5407.480000 sec): 3 clusters Score: Raw -4348581.833961 + Penalty 12163.155542 = -4336418.678418 nChanged 103 SP:Iteration 29Q (5407.620000 sec): 3 clusters Score: Raw -4348638.673176 + Penalty 12163.155542 = -4336475.517633 nChanged 104 SP:Iteration 30Q (5407.760000 sec): 3 clusters Score: Raw -4348700.887152 + Penalty 12163.155542 = -4336537.731610 nChanged 116 SP:Iteration 31Q (5407.900000 sec): 3 clusters Score: Raw -4348776.038620 + Penalty 12163.155542 = -4336612.883078 nChanged 134 SP:Iteration 32Q (5408.040000 sec): 3 clusters Score: Raw -4348859.765810 + Penalty 12163.155542 = -4336696.610268 nChanged 119 SP:Iteration 33Q (5408.180000 sec): 3 clusters Score: Raw -4348935.460627 + Penalty 12163.155542 = -4336772.305084 nChanged 90 SP:Iteration 34Q (5408.320000 sec): 3 clusters Score: Raw -4349002.687107 + Penalty 12163.155542 = -4336839.531564 nChanged 94 SP:Iteration 35Q (5408.460000 sec): 3 clusters Score: Raw -4349068.995755 + Penalty 12163.155542 = -4336905.840212 nChanged 91 SP:Iteration 36Q (5408.590000 sec): 3 clusters Score: Raw -4349132.596163 + Penalty 12163.155542 = -4336969.440621 nChanged 81 SP:Iteration 37Q (5408.730000 sec): 3 clusters Score: Raw -4349203.157434 + Penalty 12163.155542 = -4337040.001892 nChanged 94 SP:Iteration 38Q (5408.860000 sec): 3 clusters Score: Raw -4349284.097254 + Penalty 12163.155542 = -4337120.941711 nChanged 71 SP:Iteration 39Q (5409.000000 sec): 3 clusters Score: Raw -4349342.137483 + Penalty 12163.155542 = -4337178.981940 nChanged 69 SP:Iteration 40F (5409.160000 sec): 3 clusters Score: Raw -4349398.856091 + Penalty 12163.155542 = -4337235.700549 nChanged 58 SP:Iteration 41Q (5409.300000 sec): 3 clusters Score: Raw -4349446.047907 + Penalty 12163.155542 = -4337282.892364 nChanged 45 SP:Iteration 42Q (5409.420000 sec): 3 clusters Score: Raw -4349481.534024 + Penalty 12163.155542 = -4337318.378481 nChanged 43 SP:Iteration 43Q (5409.550000 sec): 3 clusters Score: Raw -4349509.636049 + Penalty 12163.155542 = -4337346.480507 nChanged 27 SP:Iteration 44Q (5409.680000 sec): 3 clusters Score: Raw -4349530.179285 + Penalty 12163.155542 = -4337367.023742 nChanged 22 SP:Iteration 45Q (5409.810000 sec): 3 clusters Score: Raw -4349542.128366 + Penalty 12163.155542 = -4337378.972824 nChanged 13 SP:Iteration 46Q (5409.940000 sec): 3 clusters Score: Raw -4349549.543786 + Penalty 12163.155542 = -4337386.388244 nChanged 16 SP:Iteration 47Q (5410.060000 sec): 3 clusters Score: Raw -4349557.854741 + Penalty 12163.155542 = -4337394.699198 nChanged 13 SP:Iteration 48Q (5410.190000 sec): 3 clusters Score: Raw -4349565.028894 + Penalty 12163.155542 = -4337401.873352 nChanged 7 SP:Iteration 49Q (5410.320000 sec): 3 clusters Score: Raw -4349569.900562 + Penalty 12163.155542 = -4337406.745020 nChanged 7 SP:Iteration 50Q (5410.440000 sec): 3 clusters Score: Raw -4349573.667663 + Penalty 12163.155542 = -4337410.512121 nChanged 8 SP:Iteration 51Q (5410.570000 sec): 3 clusters Score: Raw -4349577.545649 + Penalty 12163.155542 = -4337414.390106 nChanged 6 SP:Iteration 52Q (5410.700000 sec): 3 clusters Score: Raw -4349579.858427 + Penalty 12163.155542 = -4337416.702884 nChanged 4 SP:Iteration 53Q (5410.820000 sec): 3 clusters Score: Raw -4349581.841057 + Penalty 12163.155542 = -4337418.685515 nChanged 3 SP:Iteration 54Q (5410.950000 sec): 3 clusters Score: Raw -4349583.961583 + Penalty 12163.155542 = -4337420.806041 nChanged 3 SP:Iteration 55Q (5411.070000 sec): 3 clusters Score: Raw -4349585.645679 + Penalty 12163.155542 = -4337422.490137 nChanged 2 SP:Iteration 56Q (5411.200000 sec): 3 clusters Score: Raw -4349587.824017 + Penalty 12163.155542 = -4337424.668475 nChanged 2 SP:Iteration 57Q (5411.320000 sec): 3 clusters Score: Raw -4349589.064655 + Penalty 12163.155542 = -4337425.909113 nChanged 3 SP:Iteration 58Q (5411.450000 sec): 3 clusters Score: Raw -4349590.548223 + Penalty 12163.155542 = -4337427.392681 nChanged 4 SP:Iteration 59Q (5411.580000 sec): 3 clusters Score: Raw -4349592.187659 + Penalty 12163.155542 = -4337429.032117 nChanged 1 SP:Iteration 60F (5411.750000 sec): 3 clusters Score: Raw -4349593.168894 + Penalty 12163.155542 = -4337430.013351 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 16 (17745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5411.870000 sec): 2 clusters Score: Raw -3862069.622039 + Penalty 5992.613677 = -3856077.008362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5412.020000 sec): 3 clusters Score: Raw -3853020.158190 + Penalty 11985.227355 = -3841034.930836 nChanged 7074 SP:Iteration 1F (5412.160000 sec): 3 clusters Score: Raw -3856843.591853 + Penalty 11985.227355 = -3844858.364498 nChanged 1244 SP:Iteration 2F (5412.310000 sec): 3 clusters Score: Raw -3857557.517884 + Penalty 11985.227355 = -3845572.290529 nChanged 953 SP:Iteration 3F (5412.460000 sec): 3 clusters Score: Raw -3858127.212842 + Penalty 11985.227355 = -3846141.985487 nChanged 827 SP:Iteration 4Q (5412.600000 sec): 3 clusters Score: Raw -3858748.351852 + Penalty 11985.227355 = -3846763.124497 nChanged 885 SP:Iteration 5Q (5412.750000 sec): 3 clusters Score: Raw -3859418.073408 + Penalty 11985.227355 = -3847432.846054 nChanged 981 SP:Iteration 6F (5412.900000 sec): 3 clusters Score: Raw -3860214.585807 + Penalty 11985.227355 = -3848229.358452 nChanged 1035 SP:Iteration 7F (5413.040000 sec): 3 clusters Score: Raw -3861066.568244 + Penalty 11985.227355 = -3849081.340889 nChanged 1039 SP:Iteration 8F (5413.190000 sec): 3 clusters Score: Raw -3861922.781003 + Penalty 11985.227355 = -3849937.553648 nChanged 974 SP:Iteration 9F (5413.340000 sec): 3 clusters Score: Raw -3862750.868060 + Penalty 11985.227355 = -3850765.640705 nChanged 900 SP:Iteration 10F (5413.480000 sec): 3 clusters Score: Raw -3863501.238836 + Penalty 11985.227355 = -3851516.011482 nChanged 737 SP:Iteration 11Q (5413.620000 sec): 3 clusters Score: Raw -3864103.409055 + Penalty 11985.227355 = -3852118.181701 nChanged 562 SP:Iteration 12Q (5413.770000 sec): 3 clusters Score: Raw -3864574.397283 + Penalty 11985.227355 = -3852589.169928 nChanged 487 SP:Iteration 13Q (5413.910000 sec): 3 clusters Score: Raw -3864910.025378 + Penalty 11985.227355 = -3852924.798023 nChanged 375 SP:Iteration 14Q (5414.050000 sec): 3 clusters Score: Raw -3865111.667740 + Penalty 11985.227355 = -3853126.440385 nChanged 279 SP:Iteration 15Q (5414.190000 sec): 3 clusters Score: Raw -3865266.112542 + Penalty 11985.227355 = -3853280.885187 nChanged 222 SP:Iteration 16Q (5414.330000 sec): 3 clusters Score: Raw -3865448.055560 + Penalty 11985.227355 = -3853462.828206 nChanged 211 SP:Iteration 17Q (5414.470000 sec): 3 clusters Score: Raw -3865674.026511 + Penalty 11985.227355 = -3853688.799157 nChanged 183 SP:Iteration 18Q (5414.610000 sec): 3 clusters Score: Raw -3865783.456529 + Penalty 11985.227355 = -3853798.229174 nChanged 126 SP:Iteration 19Q (5414.750000 sec): 3 clusters Score: Raw -3865818.894569 + Penalty 11985.227355 = -3853833.667215 nChanged 80 SP:Iteration 20F (5414.900000 sec): 3 clusters Score: Raw -3865838.447302 + Penalty 11985.227355 = -3853853.219947 nChanged 44 SP:Iteration 21Q (5415.040000 sec): 3 clusters Score: Raw -3865847.236752 + Penalty 11985.227355 = -3853862.009397 nChanged 29 SP:Iteration 22Q (5415.180000 sec): 3 clusters Score: Raw -3865853.167202 + Penalty 11985.227355 = -3853867.939847 nChanged 17 SP:Iteration 23Q (5415.320000 sec): 3 clusters Score: Raw -3865856.885804 + Penalty 11985.227355 = -3853871.658449 nChanged 17 SP:Iteration 24Q (5415.460000 sec): 3 clusters Score: Raw -3865860.507356 + Penalty 11985.227355 = -3853875.280001 nChanged 11 SP:Iteration 25Q (5415.600000 sec): 3 clusters Score: Raw -3865862.146644 + Penalty 11985.227355 = -3853876.919289 nChanged 4 SP:Iteration 26Q (5415.740000 sec): 3 clusters Score: Raw -3865862.840084 + Penalty 11985.227355 = -3853877.612730 nChanged 1 SP:Iteration 27Q (5415.880000 sec): 3 clusters Score: Raw -3865862.923095 + Penalty 11985.227355 = -3853877.695740 nChanged 1 SP:Iteration 28Q (5416.020000 sec): 3 clusters Score: Raw -3865863.036148 + Penalty 11985.227355 = -3853877.808793 nChanged 0 SP:Iteration 29F (5416.160000 sec): 3 clusters Score: Raw -3865863.036148 + Penalty 11985.227355 = -3853877.808793 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 18 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5416.180000 sec): 2 clusters Score: Raw -89556.975349 + Penalty 3716.910673 = -85840.064676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5416.180000 sec): 3 clusters Score: Raw -90082.325320 + Penalty 7433.821346 = -82648.503974 nChanged 20 SP:Iteration 1Q (5416.190000 sec): 3 clusters Score: Raw -90178.528522 + Penalty 7433.821346 = -82744.707176 nChanged 4 SP:Iteration 2Q (5416.190000 sec): 3 clusters Score: Raw -90198.319157 + Penalty 7433.821346 = -82764.497811 nChanged 4 SP:Iteration 3Q (5416.190000 sec): 3 clusters Score: Raw -90217.411025 + Penalty 7433.821346 = -82783.589680 nChanged 1 SP:Iteration 4Q (5416.200000 sec): 3 clusters Score: Raw -90223.318631 + Penalty 7433.821346 = -82789.497285 nChanged 0 SP:Iteration 5F (5416.200000 sec): 3 clusters Score: Raw -90223.318631 + Penalty 7433.821346 = -82789.497285 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 19 (7671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5416.260000 sec): 2 clusters Score: Raw -1647719.711559 + Penalty 5478.936387 = -1642240.775172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5416.320000 sec): 3 clusters Score: Raw -1644433.360096 + Penalty 10957.872773 = -1633475.487322 nChanged 2659 SP:Iteration 1F (5416.380000 sec): 3 clusters Score: Raw -1646086.701089 + Penalty 10957.872773 = -1635128.828316 nChanged 598 SP:Iteration 2F (5416.440000 sec): 3 clusters Score: Raw -1646495.810667 + Penalty 10957.872773 = -1635537.937893 nChanged 343 SP:Iteration 3Q (5416.510000 sec): 3 clusters Score: Raw -1646718.504687 + Penalty 10957.872773 = -1635760.631914 nChanged 243 SP:Iteration 4Q (5416.570000 sec): 3 clusters Score: Raw -1646862.772276 + Penalty 10957.872773 = -1635904.899503 nChanged 158 SP:Iteration 5Q (5416.630000 sec): 3 clusters Score: Raw -1646952.833194 + Penalty 10957.872773 = -1635994.960421 nChanged 135 SP:Iteration 6Q (5416.690000 sec): 3 clusters Score: Raw -1647030.994413 + Penalty 10957.872773 = -1636073.121640 nChanged 144 SP:Iteration 7Q (5416.760000 sec): 3 clusters Score: Raw -1647113.444459 + Penalty 10957.872773 = -1636155.571686 nChanged 123 SP:Iteration 8Q (5416.820000 sec): 3 clusters Score: Raw -1647188.254542 + Penalty 10957.872773 = -1636230.381769 nChanged 127 SP:Iteration 9Q (5416.880000 sec): 3 clusters Score: Raw -1647271.807438 + Penalty 10957.872773 = -1636313.934665 nChanged 140 SP:Iteration 10Q (5416.940000 sec): 3 clusters Score: Raw -1647364.785940 + Penalty 10957.872773 = -1636406.913166 nChanged 141 SP:Iteration 11Q (5417.000000 sec): 3 clusters Score: Raw -1647461.966687 + Penalty 10957.872773 = -1636504.093914 nChanged 152 SP:Iteration 12Q (5417.060000 sec): 3 clusters Score: Raw -1647569.576270 + Penalty 10957.872773 = -1636611.703497 nChanged 176 SP:Iteration 13Q (5417.120000 sec): 3 clusters Score: Raw -1647691.973587 + Penalty 10957.872773 = -1636734.100814 nChanged 178 SP:Iteration 14Q (5417.190000 sec): 3 clusters Score: Raw -1647820.073026 + Penalty 10957.872773 = -1636862.200252 nChanged 175 SP:Iteration 15Q (5417.250000 sec): 3 clusters Score: Raw -1647959.012773 + Penalty 10957.872773 = -1637001.139999 nChanged 192 SP:Iteration 16Q (5417.310000 sec): 3 clusters Score: Raw -1648099.497518 + Penalty 10957.872773 = -1637141.624745 nChanged 196 SP:Iteration 17Q (5417.370000 sec): 3 clusters Score: Raw -1648242.043487 + Penalty 10957.872773 = -1637284.170713 nChanged 182 SP:Iteration 18Q (5417.430000 sec): 3 clusters Score: Raw -1648376.153926 + Penalty 10957.872773 = -1637418.281153 nChanged 193 SP:Iteration 19Q (5417.490000 sec): 3 clusters Score: Raw -1648524.635645 + Penalty 10957.872773 = -1637566.762872 nChanged 181 SP:Iteration 20F (5417.560000 sec): 3 clusters Score: Raw -1648655.789138 + Penalty 10957.872773 = -1637697.916365 nChanged 152 SP:Iteration 21Q (5417.620000 sec): 3 clusters Score: Raw -1648751.584495 + Penalty 10957.872773 = -1637793.711721 nChanged 121 SP:Iteration 22Q (5417.680000 sec): 3 clusters Score: Raw -1648834.174122 + Penalty 10957.872773 = -1637876.301349 nChanged 113 SP:Iteration 23Q (5417.740000 sec): 3 clusters Score: Raw -1648906.015014 + Penalty 10957.872773 = -1637948.142241 nChanged 104 SP:Iteration 24Q (5417.800000 sec): 3 clusters Score: Raw -1648963.108770 + Penalty 10957.872773 = -1638005.235997 nChanged 77 SP:Iteration 25Q (5417.860000 sec): 3 clusters Score: Raw -1649005.865521 + Penalty 10957.872773 = -1638047.992748 nChanged 62 SP:Iteration 26Q (5417.920000 sec): 3 clusters Score: Raw -1649044.984804 + Penalty 10957.872773 = -1638087.112031 nChanged 72 SP:Iteration 27Q (5417.980000 sec): 3 clusters Score: Raw -1649092.418430 + Penalty 10957.872773 = -1638134.545657 nChanged 71 SP:Iteration 28Q (5418.040000 sec): 3 clusters Score: Raw -1649137.665448 + Penalty 10957.872773 = -1638179.792675 nChanged 74 SP:Iteration 29Q (5418.100000 sec): 3 clusters Score: Raw -1649186.152958 + Penalty 10957.872773 = -1638228.280185 nChanged 84 SP:Iteration 30Q (5418.160000 sec): 3 clusters Score: Raw -1649246.717900 + Penalty 10957.872773 = -1638288.845126 nChanged 71 SP:Iteration 31Q (5418.220000 sec): 3 clusters Score: Raw -1649291.699712 + Penalty 10957.872773 = -1638333.826939 nChanged 59 SP:Iteration 32Q (5418.280000 sec): 3 clusters Score: Raw -1649324.821227 + Penalty 10957.872773 = -1638366.948454 nChanged 46 SP:Iteration 33Q (5418.340000 sec): 3 clusters Score: Raw -1649349.437294 + Penalty 10957.872773 = -1638391.564521 nChanged 42 SP:Iteration 34Q (5418.400000 sec): 3 clusters Score: Raw -1649370.611243 + Penalty 10957.872773 = -1638412.738469 nChanged 23 SP:Iteration 35Q (5418.460000 sec): 3 clusters Score: Raw -1649380.440942 + Penalty 10957.872773 = -1638422.568169 nChanged 20 SP:Iteration 36Q (5418.510000 sec): 3 clusters Score: Raw -1649391.282183 + Penalty 10957.872773 = -1638433.409410 nChanged 22 SP:Iteration 37Q (5418.570000 sec): 3 clusters Score: Raw -1649403.836317 + Penalty 10957.872773 = -1638445.963543 nChanged 20 SP:Iteration 38Q (5418.630000 sec): 3 clusters Score: Raw -1649413.863437 + Penalty 10957.872773 = -1638455.990664 nChanged 23 SP:Iteration 39Q (5418.690000 sec): 3 clusters Score: Raw -1649421.512597 + Penalty 10957.872773 = -1638463.639824 nChanged 12 SP:Iteration 40F (5418.750000 sec): 3 clusters Score: Raw -1649426.466030 + Penalty 10957.872773 = -1638468.593257 nChanged 5 SP:Iteration 41Q (5418.810000 sec): 3 clusters Score: Raw -1649428.426372 + Penalty 10957.872773 = -1638470.553599 nChanged 9 SP:Iteration 42Q (5418.870000 sec): 3 clusters Score: Raw -1649431.894095 + Penalty 10957.872773 = -1638474.021322 nChanged 2 SP:Iteration 43Q (5418.930000 sec): 3 clusters Score: Raw -1649432.730035 + Penalty 10957.872773 = -1638474.857261 nChanged 6 SP:Iteration 44Q (5418.990000 sec): 3 clusters Score: Raw -1649434.996620 + Penalty 10957.872773 = -1638477.123847 nChanged 3 SP:Iteration 45Q (5419.050000 sec): 3 clusters Score: Raw -1649436.146037 + Penalty 10957.872773 = -1638478.273263 nChanged 3 SP:Iteration 46Q (5419.100000 sec): 3 clusters Score: Raw -1649437.276151 + Penalty 10957.872773 = -1638479.403377 nChanged 3 SP:Iteration 47Q (5419.160000 sec): 3 clusters Score: Raw -1649438.142655 + Penalty 10957.872773 = -1638480.269882 nChanged 0 SP:Iteration 48F (5419.220000 sec): 3 clusters Score: Raw -1649438.142655 + Penalty 10957.872773 = -1638480.269882 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 20 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5419.240000 sec): 2 clusters Score: Raw -101770.916974 + Penalty 3828.109836 = -97942.807138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5419.240000 sec): 3 clusters Score: Raw -102497.554829 + Penalty 7656.219672 = -94841.335157 nChanged 63 SP:Iteration 1F (5419.240000 sec): 3 clusters Score: Raw -102828.261199 + Penalty 7656.219672 = -95172.041527 nChanged 27 SP:Iteration 2F (5419.250000 sec): 3 clusters Score: Raw -102994.709481 + Penalty 7656.219672 = -95338.489810 nChanged 19 SP:Iteration 3Q (5419.260000 sec): 3 clusters Score: Raw -103126.658565 + Penalty 7656.219672 = -95470.438893 nChanged 8 SP:Iteration 4Q (5419.260000 sec): 3 clusters Score: Raw -103191.715497 + Penalty 7656.219672 = -95535.495825 nChanged 0 SP:Iteration 5F (5419.260000 sec): 3 clusters Score: Raw -103191.715497 + Penalty 7656.219672 = -95535.495825 nChanged 0 Iteration 179Q (5426.420000 sec): 19 clusters Score: Raw -104957593.313622 + Penalty 144475.886500 = -104813117.427122 nChanged 59 Iteration 180F (5453.530000 sec): 19 clusters Score: Raw -104957596.350431 + Penalty 144475.886500 = -104813120.463931 nChanged 56 Iteration 181Q (5460.720000 sec): 19 clusters Score: Raw -104957599.948438 + Penalty 144475.886500 = -104813124.061938 nChanged 44 Iteration 182Q (5467.920000 sec): 19 clusters Score: Raw -104957602.463231 + Penalty 144475.886500 = -104813126.576731 nChanged 46 Iteration 183Q (5475.110000 sec): 19 clusters Score: Raw -104957605.692954 + Penalty 144475.886500 = -104813129.806453 nChanged 41 Iteration 184Q (5482.290000 sec): 19 clusters Score: Raw -104957608.692593 + Penalty 144475.886500 = -104813132.806093 nChanged 35 Iteration 185Q (5489.480000 sec): 19 clusters Score: Raw -104957611.322679 + Penalty 144475.886500 = -104813135.436178 nChanged 39 Iteration 186Q (5496.810000 sec): 19 clusters Score: Raw -104957615.308026 + Penalty 144475.886500 = -104813139.421526 nChanged 46 Iteration 187Q (5503.990000 sec): 19 clusters Score: Raw -104957619.772630 + Penalty 144475.886500 = -104813143.886129 nChanged 50 Iteration 188Q (5511.170000 sec): 19 clusters Score: Raw -104957624.639021 + Penalty 144475.886500 = -104813148.752521 nChanged 36 Iteration 189Q (5518.360000 sec): 19 clusters Score: Raw -104957627.261324 + Penalty 144475.886500 = -104813151.374823 nChanged 37 Iteration 190Q (5525.540000 sec): 19 clusters Score: Raw -104957630.905929 + Penalty 144475.886500 = -104813155.019428 nChanged 31 Iteration 191Q (5532.710000 sec): 19 clusters Score: Raw -104957633.471601 + Penalty 144475.886500 = -104813157.585101 nChanged 33 Iteration 192Q (5539.890000 sec): 19 clusters Score: Raw -104957634.982303 + Penalty 144475.886500 = -104813159.095802 nChanged 28 Iteration 193Q (5547.060000 sec): 19 clusters Score: Raw -104957635.911627 + Penalty 144475.886500 = -104813160.025126 nChanged 27 Iteration 194Q (5554.240000 sec): 19 clusters Score: Raw -104957637.202723 + Penalty 144475.886500 = -104813161.316223 nChanged 34 Iteration 195Q (5561.420000 sec): 19 clusters Score: Raw -104957638.722499 + Penalty 144475.886500 = -104813162.835998 nChanged 36 Iteration 196Q (5568.590000 sec): 19 clusters Score: Raw -104957640.850483 + Penalty 144475.886500 = -104813164.963983 nChanged 45 Iteration 197Q (5575.770000 sec): 19 clusters Score: Raw -104957642.764689 + Penalty 144475.886500 = -104813166.878189 nChanged 41 Iteration 198Q (5582.950000 sec): 19 clusters Score: Raw -104957644.358946 + Penalty 144475.886500 = -104813168.472446 nChanged 30 Iteration 199Q (5590.130000 sec): 19 clusters Score: Raw -104957646.179521 + Penalty 144475.886500 = -104813170.293020 nChanged 43 Iteration 200F (5617.210000 sec): 19 clusters Score: Raw -104957648.890948 + Penalty 144475.886500 = -104813173.004448 nChanged 38 Iteration 201Q (5624.390000 sec): 19 clusters Score: Raw -104957650.684647 + Penalty 144475.886500 = -104813174.798147 nChanged 24 Iteration 202Q (5631.580000 sec): 19 clusters Score: Raw -104957651.632311 + Penalty 144475.886500 = -104813175.745811 nChanged 29 Iteration 203Q (5638.770000 sec): 19 clusters Score: Raw -104957652.798401 + Penalty 144475.886500 = -104813176.911901 nChanged 36 Iteration 204Q (5645.960000 sec): 19 clusters Score: Raw -104957654.510199 + Penalty 144475.886500 = -104813178.623699 nChanged 29 Iteration 205Q (5653.150000 sec): 19 clusters Score: Raw -104957655.695353 + Penalty 144475.886500 = -104813179.808852 nChanged 34 Iteration 206Q (5660.350000 sec): 19 clusters Score: Raw -104957657.156640 + Penalty 144475.886500 = -104813181.270140 nChanged 28 Iteration 207Q (5667.720000 sec): 19 clusters Score: Raw -104957658.150369 + Penalty 144475.886500 = -104813182.263869 nChanged 28 Iteration 208Q (5674.950000 sec): 19 clusters Score: Raw -104957659.082344 + Penalty 144475.886500 = -104813183.195844 nChanged 21 Iteration 209Q (5682.180000 sec): 19 clusters Score: Raw -104957659.718402 + Penalty 144475.886500 = -104813183.831902 nChanged 17 Iteration 210Q (5689.390000 sec): 19 clusters Score: Raw -104957660.399760 + Penalty 144475.886500 = -104813184.513260 nChanged 22 Iteration 211Q (5696.610000 sec): 19 clusters Score: Raw -104957661.193958 + Penalty 144475.886500 = -104813185.307458 nChanged 15 Iteration 212Q (5703.830000 sec): 19 clusters Score: Raw -104957661.724029 + Penalty 144475.886500 = -104813185.837529 nChanged 14 Iteration 213Q (5711.060000 sec): 19 clusters Score: Raw -104957662.144257 + Penalty 144475.886500 = -104813186.257757 nChanged 14 Iteration 214Q (5718.280000 sec): 19 clusters Score: Raw -104957662.514616 + Penalty 144475.886500 = -104813186.628115 nChanged 16 Iteration 215Q (5725.490000 sec): 19 clusters Score: Raw -104957662.986127 + Penalty 144475.886500 = -104813187.099626 nChanged 14 Iteration 216Q (5732.710000 sec): 19 clusters Score: Raw -104957663.425946 + Penalty 144475.886500 = -104813187.539446 nChanged 13 Iteration 217Q (5739.920000 sec): 19 clusters Score: Raw -104957663.824164 + Penalty 144475.886500 = -104813187.937663 nChanged 11 Iteration 218Q (5747.150000 sec): 19 clusters Score: Raw -104957664.272191 + Penalty 144475.886500 = -104813188.385691 nChanged 17 Writing temp clu file Compute initial score before splitting: Score: Raw -104957664.272191 + Penalty 144475.886500 = -104813188.385691 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 1 (14600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5747.330000 sec): 2 clusters Score: Raw -3146180.370175 + Penalty 5873.125795 = -3140307.244380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5747.450000 sec): 3 clusters Score: Raw -3139003.899206 + Penalty 11746.251589 = -3127257.647616 nChanged 5601 SP:Iteration 1F (5747.570000 sec): 3 clusters Score: Raw -3141917.742850 + Penalty 11746.251589 = -3130171.491261 nChanged 999 SP:Iteration 2F (5747.690000 sec): 3 clusters Score: Raw -3142499.423524 + Penalty 11746.251589 = -3130753.171935 nChanged 779 SP:Iteration 3F (5747.820000 sec): 3 clusters Score: Raw -3142992.925018 + Penalty 11746.251589 = -3131246.673429 nChanged 670 SP:Iteration 4Q (5747.940000 sec): 3 clusters Score: Raw -3143434.425135 + Penalty 11746.251589 = -3131688.173546 nChanged 616 SP:Iteration 5Q (5748.060000 sec): 3 clusters Score: Raw -3143798.236341 + Penalty 11746.251589 = -3132051.984752 nChanged 555 SP:Iteration 6Q (5748.180000 sec): 3 clusters Score: Raw -3144096.162860 + Penalty 11746.251589 = -3132349.911270 nChanged 504 SP:Iteration 7Q (5748.300000 sec): 3 clusters Score: Raw -3144356.092881 + Penalty 11746.251589 = -3132609.841291 nChanged 460 SP:Iteration 8Q (5748.420000 sec): 3 clusters Score: Raw -3144598.341504 + Penalty 11746.251589 = -3132852.089915 nChanged 451 SP:Iteration 9Q (5748.550000 sec): 3 clusters Score: Raw -3144848.032912 + Penalty 11746.251589 = -3133101.781323 nChanged 455 SP:Iteration 10Q (5748.670000 sec): 3 clusters Score: Raw -3145088.049405 + Penalty 11746.251589 = -3133341.797815 nChanged 431 SP:Iteration 11Q (5748.790000 sec): 3 clusters Score: Raw -3145343.033406 + Penalty 11746.251589 = -3133596.781816 nChanged 436 SP:Iteration 12Q (5748.910000 sec): 3 clusters Score: Raw -3145621.053252 + Penalty 11746.251589 = -3133874.801662 nChanged 417 SP:Iteration 13Q (5749.030000 sec): 3 clusters Score: Raw -3145878.654120 + Penalty 11746.251589 = -3134132.402531 nChanged 402 SP:Iteration 14Q (5749.150000 sec): 3 clusters Score: Raw -3146133.960820 + Penalty 11746.251589 = -3134387.709230 nChanged 370 SP:Iteration 15Q (5749.260000 sec): 3 clusters Score: Raw -3146366.776451 + Penalty 11746.251589 = -3134620.524861 nChanged 322 SP:Iteration 16Q (5749.380000 sec): 3 clusters Score: Raw -3146571.740649 + Penalty 11746.251589 = -3134825.489060 nChanged 289 SP:Iteration 17Q (5749.500000 sec): 3 clusters Score: Raw -3146761.232602 + Penalty 11746.251589 = -3135014.981012 nChanged 257 SP:Iteration 18Q (5749.620000 sec): 3 clusters Score: Raw -3146925.944877 + Penalty 11746.251589 = -3135179.693287 nChanged 234 SP:Iteration 19Q (5749.730000 sec): 3 clusters Score: Raw -3147089.688840 + Penalty 11746.251589 = -3135343.437250 nChanged 212 SP:Iteration 20F (5749.850000 sec): 3 clusters Score: Raw -3147256.514652 + Penalty 11746.251589 = -3135510.263062 nChanged 201 SP:Iteration 21Q (5749.970000 sec): 3 clusters Score: Raw -3147408.313134 + Penalty 11746.251589 = -3135662.061544 nChanged 162 SP:Iteration 22Q (5750.080000 sec): 3 clusters Score: Raw -3147538.201057 + Penalty 11746.251589 = -3135791.949468 nChanged 131 SP:Iteration 23Q (5750.190000 sec): 3 clusters Score: Raw -3147647.491246 + Penalty 11746.251589 = -3135901.239657 nChanged 111 SP:Iteration 24Q (5750.300000 sec): 3 clusters Score: Raw -3147742.645585 + Penalty 11746.251589 = -3135996.393996 nChanged 97 SP:Iteration 25Q (5750.400000 sec): 3 clusters Score: Raw -3147821.362198 + Penalty 11746.251589 = -3136075.110608 nChanged 90 SP:Iteration 26Q (5750.510000 sec): 3 clusters Score: Raw -3147903.643750 + Penalty 11746.251589 = -3136157.392161 nChanged 78 SP:Iteration 27Q (5750.610000 sec): 3 clusters Score: Raw -3147968.011533 + Penalty 11746.251589 = -3136221.759944 nChanged 65 SP:Iteration 28Q (5750.720000 sec): 3 clusters Score: Raw -3148022.047597 + Penalty 11746.251589 = -3136275.796007 nChanged 48 SP:Iteration 29Q (5750.820000 sec): 3 clusters Score: Raw -3148067.315699 + Penalty 11746.251589 = -3136321.064109 nChanged 38 SP:Iteration 30Q (5750.920000 sec): 3 clusters Score: Raw -3148099.079615 + Penalty 11746.251589 = -3136352.828026 nChanged 36 SP:Iteration 31Q (5751.020000 sec): 3 clusters Score: Raw -3148124.947429 + Penalty 11746.251589 = -3136378.695840 nChanged 26 SP:Iteration 32Q (5751.120000 sec): 3 clusters Score: Raw -3148143.503778 + Penalty 11746.251589 = -3136397.252189 nChanged 27 SP:Iteration 33Q (5751.220000 sec): 3 clusters Score: Raw -3148163.832157 + Penalty 11746.251589 = -3136417.580568 nChanged 24 SP:Iteration 34Q (5751.310000 sec): 3 clusters Score: Raw -3148181.638702 + Penalty 11746.251589 = -3136435.387113 nChanged 16 SP:Iteration 35Q (5751.410000 sec): 3 clusters Score: Raw -3148194.164158 + Penalty 11746.251589 = -3136447.912568 nChanged 11 SP:Iteration 36Q (5751.510000 sec): 3 clusters Score: Raw -3148202.420190 + Penalty 11746.251589 = -3136456.168601 nChanged 8 SP:Iteration 37Q (5751.600000 sec): 3 clusters Score: Raw -3148207.478084 + Penalty 11746.251589 = -3136461.226494 nChanged 7 SP:Iteration 38Q (5751.700000 sec): 3 clusters Score: Raw -3148211.522922 + Penalty 11746.251589 = -3136465.271332 nChanged 3 SP:Iteration 39Q (5751.800000 sec): 3 clusters Score: Raw -3148213.482750 + Penalty 11746.251589 = -3136467.231161 nChanged 2 SP:Iteration 40F (5751.920000 sec): 3 clusters Score: Raw -3148214.368438 + Penalty 11746.251589 = -3136468.116848 nChanged 2 SP:Iteration 41Q (5752.020000 sec): 3 clusters Score: Raw -3148216.052042 + Penalty 11746.251589 = -3136469.800453 nChanged 3 SP:Iteration 42Q (5752.120000 sec): 3 clusters Score: Raw -3148218.559979 + Penalty 11746.251589 = -3136472.308390 nChanged 4 SP:Iteration 43Q (5752.210000 sec): 3 clusters Score: Raw -3148221.819192 + Penalty 11746.251589 = -3136475.567602 nChanged 3 SP:Iteration 44Q (5752.310000 sec): 3 clusters Score: Raw -3148225.026454 + Penalty 11746.251589 = -3136478.774864 nChanged 7 SP:Iteration 45Q (5752.410000 sec): 3 clusters Score: Raw -3148229.603666 + Penalty 11746.251589 = -3136483.352077 nChanged 4 SP:Iteration 46Q (5752.500000 sec): 3 clusters Score: Raw -3148232.977675 + Penalty 11746.251589 = -3136486.726086 nChanged 4 SP:Iteration 47Q (5752.600000 sec): 3 clusters Score: Raw -3148236.756545 + Penalty 11746.251589 = -3136490.504956 nChanged 7 SP:Iteration 48Q (5752.700000 sec): 3 clusters Score: Raw -3148242.188263 + Penalty 11746.251589 = -3136495.936673 nChanged 5 SP:Iteration 49Q (5752.800000 sec): 3 clusters Score: Raw -3148245.483243 + Penalty 11746.251589 = -3136499.231653 nChanged 4 SP:Iteration 50Q (5752.890000 sec): 3 clusters Score: Raw -3148248.357020 + Penalty 11746.251589 = -3136502.105430 nChanged 5 SP:Iteration 51Q (5752.990000 sec): 3 clusters Score: Raw -3148252.728135 + Penalty 11746.251589 = -3136506.476545 nChanged 8 SP:Iteration 52Q (5753.080000 sec): 3 clusters Score: Raw -3148259.631516 + Penalty 11746.251589 = -3136513.379927 nChanged 6 SP:Iteration 53Q (5753.180000 sec): 3 clusters Score: Raw -3148264.222129 + Penalty 11746.251589 = -3136517.970540 nChanged 13 SP:Iteration 54Q (5753.280000 sec): 3 clusters Score: Raw -3148273.508218 + Penalty 11746.251589 = -3136527.256629 nChanged 6 SP:Iteration 55Q (5753.370000 sec): 3 clusters Score: Raw -3148278.521377 + Penalty 11746.251589 = -3136532.269787 nChanged 7 SP:Iteration 56Q (5753.470000 sec): 3 clusters Score: Raw -3148283.412312 + Penalty 11746.251589 = -3136537.160722 nChanged 1 SP:Iteration 57Q (5753.560000 sec): 3 clusters Score: Raw -3148284.114553 + Penalty 11746.251589 = -3136537.862964 nChanged 1 SP:Iteration 58Q (5753.660000 sec): 3 clusters Score: Raw -3148284.860772 + Penalty 11746.251589 = -3136538.609183 nChanged 3 SP:Iteration 59Q (5753.760000 sec): 3 clusters Score: Raw -3148286.159491 + Penalty 11746.251589 = -3136539.907901 nChanged 2 SP:Iteration 60F (5753.880000 sec): 3 clusters Score: Raw -3148287.721625 + Penalty 11746.251589 = -3136541.470035 nChanged 3 SP:Iteration 61Q (5753.980000 sec): 3 clusters Score: Raw -3148290.615263 + Penalty 11746.251589 = -3136544.363674 nChanged 1 SP:Iteration 62Q (5754.070000 sec): 3 clusters Score: Raw -3148290.908127 + Penalty 11746.251589 = -3136544.656538 nChanged 0 SP:Iteration 63F (5754.190000 sec): 3 clusters Score: Raw -3148290.908127 + Penalty 11746.251589 = -3136544.656538 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 2 (8194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5754.250000 sec): 2 clusters Score: Raw -1686288.703011 + Penalty 5519.333943 = -1680769.369068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5754.320000 sec): 3 clusters Score: Raw -1682652.543265 + Penalty 11038.667886 = -1671613.875379 nChanged 2909 SP:Iteration 1F (5754.390000 sec): 3 clusters Score: Raw -1684688.374457 + Penalty 11038.667886 = -1673649.706571 nChanged 712 SP:Iteration 2F (5754.460000 sec): 3 clusters Score: Raw -1685461.581292 + Penalty 11038.667886 = -1674422.913406 nChanged 579 SP:Iteration 3F (5754.520000 sec): 3 clusters Score: Raw -1686127.401135 + Penalty 11038.667886 = -1675088.733249 nChanged 490 SP:Iteration 4F (5754.590000 sec): 3 clusters Score: Raw -1686587.238912 + Penalty 11038.667886 = -1675548.571026 nChanged 368 SP:Iteration 5Q (5754.660000 sec): 3 clusters Score: Raw -1686891.769990 + Penalty 11038.667886 = -1675853.102104 nChanged 279 SP:Iteration 6Q (5754.720000 sec): 3 clusters Score: Raw -1687143.431740 + Penalty 11038.667886 = -1676104.763854 nChanged 270 SP:Iteration 7Q (5754.790000 sec): 3 clusters Score: Raw -1687435.829000 + Penalty 11038.667886 = -1676397.161113 nChanged 251 SP:Iteration 8Q (5754.850000 sec): 3 clusters Score: Raw -1687736.735016 + Penalty 11038.667886 = -1676698.067130 nChanged 241 SP:Iteration 9Q (5754.910000 sec): 3 clusters Score: Raw -1688027.281570 + Penalty 11038.667886 = -1676988.613684 nChanged 228 SP:Iteration 10Q (5754.980000 sec): 3 clusters Score: Raw -1688253.323156 + Penalty 11038.667886 = -1677214.655270 nChanged 194 SP:Iteration 11Q (5755.040000 sec): 3 clusters Score: Raw -1688392.909634 + Penalty 11038.667886 = -1677354.241748 nChanged 121 SP:Iteration 12Q (5755.100000 sec): 3 clusters Score: Raw -1688470.618956 + Penalty 11038.667886 = -1677431.951070 nChanged 92 SP:Iteration 13Q (5755.160000 sec): 3 clusters Score: Raw -1688525.738223 + Penalty 11038.667886 = -1677487.070337 nChanged 72 SP:Iteration 14Q (5755.220000 sec): 3 clusters Score: Raw -1688565.144792 + Penalty 11038.667886 = -1677526.476905 nChanged 51 SP:Iteration 15Q (5755.280000 sec): 3 clusters Score: Raw -1688593.409539 + Penalty 11038.667886 = -1677554.741653 nChanged 47 SP:Iteration 16Q (5755.340000 sec): 3 clusters Score: Raw -1688618.556493 + Penalty 11038.667886 = -1677579.888607 nChanged 42 SP:Iteration 17Q (5755.410000 sec): 3 clusters Score: Raw -1688636.757103 + Penalty 11038.667886 = -1677598.089217 nChanged 21 SP:Iteration 18Q (5755.470000 sec): 3 clusters Score: Raw -1688647.398680 + Penalty 11038.667886 = -1677608.730794 nChanged 20 SP:Iteration 19Q (5755.530000 sec): 3 clusters Score: Raw -1688656.460202 + Penalty 11038.667886 = -1677617.792316 nChanged 15 SP:Iteration 20F (5755.600000 sec): 3 clusters Score: Raw -1688662.867505 + Penalty 11038.667886 = -1677624.199619 nChanged 11 SP:Iteration 21Q (5755.660000 sec): 3 clusters Score: Raw -1688668.539446 + Penalty 11038.667886 = -1677629.871560 nChanged 13 SP:Iteration 22Q (5755.720000 sec): 3 clusters Score: Raw -1688673.985242 + Penalty 11038.667886 = -1677635.317356 nChanged 10 SP:Iteration 23Q (5755.780000 sec): 3 clusters Score: Raw -1688679.467222 + Penalty 11038.667886 = -1677640.799336 nChanged 9 SP:Iteration 24Q (5755.840000 sec): 3 clusters Score: Raw -1688684.133523 + Penalty 11038.667886 = -1677645.465637 nChanged 8 SP:Iteration 25Q (5755.900000 sec): 3 clusters Score: Raw -1688687.138585 + Penalty 11038.667886 = -1677648.470699 nChanged 8 SP:Iteration 26Q (5755.960000 sec): 3 clusters Score: Raw -1688689.613659 + Penalty 11038.667886 = -1677650.945772 nChanged 3 SP:Iteration 27Q (5756.030000 sec): 3 clusters Score: Raw -1688690.855929 + Penalty 11038.667886 = -1677652.188042 nChanged 2 SP:Iteration 28Q (5756.090000 sec): 3 clusters Score: Raw -1688692.548458 + Penalty 11038.667886 = -1677653.880572 nChanged 3 SP:Iteration 29Q (5756.150000 sec): 3 clusters Score: Raw -1688693.583398 + Penalty 11038.667886 = -1677654.915511 nChanged 3 SP:Iteration 30Q (5756.210000 sec): 3 clusters Score: Raw -1688694.618908 + Penalty 11038.667886 = -1677655.951022 nChanged 2 SP:Iteration 31Q (5756.270000 sec): 3 clusters Score: Raw -1688695.435292 + Penalty 11038.667886 = -1677656.767406 nChanged 1 SP:Iteration 32Q (5756.330000 sec): 3 clusters Score: Raw -1688695.893376 + Penalty 11038.667886 = -1677657.225490 nChanged 1 SP:Iteration 33Q (5756.400000 sec): 3 clusters Score: Raw -1688696.354712 + Penalty 11038.667886 = -1677657.686826 nChanged 2 SP:Iteration 34Q (5756.460000 sec): 3 clusters Score: Raw -1688697.096820 + Penalty 11038.667886 = -1677658.428934 nChanged 1 SP:Iteration 35Q (5756.520000 sec): 3 clusters Score: Raw -1688697.387484 + Penalty 11038.667886 = -1677658.719598 nChanged 3 SP:Iteration 36Q (5756.580000 sec): 3 clusters Score: Raw -1688699.003513 + Penalty 11038.667886 = -1677660.335627 nChanged 0 SP:Iteration 37F (5756.640000 sec): 3 clusters Score: Raw -1688699.003513 + Penalty 11038.667886 = -1677660.335627 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 3 (20392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5756.790000 sec): 2 clusters Score: Raw -4406037.725083 + Penalty 6077.774992 = -4399959.950091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5756.960000 sec): 3 clusters Score: Raw -4395359.633142 + Penalty 12155.549984 = -4383204.083158 nChanged 8312 SP:Iteration 1F (5757.130000 sec): 3 clusters Score: Raw -4399777.162923 + Penalty 12155.549984 = -4387621.612939 nChanged 1319 SP:Iteration 2F (5757.300000 sec): 3 clusters Score: Raw -4400466.632727 + Penalty 12155.549984 = -4388311.082743 nChanged 1050 SP:Iteration 3F (5757.470000 sec): 3 clusters Score: Raw -4401017.821235 + Penalty 12155.549984 = -4388862.271251 nChanged 878 SP:Iteration 4Q (5757.640000 sec): 3 clusters Score: Raw -4401501.097303 + Penalty 12155.549984 = -4389345.547319 nChanged 779 SP:Iteration 5Q (5757.820000 sec): 3 clusters Score: Raw -4401975.724605 + Penalty 12155.549984 = -4389820.174621 nChanged 753 SP:Iteration 6Q (5757.990000 sec): 3 clusters Score: Raw -4402398.872202 + Penalty 12155.549984 = -4390243.322218 nChanged 670 SP:Iteration 7Q (5758.160000 sec): 3 clusters Score: Raw -4402752.468362 + Penalty 12155.549984 = -4390596.918378 nChanged 635 SP:Iteration 8Q (5758.320000 sec): 3 clusters Score: Raw -4403047.441729 + Penalty 12155.549984 = -4390891.891745 nChanged 544 SP:Iteration 9Q (5758.490000 sec): 3 clusters Score: Raw -4403277.304396 + Penalty 12155.549984 = -4391121.754412 nChanged 495 SP:Iteration 10Q (5758.660000 sec): 3 clusters Score: Raw -4403480.189576 + Penalty 12155.549984 = -4391324.639592 nChanged 456 SP:Iteration 11Q (5758.820000 sec): 3 clusters Score: Raw -4403672.529081 + Penalty 12155.549984 = -4391516.979097 nChanged 436 SP:Iteration 12Q (5758.990000 sec): 3 clusters Score: Raw -4403846.935934 + Penalty 12155.549984 = -4391691.385950 nChanged 435 SP:Iteration 13Q (5759.160000 sec): 3 clusters Score: Raw -4404020.557129 + Penalty 12155.549984 = -4391865.007145 nChanged 413 SP:Iteration 14Q (5759.320000 sec): 3 clusters Score: Raw -4404175.412164 + Penalty 12155.549984 = -4392019.862180 nChanged 392 SP:Iteration 15Q (5759.490000 sec): 3 clusters Score: Raw -4404321.420579 + Penalty 12155.549984 = -4392165.870595 nChanged 378 SP:Iteration 16Q (5759.660000 sec): 3 clusters Score: Raw -4404457.619967 + Penalty 12155.549984 = -4392302.069983 nChanged 357 SP:Iteration 17Q (5759.820000 sec): 3 clusters Score: Raw -4404584.006001 + Penalty 12155.549984 = -4392428.456018 nChanged 337 SP:Iteration 18Q (5759.980000 sec): 3 clusters Score: Raw -4404694.557127 + Penalty 12155.549984 = -4392539.007143 nChanged 312 SP:Iteration 19Q (5760.150000 sec): 3 clusters Score: Raw -4404793.564152 + Penalty 12155.549984 = -4392638.014168 nChanged 282 SP:Iteration 20F (5760.320000 sec): 3 clusters Score: Raw -4404888.128363 + Penalty 12155.549984 = -4392732.578379 nChanged 277 SP:Iteration 21Q (5760.490000 sec): 3 clusters Score: Raw -4404977.063454 + Penalty 12155.549984 = -4392821.513470 nChanged 270 SP:Iteration 22Q (5760.650000 sec): 3 clusters Score: Raw -4405063.797800 + Penalty 12155.549984 = -4392908.247816 nChanged 256 SP:Iteration 23Q (5760.820000 sec): 3 clusters Score: Raw -4405149.990217 + Penalty 12155.549984 = -4392994.440233 nChanged 272 SP:Iteration 24Q (5760.980000 sec): 3 clusters Score: Raw -4405240.315720 + Penalty 12155.549984 = -4393084.765736 nChanged 281 SP:Iteration 25Q (5761.150000 sec): 3 clusters Score: Raw -4405341.001694 + Penalty 12155.549984 = -4393185.451710 nChanged 315 SP:Iteration 26Q (5761.320000 sec): 3 clusters Score: Raw -4405462.918507 + Penalty 12155.549984 = -4393307.368523 nChanged 320 SP:Iteration 27Q (5761.480000 sec): 3 clusters Score: Raw -4405590.558635 + Penalty 12155.549984 = -4393435.008651 nChanged 327 SP:Iteration 28Q (5761.650000 sec): 3 clusters Score: Raw -4405735.709604 + Penalty 12155.549984 = -4393580.159620 nChanged 375 SP:Iteration 29Q (5761.810000 sec): 3 clusters Score: Raw -4405916.261491 + Penalty 12155.549984 = -4393760.711507 nChanged 399 SP:Iteration 30Q (5761.980000 sec): 3 clusters Score: Raw -4406117.048398 + Penalty 12155.549984 = -4393961.498415 nChanged 396 SP:Iteration 31Q (5762.140000 sec): 3 clusters Score: Raw -4406339.146040 + Penalty 12155.549984 = -4394183.596056 nChanged 420 SP:Iteration 32Q (5762.310000 sec): 3 clusters Score: Raw -4406576.916613 + Penalty 12155.549984 = -4394421.366629 nChanged 402 SP:Iteration 33Q (5762.470000 sec): 3 clusters Score: Raw -4406833.491502 + Penalty 12155.549984 = -4394677.941518 nChanged 385 SP:Iteration 34Q (5762.630000 sec): 3 clusters Score: Raw -4407054.472493 + Penalty 12155.549984 = -4394898.922509 nChanged 341 SP:Iteration 35Q (5762.790000 sec): 3 clusters Score: Raw -4407234.926701 + Penalty 12155.549984 = -4395079.376717 nChanged 284 SP:Iteration 36Q (5762.940000 sec): 3 clusters Score: Raw -4407362.449565 + Penalty 12155.549984 = -4395206.899581 nChanged 244 SP:Iteration 37Q (5763.100000 sec): 3 clusters Score: Raw -4407471.653359 + Penalty 12155.549984 = -4395316.103375 nChanged 237 SP:Iteration 38Q (5763.250000 sec): 3 clusters Score: Raw -4407580.992456 + Penalty 12155.549984 = -4395425.442472 nChanged 222 SP:Iteration 39Q (5763.410000 sec): 3 clusters Score: Raw -4407684.186066 + Penalty 12155.549984 = -4395528.636082 nChanged 221 SP:Iteration 40F (5763.580000 sec): 3 clusters Score: Raw -4407789.374675 + Penalty 12155.549984 = -4395633.824691 nChanged 196 SP:Iteration 41Q (5763.730000 sec): 3 clusters Score: Raw -4407880.922143 + Penalty 12155.549984 = -4395725.372159 nChanged 196 SP:Iteration 42Q (5763.880000 sec): 3 clusters Score: Raw -4407968.838385 + Penalty 12155.549984 = -4395813.288401 nChanged 163 SP:Iteration 43Q (5764.030000 sec): 3 clusters Score: Raw -4408039.198895 + Penalty 12155.549984 = -4395883.648911 nChanged 131 SP:Iteration 44Q (5764.180000 sec): 3 clusters Score: Raw -4408098.987728 + Penalty 12155.549984 = -4395943.437744 nChanged 115 SP:Iteration 45Q (5764.320000 sec): 3 clusters Score: Raw -4408151.109834 + Penalty 12155.549984 = -4395995.559850 nChanged 95 SP:Iteration 46Q (5764.470000 sec): 3 clusters Score: Raw -4408194.304827 + Penalty 12155.549984 = -4396038.754843 nChanged 74 SP:Iteration 47Q (5764.610000 sec): 3 clusters Score: Raw -4408227.531823 + Penalty 12155.549984 = -4396071.981839 nChanged 73 SP:Iteration 48Q (5764.760000 sec): 3 clusters Score: Raw -4408263.041444 + Penalty 12155.549984 = -4396107.491460 nChanged 78 SP:Iteration 49Q (5764.900000 sec): 3 clusters Score: Raw -4408303.452397 + Penalty 12155.549984 = -4396147.902413 nChanged 64 SP:Iteration 50Q (5765.040000 sec): 3 clusters Score: Raw -4408333.812779 + Penalty 12155.549984 = -4396178.262795 nChanged 64 SP:Iteration 51Q (5765.180000 sec): 3 clusters Score: Raw -4408365.744947 + Penalty 12155.549984 = -4396210.194963 nChanged 58 SP:Iteration 52Q (5765.320000 sec): 3 clusters Score: Raw -4408388.683830 + Penalty 12155.549984 = -4396233.133846 nChanged 48 SP:Iteration 53Q (5765.460000 sec): 3 clusters Score: Raw -4408410.127710 + Penalty 12155.549984 = -4396254.577726 nChanged 46 SP:Iteration 54Q (5765.600000 sec): 3 clusters Score: Raw -4408431.265831 + Penalty 12155.549984 = -4396275.715848 nChanged 37 SP:Iteration 55Q (5765.740000 sec): 3 clusters Score: Raw -4408449.147351 + Penalty 12155.549984 = -4396293.597367 nChanged 48 SP:Iteration 56Q (5765.870000 sec): 3 clusters Score: Raw -4408472.457997 + Penalty 12155.549984 = -4396316.908013 nChanged 39 SP:Iteration 57Q (5766.010000 sec): 3 clusters Score: Raw -4408490.738384 + Penalty 12155.549984 = -4396335.188400 nChanged 38 SP:Iteration 58Q (5766.140000 sec): 3 clusters Score: Raw -4408509.485977 + Penalty 12155.549984 = -4396353.935993 nChanged 38 SP:Iteration 59Q (5766.280000 sec): 3 clusters Score: Raw -4408530.829192 + Penalty 12155.549984 = -4396375.279208 nChanged 41 SP:Iteration 60F (5766.450000 sec): 3 clusters Score: Raw -4408553.396091 + Penalty 12155.549984 = -4396397.846107 nChanged 36 SP:Iteration 61Q (5766.580000 sec): 3 clusters Score: Raw -4408572.060062 + Penalty 12155.549984 = -4396416.510078 nChanged 34 SP:Iteration 62Q (5766.720000 sec): 3 clusters Score: Raw -4408585.603757 + Penalty 12155.549984 = -4396430.053773 nChanged 19 SP:Iteration 63Q (5766.850000 sec): 3 clusters Score: Raw -4408594.003940 + Penalty 12155.549984 = -4396438.453956 nChanged 16 SP:Iteration 64Q (5766.980000 sec): 3 clusters Score: Raw -4408600.081638 + Penalty 12155.549984 = -4396444.531654 nChanged 17 SP:Iteration 65Q (5767.110000 sec): 3 clusters Score: Raw -4408606.927611 + Penalty 12155.549984 = -4396451.377627 nChanged 8 SP:Iteration 66Q (5767.240000 sec): 3 clusters Score: Raw -4408609.568926 + Penalty 12155.549984 = -4396454.018942 nChanged 7 SP:Iteration 67Q (5767.370000 sec): 3 clusters Score: Raw -4408612.140753 + Penalty 12155.549984 = -4396456.590769 nChanged 9 SP:Iteration 68Q (5767.510000 sec): 3 clusters Score: Raw -4408615.687712 + Penalty 12155.549984 = -4396460.137728 nChanged 11 SP:Iteration 69Q (5767.640000 sec): 3 clusters Score: Raw -4408620.771733 + Penalty 12155.549984 = -4396465.221750 nChanged 15 SP:Iteration 70Q (5767.770000 sec): 3 clusters Score: Raw -4408630.002893 + Penalty 12155.549984 = -4396474.452909 nChanged 18 SP:Iteration 71Q (5767.900000 sec): 3 clusters Score: Raw -4408640.340166 + Penalty 12155.549984 = -4396484.790182 nChanged 18 SP:Iteration 72Q (5768.030000 sec): 3 clusters Score: Raw -4408649.027292 + Penalty 12155.549984 = -4396493.477308 nChanged 15 SP:Iteration 73Q (5768.160000 sec): 3 clusters Score: Raw -4408655.191331 + Penalty 12155.549984 = -4396499.641347 nChanged 12 SP:Iteration 74Q (5768.300000 sec): 3 clusters Score: Raw -4408660.056019 + Penalty 12155.549984 = -4396504.506035 nChanged 10 SP:Iteration 75Q (5768.430000 sec): 3 clusters Score: Raw -4408664.534255 + Penalty 12155.549984 = -4396508.984272 nChanged 9 SP:Iteration 76Q (5768.560000 sec): 3 clusters Score: Raw -4408668.311280 + Penalty 12155.549984 = -4396512.761296 nChanged 11 SP:Iteration 77Q (5768.680000 sec): 3 clusters Score: Raw -4408672.607144 + Penalty 12155.549984 = -4396517.057160 nChanged 9 SP:Iteration 78Q (5768.820000 sec): 3 clusters Score: Raw -4408676.365247 + Penalty 12155.549984 = -4396520.815263 nChanged 8 SP:Iteration 79Q (5768.940000 sec): 3 clusters Score: Raw -4408679.615395 + Penalty 12155.549984 = -4396524.065411 nChanged 7 SP:Iteration 80F (5769.110000 sec): 3 clusters Score: Raw -4408682.454903 + Penalty 12155.549984 = -4396526.904919 nChanged 3 SP:Iteration 81Q (5769.240000 sec): 3 clusters Score: Raw -4408683.722978 + Penalty 12155.549984 = -4396528.172994 nChanged 1 SP:Iteration 82Q (5769.370000 sec): 3 clusters Score: Raw -4408684.091362 + Penalty 12155.549984 = -4396528.541378 nChanged 2 SP:Iteration 83Q (5769.500000 sec): 3 clusters Score: Raw -4408684.901193 + Penalty 12155.549984 = -4396529.351209 nChanged 2 SP:Iteration 84Q (5769.630000 sec): 3 clusters Score: Raw -4408685.616716 + Penalty 12155.549984 = -4396530.066732 nChanged 1 SP:Iteration 85Q (5769.760000 sec): 3 clusters Score: Raw -4408686.028467 + Penalty 12155.549984 = -4396530.478483 nChanged 2 SP:Iteration 86Q (5769.890000 sec): 3 clusters Score: Raw -4408686.925408 + Penalty 12155.549984 = -4396531.375424 nChanged 0 SP:Iteration 87F (5770.060000 sec): 3 clusters Score: Raw -4408686.925408 + Penalty 12155.549984 = -4396531.375424 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 4 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5770.080000 sec): 2 clusters Score: Raw -290159.656640 + Penalty 4426.943280 = -285732.713359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5770.090000 sec): 3 clusters Score: Raw -290124.052755 + Penalty 8853.886561 = -281270.166194 nChanged 237 SP:Iteration 1F (5770.100000 sec): 3 clusters Score: Raw -290542.818303 + Penalty 8853.886561 = -281688.931742 nChanged 69 SP:Iteration 2F (5770.120000 sec): 3 clusters Score: Raw -290688.212961 + Penalty 8853.886561 = -281834.326401 nChanged 21 SP:Iteration 3Q (5770.130000 sec): 3 clusters Score: Raw -290740.371073 + Penalty 8853.886561 = -281886.484512 nChanged 14 SP:Iteration 4Q (5770.140000 sec): 3 clusters Score: Raw -290770.620557 + Penalty 8853.886561 = -281916.733997 nChanged 12 SP:Iteration 5Q (5770.150000 sec): 3 clusters Score: Raw -290793.744104 + Penalty 8853.886561 = -281939.857543 nChanged 14 SP:Iteration 6Q (5770.160000 sec): 3 clusters Score: Raw -290822.507739 + Penalty 8853.886561 = -281968.621178 nChanged 10 SP:Iteration 7Q (5770.180000 sec): 3 clusters Score: Raw -290841.495655 + Penalty 8853.886561 = -281987.609094 nChanged 6 SP:Iteration 8Q (5770.180000 sec): 3 clusters Score: Raw -290854.755783 + Penalty 8853.886561 = -282000.869223 nChanged 2 SP:Iteration 9Q (5770.200000 sec): 3 clusters Score: Raw -290857.825678 + Penalty 8853.886561 = -282003.939118 nChanged 0 SP:Iteration 10F (5770.210000 sec): 3 clusters Score: Raw -290857.825678 + Penalty 8853.886561 = -282003.939118 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 5 (306290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5772.390000 sec): 2 clusters Score: Raw -65829561.422958 + Penalty 7737.276182 = -65821824.146776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5774.950000 sec): 3 clusters Score: Raw -65631465.338669 + Penalty 15474.552365 = -65615990.786304 nChanged 146109 SP:Iteration 1F (5777.500000 sec): 3 clusters Score: Raw -65716303.318505 + Penalty 15474.552365 = -65700828.766141 nChanged 9172 SP:Iteration 2Q (5780.070000 sec): 3 clusters Score: Raw -65718360.524518 + Penalty 15474.552365 = -65702885.972154 nChanged 9728 SP:Iteration 3Q (5782.630000 sec): 3 clusters Score: Raw -65720994.009059 + Penalty 15474.552365 = -65705519.456695 nChanged 11490 SP:Iteration 4Q (5785.190000 sec): 3 clusters Score: Raw -65725001.527953 + Penalty 15474.552365 = -65709526.975589 nChanged 14628 SP:Iteration 5Q (5787.760000 sec): 3 clusters Score: Raw -65731950.360307 + Penalty 15474.552365 = -65716475.807942 nChanged 19543 SP:Iteration 6F (5790.300000 sec): 3 clusters Score: Raw -65744270.350272 + Penalty 15474.552365 = -65728795.797907 nChanged 25009 SP:Iteration 7F (5792.850000 sec): 3 clusters Score: Raw -65764417.656533 + Penalty 15474.552365 = -65748943.104168 nChanged 27305 SP:Iteration 8F (5795.380000 sec): 3 clusters Score: Raw -65790231.407291 + Penalty 15474.552365 = -65774756.854926 nChanged 22167 SP:Iteration 9F (5797.910000 sec): 3 clusters Score: Raw -65812090.310886 + Penalty 15474.552365 = -65796615.758521 nChanged 12448 SP:Iteration 10Q (5800.300000 sec): 3 clusters Score: Raw -65823942.316803 + Penalty 15474.552365 = -65808467.764439 nChanged 5013 SP:Iteration 11Q (5802.470000 sec): 3 clusters Score: Raw -65828459.636877 + Penalty 15474.552365 = -65812985.084513 nChanged 1912 SP:Iteration 12Q (5804.440000 sec): 3 clusters Score: Raw -65830287.710326 + Penalty 15474.552365 = -65814813.157962 nChanged 845 SP:Iteration 13Q (5806.290000 sec): 3 clusters Score: Raw -65831175.531096 + Penalty 15474.552365 = -65815700.978731 nChanged 550 SP:Iteration 14Q (5808.080000 sec): 3 clusters Score: Raw -65831753.806443 + Penalty 15474.552365 = -65816279.254079 nChanged 448 SP:Iteration 15Q (5809.840000 sec): 3 clusters Score: Raw -65832171.895488 + Penalty 15474.552365 = -65816697.343123 nChanged 361 SP:Iteration 16Q (5811.580000 sec): 3 clusters Score: Raw -65832496.512023 + Penalty 15474.552365 = -65817021.959658 nChanged 350 SP:Iteration 17Q (5813.320000 sec): 3 clusters Score: Raw -65832756.977659 + Penalty 15474.552365 = -65817282.425295 nChanged 285 SP:Iteration 18Q (5815.040000 sec): 3 clusters Score: Raw -65832960.381322 + Penalty 15474.552365 = -65817485.828958 nChanged 235 SP:Iteration 19Q (5816.770000 sec): 3 clusters Score: Raw -65833125.850839 + Penalty 15474.552365 = -65817651.298475 nChanged 207 SP:Iteration 20F (5819.270000 sec): 3 clusters Score: Raw -65833262.544500 + Penalty 15474.552365 = -65817787.992135 nChanged 208 SP:Iteration 21Q (5821.000000 sec): 3 clusters Score: Raw -65833385.824224 + Penalty 15474.552365 = -65817911.271859 nChanged 170 SP:Iteration 22Q (5822.720000 sec): 3 clusters Score: Raw -65833475.190564 + Penalty 15474.552365 = -65818000.638200 nChanged 136 SP:Iteration 23Q (5824.440000 sec): 3 clusters Score: Raw -65833537.036043 + Penalty 15474.552365 = -65818062.483679 nChanged 112 SP:Iteration 24Q (5826.150000 sec): 3 clusters Score: Raw -65833580.076032 + Penalty 15474.552365 = -65818105.523667 nChanged 91 SP:Iteration 25Q (5827.870000 sec): 3 clusters Score: Raw -65833610.438200 + Penalty 15474.552365 = -65818135.885835 nChanged 74 SP:Iteration 26Q (5829.590000 sec): 3 clusters Score: Raw -65833635.673521 + Penalty 15474.552365 = -65818161.121156 nChanged 71 SP:Iteration 27Q (5831.320000 sec): 3 clusters Score: Raw -65833661.877765 + Penalty 15474.552365 = -65818187.325401 nChanged 53 SP:Iteration 28Q (5833.040000 sec): 3 clusters Score: Raw -65833680.169077 + Penalty 15474.552365 = -65818205.616713 nChanged 59 SP:Iteration 29Q (5834.760000 sec): 3 clusters Score: Raw -65833700.349409 + Penalty 15474.552365 = -65818225.797044 nChanged 40 SP:Iteration 30Q (5836.580000 sec): 3 clusters Score: Raw -65833709.843371 + Penalty 15474.552365 = -65818235.291006 nChanged 25 SP:Iteration 31Q (5838.350000 sec): 3 clusters Score: Raw -65833717.655983 + Penalty 15474.552365 = -65818243.103618 nChanged 23 SP:Iteration 32Q (5840.080000 sec): 3 clusters Score: Raw -65833724.107263 + Penalty 15474.552365 = -65818249.554899 nChanged 12 SP:Iteration 33Q (5841.800000 sec): 3 clusters Score: Raw -65833727.250293 + Penalty 15474.552365 = -65818252.697929 nChanged 17 SP:Iteration 34Q (5843.510000 sec): 3 clusters Score: Raw -65833731.108057 + Penalty 15474.552365 = -65818256.555692 nChanged 13 SP:Iteration 35Q (5845.220000 sec): 3 clusters Score: Raw -65833734.311131 + Penalty 15474.552365 = -65818259.758766 nChanged 8 SP:Iteration 36Q (5846.940000 sec): 3 clusters Score: Raw -65833736.562469 + Penalty 15474.552365 = -65818262.010105 nChanged 12 SP:Iteration 37Q (5848.660000 sec): 3 clusters Score: Raw -65833739.269835 + Penalty 15474.552365 = -65818264.717471 nChanged 10 SP:Iteration 38Q (5850.380000 sec): 3 clusters Score: Raw -65833742.779345 + Penalty 15474.552365 = -65818268.226981 nChanged 13 SP:Iteration 39Q (5852.100000 sec): 3 clusters Score: Raw -65833747.011636 + Penalty 15474.552365 = -65818272.459272 nChanged 13 SP:Iteration 40F (5854.610000 sec): 3 clusters Score: Raw -65833750.159185 + Penalty 15474.552365 = -65818275.606821 nChanged 12 SP:Iteration 41Q (5856.340000 sec): 3 clusters Score: Raw -65833753.701568 + Penalty 15474.552365 = -65818279.149203 nChanged 12 SP:Iteration 42Q (5858.060000 sec): 3 clusters Score: Raw -65833756.955887 + Penalty 15474.552365 = -65818282.403522 nChanged 9 SP:Iteration 43Q (5859.790000 sec): 3 clusters Score: Raw -65833759.408568 + Penalty 15474.552365 = -65818284.856203 nChanged 11 SP:Iteration 44Q (5861.520000 sec): 3 clusters Score: Raw -65833762.693688 + Penalty 15474.552365 = -65818288.141323 nChanged 2 SP:Iteration 45Q (5863.250000 sec): 3 clusters Score: Raw -65833763.255288 + Penalty 15474.552365 = -65818288.702924 nChanged 3 SP:Iteration 46Q (5864.970000 sec): 3 clusters Score: Raw -65833764.034738 + Penalty 15474.552365 = -65818289.482373 nChanged 8 SP:Iteration 47Q (5866.700000 sec): 3 clusters Score: Raw -65833766.066350 + Penalty 15474.552365 = -65818291.513985 nChanged 5 SP:Iteration 48Q (5868.440000 sec): 3 clusters Score: Raw -65833767.088514 + Penalty 15474.552365 = -65818292.536150 nChanged 4 SP:Iteration 49Q (5870.160000 sec): 3 clusters Score: Raw -65833767.835052 + Penalty 15474.552365 = -65818293.282688 nChanged 2 SP:Iteration 50Q (5871.890000 sec): 3 clusters Score: Raw -65833768.403664 + Penalty 15474.552365 = -65818293.851300 nChanged 7 SP:Iteration 51Q (5873.610000 sec): 3 clusters Score: Raw -65833769.753704 + Penalty 15474.552365 = -65818295.201340 nChanged 6 SP:Iteration 52Q (5875.330000 sec): 3 clusters Score: Raw -65833771.144496 + Penalty 15474.552365 = -65818296.592131 nChanged 5 SP:Iteration 53Q (5877.060000 sec): 3 clusters Score: Raw -65833772.265266 + Penalty 15474.552365 = -65818297.712901 nChanged 6 SP:Iteration 54Q (5878.790000 sec): 3 clusters Score: Raw -65833773.781362 + Penalty 15474.552365 = -65818299.228997 nChanged 3 SP:Iteration 55Q (5880.520000 sec): 3 clusters Score: Raw -65833774.385508 + Penalty 15474.552365 = -65818299.833143 nChanged 1 SP:Iteration 56Q (5882.250000 sec): 3 clusters Score: Raw -65833774.579039 + Penalty 15474.552365 = -65818300.026675 nChanged 0 SP:Iteration 57F (5884.780000 sec): 3 clusters Score: Raw -65833774.579039 + Penalty 15474.552365 = -65818300.026675 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 6 (1547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5884.970000 sec): 2 clusters Score: Raw -319705.309248 + Penalty 4498.244621 = -315207.064627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5884.980000 sec): 3 clusters Score: Raw -319781.859727 + Penalty 8996.489242 = -310785.370485 nChanged 357 SP:Iteration 1F (5884.990000 sec): 3 clusters Score: Raw -320920.983504 + Penalty 8996.489242 = -311924.494262 nChanged 203 SP:Iteration 2F (5885.010000 sec): 3 clusters Score: Raw -321936.259611 + Penalty 8996.489242 = -312939.770369 nChanged 166 SP:Iteration 3F (5885.020000 sec): 3 clusters Score: Raw -322963.560888 + Penalty 8996.489242 = -313967.071646 nChanged 81 SP:Iteration 4F (5885.030000 sec): 3 clusters Score: Raw -323395.636052 + Penalty 8996.489242 = -314399.146810 nChanged 52 SP:Iteration 5Q (5885.040000 sec): 3 clusters Score: Raw -323751.679679 + Penalty 8996.489242 = -314755.190437 nChanged 29 SP:Iteration 6Q (5885.050000 sec): 3 clusters Score: Raw -323892.648881 + Penalty 8996.489242 = -314896.159639 nChanged 15 SP:Iteration 7Q (5885.060000 sec): 3 clusters Score: Raw -323950.773959 + Penalty 8996.489242 = -314954.284717 nChanged 11 SP:Iteration 8Q (5885.070000 sec): 3 clusters Score: Raw -323995.974247 + Penalty 8996.489242 = -314999.485005 nChanged 8 SP:Iteration 9Q (5885.080000 sec): 3 clusters Score: Raw -324020.275912 + Penalty 8996.489242 = -315023.786670 nChanged 4 SP:Iteration 10Q (5885.090000 sec): 3 clusters Score: Raw -324034.817225 + Penalty 8996.489242 = -315038.327983 nChanged 1 SP:Iteration 11Q (5885.100000 sec): 3 clusters Score: Raw -324037.319369 + Penalty 8996.489242 = -315040.830127 nChanged 0 SP:Iteration 12F (5885.110000 sec): 3 clusters Score: Raw -324037.319369 + Penalty 8996.489242 = -315040.830127 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 7 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5885.120000 sec): 2 clusters Score: Raw -177277.839273 + Penalty 4124.208659 = -173153.630614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5885.130000 sec): 3 clusters Score: Raw -177481.598685 + Penalty 8248.417318 = -169233.181368 nChanged 100 SP:Iteration 1F (5885.130000 sec): 3 clusters Score: Raw -177796.872816 + Penalty 8248.417318 = -169548.455498 nChanged 38 SP:Iteration 2Q (5885.140000 sec): 3 clusters Score: Raw -177923.798085 + Penalty 8248.417318 = -169675.380768 nChanged 20 SP:Iteration 3Q (5885.150000 sec): 3 clusters Score: Raw -177986.502278 + Penalty 8248.417318 = -169738.084961 nChanged 11 SP:Iteration 4Q (5885.160000 sec): 3 clusters Score: Raw -178022.498584 + Penalty 8248.417318 = -169774.081267 nChanged 2 SP:Iteration 5Q (5885.160000 sec): 3 clusters Score: Raw -178027.088718 + Penalty 8248.417318 = -169778.671401 nChanged 1 SP:Iteration 6Q (5885.170000 sec): 3 clusters Score: Raw -178030.642597 + Penalty 8248.417318 = -169782.225279 nChanged 1 SP:Iteration 7Q (5885.180000 sec): 3 clusters Score: Raw -178034.162895 + Penalty 8248.417318 = -169785.745577 nChanged 3 SP:Iteration 8Q (5885.180000 sec): 3 clusters Score: Raw -178042.398294 + Penalty 8248.417318 = -169793.980977 nChanged 2 SP:Iteration 9Q (5885.190000 sec): 3 clusters Score: Raw -178045.879497 + Penalty 8248.417318 = -169797.462179 nChanged 0 SP:Iteration 10F (5885.200000 sec): 3 clusters Score: Raw -178045.879497 + Penalty 8248.417318 = -169797.462179 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 8 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5885.210000 sec): 2 clusters Score: Raw -329213.632079 + Penalty 4501.009863 = -324712.622216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5885.230000 sec): 3 clusters Score: Raw -329055.317711 + Penalty 9002.019725 = -320053.297986 nChanged 297 SP:Iteration 1F (5885.240000 sec): 3 clusters Score: Raw -329550.371764 + Penalty 9002.019725 = -320548.352039 nChanged 85 SP:Iteration 2F (5885.250000 sec): 3 clusters Score: Raw -329784.510097 + Penalty 9002.019725 = -320782.490371 nChanged 54 SP:Iteration 3Q (5885.260000 sec): 3 clusters Score: Raw -329950.426757 + Penalty 9002.019725 = -320948.407031 nChanged 45 SP:Iteration 4Q (5885.280000 sec): 3 clusters Score: Raw -330109.275921 + Penalty 9002.019725 = -321107.256195 nChanged 55 SP:Iteration 5Q (5885.290000 sec): 3 clusters Score: Raw -330259.109548 + Penalty 9002.019725 = -321257.089822 nChanged 35 SP:Iteration 6Q (5885.300000 sec): 3 clusters Score: Raw -330375.114659 + Penalty 9002.019725 = -321373.094934 nChanged 29 SP:Iteration 7Q (5885.310000 sec): 3 clusters Score: Raw -330454.682799 + Penalty 9002.019725 = -321452.663073 nChanged 28 SP:Iteration 8Q (5885.330000 sec): 3 clusters Score: Raw -330530.718114 + Penalty 9002.019725 = -321528.698389 nChanged 21 SP:Iteration 9Q (5885.340000 sec): 3 clusters Score: Raw -330582.825520 + Penalty 9002.019725 = -321580.805795 nChanged 10 SP:Iteration 10Q (5885.350000 sec): 3 clusters Score: Raw -330613.384664 + Penalty 9002.019725 = -321611.364939 nChanged 12 SP:Iteration 11Q (5885.360000 sec): 3 clusters Score: Raw -330635.928395 + Penalty 9002.019725 = -321633.908669 nChanged 6 SP:Iteration 12Q (5885.370000 sec): 3 clusters Score: Raw -330647.054903 + Penalty 9002.019725 = -321645.035178 nChanged 4 SP:Iteration 13Q (5885.380000 sec): 3 clusters Score: Raw -330653.659108 + Penalty 9002.019725 = -321651.639383 nChanged 3 SP:Iteration 14Q (5885.390000 sec): 3 clusters Score: Raw -330658.744267 + Penalty 9002.019725 = -321656.724541 nChanged 1 SP:Iteration 15Q (5885.410000 sec): 3 clusters Score: Raw -330659.847475 + Penalty 9002.019725 = -321657.827750 nChanged 1 SP:Iteration 16Q (5885.420000 sec): 3 clusters Score: Raw -330662.018904 + Penalty 9002.019725 = -321659.999178 nChanged 2 SP:Iteration 17Q (5885.430000 sec): 3 clusters Score: Raw -330664.586723 + Penalty 9002.019725 = -321662.566998 nChanged 0 SP:Iteration 18F (5885.440000 sec): 3 clusters Score: Raw -330664.586723 + Penalty 9002.019725 = -321662.566998 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 9 (32265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5885.670000 sec): 2 clusters Score: Raw -7305189.588092 + Penalty 6358.814727 = -7298830.773365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5885.950000 sec): 3 clusters Score: Raw -7287202.037685 + Penalty 12717.629455 = -7274484.408231 nChanged 13648 SP:Iteration 1F (5886.220000 sec): 3 clusters Score: Raw -7294328.314669 + Penalty 12717.629455 = -7281610.685215 nChanged 1840 SP:Iteration 2F (5886.490000 sec): 3 clusters Score: Raw -7295058.138778 + Penalty 12717.629455 = -7282340.509323 nChanged 1459 SP:Iteration 3Q (5886.760000 sec): 3 clusters Score: Raw -7295572.354443 + Penalty 12717.629455 = -7282854.724988 nChanged 1191 SP:Iteration 4Q (5887.030000 sec): 3 clusters Score: Raw -7295972.409602 + Penalty 12717.629455 = -7283254.780147 nChanged 996 SP:Iteration 5Q (5887.300000 sec): 3 clusters Score: Raw -7296326.221947 + Penalty 12717.629455 = -7283608.592493 nChanged 930 SP:Iteration 6Q (5887.570000 sec): 3 clusters Score: Raw -7296647.293810 + Penalty 12717.629455 = -7283929.664355 nChanged 866 SP:Iteration 7Q (5887.850000 sec): 3 clusters Score: Raw -7296967.933777 + Penalty 12717.629455 = -7284250.304322 nChanged 883 SP:Iteration 8Q (5888.110000 sec): 3 clusters Score: Raw -7297308.196607 + Penalty 12717.629455 = -7284590.567153 nChanged 915 SP:Iteration 9Q (5888.390000 sec): 3 clusters Score: Raw -7297707.565961 + Penalty 12717.629455 = -7284989.936506 nChanged 1033 SP:Iteration 10Q (5888.650000 sec): 3 clusters Score: Raw -7298183.565066 + Penalty 12717.629455 = -7285465.935611 nChanged 1174 SP:Iteration 11Q (5888.930000 sec): 3 clusters Score: Raw -7298795.229228 + Penalty 12717.629455 = -7286077.599774 nChanged 1352 SP:Iteration 12Q (5889.190000 sec): 3 clusters Score: Raw -7299609.799499 + Penalty 12717.629455 = -7286892.170044 nChanged 1470 SP:Iteration 13Q (5889.460000 sec): 3 clusters Score: Raw -7300620.604286 + Penalty 12717.629455 = -7287902.974831 nChanged 1511 SP:Iteration 14Q (5889.730000 sec): 3 clusters Score: Raw -7301763.561813 + Penalty 12717.629455 = -7289045.932358 nChanged 1374 SP:Iteration 15Q (5889.990000 sec): 3 clusters Score: Raw -7302843.774883 + Penalty 12717.629455 = -7290126.145429 nChanged 1156 SP:Iteration 16Q (5890.240000 sec): 3 clusters Score: Raw -7303812.670857 + Penalty 12717.629455 = -7291095.041403 nChanged 851 SP:Iteration 17Q (5890.480000 sec): 3 clusters Score: Raw -7304529.271635 + Penalty 12717.629455 = -7291811.642180 nChanged 529 SP:Iteration 18Q (5890.710000 sec): 3 clusters Score: Raw -7304977.543482 + Penalty 12717.629455 = -7292259.914027 nChanged 328 SP:Iteration 19Q (5890.920000 sec): 3 clusters Score: Raw -7305285.924690 + Penalty 12717.629455 = -7292568.295235 nChanged 188 SP:Iteration 20F (5891.190000 sec): 3 clusters Score: Raw -7305464.371595 + Penalty 12717.629455 = -7292746.742140 nChanged 125 SP:Iteration 21Q (5891.390000 sec): 3 clusters Score: Raw -7305575.750980 + Penalty 12717.629455 = -7292858.121525 nChanged 86 SP:Iteration 22Q (5891.600000 sec): 3 clusters Score: Raw -7305660.789758 + Penalty 12717.629455 = -7292943.160303 nChanged 63 SP:Iteration 23Q (5891.800000 sec): 3 clusters Score: Raw -7305718.740482 + Penalty 12717.629455 = -7293001.111027 nChanged 46 SP:Iteration 24Q (5891.990000 sec): 3 clusters Score: Raw -7305763.774160 + Penalty 12717.629455 = -7293046.144705 nChanged 33 SP:Iteration 25Q (5892.190000 sec): 3 clusters Score: Raw -7305798.970989 + Penalty 12717.629455 = -7293081.341534 nChanged 36 SP:Iteration 26Q (5892.390000 sec): 3 clusters Score: Raw -7305836.704817 + Penalty 12717.629455 = -7293119.075362 nChanged 35 SP:Iteration 27Q (5892.580000 sec): 3 clusters Score: Raw -7305873.009555 + Penalty 12717.629455 = -7293155.380101 nChanged 20 SP:Iteration 28Q (5892.770000 sec): 3 clusters Score: Raw -7305892.457937 + Penalty 12717.629455 = -7293174.828483 nChanged 15 SP:Iteration 29Q (5892.960000 sec): 3 clusters Score: Raw -7305906.378993 + Penalty 12717.629455 = -7293188.749538 nChanged 8 SP:Iteration 30Q (5893.150000 sec): 3 clusters Score: Raw -7305913.257554 + Penalty 12717.629455 = -7293195.628099 nChanged 8 SP:Iteration 31Q (5893.340000 sec): 3 clusters Score: Raw -7305921.563177 + Penalty 12717.629455 = -7293203.933722 nChanged 5 SP:Iteration 32Q (5893.530000 sec): 3 clusters Score: Raw -7305927.748029 + Penalty 12717.629455 = -7293210.118574 nChanged 6 SP:Iteration 33Q (5893.730000 sec): 3 clusters Score: Raw -7305933.392526 + Penalty 12717.629455 = -7293215.763072 nChanged 5 SP:Iteration 34Q (5893.920000 sec): 3 clusters Score: Raw -7305937.338683 + Penalty 12717.629455 = -7293219.709228 nChanged 1 SP:Iteration 35Q (5894.110000 sec): 3 clusters Score: Raw -7305938.542232 + Penalty 12717.629455 = -7293220.912777 nChanged 2 SP:Iteration 36Q (5894.300000 sec): 3 clusters Score: Raw -7305940.168479 + Penalty 12717.629455 = -7293222.539024 nChanged 0 SP:Iteration 37F (5894.570000 sec): 3 clusters Score: Raw -7305940.168479 + Penalty 12717.629455 = -7293222.539024 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 11 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5894.610000 sec): 2 clusters Score: Raw -679863.949048 + Penalty 4935.337694 = -674928.611354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5894.630000 sec): 3 clusters Score: Raw -678962.366560 + Penalty 9870.675389 = -669091.691171 nChanged 884 SP:Iteration 1F (5894.660000 sec): 3 clusters Score: Raw -679769.137110 + Penalty 9870.675389 = -669898.461722 nChanged 208 SP:Iteration 2F (5894.680000 sec): 3 clusters Score: Raw -679996.809944 + Penalty 9870.675389 = -670126.134555 nChanged 99 SP:Iteration 3Q (5894.710000 sec): 3 clusters Score: Raw -680104.263000 + Penalty 9870.675389 = -670233.587611 nChanged 54 SP:Iteration 4Q (5894.730000 sec): 3 clusters Score: Raw -680164.889776 + Penalty 9870.675389 = -670294.214387 nChanged 36 SP:Iteration 5Q (5894.760000 sec): 3 clusters Score: Raw -680199.318277 + Penalty 9870.675389 = -670328.642888 nChanged 18 SP:Iteration 6Q (5894.790000 sec): 3 clusters Score: Raw -680215.781248 + Penalty 9870.675389 = -670345.105859 nChanged 15 SP:Iteration 7Q (5894.810000 sec): 3 clusters Score: Raw -680226.383221 + Penalty 9870.675389 = -670355.707833 nChanged 9 SP:Iteration 8Q (5894.840000 sec): 3 clusters Score: Raw -680234.886966 + Penalty 9870.675389 = -670364.211577 nChanged 12 SP:Iteration 9Q (5894.860000 sec): 3 clusters Score: Raw -680248.721094 + Penalty 9870.675389 = -670378.045705 nChanged 9 SP:Iteration 10Q (5894.890000 sec): 3 clusters Score: Raw -680257.499348 + Penalty 9870.675389 = -670386.823959 nChanged 6 SP:Iteration 11Q (5894.910000 sec): 3 clusters Score: Raw -680262.561927 + Penalty 9870.675389 = -670391.886539 nChanged 4 SP:Iteration 12Q (5894.940000 sec): 3 clusters Score: Raw -680265.023891 + Penalty 9870.675389 = -670394.348502 nChanged 1 SP:Iteration 13Q (5894.970000 sec): 3 clusters Score: Raw -680266.004492 + Penalty 9870.675389 = -670395.329103 nChanged 0 SP:Iteration 14F (5894.990000 sec): 3 clusters Score: Raw -680266.004492 + Penalty 9870.675389 = -670395.329103 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 12 (24243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5895.160000 sec): 2 clusters Score: Raw -5114970.182689 + Penalty 6183.728457 = -5108786.454232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5895.370000 sec): 3 clusters Score: Raw -5101978.854528 + Penalty 12367.456914 = -5089611.397614 nChanged 9970 SP:Iteration 1F (5895.570000 sec): 3 clusters Score: Raw -5107291.770823 + Penalty 12367.456914 = -5094924.313910 nChanged 1549 SP:Iteration 2F (5895.770000 sec): 3 clusters Score: Raw -5108068.373984 + Penalty 12367.456914 = -5095700.917070 nChanged 1289 SP:Iteration 3F (5895.980000 sec): 3 clusters Score: Raw -5108670.987814 + Penalty 12367.456914 = -5096303.530900 nChanged 1026 SP:Iteration 4Q (5896.180000 sec): 3 clusters Score: Raw -5109180.971269 + Penalty 12367.456914 = -5096813.514355 nChanged 960 SP:Iteration 5Q (5896.390000 sec): 3 clusters Score: Raw -5109647.848302 + Penalty 12367.456914 = -5097280.391389 nChanged 838 SP:Iteration 6Q (5896.590000 sec): 3 clusters Score: Raw -5110088.759582 + Penalty 12367.456914 = -5097721.302668 nChanged 797 SP:Iteration 7Q (5896.800000 sec): 3 clusters Score: Raw -5110468.271392 + Penalty 12367.456914 = -5098100.814479 nChanged 728 SP:Iteration 8Q (5897.000000 sec): 3 clusters Score: Raw -5110841.321466 + Penalty 12367.456914 = -5098473.864552 nChanged 760 SP:Iteration 9Q (5897.200000 sec): 3 clusters Score: Raw -5111238.885003 + Penalty 12367.456914 = -5098871.428089 nChanged 773 SP:Iteration 10Q (5897.400000 sec): 3 clusters Score: Raw -5111660.460265 + Penalty 12367.456914 = -5099293.003352 nChanged 754 SP:Iteration 11Q (5897.600000 sec): 3 clusters Score: Raw -5112095.789167 + Penalty 12367.456914 = -5099728.332253 nChanged 756 SP:Iteration 12Q (5897.790000 sec): 3 clusters Score: Raw -5112562.042519 + Penalty 12367.456914 = -5100194.585606 nChanged 753 SP:Iteration 13Q (5897.990000 sec): 3 clusters Score: Raw -5113032.045605 + Penalty 12367.456914 = -5100664.588692 nChanged 723 SP:Iteration 14Q (5898.180000 sec): 3 clusters Score: Raw -5113465.154829 + Penalty 12367.456914 = -5101097.697915 nChanged 640 SP:Iteration 15Q (5898.370000 sec): 3 clusters Score: Raw -5113884.014186 + Penalty 12367.456914 = -5101516.557272 nChanged 575 SP:Iteration 16Q (5898.560000 sec): 3 clusters Score: Raw -5114252.679970 + Penalty 12367.456914 = -5101885.223057 nChanged 468 SP:Iteration 17Q (5898.740000 sec): 3 clusters Score: Raw -5114569.161477 + Penalty 12367.456914 = -5102201.704563 nChanged 379 SP:Iteration 18Q (5898.930000 sec): 3 clusters Score: Raw -5114826.622842 + Penalty 12367.456914 = -5102459.165928 nChanged 296 SP:Iteration 19Q (5899.100000 sec): 3 clusters Score: Raw -5115032.780277 + Penalty 12367.456914 = -5102665.323363 nChanged 211 SP:Iteration 20F (5899.300000 sec): 3 clusters Score: Raw -5115176.946633 + Penalty 12367.456914 = -5102809.489720 nChanged 165 SP:Iteration 21Q (5899.470000 sec): 3 clusters Score: Raw -5115287.991511 + Penalty 12367.456914 = -5102920.534597 nChanged 140 SP:Iteration 22Q (5899.640000 sec): 3 clusters Score: Raw -5115381.832001 + Penalty 12367.456914 = -5103014.375088 nChanged 95 SP:Iteration 23Q (5899.810000 sec): 3 clusters Score: Raw -5115447.117471 + Penalty 12367.456914 = -5103079.660557 nChanged 88 SP:Iteration 24Q (5899.980000 sec): 3 clusters Score: Raw -5115513.933025 + Penalty 12367.456914 = -5103146.476112 nChanged 81 SP:Iteration 25Q (5900.140000 sec): 3 clusters Score: Raw -5115567.667878 + Penalty 12367.456914 = -5103200.210964 nChanged 47 SP:Iteration 26Q (5900.310000 sec): 3 clusters Score: Raw -5115599.329266 + Penalty 12367.456914 = -5103231.872352 nChanged 43 SP:Iteration 27Q (5900.470000 sec): 3 clusters Score: Raw -5115627.307440 + Penalty 12367.456914 = -5103259.850526 nChanged 26 SP:Iteration 28Q (5900.630000 sec): 3 clusters Score: Raw -5115643.909832 + Penalty 12367.456914 = -5103276.452918 nChanged 25 SP:Iteration 29Q (5900.790000 sec): 3 clusters Score: Raw -5115664.322669 + Penalty 12367.456914 = -5103296.865755 nChanged 28 SP:Iteration 30Q (5900.950000 sec): 3 clusters Score: Raw -5115687.480616 + Penalty 12367.456914 = -5103320.023702 nChanged 27 SP:Iteration 31Q (5901.110000 sec): 3 clusters Score: Raw -5115703.478750 + Penalty 12367.456914 = -5103336.021837 nChanged 19 SP:Iteration 32Q (5901.270000 sec): 3 clusters Score: Raw -5115717.211542 + Penalty 12367.456914 = -5103349.754628 nChanged 23 SP:Iteration 33Q (5901.430000 sec): 3 clusters Score: Raw -5115732.703940 + Penalty 12367.456914 = -5103365.247026 nChanged 15 SP:Iteration 34Q (5901.580000 sec): 3 clusters Score: Raw -5115742.394859 + Penalty 12367.456914 = -5103374.937946 nChanged 11 SP:Iteration 35Q (5901.740000 sec): 3 clusters Score: Raw -5115750.720507 + Penalty 12367.456914 = -5103383.263594 nChanged 10 SP:Iteration 36Q (5901.900000 sec): 3 clusters Score: Raw -5115757.862697 + Penalty 12367.456914 = -5103390.405784 nChanged 7 SP:Iteration 37Q (5902.060000 sec): 3 clusters Score: Raw -5115762.913254 + Penalty 12367.456914 = -5103395.456341 nChanged 6 SP:Iteration 38Q (5902.210000 sec): 3 clusters Score: Raw -5115767.079539 + Penalty 12367.456914 = -5103399.622625 nChanged 5 SP:Iteration 39Q (5902.370000 sec): 3 clusters Score: Raw -5115771.167715 + Penalty 12367.456914 = -5103403.710801 nChanged 2 SP:Iteration 40F (5902.570000 sec): 3 clusters Score: Raw -5115772.384325 + Penalty 12367.456914 = -5103404.927411 nChanged 1 SP:Iteration 41Q (5902.730000 sec): 3 clusters Score: Raw -5115773.184583 + Penalty 12367.456914 = -5103405.727669 nChanged 1 SP:Iteration 42Q (5902.890000 sec): 3 clusters Score: Raw -5115774.235011 + Penalty 12367.456914 = -5103406.778097 nChanged 2 SP:Iteration 43Q (5903.050000 sec): 3 clusters Score: Raw -5115775.365117 + Penalty 12367.456914 = -5103407.908204 nChanged 2 SP:Iteration 44Q (5903.210000 sec): 3 clusters Score: Raw -5115776.365147 + Penalty 12367.456914 = -5103408.908233 nChanged 0 SP:Iteration 45F (5903.410000 sec): 3 clusters Score: Raw -5115776.365147 + Penalty 12367.456914 = -5103408.908233 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 13 (18493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5903.530000 sec): 2 clusters Score: Raw -4024158.587025 + Penalty 6017.902881 = -4018140.684144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5903.690000 sec): 3 clusters Score: Raw -4014501.035590 + Penalty 12035.805762 = -4002465.229828 nChanged 7429 SP:Iteration 1F (5903.840000 sec): 3 clusters Score: Raw -4018402.999965 + Penalty 12035.805762 = -4006367.194202 nChanged 1220 SP:Iteration 2F (5904.000000 sec): 3 clusters Score: Raw -4018981.178099 + Penalty 12035.805762 = -4006945.372336 nChanged 930 SP:Iteration 3F (5904.150000 sec): 3 clusters Score: Raw -4019426.367657 + Penalty 12035.805762 = -4007390.561894 nChanged 754 SP:Iteration 4Q (5904.310000 sec): 3 clusters Score: Raw -4019800.162563 + Penalty 12035.805762 = -4007764.356801 nChanged 728 SP:Iteration 5Q (5904.460000 sec): 3 clusters Score: Raw -4020173.365083 + Penalty 12035.805762 = -4008137.559321 nChanged 734 SP:Iteration 6Q (5904.620000 sec): 3 clusters Score: Raw -4020571.951392 + Penalty 12035.805762 = -4008536.145629 nChanged 724 SP:Iteration 7Q (5904.770000 sec): 3 clusters Score: Raw -4020961.567958 + Penalty 12035.805762 = -4008925.762196 nChanged 716 SP:Iteration 8Q (5904.920000 sec): 3 clusters Score: Raw -4021409.908325 + Penalty 12035.805762 = -4009374.102562 nChanged 726 SP:Iteration 9Q (5905.080000 sec): 3 clusters Score: Raw -4021884.709979 + Penalty 12035.805762 = -4009848.904217 nChanged 696 SP:Iteration 10Q (5905.230000 sec): 3 clusters Score: Raw -4022374.824707 + Penalty 12035.805762 = -4010339.018945 nChanged 659 SP:Iteration 11Q (5905.380000 sec): 3 clusters Score: Raw -4022840.097465 + Penalty 12035.805762 = -4010804.291703 nChanged 573 SP:Iteration 12Q (5905.530000 sec): 3 clusters Score: Raw -4023235.219281 + Penalty 12035.805762 = -4011199.413518 nChanged 460 SP:Iteration 13Q (5905.680000 sec): 3 clusters Score: Raw -4023559.042473 + Penalty 12035.805762 = -4011523.236710 nChanged 360 SP:Iteration 14Q (5905.830000 sec): 3 clusters Score: Raw -4023814.781021 + Penalty 12035.805762 = -4011778.975259 nChanged 300 SP:Iteration 15Q (5905.980000 sec): 3 clusters Score: Raw -4024037.007165 + Penalty 12035.805762 = -4012001.201403 nChanged 249 SP:Iteration 16Q (5906.120000 sec): 3 clusters Score: Raw -4024212.063368 + Penalty 12035.805762 = -4012176.257606 nChanged 183 SP:Iteration 17Q (5906.270000 sec): 3 clusters Score: Raw -4024330.781522 + Penalty 12035.805762 = -4012294.975759 nChanged 132 SP:Iteration 18Q (5906.410000 sec): 3 clusters Score: Raw -4024425.233496 + Penalty 12035.805762 = -4012389.427733 nChanged 111 SP:Iteration 19Q (5906.550000 sec): 3 clusters Score: Raw -4024504.556129 + Penalty 12035.805762 = -4012468.750367 nChanged 82 SP:Iteration 20F (5906.700000 sec): 3 clusters Score: Raw -4024569.180758 + Penalty 12035.805762 = -4012533.374996 nChanged 78 SP:Iteration 21Q (5906.840000 sec): 3 clusters Score: Raw -4024624.740140 + Penalty 12035.805762 = -4012588.934377 nChanged 49 SP:Iteration 22Q (5906.970000 sec): 3 clusters Score: Raw -4024660.463572 + Penalty 12035.805762 = -4012624.657809 nChanged 38 SP:Iteration 23Q (5907.100000 sec): 3 clusters Score: Raw -4024689.824229 + Penalty 12035.805762 = -4012654.018467 nChanged 36 SP:Iteration 24Q (5907.240000 sec): 3 clusters Score: Raw -4024711.369885 + Penalty 12035.805762 = -4012675.564123 nChanged 22 SP:Iteration 25Q (5907.370000 sec): 3 clusters Score: Raw -4024725.586943 + Penalty 12035.805762 = -4012689.781180 nChanged 24 SP:Iteration 26Q (5907.500000 sec): 3 clusters Score: Raw -4024743.020106 + Penalty 12035.805762 = -4012707.214343 nChanged 16 SP:Iteration 27Q (5907.640000 sec): 3 clusters Score: Raw -4024754.162072 + Penalty 12035.805762 = -4012718.356310 nChanged 19 SP:Iteration 28Q (5907.780000 sec): 3 clusters Score: Raw -4024768.981823 + Penalty 12035.805762 = -4012733.176060 nChanged 21 SP:Iteration 29Q (5907.910000 sec): 3 clusters Score: Raw -4024783.875212 + Penalty 12035.805762 = -4012748.069450 nChanged 15 SP:Iteration 30Q (5908.040000 sec): 3 clusters Score: Raw -4024794.815942 + Penalty 12035.805762 = -4012759.010179 nChanged 15 SP:Iteration 31Q (5908.170000 sec): 3 clusters Score: Raw -4024805.114899 + Penalty 12035.805762 = -4012769.309136 nChanged 12 SP:Iteration 32Q (5908.300000 sec): 3 clusters Score: Raw -4024813.852616 + Penalty 12035.805762 = -4012778.046854 nChanged 15 SP:Iteration 33Q (5908.430000 sec): 3 clusters Score: Raw -4024825.030958 + Penalty 12035.805762 = -4012789.225196 nChanged 13 SP:Iteration 34Q (5908.560000 sec): 3 clusters Score: Raw -4024835.032069 + Penalty 12035.805762 = -4012799.226307 nChanged 16 SP:Iteration 35Q (5908.690000 sec): 3 clusters Score: Raw -4024847.713668 + Penalty 12035.805762 = -4012811.907905 nChanged 12 SP:Iteration 36Q (5908.820000 sec): 3 clusters Score: Raw -4024857.039281 + Penalty 12035.805762 = -4012821.233518 nChanged 10 SP:Iteration 37Q (5908.950000 sec): 3 clusters Score: Raw -4024863.190804 + Penalty 12035.805762 = -4012827.385042 nChanged 6 SP:Iteration 38Q (5909.080000 sec): 3 clusters Score: Raw -4024867.447667 + Penalty 12035.805762 = -4012831.641905 nChanged 7 SP:Iteration 39Q (5909.210000 sec): 3 clusters Score: Raw -4024873.026006 + Penalty 12035.805762 = -4012837.220243 nChanged 9 SP:Iteration 40F (5909.360000 sec): 3 clusters Score: Raw -4024882.517815 + Penalty 12035.805762 = -4012846.712052 nChanged 11 SP:Iteration 41Q (5909.490000 sec): 3 clusters Score: Raw -4024890.675445 + Penalty 12035.805762 = -4012854.869683 nChanged 10 SP:Iteration 42Q (5909.620000 sec): 3 clusters Score: Raw -4024898.611004 + Penalty 12035.805762 = -4012862.805242 nChanged 6 SP:Iteration 43Q (5909.750000 sec): 3 clusters Score: Raw -4024901.924632 + Penalty 12035.805762 = -4012866.118870 nChanged 3 SP:Iteration 44Q (5909.880000 sec): 3 clusters Score: Raw -4024903.367711 + Penalty 12035.805762 = -4012867.561949 nChanged 3 SP:Iteration 45Q (5910.010000 sec): 3 clusters Score: Raw -4024905.453464 + Penalty 12035.805762 = -4012869.647701 nChanged 3 SP:Iteration 46Q (5910.140000 sec): 3 clusters Score: Raw -4024908.627729 + Penalty 12035.805762 = -4012872.821967 nChanged 4 SP:Iteration 47Q (5910.270000 sec): 3 clusters Score: Raw -4024912.608119 + Penalty 12035.805762 = -4012876.802357 nChanged 4 SP:Iteration 48Q (5910.400000 sec): 3 clusters Score: Raw -4024916.388766 + Penalty 12035.805762 = -4012880.583004 nChanged 6 SP:Iteration 49Q (5910.530000 sec): 3 clusters Score: Raw -4024920.178550 + Penalty 12035.805762 = -4012884.372788 nChanged 3 SP:Iteration 50Q (5910.650000 sec): 3 clusters Score: Raw -4024922.212790 + Penalty 12035.805762 = -4012886.407028 nChanged 3 SP:Iteration 51Q (5910.780000 sec): 3 clusters Score: Raw -4024923.911295 + Penalty 12035.805762 = -4012888.105533 nChanged 1 SP:Iteration 52Q (5910.910000 sec): 3 clusters Score: Raw -4024924.261039 + Penalty 12035.805762 = -4012888.455276 nChanged 0 SP:Iteration 53F (5911.060000 sec): 3 clusters Score: Raw -4024924.261039 + Penalty 12035.805762 = -4012888.455276 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 14 (11289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5911.140000 sec): 2 clusters Score: Raw -2378628.393222 + Penalty 5715.595249 = -2372912.797974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5911.240000 sec): 3 clusters Score: Raw -2373286.010108 + Penalty 11431.190497 = -2361854.819611 nChanged 4322 SP:Iteration 1F (5911.330000 sec): 3 clusters Score: Raw -2375671.459322 + Penalty 11431.190497 = -2364240.268825 nChanged 807 SP:Iteration 2F (5911.430000 sec): 3 clusters Score: Raw -2376157.889513 + Penalty 11431.190497 = -2364726.699016 nChanged 547 SP:Iteration 3Q (5911.520000 sec): 3 clusters Score: Raw -2376446.133611 + Penalty 11431.190497 = -2365014.943114 nChanged 388 SP:Iteration 4Q (5911.620000 sec): 3 clusters Score: Raw -2376642.845109 + Penalty 11431.190497 = -2365211.654612 nChanged 287 SP:Iteration 5Q (5911.710000 sec): 3 clusters Score: Raw -2376787.474469 + Penalty 11431.190497 = -2365356.283972 nChanged 249 SP:Iteration 6Q (5911.800000 sec): 3 clusters Score: Raw -2376922.197115 + Penalty 11431.190497 = -2365491.006618 nChanged 239 SP:Iteration 7Q (5911.900000 sec): 3 clusters Score: Raw -2377031.341026 + Penalty 11431.190497 = -2365600.150529 nChanged 204 SP:Iteration 8Q (5911.990000 sec): 3 clusters Score: Raw -2377121.251542 + Penalty 11431.190497 = -2365690.061045 nChanged 177 SP:Iteration 9Q (5912.090000 sec): 3 clusters Score: Raw -2377196.639434 + Penalty 11431.190497 = -2365765.448937 nChanged 164 SP:Iteration 10Q (5912.180000 sec): 3 clusters Score: Raw -2377279.700639 + Penalty 11431.190497 = -2365848.510142 nChanged 180 SP:Iteration 11Q (5912.280000 sec): 3 clusters Score: Raw -2377365.978101 + Penalty 11431.190497 = -2365934.787604 nChanged 175 SP:Iteration 12Q (5912.380000 sec): 3 clusters Score: Raw -2377449.640581 + Penalty 11431.190497 = -2366018.450084 nChanged 194 SP:Iteration 13Q (5912.470000 sec): 3 clusters Score: Raw -2377538.285477 + Penalty 11431.190497 = -2366107.094980 nChanged 178 SP:Iteration 14Q (5912.560000 sec): 3 clusters Score: Raw -2377621.302216 + Penalty 11431.190497 = -2366190.111719 nChanged 179 SP:Iteration 15Q (5912.660000 sec): 3 clusters Score: Raw -2377706.742736 + Penalty 11431.190497 = -2366275.552239 nChanged 209 SP:Iteration 16Q (5912.750000 sec): 3 clusters Score: Raw -2377804.821565 + Penalty 11431.190497 = -2366373.631068 nChanged 199 SP:Iteration 17Q (5912.840000 sec): 3 clusters Score: Raw -2377896.015821 + Penalty 11431.190497 = -2366464.825324 nChanged 187 SP:Iteration 18Q (5912.940000 sec): 3 clusters Score: Raw -2377986.526267 + Penalty 11431.190497 = -2366555.335770 nChanged 197 SP:Iteration 19Q (5913.030000 sec): 3 clusters Score: Raw -2378075.139691 + Penalty 11431.190497 = -2366643.949194 nChanged 200 SP:Iteration 20F (5913.120000 sec): 3 clusters Score: Raw -2378171.378316 + Penalty 11431.190497 = -2366740.187819 nChanged 215 SP:Iteration 21Q (5913.220000 sec): 3 clusters Score: Raw -2378278.915680 + Penalty 11431.190497 = -2366847.725183 nChanged 211 SP:Iteration 22Q (5913.310000 sec): 3 clusters Score: Raw -2378380.098508 + Penalty 11431.190497 = -2366948.908011 nChanged 187 SP:Iteration 23Q (5913.400000 sec): 3 clusters Score: Raw -2378472.530475 + Penalty 11431.190497 = -2367041.339978 nChanged 190 SP:Iteration 24Q (5913.490000 sec): 3 clusters Score: Raw -2378572.411411 + Penalty 11431.190497 = -2367141.220914 nChanged 195 SP:Iteration 25Q (5913.580000 sec): 3 clusters Score: Raw -2378679.715655 + Penalty 11431.190497 = -2367248.525158 nChanged 194 SP:Iteration 26Q (5913.680000 sec): 3 clusters Score: Raw -2378776.051780 + Penalty 11431.190497 = -2367344.861283 nChanged 171 SP:Iteration 27Q (5913.770000 sec): 3 clusters Score: Raw -2378873.038437 + Penalty 11431.190497 = -2367441.847940 nChanged 194 SP:Iteration 28Q (5913.860000 sec): 3 clusters Score: Raw -2378973.015413 + Penalty 11431.190497 = -2367541.824916 nChanged 167 SP:Iteration 29Q (5913.960000 sec): 3 clusters Score: Raw -2379073.213761 + Penalty 11431.190497 = -2367642.023264 nChanged 179 SP:Iteration 30Q (5914.050000 sec): 3 clusters Score: Raw -2379183.186028 + Penalty 11431.190497 = -2367751.995530 nChanged 179 SP:Iteration 31Q (5914.140000 sec): 3 clusters Score: Raw -2379288.570998 + Penalty 11431.190497 = -2367857.380501 nChanged 163 SP:Iteration 32Q (5914.230000 sec): 3 clusters Score: Raw -2379391.404774 + Penalty 11431.190497 = -2367960.214277 nChanged 153 SP:Iteration 33Q (5914.320000 sec): 3 clusters Score: Raw -2379485.209192 + Penalty 11431.190497 = -2368054.018695 nChanged 129 SP:Iteration 34Q (5914.420000 sec): 3 clusters Score: Raw -2379564.738963 + Penalty 11431.190497 = -2368133.548466 nChanged 117 SP:Iteration 35Q (5914.510000 sec): 3 clusters Score: Raw -2379634.310849 + Penalty 11431.190497 = -2368203.120352 nChanged 96 SP:Iteration 36Q (5914.600000 sec): 3 clusters Score: Raw -2379690.299216 + Penalty 11431.190497 = -2368259.108719 nChanged 83 SP:Iteration 37Q (5914.690000 sec): 3 clusters Score: Raw -2379736.824969 + Penalty 11431.190497 = -2368305.634472 nChanged 65 SP:Iteration 38Q (5914.780000 sec): 3 clusters Score: Raw -2379775.795101 + Penalty 11431.190497 = -2368344.604604 nChanged 60 SP:Iteration 39Q (5914.870000 sec): 3 clusters Score: Raw -2379805.757632 + Penalty 11431.190497 = -2368374.567135 nChanged 49 SP:Iteration 40F (5914.960000 sec): 3 clusters Score: Raw -2379835.464134 + Penalty 11431.190497 = -2368404.273636 nChanged 57 SP:Iteration 41Q (5915.050000 sec): 3 clusters Score: Raw -2379867.429986 + Penalty 11431.190497 = -2368436.239489 nChanged 44 SP:Iteration 42Q (5915.140000 sec): 3 clusters Score: Raw -2379892.740306 + Penalty 11431.190497 = -2368461.549809 nChanged 44 SP:Iteration 43Q (5915.230000 sec): 3 clusters Score: Raw -2379915.994402 + Penalty 11431.190497 = -2368484.803905 nChanged 31 SP:Iteration 44Q (5915.320000 sec): 3 clusters Score: Raw -2379933.728553 + Penalty 11431.190497 = -2368502.538056 nChanged 33 SP:Iteration 45Q (5915.410000 sec): 3 clusters Score: Raw -2379951.217868 + Penalty 11431.190497 = -2368520.027371 nChanged 31 SP:Iteration 46Q (5915.500000 sec): 3 clusters Score: Raw -2379970.274263 + Penalty 11431.190497 = -2368539.083766 nChanged 18 SP:Iteration 47Q (5915.580000 sec): 3 clusters Score: Raw -2379981.201143 + Penalty 11431.190497 = -2368550.010646 nChanged 11 SP:Iteration 48Q (5915.670000 sec): 3 clusters Score: Raw -2379987.122745 + Penalty 11431.190497 = -2368555.932248 nChanged 13 SP:Iteration 49Q (5915.760000 sec): 3 clusters Score: Raw -2379994.128926 + Penalty 11431.190497 = -2368562.938428 nChanged 7 SP:Iteration 50Q (5915.850000 sec): 3 clusters Score: Raw -2379998.792781 + Penalty 11431.190497 = -2368567.602283 nChanged 11 SP:Iteration 51Q (5915.940000 sec): 3 clusters Score: Raw -2380005.692342 + Penalty 11431.190497 = -2368574.501845 nChanged 10 SP:Iteration 52Q (5916.030000 sec): 3 clusters Score: Raw -2380011.161175 + Penalty 11431.190497 = -2368579.970677 nChanged 7 SP:Iteration 53Q (5916.120000 sec): 3 clusters Score: Raw -2380014.913993 + Penalty 11431.190497 = -2368583.723496 nChanged 4 SP:Iteration 54Q (5916.200000 sec): 3 clusters Score: Raw -2380016.696409 + Penalty 11431.190497 = -2368585.505912 nChanged 7 SP:Iteration 55Q (5916.290000 sec): 3 clusters Score: Raw -2380020.581104 + Penalty 11431.190497 = -2368589.390607 nChanged 8 SP:Iteration 56Q (5916.380000 sec): 3 clusters Score: Raw -2380024.740126 + Penalty 11431.190497 = -2368593.549629 nChanged 4 SP:Iteration 57Q (5916.470000 sec): 3 clusters Score: Raw -2380026.865696 + Penalty 11431.190497 = -2368595.675199 nChanged 5 SP:Iteration 58Q (5916.550000 sec): 3 clusters Score: Raw -2380028.838055 + Penalty 11431.190497 = -2368597.647558 nChanged 5 SP:Iteration 59Q (5916.640000 sec): 3 clusters Score: Raw -2380030.901961 + Penalty 11431.190497 = -2368599.711464 nChanged 4 SP:Iteration 60F (5916.740000 sec): 3 clusters Score: Raw -2380033.187789 + Penalty 11431.190497 = -2368601.997292 nChanged 4 SP:Iteration 61Q (5916.820000 sec): 3 clusters Score: Raw -2380034.829705 + Penalty 11431.190497 = -2368603.639208 nChanged 5 SP:Iteration 62Q (5916.910000 sec): 3 clusters Score: Raw -2380037.077613 + Penalty 11431.190497 = -2368605.887116 nChanged 2 SP:Iteration 63Q (5917.000000 sec): 3 clusters Score: Raw -2380038.442638 + Penalty 11431.190497 = -2368607.252141 nChanged 3 SP:Iteration 64Q (5917.080000 sec): 3 clusters Score: Raw -2380040.924758 + Penalty 11431.190497 = -2368609.734261 nChanged 3 SP:Iteration 65Q (5917.170000 sec): 3 clusters Score: Raw -2380042.202449 + Penalty 11431.190497 = -2368611.011952 nChanged 3 SP:Iteration 66Q (5917.260000 sec): 3 clusters Score: Raw -2380043.629541 + Penalty 11431.190497 = -2368612.439044 nChanged 7 SP:Iteration 67Q (5917.340000 sec): 3 clusters Score: Raw -2380047.353394 + Penalty 11431.190497 = -2368616.162897 nChanged 5 SP:Iteration 68Q (5917.430000 sec): 3 clusters Score: Raw -2380050.298685 + Penalty 11431.190497 = -2368619.108188 nChanged 6 SP:Iteration 69Q (5917.520000 sec): 3 clusters Score: Raw -2380055.033840 + Penalty 11431.190497 = -2368623.843343 nChanged 7 SP:Iteration 70Q (5917.600000 sec): 3 clusters Score: Raw -2380058.412528 + Penalty 11431.190497 = -2368627.222031 nChanged 3 SP:Iteration 71Q (5917.690000 sec): 3 clusters Score: Raw -2380060.459946 + Penalty 11431.190497 = -2368629.269449 nChanged 1 SP:Iteration 72Q (5917.780000 sec): 3 clusters Score: Raw -2380061.234927 + Penalty 11431.190497 = -2368630.044430 nChanged 2 SP:Iteration 73Q (5917.870000 sec): 3 clusters Score: Raw -2380062.151934 + Penalty 11431.190497 = -2368630.961437 nChanged 1 SP:Iteration 74Q (5917.950000 sec): 3 clusters Score: Raw -2380062.710726 + Penalty 11431.190497 = -2368631.520229 nChanged 0 SP:Iteration 75F (5918.050000 sec): 3 clusters Score: Raw -2380062.710726 + Penalty 11431.190497 = -2368631.520229 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 15 (20423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5918.190000 sec): 2 clusters Score: Raw -4326304.233757 + Penalty 6078.705410 = -4320225.528347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5918.360000 sec): 3 clusters Score: Raw -4315661.784272 + Penalty 12157.410820 = -4303504.373452 nChanged 8268 SP:Iteration 1F (5918.530000 sec): 3 clusters Score: Raw -4320164.042132 + Penalty 12157.410820 = -4308006.631312 nChanged 1515 SP:Iteration 2F (5918.700000 sec): 3 clusters Score: Raw -4321087.081304 + Penalty 12157.410820 = -4308929.670485 nChanged 1166 SP:Iteration 3F (5918.870000 sec): 3 clusters Score: Raw -4321856.270618 + Penalty 12157.410820 = -4309698.859798 nChanged 1095 SP:Iteration 4F (5919.040000 sec): 3 clusters Score: Raw -4322667.643104 + Penalty 12157.410820 = -4310510.232284 nChanged 1061 SP:Iteration 5F (5919.210000 sec): 3 clusters Score: Raw -4323473.413764 + Penalty 12157.410820 = -4311316.002944 nChanged 981 SP:Iteration 6Q (5919.380000 sec): 3 clusters Score: Raw -4324180.268230 + Penalty 12157.410820 = -4312022.857410 nChanged 977 SP:Iteration 7Q (5919.540000 sec): 3 clusters Score: Raw -4324900.524266 + Penalty 12157.410820 = -4312743.113446 nChanged 965 SP:Iteration 8Q (5919.710000 sec): 3 clusters Score: Raw -4325549.834424 + Penalty 12157.410820 = -4313392.423604 nChanged 861 SP:Iteration 9Q (5919.880000 sec): 3 clusters Score: Raw -4326145.240496 + Penalty 12157.410820 = -4313987.829676 nChanged 809 SP:Iteration 10Q (5920.040000 sec): 3 clusters Score: Raw -4326787.140187 + Penalty 12157.410820 = -4314629.729367 nChanged 788 SP:Iteration 11Q (5920.200000 sec): 3 clusters Score: Raw -4327482.008924 + Penalty 12157.410820 = -4315324.598105 nChanged 738 SP:Iteration 12Q (5920.370000 sec): 3 clusters Score: Raw -4328227.719615 + Penalty 12157.410820 = -4316070.308795 nChanged 688 SP:Iteration 13Q (5920.520000 sec): 3 clusters Score: Raw -4328995.203508 + Penalty 12157.410820 = -4316837.792688 nChanged 633 SP:Iteration 14Q (5920.680000 sec): 3 clusters Score: Raw -4329724.170243 + Penalty 12157.410820 = -4317566.759423 nChanged 500 SP:Iteration 15Q (5920.820000 sec): 3 clusters Score: Raw -4330249.288763 + Penalty 12157.410820 = -4318091.877943 nChanged 357 SP:Iteration 16Q (5920.970000 sec): 3 clusters Score: Raw -4330537.037759 + Penalty 12157.410820 = -4318379.626939 nChanged 266 SP:Iteration 17Q (5921.100000 sec): 3 clusters Score: Raw -4330710.860261 + Penalty 12157.410820 = -4318553.449441 nChanged 176 SP:Iteration 18Q (5921.240000 sec): 3 clusters Score: Raw -4330815.982932 + Penalty 12157.410820 = -4318658.572112 nChanged 130 SP:Iteration 19Q (5921.370000 sec): 3 clusters Score: Raw -4330878.279844 + Penalty 12157.410820 = -4318720.869024 nChanged 93 SP:Iteration 20F (5921.540000 sec): 3 clusters Score: Raw -4330917.255536 + Penalty 12157.410820 = -4318759.844716 nChanged 68 SP:Iteration 21Q (5921.670000 sec): 3 clusters Score: Raw -4330945.492406 + Penalty 12157.410820 = -4318788.081587 nChanged 47 SP:Iteration 22Q (5921.810000 sec): 3 clusters Score: Raw -4330964.455077 + Penalty 12157.410820 = -4318807.044258 nChanged 35 SP:Iteration 23Q (5921.940000 sec): 3 clusters Score: Raw -4330976.337559 + Penalty 12157.410820 = -4318818.926739 nChanged 35 SP:Iteration 24Q (5922.070000 sec): 3 clusters Score: Raw -4330988.941777 + Penalty 12157.410820 = -4318831.530957 nChanged 20 SP:Iteration 25Q (5922.200000 sec): 3 clusters Score: Raw -4330994.515273 + Penalty 12157.410820 = -4318837.104453 nChanged 17 SP:Iteration 26Q (5922.340000 sec): 3 clusters Score: Raw -4331000.825070 + Penalty 12157.410820 = -4318843.414250 nChanged 21 SP:Iteration 27Q (5922.460000 sec): 3 clusters Score: Raw -4331008.119447 + Penalty 12157.410820 = -4318850.708627 nChanged 12 SP:Iteration 28Q (5922.600000 sec): 3 clusters Score: Raw -4331011.392308 + Penalty 12157.410820 = -4318853.981489 nChanged 8 SP:Iteration 29Q (5922.730000 sec): 3 clusters Score: Raw -4331014.065846 + Penalty 12157.410820 = -4318856.655026 nChanged 12 SP:Iteration 30Q (5922.860000 sec): 3 clusters Score: Raw -4331018.116398 + Penalty 12157.410820 = -4318860.705579 nChanged 10 SP:Iteration 31Q (5922.990000 sec): 3 clusters Score: Raw -4331022.024660 + Penalty 12157.410820 = -4318864.613840 nChanged 9 SP:Iteration 32Q (5923.120000 sec): 3 clusters Score: Raw -4331024.662309 + Penalty 12157.410820 = -4318867.251489 nChanged 10 SP:Iteration 33Q (5923.250000 sec): 3 clusters Score: Raw -4331027.359017 + Penalty 12157.410820 = -4318869.948197 nChanged 9 SP:Iteration 34Q (5923.380000 sec): 3 clusters Score: Raw -4331029.927119 + Penalty 12157.410820 = -4318872.516300 nChanged 5 SP:Iteration 35Q (5923.510000 sec): 3 clusters Score: Raw -4331031.170724 + Penalty 12157.410820 = -4318873.759904 nChanged 4 SP:Iteration 36Q (5923.640000 sec): 3 clusters Score: Raw -4331032.783764 + Penalty 12157.410820 = -4318875.372945 nChanged 6 SP:Iteration 37Q (5923.770000 sec): 3 clusters Score: Raw -4331034.989416 + Penalty 12157.410820 = -4318877.578597 nChanged 4 SP:Iteration 38Q (5923.900000 sec): 3 clusters Score: Raw -4331036.327779 + Penalty 12157.410820 = -4318878.916959 nChanged 2 SP:Iteration 39Q (5924.030000 sec): 3 clusters Score: Raw -4331036.913265 + Penalty 12157.410820 = -4318879.502445 nChanged 5 SP:Iteration 40F (5924.200000 sec): 3 clusters Score: Raw -4331038.267717 + Penalty 12157.410820 = -4318880.856897 nChanged 2 SP:Iteration 41Q (5924.330000 sec): 3 clusters Score: Raw -4331038.904216 + Penalty 12157.410820 = -4318881.493396 nChanged 4 SP:Iteration 42Q (5924.460000 sec): 3 clusters Score: Raw -4331040.665665 + Penalty 12157.410820 = -4318883.254845 nChanged 4 SP:Iteration 43Q (5924.590000 sec): 3 clusters Score: Raw -4331041.667712 + Penalty 12157.410820 = -4318884.256892 nChanged 3 SP:Iteration 44Q (5924.720000 sec): 3 clusters Score: Raw -4331042.399124 + Penalty 12157.410820 = -4318884.988304 nChanged 3 SP:Iteration 45Q (5924.850000 sec): 3 clusters Score: Raw -4331043.406736 + Penalty 12157.410820 = -4318885.995916 nChanged 2 SP:Iteration 46Q (5924.980000 sec): 3 clusters Score: Raw -4331043.801018 + Penalty 12157.410820 = -4318886.390199 nChanged 1 SP:Iteration 47Q (5925.110000 sec): 3 clusters Score: Raw -4331044.245790 + Penalty 12157.410820 = -4318886.834970 nChanged 1 SP:Iteration 48Q (5925.240000 sec): 3 clusters Score: Raw -4331044.666544 + Penalty 12157.410820 = -4318887.255724 nChanged 0 SP:Iteration 49F (5925.400000 sec): 3 clusters Score: Raw -4331044.666544 + Penalty 12157.410820 = -4318887.255724 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 16 (17769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5925.530000 sec): 2 clusters Score: Raw -3867173.040051 + Penalty 5993.441520 = -3861179.598531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5925.680000 sec): 3 clusters Score: Raw -3858112.799872 + Penalty 11986.883040 = -3846125.916832 nChanged 7012 SP:Iteration 1F (5925.820000 sec): 3 clusters Score: Raw -3861796.398197 + Penalty 11986.883040 = -3849809.515157 nChanged 1222 SP:Iteration 2F (5925.970000 sec): 3 clusters Score: Raw -3862463.572082 + Penalty 11986.883040 = -3850476.689042 nChanged 927 SP:Iteration 3F (5926.120000 sec): 3 clusters Score: Raw -3862965.997534 + Penalty 11986.883040 = -3850979.114494 nChanged 817 SP:Iteration 4Q (5926.260000 sec): 3 clusters Score: Raw -3863436.553127 + Penalty 11986.883040 = -3851449.670087 nChanged 727 SP:Iteration 5Q (5926.410000 sec): 3 clusters Score: Raw -3863890.770498 + Penalty 11986.883040 = -3851903.887458 nChanged 695 SP:Iteration 6Q (5926.560000 sec): 3 clusters Score: Raw -3864291.508473 + Penalty 11986.883040 = -3852304.625433 nChanged 683 SP:Iteration 7Q (5926.700000 sec): 3 clusters Score: Raw -3864738.454445 + Penalty 11986.883040 = -3852751.571405 nChanged 684 SP:Iteration 8Q (5926.850000 sec): 3 clusters Score: Raw -3865171.552677 + Penalty 11986.883040 = -3853184.669637 nChanged 675 SP:Iteration 9Q (5926.990000 sec): 3 clusters Score: Raw -3865657.960295 + Penalty 11986.883040 = -3853671.077255 nChanged 737 SP:Iteration 10Q (5927.140000 sec): 3 clusters Score: Raw -3866247.970451 + Penalty 11986.883040 = -3854261.087411 nChanged 747 SP:Iteration 11Q (5927.280000 sec): 3 clusters Score: Raw -3866859.223900 + Penalty 11986.883040 = -3854872.340860 nChanged 826 SP:Iteration 12Q (5927.420000 sec): 3 clusters Score: Raw -3867468.421044 + Penalty 11986.883040 = -3855481.538004 nChanged 718 SP:Iteration 13Q (5927.560000 sec): 3 clusters Score: Raw -3867940.624631 + Penalty 11986.883040 = -3855953.741591 nChanged 700 SP:Iteration 14Q (5927.710000 sec): 3 clusters Score: Raw -3868422.534613 + Penalty 11986.883040 = -3856435.651573 nChanged 614 SP:Iteration 15Q (5927.850000 sec): 3 clusters Score: Raw -3868861.440776 + Penalty 11986.883040 = -3856874.557736 nChanged 573 SP:Iteration 16Q (5927.990000 sec): 3 clusters Score: Raw -3869303.150268 + Penalty 11986.883040 = -3857316.267228 nChanged 539 SP:Iteration 17Q (5928.140000 sec): 3 clusters Score: Raw -3869773.562769 + Penalty 11986.883040 = -3857786.679729 nChanged 463 SP:Iteration 18Q (5928.280000 sec): 3 clusters Score: Raw -3870202.407395 + Penalty 11986.883040 = -3858215.524355 nChanged 362 SP:Iteration 19Q (5928.420000 sec): 3 clusters Score: Raw -3870531.274066 + Penalty 11986.883040 = -3858544.391026 nChanged 277 SP:Iteration 20F (5928.560000 sec): 3 clusters Score: Raw -3870738.389151 + Penalty 11986.883040 = -3858751.506111 nChanged 184 SP:Iteration 21Q (5928.690000 sec): 3 clusters Score: Raw -3870862.272646 + Penalty 11986.883040 = -3858875.389606 nChanged 145 SP:Iteration 22Q (5928.820000 sec): 3 clusters Score: Raw -3870944.229939 + Penalty 11986.883040 = -3858957.346899 nChanged 105 SP:Iteration 23Q (5928.950000 sec): 3 clusters Score: Raw -3870995.654958 + Penalty 11986.883040 = -3859008.771918 nChanged 79 SP:Iteration 24Q (5929.080000 sec): 3 clusters Score: Raw -3871029.721440 + Penalty 11986.883040 = -3859042.838400 nChanged 59 SP:Iteration 25Q (5929.200000 sec): 3 clusters Score: Raw -3871052.593889 + Penalty 11986.883040 = -3859065.710849 nChanged 41 SP:Iteration 26Q (5929.320000 sec): 3 clusters Score: Raw -3871065.518093 + Penalty 11986.883040 = -3859078.635053 nChanged 27 SP:Iteration 27Q (5929.450000 sec): 3 clusters Score: Raw -3871074.452693 + Penalty 11986.883040 = -3859087.569653 nChanged 22 SP:Iteration 28Q (5929.570000 sec): 3 clusters Score: Raw -3871080.721467 + Penalty 11986.883040 = -3859093.838427 nChanged 14 SP:Iteration 29Q (5929.700000 sec): 3 clusters Score: Raw -3871084.747258 + Penalty 11986.883040 = -3859097.864218 nChanged 13 SP:Iteration 30Q (5929.820000 sec): 3 clusters Score: Raw -3871088.375842 + Penalty 11986.883040 = -3859101.492802 nChanged 9 SP:Iteration 31Q (5929.940000 sec): 3 clusters Score: Raw -3871090.726516 + Penalty 11986.883040 = -3859103.843476 nChanged 6 SP:Iteration 32Q (5930.060000 sec): 3 clusters Score: Raw -3871092.189294 + Penalty 11986.883040 = -3859105.306254 nChanged 4 SP:Iteration 33Q (5930.180000 sec): 3 clusters Score: Raw -3871092.829280 + Penalty 11986.883040 = -3859105.946240 nChanged 2 SP:Iteration 34Q (5930.310000 sec): 3 clusters Score: Raw -3871093.294656 + Penalty 11986.883040 = -3859106.411616 nChanged 0 SP:Iteration 35F (5930.460000 sec): 3 clusters Score: Raw -3871093.294656 + Penalty 11986.883040 = -3859106.411616 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 18 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5930.480000 sec): 2 clusters Score: Raw -89556.975349 + Penalty 3716.910673 = -85840.064676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5930.480000 sec): 3 clusters Score: Raw -90017.455958 + Penalty 7433.821346 = -82583.634612 nChanged 30 SP:Iteration 1F (5930.490000 sec): 3 clusters Score: Raw -90190.164604 + Penalty 7433.821346 = -82756.343258 nChanged 9 SP:Iteration 2Q (5930.490000 sec): 3 clusters Score: Raw -90233.566870 + Penalty 7433.821346 = -82799.745524 nChanged 3 SP:Iteration 3Q (5930.490000 sec): 3 clusters Score: Raw -90247.644479 + Penalty 7433.821346 = -82813.823134 nChanged 1 SP:Iteration 4Q (5930.500000 sec): 3 clusters Score: Raw -90256.336519 + Penalty 7433.821346 = -82822.515173 nChanged 0 SP:Iteration 5F (5930.500000 sec): 3 clusters Score: Raw -90256.336519 + Penalty 7433.821346 = -82822.515173 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 19 (7699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5930.560000 sec): 2 clusters Score: Raw -1653818.509329 + Penalty 5481.168009 = -1648337.341320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5930.620000 sec): 3 clusters Score: Raw -1650468.805623 + Penalty 10962.336018 = -1639506.469605 nChanged 2668 SP:Iteration 1F (5930.680000 sec): 3 clusters Score: Raw -1652250.360364 + Penalty 10962.336018 = -1641288.024345 nChanged 607 SP:Iteration 2F (5930.750000 sec): 3 clusters Score: Raw -1652671.622293 + Penalty 10962.336018 = -1641709.286274 nChanged 376 SP:Iteration 3Q (5930.810000 sec): 3 clusters Score: Raw -1652908.205879 + Penalty 10962.336018 = -1641945.869861 nChanged 254 SP:Iteration 4Q (5930.870000 sec): 3 clusters Score: Raw -1653071.204176 + Penalty 10962.336018 = -1642108.868157 nChanged 184 SP:Iteration 5Q (5930.930000 sec): 3 clusters Score: Raw -1653179.928916 + Penalty 10962.336018 = -1642217.592897 nChanged 153 SP:Iteration 6Q (5930.990000 sec): 3 clusters Score: Raw -1653276.829907 + Penalty 10962.336018 = -1642314.493888 nChanged 165 SP:Iteration 7Q (5931.060000 sec): 3 clusters Score: Raw -1653387.295041 + Penalty 10962.336018 = -1642424.959023 nChanged 153 SP:Iteration 8Q (5931.120000 sec): 3 clusters Score: Raw -1653492.098650 + Penalty 10962.336018 = -1642529.762632 nChanged 155 SP:Iteration 9Q (5931.180000 sec): 3 clusters Score: Raw -1653603.307619 + Penalty 10962.336018 = -1642640.971600 nChanged 176 SP:Iteration 10Q (5931.250000 sec): 3 clusters Score: Raw -1653737.210169 + Penalty 10962.336018 = -1642774.874150 nChanged 203 SP:Iteration 11Q (5931.310000 sec): 3 clusters Score: Raw -1653895.834681 + Penalty 10962.336018 = -1642933.498663 nChanged 215 SP:Iteration 12Q (5931.370000 sec): 3 clusters Score: Raw -1654054.125560 + Penalty 10962.336018 = -1643091.789542 nChanged 206 SP:Iteration 13Q (5931.430000 sec): 3 clusters Score: Raw -1654201.450407 + Penalty 10962.336018 = -1643239.114389 nChanged 194 SP:Iteration 14Q (5931.490000 sec): 3 clusters Score: Raw -1654347.194113 + Penalty 10962.336018 = -1643384.858095 nChanged 177 SP:Iteration 15Q (5931.550000 sec): 3 clusters Score: Raw -1654472.765646 + Penalty 10962.336018 = -1643510.429628 nChanged 175 SP:Iteration 16Q (5931.610000 sec): 3 clusters Score: Raw -1654595.065785 + Penalty 10962.336018 = -1643632.729767 nChanged 146 SP:Iteration 17Q (5931.680000 sec): 3 clusters Score: Raw -1654686.010432 + Penalty 10962.336018 = -1643723.674413 nChanged 131 SP:Iteration 18Q (5931.740000 sec): 3 clusters Score: Raw -1654769.755348 + Penalty 10962.336018 = -1643807.419329 nChanged 104 SP:Iteration 19Q (5931.800000 sec): 3 clusters Score: Raw -1654833.042286 + Penalty 10962.336018 = -1643870.706267 nChanged 80 SP:Iteration 20F (5931.860000 sec): 3 clusters Score: Raw -1654878.549172 + Penalty 10962.336018 = -1643916.213154 nChanged 73 SP:Iteration 21Q (5931.920000 sec): 3 clusters Score: Raw -1654926.507482 + Penalty 10962.336018 = -1643964.171463 nChanged 69 SP:Iteration 22Q (5931.980000 sec): 3 clusters Score: Raw -1654971.335899 + Penalty 10962.336018 = -1644008.999881 nChanged 69 SP:Iteration 23Q (5932.050000 sec): 3 clusters Score: Raw -1655014.866094 + Penalty 10962.336018 = -1644052.530076 nChanged 61 SP:Iteration 24Q (5932.110000 sec): 3 clusters Score: Raw -1655051.721321 + Penalty 10962.336018 = -1644089.385302 nChanged 58 SP:Iteration 25Q (5932.170000 sec): 3 clusters Score: Raw -1655080.678370 + Penalty 10962.336018 = -1644118.342351 nChanged 43 SP:Iteration 26Q (5932.230000 sec): 3 clusters Score: Raw -1655103.973477 + Penalty 10962.336018 = -1644141.637458 nChanged 34 SP:Iteration 27Q (5932.290000 sec): 3 clusters Score: Raw -1655120.879057 + Penalty 10962.336018 = -1644158.543039 nChanged 33 SP:Iteration 28Q (5932.350000 sec): 3 clusters Score: Raw -1655137.864063 + Penalty 10962.336018 = -1644175.528045 nChanged 30 SP:Iteration 29Q (5932.410000 sec): 3 clusters Score: Raw -1655153.229489 + Penalty 10962.336018 = -1644190.893471 nChanged 27 SP:Iteration 30Q (5932.470000 sec): 3 clusters Score: Raw -1655165.045693 + Penalty 10962.336018 = -1644202.709674 nChanged 30 SP:Iteration 31Q (5932.530000 sec): 3 clusters Score: Raw -1655181.096892 + Penalty 10962.336018 = -1644218.760873 nChanged 26 SP:Iteration 32Q (5932.590000 sec): 3 clusters Score: Raw -1655192.126849 + Penalty 10962.336018 = -1644229.790830 nChanged 28 SP:Iteration 33Q (5932.650000 sec): 3 clusters Score: Raw -1655205.471175 + Penalty 10962.336018 = -1644243.135157 nChanged 23 SP:Iteration 34Q (5932.710000 sec): 3 clusters Score: Raw -1655217.710623 + Penalty 10962.336018 = -1644255.374604 nChanged 20 SP:Iteration 35Q (5932.780000 sec): 3 clusters Score: Raw -1655227.834759 + Penalty 10962.336018 = -1644265.498741 nChanged 18 SP:Iteration 36Q (5932.840000 sec): 3 clusters Score: Raw -1655235.067171 + Penalty 10962.336018 = -1644272.731153 nChanged 16 SP:Iteration 37Q (5932.900000 sec): 3 clusters Score: Raw -1655241.679487 + Penalty 10962.336018 = -1644279.343468 nChanged 18 SP:Iteration 38Q (5932.960000 sec): 3 clusters Score: Raw -1655250.995361 + Penalty 10962.336018 = -1644288.659342 nChanged 17 SP:Iteration 39Q (5933.020000 sec): 3 clusters Score: Raw -1655257.975119 + Penalty 10962.336018 = -1644295.639101 nChanged 12 SP:Iteration 40F (5933.080000 sec): 3 clusters Score: Raw -1655264.632112 + Penalty 10962.336018 = -1644302.296093 nChanged 14 SP:Iteration 41Q (5933.140000 sec): 3 clusters Score: Raw -1655270.834158 + Penalty 10962.336018 = -1644308.498140 nChanged 15 SP:Iteration 42Q (5933.200000 sec): 3 clusters Score: Raw -1655277.450532 + Penalty 10962.336018 = -1644315.114513 nChanged 13 SP:Iteration 43Q (5933.270000 sec): 3 clusters Score: Raw -1655283.058752 + Penalty 10962.336018 = -1644320.722734 nChanged 17 SP:Iteration 44Q (5933.330000 sec): 3 clusters Score: Raw -1655289.744528 + Penalty 10962.336018 = -1644327.408509 nChanged 17 SP:Iteration 45Q (5933.390000 sec): 3 clusters Score: Raw -1655298.508669 + Penalty 10962.336018 = -1644336.172651 nChanged 15 SP:Iteration 46Q (5933.450000 sec): 3 clusters Score: Raw -1655307.142300 + Penalty 10962.336018 = -1644344.806282 nChanged 17 SP:Iteration 47Q (5933.510000 sec): 3 clusters Score: Raw -1655317.913645 + Penalty 10962.336018 = -1644355.577626 nChanged 26 SP:Iteration 48Q (5933.570000 sec): 3 clusters Score: Raw -1655331.184755 + Penalty 10962.336018 = -1644368.848737 nChanged 24 SP:Iteration 49Q (5933.630000 sec): 3 clusters Score: Raw -1655343.339175 + Penalty 10962.336018 = -1644381.003157 nChanged 24 SP:Iteration 50Q (5933.690000 sec): 3 clusters Score: Raw -1655358.334441 + Penalty 10962.336018 = -1644395.998422 nChanged 31 SP:Iteration 51Q (5933.750000 sec): 3 clusters Score: Raw -1655378.538356 + Penalty 10962.336018 = -1644416.202338 nChanged 37 SP:Iteration 52Q (5933.810000 sec): 3 clusters Score: Raw -1655402.216113 + Penalty 10962.336018 = -1644439.880094 nChanged 40 SP:Iteration 53Q (5933.870000 sec): 3 clusters Score: Raw -1655424.020562 + Penalty 10962.336018 = -1644461.684543 nChanged 43 SP:Iteration 54Q (5933.930000 sec): 3 clusters Score: Raw -1655448.976700 + Penalty 10962.336018 = -1644486.640682 nChanged 34 SP:Iteration 55Q (5933.990000 sec): 3 clusters Score: Raw -1655466.551808 + Penalty 10962.336018 = -1644504.215790 nChanged 26 SP:Iteration 56Q (5934.050000 sec): 3 clusters Score: Raw -1655476.399880 + Penalty 10962.336018 = -1644514.063862 nChanged 24 SP:Iteration 57Q (5934.110000 sec): 3 clusters Score: Raw -1655486.777233 + Penalty 10962.336018 = -1644524.441214 nChanged 18 SP:Iteration 58Q (5934.170000 sec): 3 clusters Score: Raw -1655493.746081 + Penalty 10962.336018 = -1644531.410063 nChanged 16 SP:Iteration 59Q (5934.230000 sec): 3 clusters Score: Raw -1655499.518626 + Penalty 10962.336018 = -1644537.182608 nChanged 11 SP:Iteration 60F (5934.290000 sec): 3 clusters Score: Raw -1655504.977792 + Penalty 10962.336018 = -1644542.641774 nChanged 9 SP:Iteration 61Q (5934.350000 sec): 3 clusters Score: Raw -1655508.100577 + Penalty 10962.336018 = -1644545.764559 nChanged 8 SP:Iteration 62Q (5934.410000 sec): 3 clusters Score: Raw -1655510.793896 + Penalty 10962.336018 = -1644548.457878 nChanged 7 SP:Iteration 63Q (5934.470000 sec): 3 clusters Score: Raw -1655513.475938 + Penalty 10962.336018 = -1644551.139919 nChanged 5 SP:Iteration 64Q (5934.530000 sec): 3 clusters Score: Raw -1655514.703343 + Penalty 10962.336018 = -1644552.367324 nChanged 5 SP:Iteration 65Q (5934.590000 sec): 3 clusters Score: Raw -1655516.761521 + Penalty 10962.336018 = -1644554.425503 nChanged 5 SP:Iteration 66Q (5934.650000 sec): 3 clusters Score: Raw -1655518.141332 + Penalty 10962.336018 = -1644555.805313 nChanged 5 SP:Iteration 67Q (5934.710000 sec): 3 clusters Score: Raw -1655519.735500 + Penalty 10962.336018 = -1644557.399481 nChanged 1 SP:Iteration 68Q (5934.770000 sec): 3 clusters Score: Raw -1655520.271697 + Penalty 10962.336018 = -1644557.935679 nChanged 2 SP:Iteration 69Q (5934.830000 sec): 3 clusters Score: Raw -1655520.837728 + Penalty 10962.336018 = -1644558.501709 nChanged 3 SP:Iteration 70Q (5934.890000 sec): 3 clusters Score: Raw -1655522.150444 + Penalty 10962.336018 = -1644559.814425 nChanged 0 SP:Iteration 71F (5934.950000 sec): 3 clusters Score: Raw -1655522.150444 + Penalty 10962.336018 = -1644559.814425 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 20 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5934.960000 sec): 2 clusters Score: Raw -101770.916974 + Penalty 3828.109836 = -97942.807138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5934.970000 sec): 3 clusters Score: Raw -102410.646863 + Penalty 7656.219672 = -94754.427192 nChanged 64 SP:Iteration 1F (5934.970000 sec): 3 clusters Score: Raw -102694.504481 + Penalty 7656.219672 = -95038.284809 nChanged 20 SP:Iteration 2Q (5934.980000 sec): 3 clusters Score: Raw -102795.181387 + Penalty 7656.219672 = -95138.961715 nChanged 9 SP:Iteration 3Q (5934.980000 sec): 3 clusters Score: Raw -102833.001843 + Penalty 7656.219672 = -95176.782172 nChanged 5 SP:Iteration 4Q (5934.980000 sec): 3 clusters Score: Raw -102884.337101 + Penalty 7656.219672 = -95228.117430 nChanged 4 SP:Iteration 5Q (5934.990000 sec): 3 clusters Score: Raw -102962.202087 + Penalty 7656.219672 = -95305.982415 nChanged 4 SP:Iteration 6Q (5934.990000 sec): 3 clusters Score: Raw -103011.114703 + Penalty 7656.219672 = -95354.895031 nChanged 3 SP:Iteration 7Q (5935.000000 sec): 3 clusters Score: Raw -103040.150182 + Penalty 7656.219672 = -95383.930510 nChanged 2 SP:Iteration 8Q (5935.000000 sec): 3 clusters Score: Raw -103048.343834 + Penalty 7656.219672 = -95392.124162 nChanged 0 SP:Iteration 9F (5935.010000 sec): 3 clusters Score: Raw -103048.343834 + Penalty 7656.219672 = -95392.124162 nChanged 0 Iteration 219Q (5942.230000 sec): 19 clusters Score: Raw -104957664.843160 + Penalty 144475.886500 = -104813188.956660 nChanged 14 Iteration 220F (5969.520000 sec): 19 clusters Score: Raw -104957665.949112 + Penalty 144475.886500 = -104813190.062612 nChanged 14 Iteration 221Q (5976.760000 sec): 19 clusters Score: Raw -104957667.805140 + Penalty 144475.886500 = -104813191.918640 nChanged 18 Iteration 222Q (5983.990000 sec): 19 clusters Score: Raw -104957669.233755 + Penalty 144475.886500 = -104813193.347255 nChanged 25 Iteration 223Q (5991.230000 sec): 19 clusters Score: Raw -104957671.490072 + Penalty 144475.886500 = -104813195.603572 nChanged 18 Iteration 224Q (5998.480000 sec): 19 clusters Score: Raw -104957672.688126 + Penalty 144475.886500 = -104813196.801626 nChanged 12 Iteration 225Q (6005.720000 sec): 19 clusters Score: Raw -104957673.287522 + Penalty 144475.886500 = -104813197.401022 nChanged 12 Iteration 226Q (6013.080000 sec): 19 clusters Score: Raw -104957673.859560 + Penalty 144475.886500 = -104813197.973060 nChanged 12 Iteration 227Q (6020.310000 sec): 19 clusters Score: Raw -104957674.338481 + Penalty 144475.886500 = -104813198.451981 nChanged 14 Iteration 228Q (6027.540000 sec): 19 clusters Score: Raw -104957675.014449 + Penalty 144475.886500 = -104813199.127949 nChanged 9 Iteration 229Q (6034.790000 sec): 19 clusters Score: Raw -104957675.400088 + Penalty 144475.886500 = -104813199.513587 nChanged 8 Iteration 230Q (6042.030000 sec): 19 clusters Score: Raw -104957675.674097 + Penalty 144475.886500 = -104813199.787596 nChanged 6 Iteration 231Q (6049.260000 sec): 19 clusters Score: Raw -104957675.940849 + Penalty 144475.886500 = -104813200.054349 nChanged 4 Iteration 232Q (6056.490000 sec): 19 clusters Score: Raw -104957676.086305 + Penalty 144475.886500 = -104813200.199804 nChanged 5 Iteration 233Q (6063.740000 sec): 19 clusters Score: Raw -104957676.232111 + Penalty 144475.886500 = -104813200.345611 nChanged 4 Iteration 234Q (6070.970000 sec): 19 clusters Score: Raw -104957676.342047 + Penalty 144475.886500 = -104813200.455547 nChanged 2 Iteration 235Q (6078.200000 sec): 19 clusters Score: Raw -104957676.398057 + Penalty 144475.886500 = -104813200.511556 nChanged 2 Iteration 236Q (6085.460000 sec): 19 clusters Score: Raw -104957676.452615 + Penalty 144475.886500 = -104813200.566115 nChanged 2 Iteration 237Q (6092.700000 sec): 19 clusters Score: Raw -104957676.517701 + Penalty 144475.886500 = -104813200.631201 nChanged 6 Iteration 238Q (6099.930000 sec): 19 clusters Score: Raw -104957676.725104 + Penalty 144475.886500 = -104813200.838603 nChanged 7 Iteration 239Q (6107.170000 sec): 19 clusters Score: Raw -104957676.967452 + Penalty 144475.886500 = -104813201.080952 nChanged 6 Iteration 240F (6134.480000 sec): 19 clusters Score: Raw -104957677.186186 + Penalty 144475.886500 = -104813201.299686 nChanged 4 Iteration 241Q (6141.720000 sec): 19 clusters Score: Raw -104957677.365064 + Penalty 144475.886500 = -104813201.478564 nChanged 0 Iteration 242F (6169.050000 sec): 19 clusters Score: Raw -104957677.365064 + Penalty 144475.886500 = -104813201.478564 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -104957677.365064 + Penalty 144475.886500 = -104813201.478564 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 1 (14602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6169.230000 sec): 2 clusters Score: Raw -3146599.064713 + Penalty 5873.209693 = -3140725.855020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6169.360000 sec): 3 clusters Score: Raw -3139418.448923 + Penalty 11746.419386 = -3127672.029537 nChanged 5611 SP:Iteration 1F (6169.480000 sec): 3 clusters Score: Raw -3142341.757428 + Penalty 11746.419386 = -3130595.338042 nChanged 1006 SP:Iteration 2F (6169.600000 sec): 3 clusters Score: Raw -3142878.477747 + Penalty 11746.419386 = -3131132.058361 nChanged 731 SP:Iteration 3F (6169.720000 sec): 3 clusters Score: Raw -3143268.547505 + Penalty 11746.419386 = -3131522.128119 nChanged 586 SP:Iteration 4Q (6169.840000 sec): 3 clusters Score: Raw -3143566.854923 + Penalty 11746.419386 = -3131820.435537 nChanged 480 SP:Iteration 5Q (6169.960000 sec): 3 clusters Score: Raw -3143808.501775 + Penalty 11746.419386 = -3132062.082389 nChanged 413 SP:Iteration 6Q (6170.090000 sec): 3 clusters Score: Raw -3144012.894767 + Penalty 11746.419386 = -3132266.475381 nChanged 381 SP:Iteration 7Q (6170.210000 sec): 3 clusters Score: Raw -3144221.697358 + Penalty 11746.419386 = -3132475.277972 nChanged 391 SP:Iteration 8Q (6170.330000 sec): 3 clusters Score: Raw -3144465.429847 + Penalty 11746.419386 = -3132719.010461 nChanged 403 SP:Iteration 9Q (6170.450000 sec): 3 clusters Score: Raw -3144709.689253 + Penalty 11746.419386 = -3132963.269867 nChanged 388 SP:Iteration 10Q (6170.570000 sec): 3 clusters Score: Raw -3144918.127186 + Penalty 11746.419386 = -3133171.707800 nChanged 393 SP:Iteration 11Q (6170.690000 sec): 3 clusters Score: Raw -3145114.396323 + Penalty 11746.419386 = -3133367.976937 nChanged 361 SP:Iteration 12Q (6170.810000 sec): 3 clusters Score: Raw -3145287.032563 + Penalty 11746.419386 = -3133540.613177 nChanged 369 SP:Iteration 13Q (6170.930000 sec): 3 clusters Score: Raw -3145457.240705 + Penalty 11746.419386 = -3133710.821319 nChanged 347 SP:Iteration 14Q (6171.050000 sec): 3 clusters Score: Raw -3145628.140366 + Penalty 11746.419386 = -3133881.720980 nChanged 324 SP:Iteration 15Q (6171.170000 sec): 3 clusters Score: Raw -3145780.043694 + Penalty 11746.419386 = -3134033.624307 nChanged 331 SP:Iteration 16Q (6171.290000 sec): 3 clusters Score: Raw -3145940.463411 + Penalty 11746.419386 = -3134194.044025 nChanged 326 SP:Iteration 17Q (6171.410000 sec): 3 clusters Score: Raw -3146098.569352 + Penalty 11746.419386 = -3134352.149966 nChanged 307 SP:Iteration 18Q (6171.530000 sec): 3 clusters Score: Raw -3146252.745053 + Penalty 11746.419386 = -3134506.325666 nChanged 317 SP:Iteration 19Q (6171.650000 sec): 3 clusters Score: Raw -3146436.023516 + Penalty 11746.419386 = -3134689.604130 nChanged 348 SP:Iteration 20F (6171.770000 sec): 3 clusters Score: Raw -3146649.733828 + Penalty 11746.419386 = -3134903.314442 nChanged 362 SP:Iteration 21Q (6171.890000 sec): 3 clusters Score: Raw -3146887.330021 + Penalty 11746.419386 = -3135140.910635 nChanged 359 SP:Iteration 22Q (6172.000000 sec): 3 clusters Score: Raw -3147110.021774 + Penalty 11746.419386 = -3135363.602388 nChanged 373 SP:Iteration 23Q (6172.120000 sec): 3 clusters Score: Raw -3147377.485432 + Penalty 11746.419386 = -3135631.066046 nChanged 408 SP:Iteration 24Q (6172.240000 sec): 3 clusters Score: Raw -3147688.269580 + Penalty 11746.419386 = -3135941.850194 nChanged 402 SP:Iteration 25Q (6172.360000 sec): 3 clusters Score: Raw -3147997.595654 + Penalty 11746.419386 = -3136251.176267 nChanged 377 SP:Iteration 26Q (6172.470000 sec): 3 clusters Score: Raw -3148280.296647 + Penalty 11746.419386 = -3136533.877261 nChanged 341 SP:Iteration 27Q (6172.590000 sec): 3 clusters Score: Raw -3148523.035271 + Penalty 11746.419386 = -3136776.615885 nChanged 268 SP:Iteration 28Q (6172.710000 sec): 3 clusters Score: Raw -3148680.699370 + Penalty 11746.419386 = -3136934.279984 nChanged 205 SP:Iteration 29Q (6172.820000 sec): 3 clusters Score: Raw -3148782.819966 + Penalty 11746.419386 = -3137036.400580 nChanged 137 SP:Iteration 30Q (6172.930000 sec): 3 clusters Score: Raw -3148847.473586 + Penalty 11746.419386 = -3137101.054200 nChanged 102 SP:Iteration 31Q (6173.050000 sec): 3 clusters Score: Raw -3148888.491043 + Penalty 11746.419386 = -3137142.071656 nChanged 81 SP:Iteration 32Q (6173.160000 sec): 3 clusters Score: Raw -3148915.274679 + Penalty 11746.419386 = -3137168.855293 nChanged 52 SP:Iteration 33Q (6173.270000 sec): 3 clusters Score: Raw -3148933.223540 + Penalty 11746.419386 = -3137186.804154 nChanged 41 SP:Iteration 34Q (6173.380000 sec): 3 clusters Score: Raw -3148945.488675 + Penalty 11746.419386 = -3137199.069289 nChanged 33 SP:Iteration 35Q (6173.490000 sec): 3 clusters Score: Raw -3148954.775776 + Penalty 11746.419386 = -3137208.356390 nChanged 30 SP:Iteration 36Q (6173.610000 sec): 3 clusters Score: Raw -3148963.076807 + Penalty 11746.419386 = -3137216.657421 nChanged 24 SP:Iteration 37Q (6173.720000 sec): 3 clusters Score: Raw -3148970.058241 + Penalty 11746.419386 = -3137223.638854 nChanged 19 SP:Iteration 38Q (6173.830000 sec): 3 clusters Score: Raw -3148976.710777 + Penalty 11746.419386 = -3137230.291391 nChanged 18 SP:Iteration 39Q (6173.940000 sec): 3 clusters Score: Raw -3148981.870461 + Penalty 11746.419386 = -3137235.451075 nChanged 8 SP:Iteration 40F (6174.060000 sec): 3 clusters Score: Raw -3148984.668053 + Penalty 11746.419386 = -3137238.248667 nChanged 7 SP:Iteration 41Q (6174.170000 sec): 3 clusters Score: Raw -3148987.371313 + Penalty 11746.419386 = -3137240.951927 nChanged 9 SP:Iteration 42Q (6174.290000 sec): 3 clusters Score: Raw -3148989.795865 + Penalty 11746.419386 = -3137243.376479 nChanged 1 SP:Iteration 43Q (6174.400000 sec): 3 clusters Score: Raw -3148989.913173 + Penalty 11746.419386 = -3137243.493787 nChanged 0 SP:Iteration 44F (6174.520000 sec): 3 clusters Score: Raw -3148989.913173 + Penalty 11746.419386 = -3137243.493787 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 2 (8188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6174.580000 sec): 2 clusters Score: Raw -1685044.544320 + Penalty 5518.885280 = -1679525.659040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6174.650000 sec): 3 clusters Score: Raw -1681451.136931 + Penalty 11037.770560 = -1670413.366371 nChanged 2938 SP:Iteration 1F (6174.710000 sec): 3 clusters Score: Raw -1683474.296587 + Penalty 11037.770560 = -1672436.526027 nChanged 702 SP:Iteration 2F (6174.780000 sec): 3 clusters Score: Raw -1684093.685218 + Penalty 11037.770560 = -1673055.914659 nChanged 461 SP:Iteration 3F (6174.850000 sec): 3 clusters Score: Raw -1684583.875390 + Penalty 11037.770560 = -1673546.104830 nChanged 411 SP:Iteration 4F (6174.910000 sec): 3 clusters Score: Raw -1685013.419711 + Penalty 11037.770560 = -1673975.649152 nChanged 325 SP:Iteration 5Q (6174.980000 sec): 3 clusters Score: Raw -1685299.892990 + Penalty 11037.770560 = -1674262.122430 nChanged 283 SP:Iteration 6Q (6175.040000 sec): 3 clusters Score: Raw -1685522.919140 + Penalty 11037.770560 = -1674485.148580 nChanged 248 SP:Iteration 7Q (6175.110000 sec): 3 clusters Score: Raw -1685722.236968 + Penalty 11037.770560 = -1674684.466409 nChanged 218 SP:Iteration 8Q (6175.170000 sec): 3 clusters Score: Raw -1685956.662140 + Penalty 11037.770560 = -1674918.891580 nChanged 217 SP:Iteration 9Q (6175.230000 sec): 3 clusters Score: Raw -1686166.594428 + Penalty 11037.770560 = -1675128.823869 nChanged 221 SP:Iteration 10Q (6175.300000 sec): 3 clusters Score: Raw -1686318.029210 + Penalty 11037.770560 = -1675280.258650 nChanged 169 SP:Iteration 11Q (6175.360000 sec): 3 clusters Score: Raw -1686421.456058 + Penalty 11037.770560 = -1675383.685499 nChanged 121 SP:Iteration 12Q (6175.430000 sec): 3 clusters Score: Raw -1686497.580240 + Penalty 11037.770560 = -1675459.809680 nChanged 112 SP:Iteration 13Q (6175.490000 sec): 3 clusters Score: Raw -1686574.038181 + Penalty 11037.770560 = -1675536.267621 nChanged 128 SP:Iteration 14Q (6175.550000 sec): 3 clusters Score: Raw -1686679.495574 + Penalty 11037.770560 = -1675641.725014 nChanged 156 SP:Iteration 15Q (6175.610000 sec): 3 clusters Score: Raw -1686819.840167 + Penalty 11037.770560 = -1675782.069607 nChanged 149 SP:Iteration 16Q (6175.670000 sec): 3 clusters Score: Raw -1686967.465254 + Penalty 11037.770560 = -1675929.694694 nChanged 162 SP:Iteration 17Q (6175.740000 sec): 3 clusters Score: Raw -1687125.203818 + Penalty 11037.770560 = -1676087.433258 nChanged 151 SP:Iteration 18Q (6175.800000 sec): 3 clusters Score: Raw -1687256.880096 + Penalty 11037.770560 = -1676219.109537 nChanged 152 SP:Iteration 19Q (6175.860000 sec): 3 clusters Score: Raw -1687358.630229 + Penalty 11037.770560 = -1676320.859669 nChanged 117 SP:Iteration 20F (6175.930000 sec): 3 clusters Score: Raw -1687426.649679 + Penalty 11037.770560 = -1676388.879119 nChanged 106 SP:Iteration 21Q (6175.990000 sec): 3 clusters Score: Raw -1687486.293343 + Penalty 11037.770560 = -1676448.522783 nChanged 79 SP:Iteration 22Q (6176.050000 sec): 3 clusters Score: Raw -1687528.338230 + Penalty 11037.770560 = -1676490.567670 nChanged 69 SP:Iteration 23Q (6176.110000 sec): 3 clusters Score: Raw -1687565.947640 + Penalty 11037.770560 = -1676528.177080 nChanged 73 SP:Iteration 24Q (6176.170000 sec): 3 clusters Score: Raw -1687608.861393 + Penalty 11037.770560 = -1676571.090833 nChanged 70 SP:Iteration 25Q (6176.240000 sec): 3 clusters Score: Raw -1687647.545809 + Penalty 11037.770560 = -1676609.775250 nChanged 56 SP:Iteration 26Q (6176.300000 sec): 3 clusters Score: Raw -1687678.763796 + Penalty 11037.770560 = -1676640.993236 nChanged 57 SP:Iteration 27Q (6176.360000 sec): 3 clusters Score: Raw -1687705.322424 + Penalty 11037.770560 = -1676667.551864 nChanged 46 SP:Iteration 28Q (6176.420000 sec): 3 clusters Score: Raw -1687727.147843 + Penalty 11037.770560 = -1676689.377284 nChanged 30 SP:Iteration 29Q (6176.480000 sec): 3 clusters Score: Raw -1687747.938572 + Penalty 11037.770560 = -1676710.168013 nChanged 39 SP:Iteration 30Q (6176.540000 sec): 3 clusters Score: Raw -1687770.742654 + Penalty 11037.770560 = -1676732.972094 nChanged 42 SP:Iteration 31Q (6176.600000 sec): 3 clusters Score: Raw -1687794.270794 + Penalty 11037.770560 = -1676756.500234 nChanged 39 SP:Iteration 32Q (6176.670000 sec): 3 clusters Score: Raw -1687814.040386 + Penalty 11037.770560 = -1676776.269826 nChanged 26 SP:Iteration 33Q (6176.730000 sec): 3 clusters Score: Raw -1687825.791233 + Penalty 11037.770560 = -1676788.020673 nChanged 14 SP:Iteration 34Q (6176.790000 sec): 3 clusters Score: Raw -1687831.152333 + Penalty 11037.770560 = -1676793.381774 nChanged 16 SP:Iteration 35Q (6176.850000 sec): 3 clusters Score: Raw -1687838.332934 + Penalty 11037.770560 = -1676800.562374 nChanged 16 SP:Iteration 36Q (6176.910000 sec): 3 clusters Score: Raw -1687845.703916 + Penalty 11037.770560 = -1676807.933356 nChanged 19 SP:Iteration 37Q (6176.970000 sec): 3 clusters Score: Raw -1687854.052938 + Penalty 11037.770560 = -1676816.282378 nChanged 17 SP:Iteration 38Q (6177.030000 sec): 3 clusters Score: Raw -1687861.501602 + Penalty 11037.770560 = -1676823.731042 nChanged 16 SP:Iteration 39Q (6177.090000 sec): 3 clusters Score: Raw -1687869.402159 + Penalty 11037.770560 = -1676831.631599 nChanged 23 SP:Iteration 40F (6177.160000 sec): 3 clusters Score: Raw -1687880.673875 + Penalty 11037.770560 = -1676842.903315 nChanged 23 SP:Iteration 41Q (6177.220000 sec): 3 clusters Score: Raw -1687892.777073 + Penalty 11037.770560 = -1676855.006513 nChanged 32 SP:Iteration 42Q (6177.280000 sec): 3 clusters Score: Raw -1687908.514349 + Penalty 11037.770560 = -1676870.743789 nChanged 25 SP:Iteration 43Q (6177.340000 sec): 3 clusters Score: Raw -1687921.905566 + Penalty 11037.770560 = -1676884.135006 nChanged 20 SP:Iteration 44Q (6177.400000 sec): 3 clusters Score: Raw -1687930.976396 + Penalty 11037.770560 = -1676893.205836 nChanged 21 SP:Iteration 45Q (6177.460000 sec): 3 clusters Score: Raw -1687940.761836 + Penalty 11037.770560 = -1676902.991276 nChanged 20 SP:Iteration 46Q (6177.520000 sec): 3 clusters Score: Raw -1687951.981128 + Penalty 11037.770560 = -1676914.210568 nChanged 20 SP:Iteration 47Q (6177.580000 sec): 3 clusters Score: Raw -1687962.051988 + Penalty 11037.770560 = -1676924.281428 nChanged 21 SP:Iteration 48Q (6177.640000 sec): 3 clusters Score: Raw -1687972.369560 + Penalty 11037.770560 = -1676934.599000 nChanged 17 SP:Iteration 49Q (6177.700000 sec): 3 clusters Score: Raw -1687980.522975 + Penalty 11037.770560 = -1676942.752416 nChanged 19 SP:Iteration 50Q (6177.770000 sec): 3 clusters Score: Raw -1687991.644085 + Penalty 11037.770560 = -1676953.873525 nChanged 19 SP:Iteration 51Q (6177.830000 sec): 3 clusters Score: Raw -1688001.401787 + Penalty 11037.770560 = -1676963.631227 nChanged 20 SP:Iteration 52Q (6177.890000 sec): 3 clusters Score: Raw -1688011.319601 + Penalty 11037.770560 = -1676973.549041 nChanged 24 SP:Iteration 53Q (6177.950000 sec): 3 clusters Score: Raw -1688023.353973 + Penalty 11037.770560 = -1676985.583414 nChanged 23 SP:Iteration 54Q (6178.010000 sec): 3 clusters Score: Raw -1688035.544715 + Penalty 11037.770560 = -1676997.774156 nChanged 32 SP:Iteration 55Q (6178.070000 sec): 3 clusters Score: Raw -1688055.186261 + Penalty 11037.770560 = -1677017.415701 nChanged 42 SP:Iteration 56Q (6178.130000 sec): 3 clusters Score: Raw -1688080.201278 + Penalty 11037.770560 = -1677042.430718 nChanged 35 SP:Iteration 57Q (6178.190000 sec): 3 clusters Score: Raw -1688096.956710 + Penalty 11037.770560 = -1677059.186150 nChanged 38 SP:Iteration 58Q (6178.250000 sec): 3 clusters Score: Raw -1688119.093407 + Penalty 11037.770560 = -1677081.322847 nChanged 36 SP:Iteration 59Q (6178.310000 sec): 3 clusters Score: Raw -1688141.762146 + Penalty 11037.770560 = -1677103.991587 nChanged 30 SP:Iteration 60F (6178.370000 sec): 3 clusters Score: Raw -1688162.170541 + Penalty 11037.770560 = -1677124.399981 nChanged 40 SP:Iteration 61Q (6178.430000 sec): 3 clusters Score: Raw -1688184.073650 + Penalty 11037.770560 = -1677146.303090 nChanged 28 SP:Iteration 62Q (6178.490000 sec): 3 clusters Score: Raw -1688200.007735 + Penalty 11037.770560 = -1677162.237175 nChanged 25 SP:Iteration 63Q (6178.550000 sec): 3 clusters Score: Raw -1688213.530737 + Penalty 11037.770560 = -1677175.760177 nChanged 22 SP:Iteration 64Q (6178.610000 sec): 3 clusters Score: Raw -1688224.808679 + Penalty 11037.770560 = -1677187.038120 nChanged 22 SP:Iteration 65Q (6178.670000 sec): 3 clusters Score: Raw -1688236.415934 + Penalty 11037.770560 = -1677198.645374 nChanged 17 SP:Iteration 66Q (6178.730000 sec): 3 clusters Score: Raw -1688246.463731 + Penalty 11037.770560 = -1677208.693171 nChanged 21 SP:Iteration 67Q (6178.790000 sec): 3 clusters Score: Raw -1688259.295444 + Penalty 11037.770560 = -1677221.524885 nChanged 22 SP:Iteration 68Q (6178.850000 sec): 3 clusters Score: Raw -1688271.547527 + Penalty 11037.770560 = -1677233.776968 nChanged 18 SP:Iteration 69Q (6178.910000 sec): 3 clusters Score: Raw -1688283.103063 + Penalty 11037.770560 = -1677245.332503 nChanged 23 SP:Iteration 70Q (6178.970000 sec): 3 clusters Score: Raw -1688295.231519 + Penalty 11037.770560 = -1677257.460959 nChanged 21 SP:Iteration 71Q (6179.030000 sec): 3 clusters Score: Raw -1688307.156693 + Penalty 11037.770560 = -1677269.386133 nChanged 23 SP:Iteration 72Q (6179.090000 sec): 3 clusters Score: Raw -1688321.776480 + Penalty 11037.770560 = -1677284.005920 nChanged 28 SP:Iteration 73Q (6179.150000 sec): 3 clusters Score: Raw -1688340.785079 + Penalty 11037.770560 = -1677303.014519 nChanged 24 SP:Iteration 74Q (6179.200000 sec): 3 clusters Score: Raw -1688354.677855 + Penalty 11037.770560 = -1677316.907295 nChanged 22 SP:Iteration 75Q (6179.260000 sec): 3 clusters Score: Raw -1688368.707057 + Penalty 11037.770560 = -1677330.936497 nChanged 19 SP:Iteration 76Q (6179.320000 sec): 3 clusters Score: Raw -1688381.653495 + Penalty 11037.770560 = -1677343.882935 nChanged 25 SP:Iteration 77Q (6179.380000 sec): 3 clusters Score: Raw -1688397.842403 + Penalty 11037.770560 = -1677360.071843 nChanged 25 SP:Iteration 78Q (6179.430000 sec): 3 clusters Score: Raw -1688415.432043 + Penalty 11037.770560 = -1677377.661484 nChanged 30 SP:Iteration 79Q (6179.490000 sec): 3 clusters Score: Raw -1688437.282195 + Penalty 11037.770560 = -1677399.511635 nChanged 41 SP:Iteration 80F (6179.560000 sec): 3 clusters Score: Raw -1688467.221884 + Penalty 11037.770560 = -1677429.451324 nChanged 36 SP:Iteration 81Q (6179.620000 sec): 3 clusters Score: Raw -1688492.094541 + Penalty 11037.770560 = -1677454.323981 nChanged 38 SP:Iteration 82Q (6179.670000 sec): 3 clusters Score: Raw -1688520.263711 + Penalty 11037.770560 = -1677482.493151 nChanged 36 SP:Iteration 83Q (6179.730000 sec): 3 clusters Score: Raw -1688542.181016 + Penalty 11037.770560 = -1677504.410456 nChanged 33 SP:Iteration 84Q (6179.790000 sec): 3 clusters Score: Raw -1688562.958873 + Penalty 11037.770560 = -1677525.188313 nChanged 26 SP:Iteration 85Q (6179.850000 sec): 3 clusters Score: Raw -1688579.342815 + Penalty 11037.770560 = -1677541.572255 nChanged 21 SP:Iteration 86Q (6179.900000 sec): 3 clusters Score: Raw -1688592.912232 + Penalty 11037.770560 = -1677555.141672 nChanged 18 SP:Iteration 87Q (6179.950000 sec): 3 clusters Score: Raw -1688603.394868 + Penalty 11037.770560 = -1677565.624308 nChanged 15 SP:Iteration 88Q (6180.010000 sec): 3 clusters Score: Raw -1688611.754401 + Penalty 11037.770560 = -1677573.983841 nChanged 9 SP:Iteration 89Q (6180.070000 sec): 3 clusters Score: Raw -1688617.641299 + Penalty 11037.770560 = -1677579.870739 nChanged 10 SP:Iteration 90Q (6180.120000 sec): 3 clusters Score: Raw -1688622.381564 + Penalty 11037.770560 = -1677584.611004 nChanged 7 SP:Iteration 91Q (6180.180000 sec): 3 clusters Score: Raw -1688626.002320 + Penalty 11037.770560 = -1677588.231760 nChanged 10 SP:Iteration 92Q (6180.230000 sec): 3 clusters Score: Raw -1688631.187976 + Penalty 11037.770560 = -1677593.417416 nChanged 5 SP:Iteration 93Q (6180.290000 sec): 3 clusters Score: Raw -1688633.637487 + Penalty 11037.770560 = -1677595.866927 nChanged 3 SP:Iteration 94Q (6180.350000 sec): 3 clusters Score: Raw -1688634.826877 + Penalty 11037.770560 = -1677597.056318 nChanged 2 SP:Iteration 95Q (6180.410000 sec): 3 clusters Score: Raw -1688636.101401 + Penalty 11037.770560 = -1677598.330841 nChanged 5 SP:Iteration 96Q (6180.460000 sec): 3 clusters Score: Raw -1688638.701797 + Penalty 11037.770560 = -1677600.931238 nChanged 5 SP:Iteration 97Q (6180.520000 sec): 3 clusters Score: Raw -1688640.930697 + Penalty 11037.770560 = -1677603.160137 nChanged 3 SP:Iteration 98Q (6180.580000 sec): 3 clusters Score: Raw -1688642.514505 + Penalty 11037.770560 = -1677604.743945 nChanged 6 SP:Iteration 99Q (6180.640000 sec): 3 clusters Score: Raw -1688645.163415 + Penalty 11037.770560 = -1677607.392855 nChanged 5 SP:Iteration 100F (6180.710000 sec): 3 clusters Score: Raw -1688648.498702 + Penalty 11037.770560 = -1677610.728142 nChanged 7 SP:Iteration 101Q (6180.770000 sec): 3 clusters Score: Raw -1688652.679374 + Penalty 11037.770560 = -1677614.908814 nChanged 9 SP:Iteration 102Q (6180.820000 sec): 3 clusters Score: Raw -1688656.642785 + Penalty 11037.770560 = -1677618.872225 nChanged 3 SP:Iteration 103Q (6180.880000 sec): 3 clusters Score: Raw -1688658.473150 + Penalty 11037.770560 = -1677620.702590 nChanged 4 SP:Iteration 104Q (6180.940000 sec): 3 clusters Score: Raw -1688661.373001 + Penalty 11037.770560 = -1677623.602441 nChanged 5 SP:Iteration 105Q (6181.000000 sec): 3 clusters Score: Raw -1688663.821715 + Penalty 11037.770560 = -1677626.051156 nChanged 1 SP:Iteration 106Q (6181.050000 sec): 3 clusters Score: Raw -1688664.424017 + Penalty 11037.770560 = -1677626.653457 nChanged 0 SP:Iteration 107F (6181.130000 sec): 3 clusters Score: Raw -1688664.424017 + Penalty 11037.770560 = -1677626.653457 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 3 (20391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6181.280000 sec): 2 clusters Score: Raw -4405801.000240 + Penalty 6077.744955 = -4399723.255285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6181.450000 sec): 3 clusters Score: Raw -4394998.939443 + Penalty 12155.489910 = -4382843.449533 nChanged 8274 SP:Iteration 1F (6181.630000 sec): 3 clusters Score: Raw -4399532.861458 + Penalty 12155.489910 = -4387377.371548 nChanged 1346 SP:Iteration 2F (6181.810000 sec): 3 clusters Score: Raw -4400233.028171 + Penalty 12155.489910 = -4388077.538261 nChanged 1057 SP:Iteration 3F (6181.990000 sec): 3 clusters Score: Raw -4400772.406937 + Penalty 12155.489910 = -4388616.917028 nChanged 882 SP:Iteration 4Q (6182.160000 sec): 3 clusters Score: Raw -4401263.678912 + Penalty 12155.489910 = -4389108.189003 nChanged 859 SP:Iteration 5Q (6182.330000 sec): 3 clusters Score: Raw -4401750.460489 + Penalty 12155.489910 = -4389594.970579 nChanged 831 SP:Iteration 6Q (6182.510000 sec): 3 clusters Score: Raw -4402223.427176 + Penalty 12155.489910 = -4390067.937267 nChanged 822 SP:Iteration 7Q (6182.680000 sec): 3 clusters Score: Raw -4402706.058278 + Penalty 12155.489910 = -4390550.568368 nChanged 816 SP:Iteration 8Q (6182.850000 sec): 3 clusters Score: Raw -4403193.994892 + Penalty 12155.489910 = -4391038.504983 nChanged 812 SP:Iteration 9Q (6183.020000 sec): 3 clusters Score: Raw -4403659.596875 + Penalty 12155.489910 = -4391504.106965 nChanged 794 SP:Iteration 10Q (6183.190000 sec): 3 clusters Score: Raw -4404107.020562 + Penalty 12155.489910 = -4391951.530652 nChanged 756 SP:Iteration 11Q (6183.370000 sec): 3 clusters Score: Raw -4404507.193013 + Penalty 12155.489910 = -4392351.703103 nChanged 694 SP:Iteration 12Q (6183.540000 sec): 3 clusters Score: Raw -4404874.973677 + Penalty 12155.489910 = -4392719.483767 nChanged 666 SP:Iteration 13Q (6183.710000 sec): 3 clusters Score: Raw -4405247.927433 + Penalty 12155.489910 = -4393092.437523 nChanged 654 SP:Iteration 14Q (6183.870000 sec): 3 clusters Score: Raw -4405589.714407 + Penalty 12155.489910 = -4393434.224497 nChanged 580 SP:Iteration 15Q (6184.040000 sec): 3 clusters Score: Raw -4405917.570176 + Penalty 12155.489910 = -4393762.080266 nChanged 599 SP:Iteration 16Q (6184.210000 sec): 3 clusters Score: Raw -4406251.172766 + Penalty 12155.489910 = -4394095.682856 nChanged 511 SP:Iteration 17Q (6184.370000 sec): 3 clusters Score: Raw -4406540.449880 + Penalty 12155.489910 = -4394384.959971 nChanged 430 SP:Iteration 18Q (6184.540000 sec): 3 clusters Score: Raw -4406779.762454 + Penalty 12155.489910 = -4394624.272544 nChanged 353 SP:Iteration 19Q (6184.710000 sec): 3 clusters Score: Raw -4406977.885039 + Penalty 12155.489910 = -4394822.395129 nChanged 340 SP:Iteration 20F (6184.870000 sec): 3 clusters Score: Raw -4407154.736470 + Penalty 12155.489910 = -4394999.246560 nChanged 291 SP:Iteration 21Q (6185.030000 sec): 3 clusters Score: Raw -4407293.348625 + Penalty 12155.489910 = -4395137.858715 nChanged 255 SP:Iteration 22Q (6185.190000 sec): 3 clusters Score: Raw -4407414.503424 + Penalty 12155.489910 = -4395259.013514 nChanged 206 SP:Iteration 23Q (6185.350000 sec): 3 clusters Score: Raw -4407507.523071 + Penalty 12155.489910 = -4395352.033161 nChanged 169 SP:Iteration 24Q (6185.510000 sec): 3 clusters Score: Raw -4407579.582991 + Penalty 12155.489910 = -4395424.093081 nChanged 144 SP:Iteration 25Q (6185.660000 sec): 3 clusters Score: Raw -4407638.750198 + Penalty 12155.489910 = -4395483.260288 nChanged 125 SP:Iteration 26Q (6185.810000 sec): 3 clusters Score: Raw -4407687.512243 + Penalty 12155.489910 = -4395532.022333 nChanged 104 SP:Iteration 27Q (6185.960000 sec): 3 clusters Score: Raw -4407724.361794 + Penalty 12155.489910 = -4395568.871884 nChanged 84 SP:Iteration 28Q (6186.110000 sec): 3 clusters Score: Raw -4407752.827370 + Penalty 12155.489910 = -4395597.337461 nChanged 83 SP:Iteration 29Q (6186.260000 sec): 3 clusters Score: Raw -4407782.243366 + Penalty 12155.489910 = -4395626.753456 nChanged 61 SP:Iteration 30Q (6186.410000 sec): 3 clusters Score: Raw -4407799.402086 + Penalty 12155.489910 = -4395643.912176 nChanged 58 SP:Iteration 31Q (6186.560000 sec): 3 clusters Score: Raw -4407818.112971 + Penalty 12155.489910 = -4395662.623061 nChanged 43 SP:Iteration 32Q (6186.710000 sec): 3 clusters Score: Raw -4407833.938287 + Penalty 12155.489910 = -4395678.448377 nChanged 43 SP:Iteration 33Q (6186.860000 sec): 3 clusters Score: Raw -4407848.978008 + Penalty 12155.489910 = -4395693.488098 nChanged 42 SP:Iteration 34Q (6187.010000 sec): 3 clusters Score: Raw -4407864.260362 + Penalty 12155.489910 = -4395708.770452 nChanged 32 SP:Iteration 35Q (6187.150000 sec): 3 clusters Score: Raw -4407877.807680 + Penalty 12155.489910 = -4395722.317770 nChanged 45 SP:Iteration 36Q (6187.300000 sec): 3 clusters Score: Raw -4407894.435313 + Penalty 12155.489910 = -4395738.945403 nChanged 44 SP:Iteration 37Q (6187.450000 sec): 3 clusters Score: Raw -4407911.027139 + Penalty 12155.489910 = -4395755.537229 nChanged 53 SP:Iteration 38Q (6187.600000 sec): 3 clusters Score: Raw -4407930.271973 + Penalty 12155.489910 = -4395774.782063 nChanged 50 SP:Iteration 39Q (6187.740000 sec): 3 clusters Score: Raw -4407947.273591 + Penalty 12155.489910 = -4395791.783681 nChanged 36 SP:Iteration 40F (6187.910000 sec): 3 clusters Score: Raw -4407962.386507 + Penalty 12155.489910 = -4395806.896597 nChanged 34 SP:Iteration 41Q (6188.060000 sec): 3 clusters Score: Raw -4407978.166767 + Penalty 12155.489910 = -4395822.676857 nChanged 40 SP:Iteration 42Q (6188.200000 sec): 3 clusters Score: Raw -4407997.803375 + Penalty 12155.489910 = -4395842.313466 nChanged 44 SP:Iteration 43Q (6188.350000 sec): 3 clusters Score: Raw -4408016.915122 + Penalty 12155.489910 = -4395861.425212 nChanged 52 SP:Iteration 44Q (6188.490000 sec): 3 clusters Score: Raw -4408042.538218 + Penalty 12155.489910 = -4395887.048308 nChanged 45 SP:Iteration 45Q (6188.630000 sec): 3 clusters Score: Raw -4408058.235383 + Penalty 12155.489910 = -4395902.745473 nChanged 34 SP:Iteration 46Q (6188.780000 sec): 3 clusters Score: Raw -4408070.994315 + Penalty 12155.489910 = -4395915.504405 nChanged 29 SP:Iteration 47Q (6188.920000 sec): 3 clusters Score: Raw -4408081.519649 + Penalty 12155.489910 = -4395926.029739 nChanged 29 SP:Iteration 48Q (6189.070000 sec): 3 clusters Score: Raw -4408091.837343 + Penalty 12155.489910 = -4395936.347433 nChanged 32 SP:Iteration 49Q (6189.210000 sec): 3 clusters Score: Raw -4408104.613492 + Penalty 12155.489910 = -4395949.123582 nChanged 26 SP:Iteration 50Q (6189.350000 sec): 3 clusters Score: Raw -4408113.741153 + Penalty 12155.489910 = -4395958.251243 nChanged 17 SP:Iteration 51Q (6189.490000 sec): 3 clusters Score: Raw -4408118.817118 + Penalty 12155.489910 = -4395963.327208 nChanged 16 SP:Iteration 52Q (6189.630000 sec): 3 clusters Score: Raw -4408123.588824 + Penalty 12155.489910 = -4395968.098914 nChanged 10 SP:Iteration 53Q (6189.770000 sec): 3 clusters Score: Raw -4408127.133357 + Penalty 12155.489910 = -4395971.643448 nChanged 11 SP:Iteration 54Q (6189.910000 sec): 3 clusters Score: Raw -4408130.642022 + Penalty 12155.489910 = -4395975.152112 nChanged 8 SP:Iteration 55Q (6190.060000 sec): 3 clusters Score: Raw -4408132.404579 + Penalty 12155.489910 = -4395976.914669 nChanged 10 SP:Iteration 56Q (6190.200000 sec): 3 clusters Score: Raw -4408135.810306 + Penalty 12155.489910 = -4395980.320396 nChanged 5 SP:Iteration 57Q (6190.340000 sec): 3 clusters Score: Raw -4408137.154581 + Penalty 12155.489910 = -4395981.664671 nChanged 4 SP:Iteration 58Q (6190.480000 sec): 3 clusters Score: Raw -4408138.201497 + Penalty 12155.489910 = -4395982.711587 nChanged 5 SP:Iteration 59Q (6190.630000 sec): 3 clusters Score: Raw -4408140.177871 + Penalty 12155.489910 = -4395984.687961 nChanged 9 SP:Iteration 60F (6190.800000 sec): 3 clusters Score: Raw -4408143.902108 + Penalty 12155.489910 = -4395988.412198 nChanged 10 SP:Iteration 61Q (6190.940000 sec): 3 clusters Score: Raw -4408148.275217 + Penalty 12155.489910 = -4395992.785307 nChanged 11 SP:Iteration 62Q (6191.080000 sec): 3 clusters Score: Raw -4408152.880456 + Penalty 12155.489910 = -4395997.390546 nChanged 10 SP:Iteration 63Q (6191.220000 sec): 3 clusters Score: Raw -4408155.961067 + Penalty 12155.489910 = -4396000.471157 nChanged 12 SP:Iteration 64Q (6191.360000 sec): 3 clusters Score: Raw -4408160.934187 + Penalty 12155.489910 = -4396005.444277 nChanged 11 SP:Iteration 65Q (6191.500000 sec): 3 clusters Score: Raw -4408164.251171 + Penalty 12155.489910 = -4396008.761261 nChanged 10 SP:Iteration 66Q (6191.640000 sec): 3 clusters Score: Raw -4408167.786715 + Penalty 12155.489910 = -4396012.296805 nChanged 10 SP:Iteration 67Q (6191.780000 sec): 3 clusters Score: Raw -4408171.278498 + Penalty 12155.489910 = -4396015.788588 nChanged 8 SP:Iteration 68Q (6191.920000 sec): 3 clusters Score: Raw -4408173.472988 + Penalty 12155.489910 = -4396017.983078 nChanged 5 SP:Iteration 69Q (6192.060000 sec): 3 clusters Score: Raw -4408175.945768 + Penalty 12155.489910 = -4396020.455858 nChanged 10 SP:Iteration 70Q (6192.200000 sec): 3 clusters Score: Raw -4408179.181433 + Penalty 12155.489910 = -4396023.691523 nChanged 4 SP:Iteration 71Q (6192.340000 sec): 3 clusters Score: Raw -4408180.642495 + Penalty 12155.489910 = -4396025.152585 nChanged 3 SP:Iteration 72Q (6192.480000 sec): 3 clusters Score: Raw -4408181.444982 + Penalty 12155.489910 = -4396025.955072 nChanged 7 SP:Iteration 73Q (6192.620000 sec): 3 clusters Score: Raw -4408183.841637 + Penalty 12155.489910 = -4396028.351728 nChanged 4 SP:Iteration 74Q (6192.760000 sec): 3 clusters Score: Raw -4408184.974987 + Penalty 12155.489910 = -4396029.485077 nChanged 4 SP:Iteration 75Q (6192.900000 sec): 3 clusters Score: Raw -4408186.277900 + Penalty 12155.489910 = -4396030.787990 nChanged 5 SP:Iteration 76Q (6193.040000 sec): 3 clusters Score: Raw -4408187.420338 + Penalty 12155.489910 = -4396031.930429 nChanged 1 SP:Iteration 77Q (6193.180000 sec): 3 clusters Score: Raw -4408187.691638 + Penalty 12155.489910 = -4396032.201728 nChanged 2 SP:Iteration 78Q (6193.320000 sec): 3 clusters Score: Raw -4408188.716333 + Penalty 12155.489910 = -4396033.226423 nChanged 6 SP:Iteration 79Q (6193.460000 sec): 3 clusters Score: Raw -4408191.041109 + Penalty 12155.489910 = -4396035.551199 nChanged 5 SP:Iteration 80F (6193.630000 sec): 3 clusters Score: Raw -4408192.231244 + Penalty 12155.489910 = -4396036.741334 nChanged 6 SP:Iteration 81Q (6193.770000 sec): 3 clusters Score: Raw -4408193.923482 + Penalty 12155.489910 = -4396038.433572 nChanged 4 SP:Iteration 82Q (6193.910000 sec): 3 clusters Score: Raw -4408194.908079 + Penalty 12155.489910 = -4396039.418169 nChanged 1 SP:Iteration 83Q (6194.040000 sec): 3 clusters Score: Raw -4408195.224242 + Penalty 12155.489910 = -4396039.734332 nChanged 0 SP:Iteration 84F (6194.210000 sec): 3 clusters Score: Raw -4408195.224242 + Penalty 12155.489910 = -4396039.734332 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 4 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6194.230000 sec): 2 clusters Score: Raw -290159.656640 + Penalty 4426.943280 = -285732.713359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6194.250000 sec): 3 clusters Score: Raw -290185.316599 + Penalty 8853.886561 = -281331.430039 nChanged 268 SP:Iteration 1F (6194.260000 sec): 3 clusters Score: Raw -290755.666472 + Penalty 8853.886561 = -281901.779912 nChanged 72 SP:Iteration 2F (6194.270000 sec): 3 clusters Score: Raw -290970.676635 + Penalty 8853.886561 = -282116.790074 nChanged 40 SP:Iteration 3Q (6194.280000 sec): 3 clusters Score: Raw -291190.173238 + Penalty 8853.886561 = -282336.286677 nChanged 38 SP:Iteration 4Q (6194.290000 sec): 3 clusters Score: Raw -291543.595269 + Penalty 8853.886561 = -282689.708708 nChanged 46 SP:Iteration 5Q (6194.300000 sec): 3 clusters Score: Raw -292055.770955 + Penalty 8853.886561 = -283201.884394 nChanged 69 SP:Iteration 6F (6194.310000 sec): 3 clusters Score: Raw -292614.043589 + Penalty 8853.886561 = -283760.157028 nChanged 86 SP:Iteration 7F (6194.330000 sec): 3 clusters Score: Raw -292846.411844 + Penalty 8853.886561 = -283992.525283 nChanged 77 SP:Iteration 8F (6194.340000 sec): 3 clusters Score: Raw -293063.006089 + Penalty 8853.886561 = -284209.119528 nChanged 50 SP:Iteration 9Q (6194.350000 sec): 3 clusters Score: Raw -293196.598082 + Penalty 8853.886561 = -284342.711521 nChanged 33 SP:Iteration 10Q (6194.350000 sec): 3 clusters Score: Raw -293280.877954 + Penalty 8853.886561 = -284426.991393 nChanged 20 SP:Iteration 11Q (6194.370000 sec): 3 clusters Score: Raw -293341.593327 + Penalty 8853.886561 = -284487.706766 nChanged 17 SP:Iteration 12Q (6194.370000 sec): 3 clusters Score: Raw -293385.105846 + Penalty 8853.886561 = -284531.219285 nChanged 6 SP:Iteration 13Q (6194.380000 sec): 3 clusters Score: Raw -293401.597476 + Penalty 8853.886561 = -284547.710916 nChanged 9 SP:Iteration 14Q (6194.390000 sec): 3 clusters Score: Raw -293430.291951 + Penalty 8853.886561 = -284576.405390 nChanged 9 SP:Iteration 15Q (6194.400000 sec): 3 clusters Score: Raw -293456.056423 + Penalty 8853.886561 = -284602.169862 nChanged 2 SP:Iteration 16Q (6194.410000 sec): 3 clusters Score: Raw -293464.139004 + Penalty 8853.886561 = -284610.252443 nChanged 3 SP:Iteration 17Q (6194.420000 sec): 3 clusters Score: Raw -293477.080656 + Penalty 8853.886561 = -284623.194095 nChanged 2 SP:Iteration 18Q (6194.430000 sec): 3 clusters Score: Raw -293482.181088 + Penalty 8853.886561 = -284628.294527 nChanged 3 SP:Iteration 19Q (6194.430000 sec): 3 clusters Score: Raw -293492.443246 + Penalty 8853.886561 = -284638.556685 nChanged 1 SP:Iteration 20F (6194.450000 sec): 3 clusters Score: Raw -293494.803935 + Penalty 8853.886561 = -284640.917374 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 5 (306233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6196.550000 sec): 2 clusters Score: Raw -65816482.345298 + Penalty 7737.162187 = -65808745.183111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6199.110000 sec): 3 clusters Score: Raw -65618722.040079 + Penalty 15474.324373 = -65603247.715705 nChanged 145710 SP:Iteration 1F (6201.660000 sec): 3 clusters Score: Raw -65702210.696402 + Penalty 15474.324373 = -65686736.372029 nChanged 8313 SP:Iteration 2Q (6204.230000 sec): 3 clusters Score: Raw -65703795.389702 + Penalty 15474.324373 = -65688321.065329 nChanged 8309 SP:Iteration 3Q (6206.800000 sec): 3 clusters Score: Raw -65705522.162987 + Penalty 15474.324373 = -65690047.838613 nChanged 8593 SP:Iteration 4Q (6209.370000 sec): 3 clusters Score: Raw -65707619.648798 + Penalty 15474.324373 = -65692145.324424 nChanged 9567 SP:Iteration 5Q (6211.930000 sec): 3 clusters Score: Raw -65710524.615547 + Penalty 15474.324373 = -65695050.291174 nChanged 11295 SP:Iteration 6Q (6214.490000 sec): 3 clusters Score: Raw -65714848.603206 + Penalty 15474.324373 = -65699374.278833 nChanged 13920 SP:Iteration 7Q (6217.050000 sec): 3 clusters Score: Raw -65721828.076226 + Penalty 15474.324373 = -65706353.751852 nChanged 17840 SP:Iteration 8F (6219.580000 sec): 3 clusters Score: Raw -65733099.400316 + Penalty 15474.324373 = -65717625.075943 nChanged 21563 SP:Iteration 9F (6222.120000 sec): 3 clusters Score: Raw -65749424.110712 + Penalty 15474.324373 = -65733949.786338 nChanged 23804 SP:Iteration 10F (6224.660000 sec): 3 clusters Score: Raw -65769930.801394 + Penalty 15474.324373 = -65754456.477021 nChanged 21715 SP:Iteration 11F (6227.190000 sec): 3 clusters Score: Raw -65789514.177164 + Penalty 15474.324373 = -65774039.852791 nChanged 15955 SP:Iteration 12F (6229.720000 sec): 3 clusters Score: Raw -65803842.134255 + Penalty 15474.324373 = -65788367.809882 nChanged 8855 SP:Iteration 13Q (6231.850000 sec): 3 clusters Score: Raw -65811441.704667 + Penalty 15474.324373 = -65795967.380294 nChanged 3996 SP:Iteration 14Q (6233.790000 sec): 3 clusters Score: Raw -65814734.760442 + Penalty 15474.324373 = -65799260.436068 nChanged 1594 SP:Iteration 15Q (6235.600000 sec): 3 clusters Score: Raw -65816054.090451 + Penalty 15474.324373 = -65800579.766078 nChanged 688 SP:Iteration 16Q (6237.350000 sec): 3 clusters Score: Raw -65816623.196508 + Penalty 15474.324373 = -65801148.872135 nChanged 337 SP:Iteration 17Q (6239.060000 sec): 3 clusters Score: Raw -65816907.044413 + Penalty 15474.324373 = -65801432.720040 nChanged 195 SP:Iteration 18Q (6240.760000 sec): 3 clusters Score: Raw -65817076.165846 + Penalty 15474.324373 = -65801601.841472 nChanged 116 SP:Iteration 19Q (6242.460000 sec): 3 clusters Score: Raw -65817177.947327 + Penalty 15474.324373 = -65801703.622953 nChanged 78 SP:Iteration 20F (6244.960000 sec): 3 clusters Score: Raw -65817247.747670 + Penalty 15474.324373 = -65801773.423297 nChanged 56 SP:Iteration 21Q (6246.670000 sec): 3 clusters Score: Raw -65817296.513323 + Penalty 15474.324373 = -65801822.188950 nChanged 37 SP:Iteration 22Q (6248.500000 sec): 3 clusters Score: Raw -65817330.732671 + Penalty 15474.324373 = -65801856.408297 nChanged 25 SP:Iteration 23Q (6250.560000 sec): 3 clusters Score: Raw -65817355.144618 + Penalty 15474.324373 = -65801880.820244 nChanged 28 SP:Iteration 24Q (6252.710000 sec): 3 clusters Score: Raw -65817379.744221 + Penalty 15474.324373 = -65801905.419848 nChanged 21 SP:Iteration 25Q (6254.870000 sec): 3 clusters Score: Raw -65817396.922760 + Penalty 15474.324373 = -65801922.598387 nChanged 10 SP:Iteration 26Q (6257.070000 sec): 3 clusters Score: Raw -65817405.322040 + Penalty 15474.324373 = -65801930.997667 nChanged 10 SP:Iteration 27Q (6259.260000 sec): 3 clusters Score: Raw -65817412.945349 + Penalty 15474.324373 = -65801938.620976 nChanged 6 SP:Iteration 28Q (6261.390000 sec): 3 clusters Score: Raw -65817417.795091 + Penalty 15474.324373 = -65801943.470718 nChanged 7 SP:Iteration 29Q (6263.520000 sec): 3 clusters Score: Raw -65817422.559902 + Penalty 15474.324373 = -65801948.235529 nChanged 5 SP:Iteration 30Q (6265.640000 sec): 3 clusters Score: Raw -65817427.090760 + Penalty 15474.324373 = -65801952.766387 nChanged 0 SP:Iteration 31F (6268.810000 sec): 3 clusters Score: Raw -65817427.090760 + Penalty 15474.324373 = -65801952.766387 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 6 (1547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6269.130000 sec): 2 clusters Score: Raw -319705.309248 + Penalty 4498.244621 = -315207.064627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6269.140000 sec): 3 clusters Score: Raw -319762.694051 + Penalty 8996.489242 = -310766.204809 nChanged 335 SP:Iteration 1F (6269.160000 sec): 3 clusters Score: Raw -320636.401386 + Penalty 8996.489242 = -311639.912144 nChanged 133 SP:Iteration 2F (6269.170000 sec): 3 clusters Score: Raw -321090.196451 + Penalty 8996.489242 = -312093.707209 nChanged 83 SP:Iteration 3F (6269.190000 sec): 3 clusters Score: Raw -321331.427931 + Penalty 8996.489242 = -312334.938689 nChanged 55 SP:Iteration 4Q (6269.200000 sec): 3 clusters Score: Raw -321467.689116 + Penalty 8996.489242 = -312471.199874 nChanged 47 SP:Iteration 5Q (6269.220000 sec): 3 clusters Score: Raw -321619.025528 + Penalty 8996.489242 = -312622.536286 nChanged 61 SP:Iteration 6Q (6269.230000 sec): 3 clusters Score: Raw -321842.321007 + Penalty 8996.489242 = -312845.831765 nChanged 65 SP:Iteration 7Q (6269.250000 sec): 3 clusters Score: Raw -322033.770493 + Penalty 8996.489242 = -313037.281251 nChanged 48 SP:Iteration 8Q (6269.260000 sec): 3 clusters Score: Raw -322182.090523 + Penalty 8996.489242 = -313185.601281 nChanged 38 SP:Iteration 9Q (6269.270000 sec): 3 clusters Score: Raw -322300.606442 + Penalty 8996.489242 = -313304.117200 nChanged 29 SP:Iteration 10Q (6269.290000 sec): 3 clusters Score: Raw -322408.486300 + Penalty 8996.489242 = -313411.997059 nChanged 31 SP:Iteration 11Q (6269.300000 sec): 3 clusters Score: Raw -322502.641526 + Penalty 8996.489242 = -313506.152285 nChanged 19 SP:Iteration 12Q (6269.310000 sec): 3 clusters Score: Raw -322561.355167 + Penalty 8996.489242 = -313564.865925 nChanged 13 SP:Iteration 13Q (6269.320000 sec): 3 clusters Score: Raw -322595.997247 + Penalty 8996.489242 = -313599.508005 nChanged 11 SP:Iteration 14Q (6269.330000 sec): 3 clusters Score: Raw -322627.768778 + Penalty 8996.489242 = -313631.279536 nChanged 3 SP:Iteration 15Q (6269.350000 sec): 3 clusters Score: Raw -322634.688245 + Penalty 8996.489242 = -313638.199003 nChanged 2 SP:Iteration 16Q (6269.360000 sec): 3 clusters Score: Raw -322638.858649 + Penalty 8996.489242 = -313642.369407 nChanged 2 SP:Iteration 17Q (6269.370000 sec): 3 clusters Score: Raw -322652.419191 + Penalty 8996.489242 = -313655.929949 nChanged 1 SP:Iteration 18Q (6269.380000 sec): 3 clusters Score: Raw -322654.082598 + Penalty 8996.489242 = -313657.593356 nChanged 0 SP:Iteration 19F (6269.400000 sec): 3 clusters Score: Raw -322701.868009 + Penalty 8996.489242 = -313705.378767 nChanged 8 SP:Iteration 20F (6269.410000 sec): 3 clusters Score: Raw -322823.139950 + Penalty 8996.489242 = -313826.650708 nChanged 9 SP:Iteration 21Q (6269.430000 sec): 3 clusters Score: Raw -322893.140675 + Penalty 8996.489242 = -313896.651433 nChanged 10 SP:Iteration 22Q (6269.440000 sec): 3 clusters Score: Raw -322931.539778 + Penalty 8996.489242 = -313935.050537 nChanged 7 SP:Iteration 23Q (6269.450000 sec): 3 clusters Score: Raw -322952.455787 + Penalty 8996.489242 = -313955.966545 nChanged 10 SP:Iteration 24Q (6269.460000 sec): 3 clusters Score: Raw -322983.131047 + Penalty 8996.489242 = -313986.641805 nChanged 0 SP:Iteration 25F (6269.480000 sec): 3 clusters Score: Raw -322983.131047 + Penalty 8996.489242 = -313986.641805 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 7 (840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6269.490000 sec): 2 clusters Score: Raw -177277.839273 + Penalty 4124.208659 = -173153.630614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6269.500000 sec): 3 clusters Score: Raw -177529.857752 + Penalty 8248.417318 = -169281.440435 nChanged 115 SP:Iteration 1F (6269.510000 sec): 3 clusters Score: Raw -177841.527837 + Penalty 8248.417318 = -169593.110520 nChanged 19 SP:Iteration 2Q (6269.520000 sec): 3 clusters Score: Raw -177901.595132 + Penalty 8248.417318 = -169653.177814 nChanged 6 SP:Iteration 3Q (6269.530000 sec): 3 clusters Score: Raw -177919.634279 + Penalty 8248.417318 = -169671.216962 nChanged 2 SP:Iteration 4Q (6269.530000 sec): 3 clusters Score: Raw -177924.439288 + Penalty 8248.417318 = -169676.021970 nChanged 2 SP:Iteration 5Q (6269.540000 sec): 3 clusters Score: Raw -177929.097764 + Penalty 8248.417318 = -169680.680446 nChanged 0 SP:Iteration 6F (6269.550000 sec): 3 clusters Score: Raw -177929.097764 + Penalty 8248.417318 = -169680.680446 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 8 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6269.570000 sec): 2 clusters Score: Raw -329213.632079 + Penalty 4501.009863 = -324712.622216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6269.580000 sec): 3 clusters Score: Raw -329125.434567 + Penalty 9002.019725 = -320123.414841 nChanged 312 SP:Iteration 1F (6269.600000 sec): 3 clusters Score: Raw -329706.912374 + Penalty 9002.019725 = -320704.892649 nChanged 83 SP:Iteration 2F (6269.610000 sec): 3 clusters Score: Raw -329896.317356 + Penalty 9002.019725 = -320894.297630 nChanged 49 SP:Iteration 3Q (6269.630000 sec): 3 clusters Score: Raw -330032.300910 + Penalty 9002.019725 = -321030.281185 nChanged 40 SP:Iteration 4Q (6269.650000 sec): 3 clusters Score: Raw -330143.184530 + Penalty 9002.019725 = -321141.164805 nChanged 30 SP:Iteration 5Q (6269.660000 sec): 3 clusters Score: Raw -330223.160133 + Penalty 9002.019725 = -321221.140408 nChanged 19 SP:Iteration 6Q (6269.670000 sec): 3 clusters Score: Raw -330261.129562 + Penalty 9002.019725 = -321259.109837 nChanged 8 SP:Iteration 7Q (6269.690000 sec): 3 clusters Score: Raw -330274.037007 + Penalty 9002.019725 = -321272.017281 nChanged 3 SP:Iteration 8Q (6269.700000 sec): 3 clusters Score: Raw -330281.467255 + Penalty 9002.019725 = -321279.447529 nChanged 3 SP:Iteration 9Q (6269.720000 sec): 3 clusters Score: Raw -330290.705415 + Penalty 9002.019725 = -321288.685689 nChanged 3 SP:Iteration 10Q (6269.730000 sec): 3 clusters Score: Raw -330297.250647 + Penalty 9002.019725 = -321295.230922 nChanged 4 SP:Iteration 11Q (6269.750000 sec): 3 clusters Score: Raw -330306.215257 + Penalty 9002.019725 = -321304.195531 nChanged 5 SP:Iteration 12Q (6269.760000 sec): 3 clusters Score: Raw -330317.005332 + Penalty 9002.019725 = -321314.985607 nChanged 3 SP:Iteration 13Q (6269.770000 sec): 3 clusters Score: Raw -330320.833867 + Penalty 9002.019725 = -321318.814141 nChanged 1 SP:Iteration 14Q (6269.790000 sec): 3 clusters Score: Raw -330322.085924 + Penalty 9002.019725 = -321320.066198 nChanged 1 SP:Iteration 15Q (6269.810000 sec): 3 clusters Score: Raw -330324.431002 + Penalty 9002.019725 = -321322.411276 nChanged 0 SP:Iteration 16F (6269.820000 sec): 3 clusters Score: Raw -330324.431002 + Penalty 9002.019725 = -321322.411276 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 9 (32373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6270.120000 sec): 2 clusters Score: Raw -7329127.976126 + Penalty 6360.861513 = -7322767.114613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6270.460000 sec): 3 clusters Score: Raw -7311127.817523 + Penalty 12721.723026 = -7298406.094498 nChanged 13678 SP:Iteration 1F (6270.800000 sec): 3 clusters Score: Raw -7318392.799239 + Penalty 12721.723026 = -7305671.076214 nChanged 1825 SP:Iteration 2F (6271.140000 sec): 3 clusters Score: Raw -7319072.889658 + Penalty 12721.723026 = -7306351.166632 nChanged 1401 SP:Iteration 3Q (6271.480000 sec): 3 clusters Score: Raw -7319534.202847 + Penalty 12721.723026 = -7306812.479821 nChanged 1095 SP:Iteration 4Q (6271.820000 sec): 3 clusters Score: Raw -7319860.945544 + Penalty 12721.723026 = -7307139.222518 nChanged 918 SP:Iteration 5Q (6272.160000 sec): 3 clusters Score: Raw -7320121.342371 + Penalty 12721.723026 = -7307399.619345 nChanged 811 SP:Iteration 6Q (6272.500000 sec): 3 clusters Score: Raw -7320343.933451 + Penalty 12721.723026 = -7307622.210426 nChanged 720 SP:Iteration 7Q (6272.840000 sec): 3 clusters Score: Raw -7320535.510182 + Penalty 12721.723026 = -7307813.787156 nChanged 621 SP:Iteration 8Q (6273.180000 sec): 3 clusters Score: Raw -7320694.880040 + Penalty 12721.723026 = -7307973.157014 nChanged 588 SP:Iteration 9Q (6273.520000 sec): 3 clusters Score: Raw -7320847.967363 + Penalty 12721.723026 = -7308126.244337 nChanged 574 SP:Iteration 10Q (6273.860000 sec): 3 clusters Score: Raw -7321000.744410 + Penalty 12721.723026 = -7308279.021384 nChanged 588 SP:Iteration 11Q (6274.200000 sec): 3 clusters Score: Raw -7321161.811662 + Penalty 12721.723026 = -7308440.088636 nChanged 568 SP:Iteration 12Q (6274.540000 sec): 3 clusters Score: Raw -7321314.252974 + Penalty 12721.723026 = -7308592.529948 nChanged 542 SP:Iteration 13Q (6274.880000 sec): 3 clusters Score: Raw -7321453.617414 + Penalty 12721.723026 = -7308731.894388 nChanged 509 SP:Iteration 14Q (6275.220000 sec): 3 clusters Score: Raw -7321577.564944 + Penalty 12721.723026 = -7308855.841918 nChanged 484 SP:Iteration 15Q (6275.560000 sec): 3 clusters Score: Raw -7321698.624941 + Penalty 12721.723026 = -7308976.901915 nChanged 480 SP:Iteration 16Q (6275.900000 sec): 3 clusters Score: Raw -7321811.010663 + Penalty 12721.723026 = -7309089.287637 nChanged 450 SP:Iteration 17Q (6276.250000 sec): 3 clusters Score: Raw -7321916.766854 + Penalty 12721.723026 = -7309195.043828 nChanged 448 SP:Iteration 18Q (6276.590000 sec): 3 clusters Score: Raw -7322024.633414 + Penalty 12721.723026 = -7309302.910389 nChanged 457 SP:Iteration 19Q (6276.930000 sec): 3 clusters Score: Raw -7322140.896469 + Penalty 12721.723026 = -7309419.173443 nChanged 454 SP:Iteration 20F (6277.270000 sec): 3 clusters Score: Raw -7322261.777781 + Penalty 12721.723026 = -7309540.054755 nChanged 489 SP:Iteration 21Q (6277.610000 sec): 3 clusters Score: Raw -7322387.539407 + Penalty 12721.723026 = -7309665.816381 nChanged 468 SP:Iteration 22Q (6277.950000 sec): 3 clusters Score: Raw -7322513.810581 + Penalty 12721.723026 = -7309792.087555 nChanged 479 SP:Iteration 23Q (6278.290000 sec): 3 clusters Score: Raw -7322642.172181 + Penalty 12721.723026 = -7309920.449155 nChanged 518 SP:Iteration 24Q (6278.630000 sec): 3 clusters Score: Raw -7322791.654279 + Penalty 12721.723026 = -7310069.931254 nChanged 566 SP:Iteration 25Q (6278.970000 sec): 3 clusters Score: Raw -7322968.026552 + Penalty 12721.723026 = -7310246.303526 nChanged 604 SP:Iteration 26Q (6279.310000 sec): 3 clusters Score: Raw -7323172.220953 + Penalty 12721.723026 = -7310450.497927 nChanged 673 SP:Iteration 27Q (6279.650000 sec): 3 clusters Score: Raw -7323417.678091 + Penalty 12721.723026 = -7310695.955065 nChanged 713 SP:Iteration 28Q (6279.990000 sec): 3 clusters Score: Raw -7323708.213099 + Penalty 12721.723026 = -7310986.490073 nChanged 825 SP:Iteration 29Q (6280.330000 sec): 3 clusters Score: Raw -7324062.361588 + Penalty 12721.723026 = -7311340.638562 nChanged 853 SP:Iteration 30Q (6280.670000 sec): 3 clusters Score: Raw -7324467.309569 + Penalty 12721.723026 = -7311745.586543 nChanged 926 SP:Iteration 31Q (6281.010000 sec): 3 clusters Score: Raw -7324963.512966 + Penalty 12721.723026 = -7312241.789940 nChanged 924 SP:Iteration 32Q (6281.350000 sec): 3 clusters Score: Raw -7325480.268278 + Penalty 12721.723026 = -7312758.545252 nChanged 875 SP:Iteration 33Q (6281.680000 sec): 3 clusters Score: Raw -7325960.103080 + Penalty 12721.723026 = -7313238.380054 nChanged 777 SP:Iteration 34Q (6282.010000 sec): 3 clusters Score: Raw -7326378.740599 + Penalty 12721.723026 = -7313657.017573 nChanged 701 SP:Iteration 35Q (6282.330000 sec): 3 clusters Score: Raw -7326731.439627 + Penalty 12721.723026 = -7314009.716601 nChanged 621 SP:Iteration 36Q (6282.650000 sec): 3 clusters Score: Raw -7327034.871066 + Penalty 12721.723026 = -7314313.148041 nChanged 575 SP:Iteration 37Q (6282.960000 sec): 3 clusters Score: Raw -7327311.084182 + Penalty 12721.723026 = -7314589.361156 nChanged 505 SP:Iteration 38Q (6283.270000 sec): 3 clusters Score: Raw -7327543.642460 + Penalty 12721.723026 = -7314821.919435 nChanged 473 SP:Iteration 39Q (6283.570000 sec): 3 clusters Score: Raw -7327772.282509 + Penalty 12721.723026 = -7315050.559484 nChanged 419 SP:Iteration 40F (6283.910000 sec): 3 clusters Score: Raw -7327977.024587 + Penalty 12721.723026 = -7315255.301561 nChanged 395 SP:Iteration 41Q (6284.200000 sec): 3 clusters Score: Raw -7328171.545588 + Penalty 12721.723026 = -7315449.822562 nChanged 354 SP:Iteration 42Q (6284.490000 sec): 3 clusters Score: Raw -7328351.822588 + Penalty 12721.723026 = -7315630.099562 nChanged 337 SP:Iteration 43Q (6284.770000 sec): 3 clusters Score: Raw -7328536.249650 + Penalty 12721.723026 = -7315814.526625 nChanged 327 SP:Iteration 44Q (6285.060000 sec): 3 clusters Score: Raw -7328722.689487 + Penalty 12721.723026 = -7316000.966461 nChanged 307 SP:Iteration 45Q (6285.340000 sec): 3 clusters Score: Raw -7328900.056772 + Penalty 12721.723026 = -7316178.333746 nChanged 276 SP:Iteration 46Q (6285.610000 sec): 3 clusters Score: Raw -7329068.080796 + Penalty 12721.723026 = -7316346.357770 nChanged 247 SP:Iteration 47Q (6285.890000 sec): 3 clusters Score: Raw -7329203.951738 + Penalty 12721.723026 = -7316482.228712 nChanged 199 SP:Iteration 48Q (6286.160000 sec): 3 clusters Score: Raw -7329318.085357 + Penalty 12721.723026 = -7316596.362331 nChanged 194 SP:Iteration 49Q (6286.430000 sec): 3 clusters Score: Raw -7329430.849915 + Penalty 12721.723026 = -7316709.126889 nChanged 157 SP:Iteration 50Q (6286.690000 sec): 3 clusters Score: Raw -7329525.327177 + Penalty 12721.723026 = -7316803.604151 nChanged 147 SP:Iteration 51Q (6286.960000 sec): 3 clusters Score: Raw -7329614.403281 + Penalty 12721.723026 = -7316892.680255 nChanged 119 SP:Iteration 52Q (6287.220000 sec): 3 clusters Score: Raw -7329688.757173 + Penalty 12721.723026 = -7316967.034148 nChanged 90 SP:Iteration 53Q (6287.480000 sec): 3 clusters Score: Raw -7329742.389681 + Penalty 12721.723026 = -7317020.666655 nChanged 67 SP:Iteration 54Q (6287.740000 sec): 3 clusters Score: Raw -7329781.354707 + Penalty 12721.723026 = -7317059.631681 nChanged 63 SP:Iteration 55Q (6288.000000 sec): 3 clusters Score: Raw -7329816.205160 + Penalty 12721.723026 = -7317094.482134 nChanged 49 SP:Iteration 56Q (6288.250000 sec): 3 clusters Score: Raw -7329845.017480 + Penalty 12721.723026 = -7317123.294454 nChanged 42 SP:Iteration 57Q (6288.510000 sec): 3 clusters Score: Raw -7329871.974767 + Penalty 12721.723026 = -7317150.251742 nChanged 34 SP:Iteration 58Q (6288.760000 sec): 3 clusters Score: Raw -7329894.865554 + Penalty 12721.723026 = -7317173.142528 nChanged 41 SP:Iteration 59Q (6289.020000 sec): 3 clusters Score: Raw -7329921.528111 + Penalty 12721.723026 = -7317199.805086 nChanged 32 SP:Iteration 60F (6289.360000 sec): 3 clusters Score: Raw -7329942.863130 + Penalty 12721.723026 = -7317221.140104 nChanged 29 SP:Iteration 61Q (6289.620000 sec): 3 clusters Score: Raw -7329960.756554 + Penalty 12721.723026 = -7317239.033528 nChanged 26 SP:Iteration 62Q (6289.870000 sec): 3 clusters Score: Raw -7329975.639677 + Penalty 12721.723026 = -7317253.916651 nChanged 23 SP:Iteration 63Q (6290.120000 sec): 3 clusters Score: Raw -7329991.944198 + Penalty 12721.723026 = -7317270.221172 nChanged 25 SP:Iteration 64Q (6290.380000 sec): 3 clusters Score: Raw -7330010.042870 + Penalty 12721.723026 = -7317288.319844 nChanged 20 SP:Iteration 65Q (6290.630000 sec): 3 clusters Score: Raw -7330024.373239 + Penalty 12721.723026 = -7317302.650213 nChanged 18 SP:Iteration 66Q (6290.880000 sec): 3 clusters Score: Raw -7330036.910796 + Penalty 12721.723026 = -7317315.187770 nChanged 14 SP:Iteration 67Q (6291.140000 sec): 3 clusters Score: Raw -7330047.097179 + Penalty 12721.723026 = -7317325.374153 nChanged 16 SP:Iteration 68Q (6291.390000 sec): 3 clusters Score: Raw -7330058.717792 + Penalty 12721.723026 = -7317336.994766 nChanged 15 SP:Iteration 69Q (6291.640000 sec): 3 clusters Score: Raw -7330068.539921 + Penalty 12721.723026 = -7317346.816895 nChanged 15 SP:Iteration 70Q (6291.890000 sec): 3 clusters Score: Raw -7330081.339847 + Penalty 12721.723026 = -7317359.616821 nChanged 12 SP:Iteration 71Q (6292.140000 sec): 3 clusters Score: Raw -7330089.154638 + Penalty 12721.723026 = -7317367.431612 nChanged 10 SP:Iteration 72Q (6292.390000 sec): 3 clusters Score: Raw -7330096.145750 + Penalty 12721.723026 = -7317374.422724 nChanged 12 SP:Iteration 73Q (6292.640000 sec): 3 clusters Score: Raw -7330104.631023 + Penalty 12721.723026 = -7317382.907997 nChanged 8 SP:Iteration 74Q (6292.890000 sec): 3 clusters Score: Raw -7330110.124494 + Penalty 12721.723026 = -7317388.401468 nChanged 5 SP:Iteration 75Q (6293.140000 sec): 3 clusters Score: Raw -7330112.696095 + Penalty 12721.723026 = -7317390.973069 nChanged 1 SP:Iteration 76Q (6293.390000 sec): 3 clusters Score: Raw -7330113.452997 + Penalty 12721.723026 = -7317391.729972 nChanged 1 SP:Iteration 77Q (6293.640000 sec): 3 clusters Score: Raw -7330114.328105 + Penalty 12721.723026 = -7317392.605079 nChanged 2 SP:Iteration 78Q (6293.890000 sec): 3 clusters Score: Raw -7330115.317047 + Penalty 12721.723026 = -7317393.594021 nChanged 3 SP:Iteration 79Q (6294.140000 sec): 3 clusters Score: Raw -7330117.033189 + Penalty 12721.723026 = -7317395.310163 nChanged 0 SP:Iteration 80F (6294.470000 sec): 3 clusters Score: Raw -7330117.033189 + Penalty 12721.723026 = -7317395.310163 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 11 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6294.530000 sec): 2 clusters Score: Raw -679863.949048 + Penalty 4935.337694 = -674928.611354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6294.560000 sec): 3 clusters Score: Raw -678953.176594 + Penalty 9870.675389 = -669082.501205 nChanged 882 SP:Iteration 1F (6294.600000 sec): 3 clusters Score: Raw -679705.789719 + Penalty 9870.675389 = -669835.114331 nChanged 209 SP:Iteration 2F (6294.630000 sec): 3 clusters Score: Raw -679925.609271 + Penalty 9870.675389 = -670054.933882 nChanged 102 SP:Iteration 3Q (6294.660000 sec): 3 clusters Score: Raw -680046.473976 + Penalty 9870.675389 = -670175.798587 nChanged 68 SP:Iteration 4Q (6294.690000 sec): 3 clusters Score: Raw -680113.997225 + Penalty 9870.675389 = -670243.321836 nChanged 41 SP:Iteration 5Q (6294.720000 sec): 3 clusters Score: Raw -680156.352319 + Penalty 9870.675389 = -670285.676930 nChanged 27 SP:Iteration 6Q (6294.760000 sec): 3 clusters Score: Raw -680183.883151 + Penalty 9870.675389 = -670313.207763 nChanged 18 SP:Iteration 7Q (6294.790000 sec): 3 clusters Score: Raw -680203.030456 + Penalty 9870.675389 = -670332.355068 nChanged 15 SP:Iteration 8Q (6294.820000 sec): 3 clusters Score: Raw -680214.801429 + Penalty 9870.675389 = -670344.126040 nChanged 13 SP:Iteration 9Q (6294.850000 sec): 3 clusters Score: Raw -680226.940935 + Penalty 9870.675389 = -670356.265547 nChanged 16 SP:Iteration 10Q (6294.880000 sec): 3 clusters Score: Raw -680240.084477 + Penalty 9870.675389 = -670369.409088 nChanged 7 SP:Iteration 11Q (6294.920000 sec): 3 clusters Score: Raw -680246.267275 + Penalty 9870.675389 = -670375.591886 nChanged 5 SP:Iteration 12Q (6294.950000 sec): 3 clusters Score: Raw -680248.012136 + Penalty 9870.675389 = -670377.336747 nChanged 2 SP:Iteration 13Q (6294.980000 sec): 3 clusters Score: Raw -680249.315499 + Penalty 9870.675389 = -670378.640110 nChanged 0 SP:Iteration 14F (6295.020000 sec): 3 clusters Score: Raw -680249.315499 + Penalty 9870.675389 = -670378.640110 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 12 (24211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6295.240000 sec): 2 clusters Score: Raw -5108196.008953 + Penalty 6182.919442 = -5102013.089511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6295.500000 sec): 3 clusters Score: Raw -5095256.355809 + Penalty 12365.838884 = -5082890.516925 nChanged 9942 SP:Iteration 1F (6295.760000 sec): 3 clusters Score: Raw -5100412.862369 + Penalty 12365.838884 = -5088047.023485 nChanged 1585 SP:Iteration 2F (6296.010000 sec): 3 clusters Score: Raw -5101203.876243 + Penalty 12365.838884 = -5088838.037359 nChanged 1251 SP:Iteration 3F (6296.270000 sec): 3 clusters Score: Raw -5101821.486073 + Penalty 12365.838884 = -5089455.647189 nChanged 1075 SP:Iteration 4Q (6296.520000 sec): 3 clusters Score: Raw -5102324.191907 + Penalty 12365.838884 = -5089958.353023 nChanged 877 SP:Iteration 5Q (6296.780000 sec): 3 clusters Score: Raw -5102739.218663 + Penalty 12365.838884 = -5090373.379779 nChanged 857 SP:Iteration 6Q (6297.040000 sec): 3 clusters Score: Raw -5103128.222417 + Penalty 12365.838884 = -5090762.383533 nChanged 784 SP:Iteration 7Q (6297.300000 sec): 3 clusters Score: Raw -5103432.034546 + Penalty 12365.838884 = -5091066.195662 nChanged 641 SP:Iteration 8Q (6297.550000 sec): 3 clusters Score: Raw -5103655.091907 + Penalty 12365.838884 = -5091289.253023 nChanged 574 SP:Iteration 9Q (6297.800000 sec): 3 clusters Score: Raw -5103845.099125 + Penalty 12365.838884 = -5091479.260241 nChanged 460 SP:Iteration 10Q (6298.060000 sec): 3 clusters Score: Raw -5103986.660633 + Penalty 12365.838884 = -5091620.821749 nChanged 434 SP:Iteration 11Q (6298.320000 sec): 3 clusters Score: Raw -5104109.732293 + Penalty 12365.838884 = -5091743.893409 nChanged 380 SP:Iteration 12Q (6298.570000 sec): 3 clusters Score: Raw -5104213.917145 + Penalty 12365.838884 = -5091848.078261 nChanged 339 SP:Iteration 13Q (6298.820000 sec): 3 clusters Score: Raw -5104295.731439 + Penalty 12365.838884 = -5091929.892555 nChanged 298 SP:Iteration 14Q (6299.080000 sec): 3 clusters Score: Raw -5104365.062110 + Penalty 12365.838884 = -5091999.223226 nChanged 300 SP:Iteration 15Q (6299.330000 sec): 3 clusters Score: Raw -5104442.272907 + Penalty 12365.838884 = -5092076.434023 nChanged 302 SP:Iteration 16Q (6299.590000 sec): 3 clusters Score: Raw -5104525.354662 + Penalty 12365.838884 = -5092159.515778 nChanged 331 SP:Iteration 17Q (6299.840000 sec): 3 clusters Score: Raw -5104615.248596 + Penalty 12365.838884 = -5092249.409712 nChanged 366 SP:Iteration 18Q (6300.100000 sec): 3 clusters Score: Raw -5104724.645723 + Penalty 12365.838884 = -5092358.806839 nChanged 393 SP:Iteration 19Q (6300.350000 sec): 3 clusters Score: Raw -5104841.384276 + Penalty 12365.838884 = -5092475.545392 nChanged 392 SP:Iteration 20F (6300.610000 sec): 3 clusters Score: Raw -5104966.550533 + Penalty 12365.838884 = -5092600.711649 nChanged 451 SP:Iteration 21Q (6300.860000 sec): 3 clusters Score: Raw -5105117.069849 + Penalty 12365.838884 = -5092751.230965 nChanged 484 SP:Iteration 22Q (6301.120000 sec): 3 clusters Score: Raw -5105287.990098 + Penalty 12365.838884 = -5092922.151214 nChanged 548 SP:Iteration 23Q (6301.370000 sec): 3 clusters Score: Raw -5105505.443495 + Penalty 12365.838884 = -5093139.604611 nChanged 627 SP:Iteration 24Q (6301.620000 sec): 3 clusters Score: Raw -5105781.540495 + Penalty 12365.838884 = -5093415.701611 nChanged 667 SP:Iteration 25Q (6301.870000 sec): 3 clusters Score: Raw -5106112.572320 + Penalty 12365.838884 = -5093746.733436 nChanged 760 SP:Iteration 26Q (6302.130000 sec): 3 clusters Score: Raw -5106510.092816 + Penalty 12365.838884 = -5094144.253932 nChanged 726 SP:Iteration 27Q (6302.380000 sec): 3 clusters Score: Raw -5106919.722584 + Penalty 12365.838884 = -5094553.883700 nChanged 715 SP:Iteration 28Q (6302.640000 sec): 3 clusters Score: Raw -5107396.767910 + Penalty 12365.838884 = -5095030.929026 nChanged 699 SP:Iteration 29Q (6302.890000 sec): 3 clusters Score: Raw -5107895.547315 + Penalty 12365.838884 = -5095529.708431 nChanged 579 SP:Iteration 30Q (6303.140000 sec): 3 clusters Score: Raw -5108295.994657 + Penalty 12365.838884 = -5095930.155773 nChanged 476 SP:Iteration 31Q (6303.390000 sec): 3 clusters Score: Raw -5108611.340318 + Penalty 12365.838884 = -5096245.501434 nChanged 359 SP:Iteration 32Q (6303.640000 sec): 3 clusters Score: Raw -5108844.268857 + Penalty 12365.838884 = -5096478.429973 nChanged 286 SP:Iteration 33Q (6303.880000 sec): 3 clusters Score: Raw -5109023.928760 + Penalty 12365.838884 = -5096658.089876 nChanged 239 SP:Iteration 34Q (6304.120000 sec): 3 clusters Score: Raw -5109180.591824 + Penalty 12365.838884 = -5096814.752940 nChanged 200 SP:Iteration 35Q (6304.360000 sec): 3 clusters Score: Raw -5109334.081598 + Penalty 12365.838884 = -5096968.242714 nChanged 170 SP:Iteration 36Q (6304.600000 sec): 3 clusters Score: Raw -5109459.532760 + Penalty 12365.838884 = -5097093.693876 nChanged 146 SP:Iteration 37Q (6304.820000 sec): 3 clusters Score: Raw -5109591.533114 + Penalty 12365.838884 = -5097225.694230 nChanged 115 SP:Iteration 38Q (6305.040000 sec): 3 clusters Score: Raw -5109736.476565 + Penalty 12365.838884 = -5097370.637681 nChanged 84 SP:Iteration 39Q (6305.260000 sec): 3 clusters Score: Raw -5109820.186351 + Penalty 12365.838884 = -5097454.347467 nChanged 65 SP:Iteration 40F (6305.510000 sec): 3 clusters Score: Raw -5109870.859615 + Penalty 12365.838884 = -5097505.020731 nChanged 44 SP:Iteration 41Q (6305.710000 sec): 3 clusters Score: Raw -5109901.971952 + Penalty 12365.838884 = -5097536.133068 nChanged 40 SP:Iteration 42Q (6305.910000 sec): 3 clusters Score: Raw -5109929.525341 + Penalty 12365.838884 = -5097563.686457 nChanged 38 SP:Iteration 43Q (6306.110000 sec): 3 clusters Score: Raw -5109954.772819 + Penalty 12365.838884 = -5097588.933935 nChanged 30 SP:Iteration 44Q (6306.300000 sec): 3 clusters Score: Raw -5109969.066070 + Penalty 12365.838884 = -5097603.227185 nChanged 13 SP:Iteration 45Q (6306.500000 sec): 3 clusters Score: Raw -5109973.846929 + Penalty 12365.838884 = -5097608.008044 nChanged 9 SP:Iteration 46Q (6306.690000 sec): 3 clusters Score: Raw -5109978.915436 + Penalty 12365.838884 = -5097613.076552 nChanged 12 SP:Iteration 47Q (6306.880000 sec): 3 clusters Score: Raw -5109984.412702 + Penalty 12365.838884 = -5097618.573818 nChanged 5 SP:Iteration 48Q (6307.080000 sec): 3 clusters Score: Raw -5109987.197598 + Penalty 12365.838884 = -5097621.358714 nChanged 1 SP:Iteration 49Q (6307.270000 sec): 3 clusters Score: Raw -5109987.520019 + Penalty 12365.838884 = -5097621.681135 nChanged 0 SP:Iteration 50F (6307.530000 sec): 3 clusters Score: Raw -5109987.520019 + Penalty 12365.838884 = -5097621.681135 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 13 (18494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6307.690000 sec): 2 clusters Score: Raw -4024374.889325 + Penalty 6017.936001 = -4018356.953324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6307.890000 sec): 3 clusters Score: Raw -4014918.167338 + Penalty 12035.872002 = -4002882.295336 nChanged 7346 SP:Iteration 1F (6308.080000 sec): 3 clusters Score: Raw -4018784.407806 + Penalty 12035.872002 = -4006748.535804 nChanged 1215 SP:Iteration 2F (6308.280000 sec): 3 clusters Score: Raw -4019355.414806 + Penalty 12035.872002 = -4007319.542804 nChanged 877 SP:Iteration 3Q (6308.470000 sec): 3 clusters Score: Raw -4019742.079432 + Penalty 12035.872002 = -4007706.207431 nChanged 694 SP:Iteration 4Q (6308.670000 sec): 3 clusters Score: Raw -4020026.469179 + Penalty 12035.872002 = -4007990.597178 nChanged 575 SP:Iteration 5Q (6308.860000 sec): 3 clusters Score: Raw -4020267.649218 + Penalty 12035.872002 = -4008231.777216 nChanged 534 SP:Iteration 6Q (6309.060000 sec): 3 clusters Score: Raw -4020516.586219 + Penalty 12035.872002 = -4008480.714217 nChanged 565 SP:Iteration 7Q (6309.260000 sec): 3 clusters Score: Raw -4020801.330725 + Penalty 12035.872002 = -4008765.458723 nChanged 603 SP:Iteration 8Q (6309.450000 sec): 3 clusters Score: Raw -4021114.646695 + Penalty 12035.872002 = -4009078.774693 nChanged 610 SP:Iteration 9Q (6309.640000 sec): 3 clusters Score: Raw -4021477.025983 + Penalty 12035.872002 = -4009441.153981 nChanged 713 SP:Iteration 10Q (6309.840000 sec): 3 clusters Score: Raw -4021935.573777 + Penalty 12035.872002 = -4009899.701775 nChanged 752 SP:Iteration 11Q (6310.040000 sec): 3 clusters Score: Raw -4022437.045646 + Penalty 12035.872002 = -4010401.173644 nChanged 749 SP:Iteration 12Q (6310.230000 sec): 3 clusters Score: Raw -4022908.200521 + Penalty 12035.872002 = -4010872.328519 nChanged 685 SP:Iteration 13Q (6310.420000 sec): 3 clusters Score: Raw -4023323.898701 + Penalty 12035.872002 = -4011288.026699 nChanged 593 SP:Iteration 14Q (6310.610000 sec): 3 clusters Score: Raw -4023639.779890 + Penalty 12035.872002 = -4011603.907889 nChanged 467 SP:Iteration 15Q (6310.810000 sec): 3 clusters Score: Raw -4023868.627990 + Penalty 12035.872002 = -4011832.755988 nChanged 368 SP:Iteration 16Q (6311.000000 sec): 3 clusters Score: Raw -4024006.183659 + Penalty 12035.872002 = -4011970.311658 nChanged 263 SP:Iteration 17Q (6311.190000 sec): 3 clusters Score: Raw -4024091.353462 + Penalty 12035.872002 = -4012055.481460 nChanged 175 SP:Iteration 18Q (6311.380000 sec): 3 clusters Score: Raw -4024141.045535 + Penalty 12035.872002 = -4012105.173534 nChanged 126 SP:Iteration 19Q (6311.570000 sec): 3 clusters Score: Raw -4024180.173672 + Penalty 12035.872002 = -4012144.301670 nChanged 130 SP:Iteration 20F (6311.770000 sec): 3 clusters Score: Raw -4024216.275004 + Penalty 12035.872002 = -4012180.403002 nChanged 110 SP:Iteration 21Q (6311.960000 sec): 3 clusters Score: Raw -4024245.312511 + Penalty 12035.872002 = -4012209.440509 nChanged 89 SP:Iteration 22Q (6312.150000 sec): 3 clusters Score: Raw -4024269.433526 + Penalty 12035.872002 = -4012233.561524 nChanged 70 SP:Iteration 23Q (6312.340000 sec): 3 clusters Score: Raw -4024288.823423 + Penalty 12035.872002 = -4012252.951421 nChanged 68 SP:Iteration 24Q (6312.530000 sec): 3 clusters Score: Raw -4024307.662265 + Penalty 12035.872002 = -4012271.790264 nChanged 73 SP:Iteration 25Q (6312.720000 sec): 3 clusters Score: Raw -4024325.978585 + Penalty 12035.872002 = -4012290.106583 nChanged 53 SP:Iteration 26Q (6312.910000 sec): 3 clusters Score: Raw -4024338.735824 + Penalty 12035.872002 = -4012302.863822 nChanged 39 SP:Iteration 27Q (6313.100000 sec): 3 clusters Score: Raw -4024348.911454 + Penalty 12035.872002 = -4012313.039452 nChanged 37 SP:Iteration 28Q (6313.290000 sec): 3 clusters Score: Raw -4024359.159061 + Penalty 12035.872002 = -4012323.287059 nChanged 31 SP:Iteration 29Q (6313.480000 sec): 3 clusters Score: Raw -4024365.868123 + Penalty 12035.872002 = -4012329.996121 nChanged 32 SP:Iteration 30Q (6313.680000 sec): 3 clusters Score: Raw -4024371.920197 + Penalty 12035.872002 = -4012336.048195 nChanged 16 SP:Iteration 31Q (6313.860000 sec): 3 clusters Score: Raw -4024375.427072 + Penalty 12035.872002 = -4012339.555071 nChanged 13 SP:Iteration 32Q (6314.060000 sec): 3 clusters Score: Raw -4024378.465643 + Penalty 12035.872002 = -4012342.593642 nChanged 18 SP:Iteration 33Q (6314.250000 sec): 3 clusters Score: Raw -4024382.272034 + Penalty 12035.872002 = -4012346.400032 nChanged 17 SP:Iteration 34Q (6314.440000 sec): 3 clusters Score: Raw -4024385.253287 + Penalty 12035.872002 = -4012349.381285 nChanged 17 SP:Iteration 35Q (6314.630000 sec): 3 clusters Score: Raw -4024389.374306 + Penalty 12035.872002 = -4012353.502304 nChanged 16 SP:Iteration 36Q (6314.820000 sec): 3 clusters Score: Raw -4024393.255704 + Penalty 12035.872002 = -4012357.383702 nChanged 17 SP:Iteration 37Q (6315.010000 sec): 3 clusters Score: Raw -4024396.476019 + Penalty 12035.872002 = -4012360.604017 nChanged 9 SP:Iteration 38Q (6315.200000 sec): 3 clusters Score: Raw -4024398.270299 + Penalty 12035.872002 = -4012362.398297 nChanged 10 SP:Iteration 39Q (6315.390000 sec): 3 clusters Score: Raw -4024400.541663 + Penalty 12035.872002 = -4012364.669661 nChanged 9 SP:Iteration 40F (6315.580000 sec): 3 clusters Score: Raw -4024402.140516 + Penalty 12035.872002 = -4012366.268515 nChanged 8 SP:Iteration 41Q (6315.770000 sec): 3 clusters Score: Raw -4024403.654629 + Penalty 12035.872002 = -4012367.782628 nChanged 5 SP:Iteration 42Q (6315.960000 sec): 3 clusters Score: Raw -4024404.901982 + Penalty 12035.872002 = -4012369.029981 nChanged 6 SP:Iteration 43Q (6316.160000 sec): 3 clusters Score: Raw -4024406.255357 + Penalty 12035.872002 = -4012370.383355 nChanged 8 SP:Iteration 44Q (6316.340000 sec): 3 clusters Score: Raw -4024407.802941 + Penalty 12035.872002 = -4012371.930939 nChanged 11 SP:Iteration 45Q (6316.540000 sec): 3 clusters Score: Raw -4024409.724496 + Penalty 12035.872002 = -4012373.852494 nChanged 5 SP:Iteration 46Q (6316.720000 sec): 3 clusters Score: Raw -4024410.726513 + Penalty 12035.872002 = -4012374.854511 nChanged 5 SP:Iteration 47Q (6316.920000 sec): 3 clusters Score: Raw -4024411.728673 + Penalty 12035.872002 = -4012375.856671 nChanged 12 SP:Iteration 48Q (6317.100000 sec): 3 clusters Score: Raw -4024414.674358 + Penalty 12035.872002 = -4012378.802356 nChanged 7 SP:Iteration 49Q (6317.290000 sec): 3 clusters Score: Raw -4024416.283586 + Penalty 12035.872002 = -4012380.411584 nChanged 6 SP:Iteration 50Q (6317.480000 sec): 3 clusters Score: Raw -4024417.731213 + Penalty 12035.872002 = -4012381.859211 nChanged 5 SP:Iteration 51Q (6317.670000 sec): 3 clusters Score: Raw -4024418.390580 + Penalty 12035.872002 = -4012382.518578 nChanged 6 SP:Iteration 52Q (6317.860000 sec): 3 clusters Score: Raw -4024419.601762 + Penalty 12035.872002 = -4012383.729760 nChanged 5 SP:Iteration 53Q (6318.050000 sec): 3 clusters Score: Raw -4024420.464334 + Penalty 12035.872002 = -4012384.592332 nChanged 5 SP:Iteration 54Q (6318.240000 sec): 3 clusters Score: Raw -4024421.138396 + Penalty 12035.872002 = -4012385.266394 nChanged 5 SP:Iteration 55Q (6318.430000 sec): 3 clusters Score: Raw -4024421.939863 + Penalty 12035.872002 = -4012386.067861 nChanged 6 SP:Iteration 56Q (6318.620000 sec): 3 clusters Score: Raw -4024423.203657 + Penalty 12035.872002 = -4012387.331656 nChanged 3 SP:Iteration 57Q (6318.810000 sec): 3 clusters Score: Raw -4024423.622113 + Penalty 12035.872002 = -4012387.750111 nChanged 1 SP:Iteration 58Q (6319.000000 sec): 3 clusters Score: Raw -4024423.866296 + Penalty 12035.872002 = -4012387.994294 nChanged 2 SP:Iteration 59Q (6319.190000 sec): 3 clusters Score: Raw -4024424.511830 + Penalty 12035.872002 = -4012388.639828 nChanged 6 SP:Iteration 60F (6319.390000 sec): 3 clusters Score: Raw -4024425.658588 + Penalty 12035.872002 = -4012389.786587 nChanged 3 SP:Iteration 61Q (6319.580000 sec): 3 clusters Score: Raw -4024426.119692 + Penalty 12035.872002 = -4012390.247690 nChanged 2 SP:Iteration 62Q (6319.770000 sec): 3 clusters Score: Raw -4024426.488138 + Penalty 12035.872002 = -4012390.616136 nChanged 0 SP:Iteration 63F (6319.960000 sec): 3 clusters Score: Raw -4024426.488138 + Penalty 12035.872002 = -4012390.616136 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 14 (11287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6320.070000 sec): 2 clusters Score: Raw -2378178.662422 + Penalty 5715.486726 = -2372463.175695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6320.190000 sec): 3 clusters Score: Raw -2372866.180440 + Penalty 11430.973452 = -2361435.206987 nChanged 4233 SP:Iteration 1F (6320.310000 sec): 3 clusters Score: Raw -2375228.108642 + Penalty 11430.973452 = -2363797.135190 nChanged 844 SP:Iteration 2F (6320.430000 sec): 3 clusters Score: Raw -2375726.445759 + Penalty 11430.973452 = -2364295.472307 nChanged 567 SP:Iteration 3F (6320.550000 sec): 3 clusters Score: Raw -2376023.261641 + Penalty 11430.973452 = -2364592.288188 nChanged 386 SP:Iteration 4Q (6320.670000 sec): 3 clusters Score: Raw -2376224.550869 + Penalty 11430.973452 = -2364793.577416 nChanged 292 SP:Iteration 5Q (6320.790000 sec): 3 clusters Score: Raw -2376382.070875 + Penalty 11430.973452 = -2364951.097422 nChanged 272 SP:Iteration 6Q (6320.910000 sec): 3 clusters Score: Raw -2376538.300149 + Penalty 11430.973452 = -2365107.326697 nChanged 267 SP:Iteration 7Q (6321.030000 sec): 3 clusters Score: Raw -2376684.210253 + Penalty 11430.973452 = -2365253.236801 nChanged 251 SP:Iteration 8Q (6321.150000 sec): 3 clusters Score: Raw -2376817.021392 + Penalty 11430.973452 = -2365386.047940 nChanged 239 SP:Iteration 9Q (6321.270000 sec): 3 clusters Score: Raw -2376935.609697 + Penalty 11430.973452 = -2365504.636244 nChanged 245 SP:Iteration 10Q (6321.390000 sec): 3 clusters Score: Raw -2377064.800478 + Penalty 11430.973452 = -2365633.827025 nChanged 285 SP:Iteration 11Q (6321.500000 sec): 3 clusters Score: Raw -2377207.102737 + Penalty 11430.973452 = -2365776.129284 nChanged 273 SP:Iteration 12Q (6321.620000 sec): 3 clusters Score: Raw -2377338.876965 + Penalty 11430.973452 = -2365907.903513 nChanged 270 SP:Iteration 13Q (6321.740000 sec): 3 clusters Score: Raw -2377488.167997 + Penalty 11430.973452 = -2366057.194544 nChanged 287 SP:Iteration 14Q (6321.860000 sec): 3 clusters Score: Raw -2377647.764286 + Penalty 11430.973452 = -2366216.790834 nChanged 276 SP:Iteration 15Q (6321.980000 sec): 3 clusters Score: Raw -2377806.513615 + Penalty 11430.973452 = -2366375.540163 nChanged 280 SP:Iteration 16Q (6322.100000 sec): 3 clusters Score: Raw -2377963.823797 + Penalty 11430.973452 = -2366532.850345 nChanged 293 SP:Iteration 17Q (6322.220000 sec): 3 clusters Score: Raw -2378137.681782 + Penalty 11430.973452 = -2366706.708330 nChanged 271 SP:Iteration 18Q (6322.340000 sec): 3 clusters Score: Raw -2378305.032113 + Penalty 11430.973452 = -2366874.058660 nChanged 266 SP:Iteration 19Q (6322.460000 sec): 3 clusters Score: Raw -2378482.941238 + Penalty 11430.973452 = -2367051.967785 nChanged 252 SP:Iteration 20F (6322.580000 sec): 3 clusters Score: Raw -2378656.960640 + Penalty 11430.973452 = -2367225.987188 nChanged 242 SP:Iteration 21Q (6322.700000 sec): 3 clusters Score: Raw -2378820.930994 + Penalty 11430.973452 = -2367389.957542 nChanged 190 SP:Iteration 22Q (6322.810000 sec): 3 clusters Score: Raw -2378935.875010 + Penalty 11430.973452 = -2367504.901557 nChanged 146 SP:Iteration 23Q (6322.930000 sec): 3 clusters Score: Raw -2379019.719855 + Penalty 11430.973452 = -2367588.746402 nChanged 125 SP:Iteration 24Q (6323.050000 sec): 3 clusters Score: Raw -2379094.780468 + Penalty 11430.973452 = -2367663.807015 nChanged 114 SP:Iteration 25Q (6323.170000 sec): 3 clusters Score: Raw -2379166.003735 + Penalty 11430.973452 = -2367735.030282 nChanged 97 SP:Iteration 26Q (6323.280000 sec): 3 clusters Score: Raw -2379223.892912 + Penalty 11430.973452 = -2367792.919459 nChanged 72 SP:Iteration 27Q (6323.400000 sec): 3 clusters Score: Raw -2379265.055696 + Penalty 11430.973452 = -2367834.082243 nChanged 68 SP:Iteration 28Q (6323.510000 sec): 3 clusters Score: Raw -2379307.362846 + Penalty 11430.973452 = -2367876.389393 nChanged 66 SP:Iteration 29Q (6323.630000 sec): 3 clusters Score: Raw -2379348.455200 + Penalty 11430.973452 = -2367917.481747 nChanged 69 SP:Iteration 30Q (6323.750000 sec): 3 clusters Score: Raw -2379394.067830 + Penalty 11430.973452 = -2367963.094378 nChanged 51 SP:Iteration 31Q (6323.860000 sec): 3 clusters Score: Raw -2379425.765937 + Penalty 11430.973452 = -2367994.792484 nChanged 40 SP:Iteration 32Q (6323.970000 sec): 3 clusters Score: Raw -2379455.234156 + Penalty 11430.973452 = -2368024.260703 nChanged 39 SP:Iteration 33Q (6324.090000 sec): 3 clusters Score: Raw -2379477.494238 + Penalty 11430.973452 = -2368046.520786 nChanged 26 SP:Iteration 34Q (6324.200000 sec): 3 clusters Score: Raw -2379494.086939 + Penalty 11430.973452 = -2368063.113487 nChanged 19 SP:Iteration 35Q (6324.310000 sec): 3 clusters Score: Raw -2379504.916019 + Penalty 11430.973452 = -2368073.942566 nChanged 23 SP:Iteration 36Q (6324.430000 sec): 3 clusters Score: Raw -2379521.114721 + Penalty 11430.973452 = -2368090.141269 nChanged 27 SP:Iteration 37Q (6324.540000 sec): 3 clusters Score: Raw -2379536.881706 + Penalty 11430.973452 = -2368105.908254 nChanged 25 SP:Iteration 38Q (6324.650000 sec): 3 clusters Score: Raw -2379551.797456 + Penalty 11430.973452 = -2368120.824004 nChanged 20 SP:Iteration 39Q (6324.770000 sec): 3 clusters Score: Raw -2379561.955596 + Penalty 11430.973452 = -2368130.982144 nChanged 11 SP:Iteration 40F (6324.880000 sec): 3 clusters Score: Raw -2379567.499968 + Penalty 11430.973452 = -2368136.526516 nChanged 12 SP:Iteration 41Q (6324.990000 sec): 3 clusters Score: Raw -2379574.704213 + Penalty 11430.973452 = -2368143.730760 nChanged 16 SP:Iteration 42Q (6325.110000 sec): 3 clusters Score: Raw -2379585.127605 + Penalty 11430.973452 = -2368154.154152 nChanged 10 SP:Iteration 43Q (6325.220000 sec): 3 clusters Score: Raw -2379590.975477 + Penalty 11430.973452 = -2368160.002024 nChanged 6 SP:Iteration 44Q (6325.330000 sec): 3 clusters Score: Raw -2379594.242139 + Penalty 11430.973452 = -2368163.268687 nChanged 4 SP:Iteration 45Q (6325.440000 sec): 3 clusters Score: Raw -2379596.756381 + Penalty 11430.973452 = -2368165.782929 nChanged 5 SP:Iteration 46Q (6325.550000 sec): 3 clusters Score: Raw -2379599.141015 + Penalty 11430.973452 = -2368168.167562 nChanged 3 SP:Iteration 47Q (6325.670000 sec): 3 clusters Score: Raw -2379600.758889 + Penalty 11430.973452 = -2368169.785437 nChanged 4 SP:Iteration 48Q (6325.780000 sec): 3 clusters Score: Raw -2379603.459564 + Penalty 11430.973452 = -2368172.486112 nChanged 6 SP:Iteration 49Q (6325.890000 sec): 3 clusters Score: Raw -2379607.278159 + Penalty 11430.973452 = -2368176.304707 nChanged 6 SP:Iteration 50Q (6326.000000 sec): 3 clusters Score: Raw -2379611.666164 + Penalty 11430.973452 = -2368180.692711 nChanged 8 SP:Iteration 51Q (6326.110000 sec): 3 clusters Score: Raw -2379617.324535 + Penalty 11430.973452 = -2368186.351082 nChanged 10 SP:Iteration 52Q (6326.220000 sec): 3 clusters Score: Raw -2379625.923459 + Penalty 11430.973452 = -2368194.950006 nChanged 13 SP:Iteration 53Q (6326.330000 sec): 3 clusters Score: Raw -2379634.651154 + Penalty 11430.973452 = -2368203.677701 nChanged 8 SP:Iteration 54Q (6326.440000 sec): 3 clusters Score: Raw -2379639.856015 + Penalty 11430.973452 = -2368208.882562 nChanged 7 SP:Iteration 55Q (6326.550000 sec): 3 clusters Score: Raw -2379643.961738 + Penalty 11430.973452 = -2368212.988286 nChanged 6 SP:Iteration 56Q (6326.660000 sec): 3 clusters Score: Raw -2379646.863049 + Penalty 11430.973452 = -2368215.889597 nChanged 6 SP:Iteration 57Q (6326.770000 sec): 3 clusters Score: Raw -2379651.160022 + Penalty 11430.973452 = -2368220.186569 nChanged 4 SP:Iteration 58Q (6326.880000 sec): 3 clusters Score: Raw -2379653.743882 + Penalty 11430.973452 = -2368222.770430 nChanged 5 SP:Iteration 59Q (6326.990000 sec): 3 clusters Score: Raw -2379656.526521 + Penalty 11430.973452 = -2368225.553068 nChanged 4 SP:Iteration 60F (6327.110000 sec): 3 clusters Score: Raw -2379658.956744 + Penalty 11430.973452 = -2368227.983291 nChanged 3 SP:Iteration 61Q (6327.220000 sec): 3 clusters Score: Raw -2379660.882984 + Penalty 11430.973452 = -2368229.909531 nChanged 5 SP:Iteration 62Q (6327.330000 sec): 3 clusters Score: Raw -2379663.152777 + Penalty 11430.973452 = -2368232.179324 nChanged 8 SP:Iteration 63Q (6327.450000 sec): 3 clusters Score: Raw -2379667.647705 + Penalty 11430.973452 = -2368236.674253 nChanged 4 SP:Iteration 64Q (6327.550000 sec): 3 clusters Score: Raw -2379670.131780 + Penalty 11430.973452 = -2368239.158328 nChanged 1 SP:Iteration 65Q (6327.670000 sec): 3 clusters Score: Raw -2379670.502815 + Penalty 11430.973452 = -2368239.529362 nChanged 0 SP:Iteration 66F (6327.790000 sec): 3 clusters Score: Raw -2379670.502815 + Penalty 11430.973452 = -2368239.529362 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 15 (20413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6327.970000 sec): 2 clusters Score: Raw -4324164.213693 + Penalty 6078.405429 = -4318085.808264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6328.190000 sec): 3 clusters Score: Raw -4313338.126999 + Penalty 12156.810859 = -4301181.316140 nChanged 8380 SP:Iteration 1F (6328.410000 sec): 3 clusters Score: Raw -4317925.550936 + Penalty 12156.810859 = -4305768.740077 nChanged 1438 SP:Iteration 2F (6328.630000 sec): 3 clusters Score: Raw -4318771.945328 + Penalty 12156.810859 = -4306615.134470 nChanged 1222 SP:Iteration 3F (6328.840000 sec): 3 clusters Score: Raw -4319584.839225 + Penalty 12156.810859 = -4307428.028366 nChanged 1133 SP:Iteration 4F (6329.060000 sec): 3 clusters Score: Raw -4320494.215487 + Penalty 12156.810859 = -4308337.404628 nChanged 1156 SP:Iteration 5F (6329.270000 sec): 3 clusters Score: Raw -4321469.245825 + Penalty 12156.810859 = -4309312.434966 nChanged 1158 SP:Iteration 6F (6329.490000 sec): 3 clusters Score: Raw -4322352.974857 + Penalty 12156.810859 = -4310196.163998 nChanged 1013 SP:Iteration 7Q (6329.700000 sec): 3 clusters Score: Raw -4322962.001860 + Penalty 12156.810859 = -4310805.191001 nChanged 839 SP:Iteration 8Q (6329.910000 sec): 3 clusters Score: Raw -4323441.647594 + Penalty 12156.810859 = -4311284.836735 nChanged 747 SP:Iteration 9Q (6330.130000 sec): 3 clusters Score: Raw -4323848.353601 + Penalty 12156.810859 = -4311691.542742 nChanged 608 SP:Iteration 10Q (6330.340000 sec): 3 clusters Score: Raw -4324159.335194 + Penalty 12156.810859 = -4312002.524335 nChanged 577 SP:Iteration 11Q (6330.550000 sec): 3 clusters Score: Raw -4324471.992350 + Penalty 12156.810859 = -4312315.181491 nChanged 570 SP:Iteration 12Q (6330.760000 sec): 3 clusters Score: Raw -4324784.059804 + Penalty 12156.810859 = -4312627.248945 nChanged 526 SP:Iteration 13Q (6330.970000 sec): 3 clusters Score: Raw -4325096.673512 + Penalty 12156.810859 = -4312939.862653 nChanged 530 SP:Iteration 14Q (6331.170000 sec): 3 clusters Score: Raw -4325438.530731 + Penalty 12156.810859 = -4313281.719872 nChanged 521 SP:Iteration 15Q (6331.380000 sec): 3 clusters Score: Raw -4325812.486064 + Penalty 12156.810859 = -4313655.675205 nChanged 524 SP:Iteration 16Q (6331.580000 sec): 3 clusters Score: Raw -4326230.110662 + Penalty 12156.810859 = -4314073.299803 nChanged 512 SP:Iteration 17Q (6331.780000 sec): 3 clusters Score: Raw -4326639.076118 + Penalty 12156.810859 = -4314482.265259 nChanged 450 SP:Iteration 18Q (6331.980000 sec): 3 clusters Score: Raw -4326978.512154 + Penalty 12156.810859 = -4314821.701295 nChanged 396 SP:Iteration 19Q (6332.170000 sec): 3 clusters Score: Raw -4327265.659562 + Penalty 12156.810859 = -4315108.848703 nChanged 347 SP:Iteration 20F (6332.390000 sec): 3 clusters Score: Raw -4327508.369072 + Penalty 12156.810859 = -4315351.558213 nChanged 317 SP:Iteration 21Q (6332.570000 sec): 3 clusters Score: Raw -4327706.271560 + Penalty 12156.810859 = -4315549.460701 nChanged 270 SP:Iteration 22Q (6332.760000 sec): 3 clusters Score: Raw -4327869.250935 + Penalty 12156.810859 = -4315712.440076 nChanged 244 SP:Iteration 23Q (6332.950000 sec): 3 clusters Score: Raw -4328004.712073 + Penalty 12156.810859 = -4315847.901214 nChanged 229 SP:Iteration 24Q (6333.130000 sec): 3 clusters Score: Raw -4328120.549370 + Penalty 12156.810859 = -4315963.738511 nChanged 195 SP:Iteration 25Q (6333.310000 sec): 3 clusters Score: Raw -4328212.420328 + Penalty 12156.810859 = -4316055.609469 nChanged 148 SP:Iteration 26Q (6333.480000 sec): 3 clusters Score: Raw -4328272.620607 + Penalty 12156.810859 = -4316115.809748 nChanged 134 SP:Iteration 27Q (6333.660000 sec): 3 clusters Score: Raw -4328332.175598 + Penalty 12156.810859 = -4316175.364740 nChanged 116 SP:Iteration 28Q (6333.830000 sec): 3 clusters Score: Raw -4328382.889602 + Penalty 12156.810859 = -4316226.078743 nChanged 105 SP:Iteration 29Q (6334.010000 sec): 3 clusters Score: Raw -4328427.672633 + Penalty 12156.810859 = -4316270.861774 nChanged 97 SP:Iteration 30Q (6334.190000 sec): 3 clusters Score: Raw -4328468.224690 + Penalty 12156.810859 = -4316311.413831 nChanged 104 SP:Iteration 31Q (6334.360000 sec): 3 clusters Score: Raw -4328509.377230 + Penalty 12156.810859 = -4316352.566371 nChanged 88 SP:Iteration 32Q (6334.530000 sec): 3 clusters Score: Raw -4328543.092682 + Penalty 12156.810859 = -4316386.281823 nChanged 81 SP:Iteration 33Q (6334.710000 sec): 3 clusters Score: Raw -4328578.382840 + Penalty 12156.810859 = -4316421.571981 nChanged 86 SP:Iteration 34Q (6334.880000 sec): 3 clusters Score: Raw -4328615.859435 + Penalty 12156.810859 = -4316459.048576 nChanged 77 SP:Iteration 35Q (6335.050000 sec): 3 clusters Score: Raw -4328652.092431 + Penalty 12156.810859 = -4316495.281572 nChanged 70 SP:Iteration 36Q (6335.220000 sec): 3 clusters Score: Raw -4328682.444651 + Penalty 12156.810859 = -4316525.633792 nChanged 58 SP:Iteration 37Q (6335.390000 sec): 3 clusters Score: Raw -4328705.307020 + Penalty 12156.810859 = -4316548.496161 nChanged 62 SP:Iteration 38Q (6335.550000 sec): 3 clusters Score: Raw -4328727.957724 + Penalty 12156.810859 = -4316571.146865 nChanged 46 SP:Iteration 39Q (6335.720000 sec): 3 clusters Score: Raw -4328745.221711 + Penalty 12156.810859 = -4316588.410852 nChanged 40 SP:Iteration 40F (6335.930000 sec): 3 clusters Score: Raw -4328761.250856 + Penalty 12156.810859 = -4316604.439997 nChanged 36 SP:Iteration 41Q (6336.100000 sec): 3 clusters Score: Raw -4328774.489598 + Penalty 12156.810859 = -4316617.678739 nChanged 27 SP:Iteration 42Q (6336.270000 sec): 3 clusters Score: Raw -4328783.889673 + Penalty 12156.810859 = -4316627.078814 nChanged 25 SP:Iteration 43Q (6336.440000 sec): 3 clusters Score: Raw -4328792.231605 + Penalty 12156.810859 = -4316635.420746 nChanged 25 SP:Iteration 44Q (6336.610000 sec): 3 clusters Score: Raw -4328800.318477 + Penalty 12156.810859 = -4316643.507618 nChanged 23 SP:Iteration 45Q (6336.770000 sec): 3 clusters Score: Raw -4328808.442594 + Penalty 12156.810859 = -4316651.631735 nChanged 25 SP:Iteration 46Q (6336.940000 sec): 3 clusters Score: Raw -4328816.942606 + Penalty 12156.810859 = -4316660.131747 nChanged 29 SP:Iteration 47Q (6337.110000 sec): 3 clusters Score: Raw -4328826.340138 + Penalty 12156.810859 = -4316669.529279 nChanged 23 SP:Iteration 48Q (6337.270000 sec): 3 clusters Score: Raw -4328834.101747 + Penalty 12156.810859 = -4316677.290888 nChanged 20 SP:Iteration 49Q (6337.440000 sec): 3 clusters Score: Raw -4328840.639751 + Penalty 12156.810859 = -4316683.828893 nChanged 20 SP:Iteration 50Q (6337.610000 sec): 3 clusters Score: Raw -4328847.757320 + Penalty 12156.810859 = -4316690.946461 nChanged 18 SP:Iteration 51Q (6337.770000 sec): 3 clusters Score: Raw -4328852.242672 + Penalty 12156.810859 = -4316695.431813 nChanged 9 SP:Iteration 52Q (6337.940000 sec): 3 clusters Score: Raw -4328854.199361 + Penalty 12156.810859 = -4316697.388502 nChanged 3 SP:Iteration 53Q (6338.110000 sec): 3 clusters Score: Raw -4328855.338232 + Penalty 12156.810859 = -4316698.527373 nChanged 3 SP:Iteration 54Q (6338.270000 sec): 3 clusters Score: Raw -4328856.407166 + Penalty 12156.810859 = -4316699.596307 nChanged 5 SP:Iteration 55Q (6338.440000 sec): 3 clusters Score: Raw -4328857.401905 + Penalty 12156.810859 = -4316700.591046 nChanged 4 SP:Iteration 56Q (6338.600000 sec): 3 clusters Score: Raw -4328859.177820 + Penalty 12156.810859 = -4316702.366961 nChanged 7 SP:Iteration 57Q (6338.770000 sec): 3 clusters Score: Raw -4328861.070982 + Penalty 12156.810859 = -4316704.260123 nChanged 3 SP:Iteration 58Q (6338.930000 sec): 3 clusters Score: Raw -4328862.109908 + Penalty 12156.810859 = -4316705.299049 nChanged 4 SP:Iteration 59Q (6339.100000 sec): 3 clusters Score: Raw -4328863.292050 + Penalty 12156.810859 = -4316706.481191 nChanged 5 SP:Iteration 60F (6339.310000 sec): 3 clusters Score: Raw -4328864.971843 + Penalty 12156.810859 = -4316708.160984 nChanged 2 SP:Iteration 61Q (6339.480000 sec): 3 clusters Score: Raw -4328865.649811 + Penalty 12156.810859 = -4316708.838952 nChanged 3 SP:Iteration 62Q (6339.650000 sec): 3 clusters Score: Raw -4328866.319509 + Penalty 12156.810859 = -4316709.508650 nChanged 2 SP:Iteration 63Q (6339.810000 sec): 3 clusters Score: Raw -4328866.852454 + Penalty 12156.810859 = -4316710.041595 nChanged 4 SP:Iteration 64Q (6339.980000 sec): 3 clusters Score: Raw -4328868.045513 + Penalty 12156.810859 = -4316711.234655 nChanged 7 SP:Iteration 65Q (6340.150000 sec): 3 clusters Score: Raw -4328869.949959 + Penalty 12156.810859 = -4316713.139100 nChanged 3 SP:Iteration 66Q (6340.310000 sec): 3 clusters Score: Raw -4328870.572196 + Penalty 12156.810859 = -4316713.761337 nChanged 1 SP:Iteration 67Q (6340.480000 sec): 3 clusters Score: Raw -4328870.781182 + Penalty 12156.810859 = -4316713.970323 nChanged 1 SP:Iteration 68Q (6340.650000 sec): 3 clusters Score: Raw -4328871.210743 + Penalty 12156.810859 = -4316714.399884 nChanged 1 SP:Iteration 69Q (6340.810000 sec): 3 clusters Score: Raw -4328871.436176 + Penalty 12156.810859 = -4316714.625318 nChanged 2 SP:Iteration 70Q (6340.980000 sec): 3 clusters Score: Raw -4328871.961495 + Penalty 12156.810859 = -4316715.150636 nChanged 3 SP:Iteration 71Q (6341.140000 sec): 3 clusters Score: Raw -4328872.694199 + Penalty 12156.810859 = -4316715.883340 nChanged 1 SP:Iteration 72Q (6341.310000 sec): 3 clusters Score: Raw -4328872.907719 + Penalty 12156.810859 = -4316716.096860 nChanged 0 SP:Iteration 73F (6341.520000 sec): 3 clusters Score: Raw -4328872.907719 + Penalty 12156.810859 = -4316716.096860 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 16 (17769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6341.670000 sec): 2 clusters Score: Raw -3867173.040051 + Penalty 5993.441520 = -3861179.598531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6341.860000 sec): 3 clusters Score: Raw -3858089.835748 + Penalty 11986.883040 = -3846102.952708 nChanged 7108 SP:Iteration 1F (6342.040000 sec): 3 clusters Score: Raw -3862020.991663 + Penalty 11986.883040 = -3850034.108622 nChanged 1247 SP:Iteration 2F (6342.230000 sec): 3 clusters Score: Raw -3862692.906392 + Penalty 11986.883040 = -3850706.023352 nChanged 970 SP:Iteration 3F (6342.410000 sec): 3 clusters Score: Raw -3863257.244932 + Penalty 11986.883040 = -3851270.361892 nChanged 919 SP:Iteration 4F (6342.600000 sec): 3 clusters Score: Raw -3863851.649561 + Penalty 11986.883040 = -3851864.766521 nChanged 944 SP:Iteration 5F (6342.790000 sec): 3 clusters Score: Raw -3864621.393712 + Penalty 11986.883040 = -3852634.510672 nChanged 1061 SP:Iteration 6F (6342.970000 sec): 3 clusters Score: Raw -3865640.018117 + Penalty 11986.883040 = -3853653.135077 nChanged 1167 SP:Iteration 7F (6343.160000 sec): 3 clusters Score: Raw -3866893.990899 + Penalty 11986.883040 = -3854907.107859 nChanged 1159 SP:Iteration 8F (6343.350000 sec): 3 clusters Score: Raw -3868097.625397 + Penalty 11986.883040 = -3856110.742357 nChanged 993 SP:Iteration 9F (6343.530000 sec): 3 clusters Score: Raw -3869112.771028 + Penalty 11986.883040 = -3857125.887988 nChanged 799 SP:Iteration 10Q (6343.710000 sec): 3 clusters Score: Raw -3869808.531156 + Penalty 11986.883040 = -3857821.648116 nChanged 528 SP:Iteration 11Q (6343.890000 sec): 3 clusters Score: Raw -3870190.866876 + Penalty 11986.883040 = -3858203.983836 nChanged 382 SP:Iteration 12Q (6344.070000 sec): 3 clusters Score: Raw -3870437.037913 + Penalty 11986.883040 = -3858450.154873 nChanged 245 SP:Iteration 13Q (6344.250000 sec): 3 clusters Score: Raw -3870572.621647 + Penalty 11986.883040 = -3858585.738607 nChanged 168 SP:Iteration 14Q (6344.420000 sec): 3 clusters Score: Raw -3870643.445983 + Penalty 11986.883040 = -3858656.562943 nChanged 109 SP:Iteration 15Q (6344.590000 sec): 3 clusters Score: Raw -3870683.078095 + Penalty 11986.883040 = -3858696.195055 nChanged 73 SP:Iteration 16Q (6344.760000 sec): 3 clusters Score: Raw -3870709.042550 + Penalty 11986.883040 = -3858722.159510 nChanged 45 SP:Iteration 17Q (6344.930000 sec): 3 clusters Score: Raw -3870723.940207 + Penalty 11986.883040 = -3858737.057167 nChanged 38 SP:Iteration 18Q (6345.100000 sec): 3 clusters Score: Raw -3870736.825668 + Penalty 11986.883040 = -3858749.942628 nChanged 28 SP:Iteration 19Q (6345.270000 sec): 3 clusters Score: Raw -3870749.203324 + Penalty 11986.883040 = -3858762.320284 nChanged 36 SP:Iteration 20F (6345.450000 sec): 3 clusters Score: Raw -3870764.177785 + Penalty 11986.883040 = -3858777.294745 nChanged 36 SP:Iteration 21Q (6345.620000 sec): 3 clusters Score: Raw -3870779.435211 + Penalty 11986.883040 = -3858792.552171 nChanged 41 SP:Iteration 22Q (6345.790000 sec): 3 clusters Score: Raw -3870792.862808 + Penalty 11986.883040 = -3858805.979768 nChanged 27 SP:Iteration 23Q (6345.960000 sec): 3 clusters Score: Raw -3870800.634000 + Penalty 11986.883040 = -3858813.750960 nChanged 17 SP:Iteration 24Q (6346.120000 sec): 3 clusters Score: Raw -3870804.746914 + Penalty 11986.883040 = -3858817.863874 nChanged 15 SP:Iteration 25Q (6346.290000 sec): 3 clusters Score: Raw -3870807.483111 + Penalty 11986.883040 = -3858820.600071 nChanged 9 SP:Iteration 26Q (6346.460000 sec): 3 clusters Score: Raw -3870809.556557 + Penalty 11986.883040 = -3858822.673517 nChanged 7 SP:Iteration 27Q (6346.620000 sec): 3 clusters Score: Raw -3870810.879057 + Penalty 11986.883040 = -3858823.996017 nChanged 9 SP:Iteration 28Q (6346.790000 sec): 3 clusters Score: Raw -3870813.602591 + Penalty 11986.883040 = -3858826.719550 nChanged 16 SP:Iteration 29Q (6346.950000 sec): 3 clusters Score: Raw -3870816.909392 + Penalty 11986.883040 = -3858830.026352 nChanged 9 SP:Iteration 30Q (6347.120000 sec): 3 clusters Score: Raw -3870819.460215 + Penalty 11986.883040 = -3858832.577175 nChanged 12 SP:Iteration 31Q (6347.290000 sec): 3 clusters Score: Raw -3870822.403871 + Penalty 11986.883040 = -3858835.520831 nChanged 11 SP:Iteration 32Q (6347.450000 sec): 3 clusters Score: Raw -3870826.113064 + Penalty 11986.883040 = -3858839.230024 nChanged 7 SP:Iteration 33Q (6347.620000 sec): 3 clusters Score: Raw -3870827.283276 + Penalty 11986.883040 = -3858840.400236 nChanged 2 SP:Iteration 34Q (6347.780000 sec): 3 clusters Score: Raw -3870827.612650 + Penalty 11986.883040 = -3858840.729610 nChanged 2 SP:Iteration 35Q (6347.950000 sec): 3 clusters Score: Raw -3870828.066116 + Penalty 11986.883040 = -3858841.183076 nChanged 2 SP:Iteration 36Q (6348.110000 sec): 3 clusters Score: Raw -3870828.533520 + Penalty 11986.883040 = -3858841.650480 nChanged 2 SP:Iteration 37Q (6348.280000 sec): 3 clusters Score: Raw -3870829.021072 + Penalty 11986.883040 = -3858842.138032 nChanged 1 SP:Iteration 38Q (6348.450000 sec): 3 clusters Score: Raw -3870829.343577 + Penalty 11986.883040 = -3858842.460537 nChanged 1 SP:Iteration 39Q (6348.610000 sec): 3 clusters Score: Raw -3870829.613944 + Penalty 11986.883040 = -3858842.730904 nChanged 0 SP:Iteration 40F (6348.790000 sec): 3 clusters Score: Raw -3870829.613944 + Penalty 11986.883040 = -3858842.730904 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 18 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6348.820000 sec): 2 clusters Score: Raw -89556.975349 + Penalty 3716.910673 = -85840.064676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6348.820000 sec): 3 clusters Score: Raw -90147.862413 + Penalty 7433.821346 = -82714.041067 nChanged 25 SP:Iteration 1F (6348.830000 sec): 3 clusters Score: Raw -90274.139754 + Penalty 7433.821346 = -82840.318409 nChanged 3 SP:Iteration 2Q (6348.830000 sec): 3 clusters Score: Raw -90286.002890 + Penalty 7433.821346 = -82852.181545 nChanged 0 SP:Iteration 3F (6348.830000 sec): 3 clusters Score: Raw -90286.002890 + Penalty 7433.821346 = -82852.181545 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 19 (7701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6348.910000 sec): 2 clusters Score: Raw -1654267.275283 + Penalty 5481.327100 = -1648785.948183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6348.990000 sec): 3 clusters Score: Raw -1650970.453355 + Penalty 10962.654200 = -1640007.799155 nChanged 2668 SP:Iteration 1F (6349.070000 sec): 3 clusters Score: Raw -1652583.147846 + Penalty 10962.654200 = -1641620.493646 nChanged 590 SP:Iteration 2F (6349.150000 sec): 3 clusters Score: Raw -1653009.984455 + Penalty 10962.654200 = -1642047.330255 nChanged 358 SP:Iteration 3Q (6349.230000 sec): 3 clusters Score: Raw -1653226.802417 + Penalty 10962.654200 = -1642264.148216 nChanged 222 SP:Iteration 4Q (6349.310000 sec): 3 clusters Score: Raw -1653357.693994 + Penalty 10962.654200 = -1642395.039794 nChanged 177 SP:Iteration 5Q (6349.390000 sec): 3 clusters Score: Raw -1653455.975201 + Penalty 10962.654200 = -1642493.321001 nChanged 151 SP:Iteration 6Q (6349.470000 sec): 3 clusters Score: Raw -1653544.159275 + Penalty 10962.654200 = -1642581.505075 nChanged 128 SP:Iteration 7Q (6349.550000 sec): 3 clusters Score: Raw -1653608.571896 + Penalty 10962.654200 = -1642645.917696 nChanged 118 SP:Iteration 8Q (6349.630000 sec): 3 clusters Score: Raw -1653670.601977 + Penalty 10962.654200 = -1642707.947777 nChanged 122 SP:Iteration 9Q (6349.720000 sec): 3 clusters Score: Raw -1653740.047861 + Penalty 10962.654200 = -1642777.393661 nChanged 131 SP:Iteration 10Q (6349.800000 sec): 3 clusters Score: Raw -1653815.737998 + Penalty 10962.654200 = -1642853.083798 nChanged 119 SP:Iteration 11Q (6349.880000 sec): 3 clusters Score: Raw -1653882.637773 + Penalty 10962.654200 = -1642919.983573 nChanged 114 SP:Iteration 12Q (6349.960000 sec): 3 clusters Score: Raw -1653945.689111 + Penalty 10962.654200 = -1642983.034911 nChanged 108 SP:Iteration 13Q (6350.050000 sec): 3 clusters Score: Raw -1654006.434745 + Penalty 10962.654200 = -1643043.780545 nChanged 110 SP:Iteration 14Q (6350.130000 sec): 3 clusters Score: Raw -1654068.557390 + Penalty 10962.654200 = -1643105.903190 nChanged 120 SP:Iteration 15Q (6350.210000 sec): 3 clusters Score: Raw -1654138.660978 + Penalty 10962.654200 = -1643176.006778 nChanged 129 SP:Iteration 16Q (6350.290000 sec): 3 clusters Score: Raw -1654213.892152 + Penalty 10962.654200 = -1643251.237952 nChanged 118 SP:Iteration 17Q (6350.370000 sec): 3 clusters Score: Raw -1654285.866223 + Penalty 10962.654200 = -1643323.212023 nChanged 126 SP:Iteration 18Q (6350.450000 sec): 3 clusters Score: Raw -1654366.932450 + Penalty 10962.654200 = -1643404.278250 nChanged 126 SP:Iteration 19Q (6350.530000 sec): 3 clusters Score: Raw -1654453.960642 + Penalty 10962.654200 = -1643491.306442 nChanged 134 SP:Iteration 20F (6350.610000 sec): 3 clusters Score: Raw -1654548.317371 + Penalty 10962.654200 = -1643585.663171 nChanged 142 SP:Iteration 21Q (6350.690000 sec): 3 clusters Score: Raw -1654653.675091 + Penalty 10962.654200 = -1643691.020891 nChanged 139 SP:Iteration 22Q (6350.770000 sec): 3 clusters Score: Raw -1654755.581063 + Penalty 10962.654200 = -1643792.926863 nChanged 148 SP:Iteration 23Q (6350.860000 sec): 3 clusters Score: Raw -1654866.927968 + Penalty 10962.654200 = -1643904.273768 nChanged 130 SP:Iteration 24Q (6350.930000 sec): 3 clusters Score: Raw -1654954.802357 + Penalty 10962.654200 = -1643992.148156 nChanged 114 SP:Iteration 25Q (6351.010000 sec): 3 clusters Score: Raw -1655033.402638 + Penalty 10962.654200 = -1644070.748438 nChanged 93 SP:Iteration 26Q (6351.090000 sec): 3 clusters Score: Raw -1655107.596876 + Penalty 10962.654200 = -1644144.942676 nChanged 81 SP:Iteration 27Q (6351.170000 sec): 3 clusters Score: Raw -1655173.411347 + Penalty 10962.654200 = -1644210.757147 nChanged 84 SP:Iteration 28Q (6351.250000 sec): 3 clusters Score: Raw -1655230.311156 + Penalty 10962.654200 = -1644267.656956 nChanged 64 SP:Iteration 29Q (6351.330000 sec): 3 clusters Score: Raw -1655272.069311 + Penalty 10962.654200 = -1644309.415110 nChanged 51 SP:Iteration 30Q (6351.410000 sec): 3 clusters Score: Raw -1655307.362806 + Penalty 10962.654200 = -1644344.708605 nChanged 48 SP:Iteration 31Q (6351.480000 sec): 3 clusters Score: Raw -1655337.418920 + Penalty 10962.654200 = -1644374.764720 nChanged 47 SP:Iteration 32Q (6351.560000 sec): 3 clusters Score: Raw -1655369.505334 + Penalty 10962.654200 = -1644406.851134 nChanged 36 SP:Iteration 33Q (6351.640000 sec): 3 clusters Score: Raw -1655390.878523 + Penalty 10962.654200 = -1644428.224322 nChanged 25 SP:Iteration 34Q (6351.720000 sec): 3 clusters Score: Raw -1655406.786270 + Penalty 10962.654200 = -1644444.132070 nChanged 25 SP:Iteration 35Q (6351.800000 sec): 3 clusters Score: Raw -1655422.062930 + Penalty 10962.654200 = -1644459.408730 nChanged 24 SP:Iteration 36Q (6351.880000 sec): 3 clusters Score: Raw -1655435.937438 + Penalty 10962.654200 = -1644473.283238 nChanged 12 SP:Iteration 37Q (6351.960000 sec): 3 clusters Score: Raw -1655442.891923 + Penalty 10962.654200 = -1644480.237723 nChanged 12 SP:Iteration 38Q (6352.040000 sec): 3 clusters Score: Raw -1655449.823095 + Penalty 10962.654200 = -1644487.168895 nChanged 12 SP:Iteration 39Q (6352.120000 sec): 3 clusters Score: Raw -1655455.780505 + Penalty 10962.654200 = -1644493.126305 nChanged 11 SP:Iteration 40F (6352.200000 sec): 3 clusters Score: Raw -1655463.220149 + Penalty 10962.654200 = -1644500.565949 nChanged 8 SP:Iteration 41Q (6352.280000 sec): 3 clusters Score: Raw -1655468.316510 + Penalty 10962.654200 = -1644505.662310 nChanged 6 SP:Iteration 42Q (6352.350000 sec): 3 clusters Score: Raw -1655472.087431 + Penalty 10962.654200 = -1644509.433230 nChanged 10 SP:Iteration 43Q (6352.430000 sec): 3 clusters Score: Raw -1655478.794914 + Penalty 10962.654200 = -1644516.140713 nChanged 9 SP:Iteration 44Q (6352.510000 sec): 3 clusters Score: Raw -1655483.782888 + Penalty 10962.654200 = -1644521.128688 nChanged 8 SP:Iteration 45Q (6352.580000 sec): 3 clusters Score: Raw -1655488.618697 + Penalty 10962.654200 = -1644525.964496 nChanged 12 SP:Iteration 46Q (6352.660000 sec): 3 clusters Score: Raw -1655497.857416 + Penalty 10962.654200 = -1644535.203216 nChanged 8 SP:Iteration 47Q (6352.740000 sec): 3 clusters Score: Raw -1655502.276974 + Penalty 10962.654200 = -1644539.622774 nChanged 7 SP:Iteration 48Q (6352.820000 sec): 3 clusters Score: Raw -1655505.757092 + Penalty 10962.654200 = -1644543.102891 nChanged 6 SP:Iteration 49Q (6352.890000 sec): 3 clusters Score: Raw -1655508.734186 + Penalty 10962.654200 = -1644546.079986 nChanged 2 SP:Iteration 50Q (6352.970000 sec): 3 clusters Score: Raw -1655509.704266 + Penalty 10962.654200 = -1644547.050065 nChanged 0 SP:Iteration 51F (6353.050000 sec): 3 clusters Score: Raw -1655509.704266 + Penalty 10962.654200 = -1644547.050065 nChanged 0 Memory request: 0.00 GB would take us to total of 5.93 GB. Trying to split cluster 20 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6353.060000 sec): 2 clusters Score: Raw -100773.114873 + Penalty 3822.168955 = -96950.945918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6353.070000 sec): 3 clusters Score: Raw -101306.989386 + Penalty 7644.337910 = -93662.651476 nChanged 57 SP:Iteration 1F (6353.080000 sec): 3 clusters Score: Raw -101515.765915 + Penalty 7644.337910 = -93871.428005 nChanged 17 SP:Iteration 2Q (6353.080000 sec): 3 clusters Score: Raw -101612.402715 + Penalty 7644.337910 = -93968.064804 nChanged 10 SP:Iteration 3Q (6353.090000 sec): 3 clusters Score: Raw -101682.708098 + Penalty 7644.337910 = -94038.370188 nChanged 6 SP:Iteration 4Q (6353.090000 sec): 3 clusters Score: Raw -101731.804410 + Penalty 7644.337910 = -94087.466500 nChanged 6 SP:Iteration 5Q (6353.100000 sec): 3 clusters Score: Raw -101775.977627 + Penalty 7644.337910 = -94131.639717 nChanged 1 SP:Iteration 6Q (6353.100000 sec): 3 clusters Score: Raw -101783.200982 + Penalty 7644.337910 = -94138.863072 nChanged 0 SP:Iteration 7F (6353.110000 sec): 3 clusters Score: Raw -101783.200982 + Penalty 7644.337910 = -94138.863072 nChanged 0 ------ Evaluating fit on full set of 1473279 points ------ Score: Raw -314817378.789573 + Penalty 156588.086983 = -314660790.702591 Time taken for this iteration:3667.220000 seconds. 21->19 Clusters: Score -314660790.702591, best is -314659626.599955 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 9515 (time per iteration =677.997898 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1254657913344.000000 (time per metric unit =5.141760ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 60223579840512.000000 (time per metric unit=107.120002ps) That took 6451.150000 seconds.